{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>requirejs.config({paths: { 'plotly': ['https://cdn.plot.ly/plotly-latest.min']},});if(!window.Plotly) {{require(['plotly'],function(plotly) {window.Plotly=plotly;});}}</script>"
      ],
      "text/vnd.plotly.v1+html": [
       "<script>requirejs.config({paths: { 'plotly': ['https://cdn.plot.ly/plotly-latest.min']},});if(!window.Plotly) {{require(['plotly'],function(plotly) {window.Plotly=plotly;});}}</script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.offline as py\n",
    "from visual import *\n",
    "\n",
    "py.init_notebook_mode(connected=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "section, year = \"astro-ph\", 17\n",
    "volume = \"{}.{}\".format(section, str(year).zfill(2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# model = Word2Vec.load(\"../stat/word_vec/{}\".format(volume))\n",
    "# terms = get_lines(\"../topics/{}.txt\".format(section))\n",
    "# extented_terms = closest_keys(terms, model)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
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          "color": "orange"
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         "name": "topic #1",
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         "type": "bar",
         "x": [
          0.005,
          0.005,
          0.006,
          0.006,
          0.006,
          0.009
         ],
         "xaxis": "x1",
         "y": [
          "dust",
          "particle",
          "surface",
          "core",
          "mass_loss",
          "abundance"
         ],
         "yaxis": "y1"
        },
        {
         "marker": {
          "color": "orange"
         },
         "name": "topic #2",
         "orientation": "h",
         "type": "bar",
         "x": [
          0.007,
          0.007,
          0.007,
          0.008,
          0.009,
          0.009
         ],
         "xaxis": "x2",
         "y": [
          "accretion",
          "luminosity",
          "spin",
          "black_hole",
          "light_curve",
          "outburst"
         ],
         "yaxis": "y2"
        },
        {
         "marker": {
          "color": "orange"
         },
         "name": "topic #3",
         "orientation": "h",
         "type": "bar",
         "x": [
          0.006,
          0.006,
          0.008,
          0.008,
          0.009,
          0.012
         ],
         "xaxis": "x3",
         "y": [
          "solar",
          "frequency",
          "flare",
          "magnetic_field",
          "radio",
          "image"
         ],
         "yaxis": "y3"
        },
        {
         "marker": {
          "color": "orange"
         },
         "name": "topic #4",
         "orientation": "h",
         "type": "bar",
         "x": [
          0.004,
          0.005,
          0.005,
          0.01,
          0.01,
          0.011
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         "xaxis": "x4",
         "y": [
          "neutrino",
          "experiment",
          "dark_matter",
          "event",
          "detector",
          "signal"
         ],
         "yaxis": "y4"
        },
        {
         "marker": {
          "color": "orange"
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         "name": "topic #5",
         "orientation": "h",
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         "x": [
          0.005,
          0.005,
          0.006,
          0.006,
          0.006,
          0.016
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         "xaxis": "x5",
         "y": [
          "magnitude",
          "filter",
          "spectra",
          "pixel",
          "survey",
          "image"
         ],
         "yaxis": "y5"
        },
        {
         "marker": {
          "color": "orange"
         },
         "name": "topic #6",
         "orientation": "h",
         "type": "bar",
         "x": [
          0.004,
          0.004,
          0.005,
          0.005,
