{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import mpld3\n",
    "\n",
    "\n",
    "mpld3.enable_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/html": [
       "\n",
       "\n",
       "<style>\n",
       "\n",
       "</style>\n",
       "\n",
       "<div id=\"fig_el284829388735232806384987343\"></div>\n",
       "<script>\n",
       "function mpld3_load_lib(url, callback){\n",
       "  var s = document.createElement('script');\n",
       "  s.src = url;\n",
       "  s.async = true;\n",
       "  s.onreadystatechange = s.onload = callback;\n",
       "  s.onerror = function(){console.warn(\"failed to load library \" + url);};\n",
       "  document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "}\n",
       "\n",
       "if(typeof(mpld3) !== \"undefined\" && mpld3._mpld3IsLoaded){\n",
       "   // already loaded: just create the figure\n",
       "   !function(mpld3){\n",
       "       \n",
       "       mpld3.draw_figure(\"fig_el284829388735232806384987343\", {\"width\": 432.0, \"height\": 288.0, \"axes\": [{\"bbox\": [0.125, 0.125, 0.775, 0.755], \"xlim\": [-0.45, 9.45], \"ylim\": [0.3544304567420151, 0.9926738225847919], \"xdomain\": [-0.45, 9.45], \"ydomain\": [0.3544304567420151, 0.9926738225847919], \"xscale\": \"linear\", \"yscale\": \"linear\", \"axes\": [{\"position\": \"bottom\", \"nticks\": 7, \"tickvalues\": null, \"tickformat\": null, \"scale\": \"linear\", \"fontsize\": 10.0, \"grid\": {\"gridOn\": false}, \"visible\": true}, {\"position\": \"left\", \"nticks\": 8, \"tickvalues\": null, \"tickformat\": null, \"scale\": \"linear\", \"fontsize\": 10.0, \"grid\": {\"gridOn\": false}, \"visible\": true}], \"axesbg\": \"#FFFFFF\", \"axesbgalpha\": null, \"zoomable\": true, \"id\": \"el28482938875027240\", \"lines\": [{\"data\": \"data01\", \"xindex\": 0, \"yindex\": 1, \"coordinates\": \"data\", \"id\": \"el28482938877870488\", \"color\": \"#1F77B4\", \"linewidth\": 1.5, \"dasharray\": \"none\", \"alpha\": 1, \"zorder\": 2, \"drawstyle\": \"default\"}], \"paths\": [], \"markers\": [], \"texts\": [], \"collections\": [], \"images\": [], \"sharex\": [], \"sharey\": []}], \"data\": {\"data01\": [[0.0, 0.5488135039273248], [1.0, 0.7151893663724195], [2.0, 0.6027633760716439], [3.0, 0.5448831829968969], [4.0, 0.4236547993389047], [5.0, 0.6458941130666561], [6.0, 0.4375872112626925], [7.0, 0.8917730007820798], [8.0, 0.9636627605010293], [9.0, 0.3834415188257777]]}, \"id\": \"el28482938873523280\", \"plugins\": [{\"type\": \"reset\"}, {\"type\": \"zoom\", \"button\": true, \"enabled\": false}, {\"type\": \"boxzoom\", \"button\": true, \"enabled\": false}]});\n",
       "   }(mpld3);\n",
       "}else if(typeof define === \"function\" && define.amd){\n",
       "   // require.js is available: use it to load d3/mpld3\n",
       "   require.config({paths: {d3: \"https://mpld3.github.io/js/d3.v3.min\"}});\n",
       "   require([\"d3\"], function(d3){\n",
       "      window.d3 = d3;\n",
       "      mpld3_load_lib(\"https://mpld3.github.io/js/mpld3.v0.3.1.dev1.js\", function(){\n",
       "         \n",