          0.007,
          0.008
         ],
         "xaxis": "x6",
         "y": [
          "axion",
          "black_hole",
          "particle",
          "matter",
          "mode",
          "solution"
         ],
         "yaxis": "y6"
        },
        {
         "marker": {
          "color": "orange"
         },
         "name": "topic #7",
         "orientation": "h",
         "type": "bar",
         "x": [
          0.005,
          0.006,
          0.006,
          0.011,
          0.011,
          0.02
         ],
         "xaxis": "x7",
         "y": [
          "magnetic",
          "particle",
          "flow",
          "disc",
          "magnetic_field",
          "disk"
         ],
         "yaxis": "y7"
        },
        {
         "marker": {
          "color": "orange"
         },
         "name": "topic #8",
         "orientation": "h",
         "type": "bar",
         "x": [
          0.007,
          0.007,
          0.008,
          0.016,
          0.018,
          0.023
         ],
         "xaxis": "x8",
         "y": [
          "stellar_mass",
          "metallicity",
          "star_formation",
          "galaxy",
          "halo",
          "galaxie"
         ],
         "yaxis": "y8"
        },
        {
         "marker": {
          "color": "orange"
         },
         "name": "topic #9",
         "orientation": "h",
         "type": "bar",
         "x": [
          0.005,
          0.005,
          0.005,
          0.008,
          0.008,
          0.026
         ],
         "xaxis": "x9",
         "y": [
          "kepler",
          "transit",
          "light_curve",
          "orbit",
          "period",
          "planet"
         ],
         "yaxis": "y9"
        },
        {
         "marker": {
          "color": "orange"
         },
         "name": "topic #10",
         "orientation": "h",
         "type": "bar",
         "x": [
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          0.007,
          0.008,
          0.011,
          0.014,
          0.017
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         "xaxis": "x10",
         "y": [
          "luminosity",
          "optical",
          "spectral",
          "absorption",
          "quasar",
          "spectra"
         ],
         "yaxis": "y10"
        },
        {
         "marker": {
          "color": "orange"
         },
         "name": "topic #11",
         "orientation": "h",
         "type": "bar",
         "x": [
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          0.006,
          0.008,
          0.009,
          0.012,
          0.021
         ],
         "xaxis": "x11",
         "y": [
          "star_formation",
          "filament",
          "molecular",
          "clump",
          "dust",
          "cloud"
         ],
         "yaxis": "y11"
        },
        {
         "marker": {
          "color": "orange"
         },
         "name": "topic #12",
         "orientation": "h",
         "type": "bar",
         "x": [
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          0.007,
          0.007,
          0.008,
          0.008,
          0.012
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         "xaxis": "x12",
         "y": [
          "pulsar",
          "photon",
          "burst",
          "electron",
          "magnetic_field",
          "shock"
         ],
         "yaxis": "y12"
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        {
         "marker": {
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         "name": "topic #13",
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          0.006,
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         "xaxis": "x13",
         "y": [
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          "cosmological",
          "matter",
          "power_spectrum",
          "constraint"
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         "yaxis": "y13"