       "         mpld3.draw_figure(\"fig_el284829388735232806384987343\", {\"width\": 432.0, \"height\": 288.0, \"axes\": [{\"bbox\": [0.125, 0.125, 0.775, 0.755], \"xlim\": [-0.45, 9.45], \"ylim\": [0.3544304567420151, 0.9926738225847919], \"xdomain\": [-0.45, 9.45], \"ydomain\": [0.3544304567420151, 0.9926738225847919], \"xscale\": \"linear\", \"yscale\": \"linear\", \"axes\": [{\"position\": \"bottom\", \"nticks\": 7, \"tickvalues\": null, \"tickformat\": null, \"scale\": \"linear\", \"fontsize\": 10.0, \"grid\": {\"gridOn\": false}, \"visible\": true}, {\"position\": \"left\", \"nticks\": 8, \"tickvalues\": null, \"tickformat\": null, \"scale\": \"linear\", \"fontsize\": 10.0, \"grid\": {\"gridOn\": false}, \"visible\": true}], \"axesbg\": \"#FFFFFF\", \"axesbgalpha\": null, \"zoomable\": true, \"id\": \"el28482938875027240\", \"lines\": [{\"data\": \"data01\", \"xindex\": 0, \"yindex\": 1, \"coordinates\": \"data\", \"id\": \"el28482938877870488\", \"color\": \"#1F77B4\", \"linewidth\": 1.5, \"dasharray\": \"none\", \"alpha\": 1, \"zorder\": 2, \"drawstyle\": \"default\"}], \"paths\": [], \"markers\": [], \"texts\": [], \"collections\": [], \"images\": [], \"sharex\": [], \"sharey\": []}], \"data\": {\"data01\": [[0.0, 0.5488135039273248], [1.0, 0.7151893663724195], [2.0, 0.6027633760716439], [3.0, 0.5448831829968969], [4.0, 0.4236547993389047], [5.0, 0.6458941130666561], [6.0, 0.4375872112626925], [7.0, 0.8917730007820798], [8.0, 0.9636627605010293], [9.0, 0.3834415188257777]]}, \"id\": \"el28482938873523280\", \"plugins\": [{\"type\": \"reset\"}, {\"type\": \"zoom\", \"button\": true, \"enabled\": false}, {\"type\": \"boxzoom\", \"button\": true, \"enabled\": false}]});\n",
       "      });\n",
       "    });\n",
       "}else{\n",
       "    // require.js not available: dynamically load d3 & mpld3\n",
       "    mpld3_load_lib(\"https://mpld3.github.io/js/d3.v3.min.js\", function(){\n",
       "         mpld3_load_lib(\"https://mpld3.github.io/js/mpld3.v0.3.1.dev1.js\", function(){\n",
       "                 \n",
       "                 mpld3.draw_figure(\"fig_el284829388735232806384987343\", {\"width\": 432.0, \"height\": 288.0, \"axes\": [{\"bbox\": [0.125, 0.125, 0.775, 0.755], \"xlim\": [-0.45, 9.45], \"ylim\": [0.3544304567420151, 0.9926738225847919], \"xdomain\": [-0.45, 9.45], \"ydomain\": [0.3544304567420151, 0.9926738225847919], \"xscale\": \"linear\", \"yscale\": \"linear\", \"axes\": [{\"position\": \"bottom\", \"nticks\": 7, \"tickvalues\": null, \"tickformat\": null, \"scale\": \"linear\", \"fontsize\": 10.0, \"grid\": {\"gridOn\": false}, \"visible\": true}, {\"position\": \"left\", \"nticks\": 8, \"tickvalues\": null, \"tickformat\": null, \"scale\": \"linear\", \"fontsize\": 10.0, \"grid\": {\"gridOn\": false}, \"visible\": true}], \"axesbg\": \"#FFFFFF\", \"axesbgalpha\": null, \"zoomable\": true, \"id\": \"el28482938875027240\", \"lines\": [{\"data\": \"data01\", \"xindex\": 0, \"yindex\": 1, \"coordinates\": \"data\", \"id\": \"el28482938877870488\", \"color\": \"#1F77B4\", \"linewidth\": 1.5, \"dasharray\": \"none\", \"alpha\": 1, \"zorder\": 2, \"drawstyle\": \"default\"}], \"paths\": [], \"markers\": [], \"texts\": [], \"collections\": [], \"images\": [], \"sharex\": [], \"sharey\": []}], \"data\": {\"data01\": [[0.0, 