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         "marker": {
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          "group",
          "cluster"
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         "yaxis": "y15"
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       "\n",
       "| Topic title | Articles |\n",
       "| --- | --- |\n",
       "| abundance, surface | [1709.00595](https://arxiv.org/pdf/1709.00595.pdf)&nbsp;&nbsp;&nbsp;&nbsp;[1705.06235](https://arxiv.org/pdf/1705.06235.pdf)&nbsp;&nbsp;&nbsp;&nbsp;[1702.02844](https://arxiv.org/pdf/1702.02844.pdf)&nbsp;&nbsp;&nbsp;&nbsp;[1708.00633](https://arxiv.org/pdf/1708.00633.pdf)&nbsp;&nbsp;&nbsp;&nbsp;[1701.05189](https://arxiv.org/pdf/1701.05189.pdf)&nbsp;&nbsp;&nbsp;&nbsp; |\n",
       "| light_curve, outburst | [1712.02571](https://arxiv.org/pdf/1712.02571.pdf)&nbsp;&nbsp;&nbsp;&nbsp;[1705.06795](https://arxiv.org/pdf/1705.06795.pdf)&nbsp;&nbsp;&nbsp;&nbsp;[1707.07356](https://arxiv.org/pdf/1707.07356.pdf)&nbsp;&nbsp;&nbsp;&nbsp;[1704.02628](https://arxiv.org/pdf/1704.02628.pdf)&nbsp;&nbsp;&nbsp;&nbsp;[1711.07672](https://arxiv.org/pdf/1711.07672.pdf)&nbsp;&nbsp;&nbsp;&nbsp; |\n",
       "| image, radio | [1706.02836](https://arxiv.org/pdf/1706.02836.pdf)&nbsp;&nbsp;&nbsp;&nbsp;[1705.06795](https://arxiv.org/pdf/1705.06795.pdf)&nbsp;&nbsp;&nbsp;&nbsp;[1709.08574](https://arxiv.org/pdf/1709.08574.pdf)&nbsp;&nbsp;&nbsp;&nbsp;[1707.00414](https://arxiv.org/pdf/1707.00414.pdf)&nbsp;&nbsp;&nbsp;&nbsp;[1705.10493](https://arxiv.org/pdf/1705.10493.pdf)&nbsp;&nbsp;&nbsp;&nbsp; |\n",
       "| signal, event | [1711.07421](https://arxiv.org/pdf/1711.07421.pdf)&nbsp;&nbsp;&nbsp;&nbsp;[1701.03952](https://arxiv.org/pdf/1701.03952.pdf)&nbsp;&nbsp;&nbsp;&nbsp;[1712.04979](https://arxiv.org/pdf/1712.04979.pdf)&nbsp;&nbsp;&nbsp;&nbsp;[1705.10944](https://arxiv.org/pdf/1705.10944.pdf)&nbsp;&nbsp;&nbsp;&nbsp;[1709.01877](https://arxiv.org/pdf/1709.01877.pdf)&nbsp;&nbsp;&nbsp;&nbsp; |\n",
       "| image, spectra | [1708.04685](https://arxiv.org/pdf/1708.04685.pdf)&nbsp;&nbsp;&nbsp;&nbsp;[1709.03531](https://arxiv.org/pdf/1709.03531.pdf)&nbsp;&nbsp;&nbsp;&nbsp;[1709.04045](https://arxiv.org/pdf/1709.04045.pdf)&nbsp;&nbsp;&nbsp;&nbsp;[1703.02305](https://arxiv.org/pdf/1703.02305.pdf)&nbsp;&nbsp;&nbsp;&nbsp;[1703.08410](https://arxiv.org/pdf/1703.08410.pdf)&nbsp;&nbsp;&nbsp;&nbsp; |\n",
       "| solution, mode | [1701.03168](https://arxiv.org/pdf/1701.03168.pdf)&nbsp;&nbsp;&nbsp;&nbsp;[1707.00414](https://arxiv.org/pdf/1707.00414.pdf)&nbsp;&nbsp;&nbsp;&nbsp;[1711.00835](https://arxiv.org/pdf/1711.00835.pdf)&nbsp;&nbsp;&nbsp;&nbsp;[1709.08574](https://arxiv.org/pdf/1709.08574.pdf)&nbsp;&nbsp;&nbsp;&nbsp;[1707.00701](https://arxiv.org/pdf/1707.00701.pdf)&nbsp;&nbsp;&nbsp;&nbsp; |\n",
       "| disk, disc | [1701.03152](https://arxiv.org/pdf/1701.03152.pdf)&nbsp;&nbsp;&nbsp;&nbsp;[1708.01275](https://arxiv.org/pdf/1708.01275.pdf)&nbsp;&nbsp;&nbsp;&nbsp;[1708.05388](https://arxiv.org/pdf/1708.05388.pdf)&nbsp;&nbsp;&nbsp;&nbsp;[1704.06317](https://arxiv.org/pdf/1704.06317.pdf)&nbsp;&nbsp;&nbsp;&nbsp;[1704.08962](https://arxiv.org/pdf/1704.08962.pdf)&nbsp;&nbsp;&nbsp;&nbsp; |\n",
       "| galaxie, halo | [1709.07881](https://arxiv.org/pdf/1709.07881.pdf)&nbsp;&nbsp;&nbsp;&nbsp;[1708.01615](https://arxiv.org/pdf/1708.01615.pdf)&nbsp;&nbsp;&nbsp;&nbsp;[1702.08614](https://arxiv.org/pdf/1702.08614.pdf)&nbsp;&nbsp;&nbsp;&nbsp;[1707.01106](https://arxiv.org/pdf/1707.01106.pdf)&nbsp;&nbsp;&nbsp;&nbsp;[1703.08410](https://arxiv.org/pdf/1703.08410.pdf)&nbsp;&nbsp;&nbsp;&nbsp; |\n",
       "| planet, orbit | [1706.09849](https://arxiv.org/pdf/1706.09849.pdf)&nbsp;&nbsp;&nbsp;&nbsp;[1710.08295](https://arxiv.org/pdf/1710.08295.pdf)&nbsp;&nbsp;&nbsp;&nbsp;[1708.01275](https://arxiv.org/pdf/1708.01275.pdf)&nbsp;&nbsp;&nbsp;&nbsp;[1705.04460](https://arxiv.org/pdf/1705.04460.pdf)&nbsp;&nbsp;&nbsp;&nbsp;[1708.00693](https://arxiv.org/pdf/1708.00693.pdf)&nbsp;&nbsp;&nbsp;&nbsp; |\n",