0.5488135039273248], [1.0, 0.7151893663724195], [2.0, 0.6027633760716439], [3.0, 0.5448831829968969], [4.0, 0.4236547993389047], [5.0, 0.6458941130666561], [6.0, 0.4375872112626925], [7.0, 0.8917730007820798], [8.0, 0.9636627605010293], [9.0, 0.3834415188257777]]}, \"id\": \"el28482938873523280\", \"plugins\": [{\"type\": \"reset\"}, {\"type\": \"zoom\", \"button\": true, \"enabled\": false}, {\"type\": \"boxzoom\", \"button\": true, \"enabled\": false}]});\n",
       "            })\n",
       "         });\n",
       "}\n",
       "</script>"
      ],
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "np.random.seed(0)\n",
    "plt.plot(np.random.rand(10));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/html": [
       "\n",
       "\n",
       "<style>\n",
       "\n",
       "</style>\n",
       "\n",
       "<div id=\"fig_el284829388794120961771891157\"></div>\n",
       "<script>\n",
       "function mpld3_load_lib(url, callback){\n",
       "  var s = document.createElement('script');\n",
       "  s.src = url;\n",
       "  s.async = true;\n",
       "  s.onreadystatechange = s.onload = callback;\n",
       "  s.onerror = function(){console.warn(\"failed to load library \" + url);};\n",
       "  document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "}\n",
       "\n",
       "if(typeof(mpld3) !== \"undefined\" && mpld3._mpld3IsLoaded){\n",
       "   // already loaded: just create the figure\n",
       "   !function(mpld3){\n",
       "       \n",
       "       mpld3.draw_figure(\"fig_el284829388794120961771891157\", {\"width\": 432.0, \"height\": 288.0, \"axes\": [{\"bbox\": [0.125, 0.125, 0.775, 0.755], \"xlim\": [-0.07163281955246942, 1.0385168408624545], \"ylim\": [-0.08145363368556158, 1.0920147244384297], \"xdomain\": [-0.07163281955246942, 1.0385168408624545], \"ydomain\": [-0.08145363368556158, 1.0920147244384297], \"xscale\": \"linear\", \"yscale\": \"linear\", \"axes\": [{\"position\": \"bottom\", \"nticks\": 8, \"tickvalues\": null, \"tickformat\": null, \"scale\": \"linear\", \"fontsize\": 10.0, \"grid\": {\"gridOn\": false}, \"visible\": true}, {\"position\": \"left\", \"nticks\": 8, \"tickvalues\": null, \"tickformat\": null, \"scale\": \"linear\", \"fontsize\": 10.0, \"grid\": {\"gridOn\": false}, \"visible\": true}], \"axesbg\": \"#FFFFFF\", \"axesbgalpha\": null, \"zoomable\": true, \"id\": \"el28482938879292864\", \"lines\": [], \"paths\": [], \"markers\": [], \"texts\": [], \"collections\": [{\"offsets\": \"data01\", \"xindex\": 0, \"yindex\": 1, \"paths\": [[[[0.0, -0.5], [0.13260155, -0.5], [0.25978993539242673, -0.44731684579412084], [0.3535533905932738, -0.3535533905932738], [0.44731684579412084, -0.25978993539242673], [0.5, -0.13260155], [0.5, 0.0], [0.5, 0.13260155], [0.44731684579412084, 0.25978993539242673], [0.3535533905932738, 0.3535533905932738], [0.25978993539242673, 0.44731684579412084], [0.13260155, 0.5], [0.0, 0.5], [-0.13260155, 0.5], [-0.25978993539242673, 0.44731684579412084], [-0.3535533905932738, 0.3535533905932738], [-0.44731684579412084, 0.25978993539242673], [-0.5, 0.13260155], [-0.5, 