       "| spectra, quasar | [1706.01635](https://arxiv.org/pdf/1706.01635.pdf)&nbsp;&nbsp;&nbsp;&nbsp;[1701.00922](https://arxiv.org/pdf/1701.00922.pdf)&nbsp;&nbsp;&nbsp;&nbsp;[1706.09759](https://arxiv.org/pdf/1706.09759.pdf)&nbsp;&nbsp;&nbsp;&nbsp;[1703.03051](https://arxiv.org/pdf/1703.03051.pdf)&nbsp;&nbsp;&nbsp;&nbsp;[1708.06155](https://arxiv.org/pdf/1708.06155.pdf)&nbsp;&nbsp;&nbsp;&nbsp; |\n",
       "| cloud, dust | [1708.08149](https://arxiv.org/pdf/1708.08149.pdf)&nbsp;&nbsp;&nbsp;&nbsp;[1703.09709](https://arxiv.org/pdf/1703.09709.pdf)&nbsp;&nbsp;&nbsp;&nbsp;[1702.02844](https://arxiv.org/pdf/1702.02844.pdf)&nbsp;&nbsp;&nbsp;&nbsp;[1706.07164](https://arxiv.org/pdf/1706.07164.pdf)&nbsp;&nbsp;&nbsp;&nbsp;[1706.05107](https://arxiv.org/pdf/1706.05107.pdf)&nbsp;&nbsp;&nbsp;&nbsp; |\n",
       "| shock, electron | [1703.09311](https://arxiv.org/pdf/1703.09311.pdf)&nbsp;&nbsp;&nbsp;&nbsp;[1711.01279](https://arxiv.org/pdf/1711.01279.pdf)&nbsp;&nbsp;&nbsp;&nbsp;[1707.07511](https://arxiv.org/pdf/1707.07511.pdf)&nbsp;&nbsp;&nbsp;&nbsp;[1709.08574](https://arxiv.org/pdf/1709.08574.pdf)&nbsp;&nbsp;&nbsp;&nbsp;[1705.06795](https://arxiv.org/pdf/1705.06795.pdf)&nbsp;&nbsp;&nbsp;&nbsp; |\n",
       "| power_spectrum, constraint | [1701.06102](https://arxiv.org/pdf/1701.06102.pdf)&nbsp;&nbsp;&nbsp;&nbsp;[1702.08855](https://arxiv.org/pdf/1702.08855.pdf)&nbsp;&nbsp;&nbsp;&nbsp;[1711.01051](https://arxiv.org/pdf/1711.01051.pdf)&nbsp;&nbsp;&nbsp;&nbsp;[1706.06913](https://arxiv.org/pdf/1706.06913.pdf)&nbsp;&nbsp;&nbsp;&nbsp;[1704.07830](https://arxiv.org/pdf/1704.07830.pdf)&nbsp;&nbsp;&nbsp;&nbsp; |\n",
       "| cluster, group | [1704.03529](https://arxiv.org/pdf/1704.03529.pdf)&nbsp;&nbsp;&nbsp;&nbsp;[1709.01289](https://arxiv.org/pdf/1709.01289.pdf)&nbsp;&nbsp;&nbsp;&nbsp;[1704.07843](https://arxiv.org/pdf/1704.07843.pdf)&nbsp;&nbsp;&nbsp;&nbsp;[1705.07344](https://arxiv.org/pdf/1705.07344.pdf)&nbsp;&nbsp;&nbsp;&nbsp;[1703.07365](https://arxiv.org/pdf/1703.07365.pdf)&nbsp;&nbsp;&nbsp;&nbsp; |\n",
       "| galaxie, galaxy | [1704.07830](https://arxiv.org/pdf/1704.07830.pdf)&nbsp;&nbsp;&nbsp;&nbsp;[1704.03529](https://arxiv.org/pdf/1704.03529.pdf)&nbsp;&nbsp;&nbsp;&nbsp;[1701.02427](https://arxiv.org/pdf/1701.02427.pdf)&nbsp;&nbsp;&nbsp;&nbsp;[1701.06102](https://arxiv.org/pdf/1701.06102.pdf)&nbsp;&nbsp;&nbsp;&nbsp;[1702.08614](https://arxiv.org/pdf/1702.08614.pdf)&nbsp;&nbsp;&nbsp;&nbsp; |\n"
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       "\n",
       "| <center>Author(s)<center> | <center>Year<center> | <center>Ref. count<center> |\n",
       "| --- | --- | --- |\n",
       "|<center>P. A. R, R. Ade</center>|<center>2016</center>|<center>84</center>|\n",
       "|<center>B. P. Abbott</center>|<center>2016</center>|<center>58</center>|\n",
       "|<center>S. Weinberg</center>|<center>1989</center>|<center>45</center>|\n",
       "|<center>A. H. Guth</center>|<center>1981</center>|<center>35</center>|\n",
       "|<center>S. Weinberg</center>|<center>1978</center>|<center>33</center>|\n",
       "|<center>P. A. R, R. Ade</center>|<center>2014</center>|<center>33</center>|\n",
       "|<center>A. A. Starobinsky</center>|<center>1980</center>|<center>32</center>|\n",
       "|<center>A. Lewis, S. Bridle</center>|<center>2002</center>|<center>31</center>|\n",
       "|<center>M. Dine, W. Fischler</center>|<center>1983</center>|<center>30</center>|\n",
       "|<center>B. P. Abbott</center>|<center>2017</center>|<center>28</center>|\n",
       "|<center>C. Patrignani</center>|<center>2016</center>|<center>27</center>|\n",
       "|<center>A. D. Linde</center>|<center>1982</center>|<center>27</center>|\n",
       "|<center>R. D. Peccei, H. R. Quinn</center>|<center>1977</center>|<center>26</center>|\n",
       "|<center>A. G. Riess</center>|<center>1998</center>|<center>26</center>|\n",
       "|<center>G. W. Horndeski, J. Theor</center>|<center>1974</center>|<center>25</center>|\n"
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