0.0], [-0.5, -0.13260155], [-0.44731684579412084, -0.25978993539242673], [-0.3535533905932738, -0.3535533905932738], [-0.25978993539242673, -0.44731684579412084], [-0.13260155, -0.5], [0.0, -0.5]], [\"M\", \"C\", \"C\", \"C\", \"C\", \"C\", \"C\", \"C\", \"C\", \"Z\"]]], \"pathtransforms\": [[17.320508075688775, 0.0, 0.0, 17.320508075688775, 0.0, 0.0]], \"alphas\": [0.3], \"edgecolors\": [\"#1F77B4\"], \"facecolors\": [\"#1F77B4\"], \"edgewidths\": [1.0], \"offsetcoordinates\": \"data\", \"pathcoordinates\": \"display\", \"zorder\": 1, \"id\": \"el28482938879414000\"}], \"images\": [], \"sharex\": [], \"sharey\": []}], \"data\": {\"data01\": [[0.31856895245132366, 0.6180154289988415], [0.6674103799636817, 0.42876870094576613], [0.13179786240439217, 0.13547406422245023], [0.7163272041185655, 0.29828232595603077], [0.2894060929472011, 0.5699649107012649], [0.18319136200711683, 0.5908727612481732], [0.5865129348100832, 0.5743252488495788], [0.020107546187493552, 0.6532008198571336], [0.8289400292173631, 0.6521032700016889], [0.004695476192547066, 0.43141843543397396], [0.6778165367962301, 0.896546595851063], [0.27000797319216485, 0.36756187004789653], [0.7351940221225949, 0.4358649252656268], [0.9621885451174382, 0.8919233550156721], [0.24875314351995803, 0.8061939890460857], [0.5761573344178369, 0.7038885835403663], [0.592041931271839, 0.10022688731230112], [0.5722519057908734, 0.9194826137446735], [0.2230816326406183, 0.7142412995491114], [0.952749011516985, 0.9988470065678665], [0.44712537861762736, 0.14944830465799375], [0.8464086724711278, 0.8681260573682142], [0.6994792753175043, 0.16249293467637482], [0.29743695085513366, 0.6155595642838442], [0.8137978197024772, 0.12381998284944151], [0.39650574084698464, 0.8480082293222344], [0.8811031971111616, 0.8073189587250107], [0.5812728726358587, 0.5691007386145933], [0.8817353618548528, 0.40718329722599966], [0.6925315900777659, 0.06916699545513805], [0.7252542798196405, 0.6974287731445636], [0.5013243819267023, 0.45354268267806885], [0.9560836347232239, 0.7220555994703479], [0.6439901992296374, 0.8663823259286292], [0.4238550485581797, 0.9755215050028858], [0.6063932141279244, 0.855803342392611], [0.019193198309333526, 0.011714084185001972], [0.30157481667454933, 0.3599780644783639], [0.660173537492685, 0.729990562424058], [0.29007760721044407, 0.17162967726144052]]}, \"id\": \"el28482938879412096\", \"plugins\": [{\"type\": \"reset\"}, {\"type\": \"zoom\", \"button\": true, \"enabled\": false}, {\"type\": \"boxzoom\", \"button\": true, \"enabled\": false}, {\"type\": \"tooltip\", \"id\": \"el28482938879414000\", \"labels\": [\"Point 0\", \"Point 1\", \"Point 2\", \"Point 3\", \"Point 4\", \"Point 5\", \"Point 6\", \"Point 7\", \"Point 8\", \"Point 9\", \"Point 10\", \"Point 11\", \"Point 12\", \"Point 13\", \"Point 14\", \"Point 15\", \"Point 16\", \"Point 17\", \"Point 18\", \"Point 19\", \"Point 20\", \"Point 21\", \"Point 22\", \"Point 23\", \"Point 24\", \"Point 25\", \"Point 26\", \"Point 27\", \"Point 28\", \"Point 29\", \"Point 30\", \"Point 31\", \"Point 32\", \"Point 33\", \"Point 34\", \"Point 35\", \"Point 36\", \"Point 37\", \"Point 38\", \"Point 39\"], \"hoffset\": 0, \"voffset\": 10, \"location\": \"mouse\"}]});\n",
       "   }(mpld3);\n",
       "}else if(typeof define === \"function\" && define.amd){\n",
       "   // require.js is available: use it to load d3/mpld3\n",
       "   require.config({paths: {d3: \"https://mpld3.github.io/js/d3.v3.min\"}});\n",
       "   require([\"d3\"], function(d3){\n",
       "      window.d3 = d3;\n",
       "      mpld3_load_lib(\"https://mpld3.github.io/js/mpld3.v0.3.1.dev1.js\", function(){\n",
       "         \n",
       "         mpld3.draw_figure(\"fig_el284829388794120961771891157\", {\"width\": 432.0, \"height\": 288.0, \"axes\": [{\"bbox\": [0.125, 0.125, 0.775, 0.755], \"xlim\": [-0.07163281955246942, 1.0385168408624545], \"ylim\": [-0.08145363368556158, 1.0920147244384297], \"xdomain\": [-0.07163281955246942, 1.0385168408624545], \"ydomain\": [-0.08145363368556158, 1.0920147244384297], \"xscale\": \"linear\", \"yscale\": \"linear\", \"axes\": [{\"position\": \"bottom\", \"nticks\": 8, \"tickvalues\": null, \"tickformat\": null, \"scale\": \"linear\", \"fontsize\": 10.0, \"grid\": {\"gridOn\": false}, \"visible\": true}, {\"position\": \"left\", \"nticks\": 8, \"tickvalues\": null, \"tickformat\": null, \"scale\": \"linear\", \"fontsize\": 10.0, \"grid\": {\"gridOn\": false}, \"visible\": true}], \"axesbg\": \"#FFFFFF\", \"axesbgalpha\": null, \"zoomable\": true, \"id\": \"el28482938879292864\", \"lines\": [], \"paths\": [], \"markers\": [], \"texts\": [], \"collections\": [{\"offsets\": \"data01\", \"xindex\": 0, \"yindex\": 1, \"paths\": [[[[0.0, -0.5], [0.13260155, -0.5], [0.25978993539242673, -0.44731684579412084], [0.3535533905932738, -0.3535533905932738], [0.44731684579412084, -0.25978993539242673], [0.5, -0.13260155], [0.5, 0.0], [0.5, 0.13260155], [0.44731684579412084, 0.25978993539242673], [0.3535533905932738, 0.3535533905932738], [0.25978993539242673, 0.44731684579412084], [0.13260155, 0.5], [0.0, 0.5], [-0.13260155, 0.5], [-0.25978993539242673, 0.44731684579412084], [-0.3535533905932738, 0.3535533905932738], [-0.44731684579412084, 0.25978993539242673], [-0.5, 0.13260155], [-0.5, 0.0], [-0.5, -0.13260155], [-0.44731684579412084, -0.25978993539242673], [-0.3535533905932738, -0.3535533905932738], [-0.25978993539242673, -0.44731684579412084], [-0.13260155, -0.5], [0.0, -0.5]], [\"M\", \"C\", \"C\", \"C\", \"C\", \"C\", \"C\", \"C\", \"C\", \"Z\"]]], \"pathtransforms\": [[17.320508075688775, 0.0, 0.0, 17.320508075688775, 0.0, 0.0]], \"alphas\": [0.3], \"edgecolors\": [\"#1F77B4\"], \"facecolors\": [\"#1F77B4\"], \"edgewidths\": [1.0], \"offsetcoordinates\": \"data\", \"pathcoordinates\": \"display\", \"zorder\": 1, \"id\": \"el28482938879414000\"}], \"images\": [], \"sharex\": [], \"sharey\": []}], \"data\": {\"data01\": [[0.31856895245132366, 0.6180154289988415], [0.6674103799636817, 0.42876870094576613], [0.13179786240439217, 0.13547406422245023], [0.7163272041185655, 0.29828232595603077], [0.2894060929472011, 0.5699649107012649], [0.18319136200711683, 0.5908727612481732], [0.5865129348100832, 0.5743252488495788], [0.020107546187493552, 0.6532008198571336], [0.8289400292173631, 0.6521032700016889], [0.004695476192547066, 0.43141843543397396], [0.6778165367962301, 0.896546595851063], [0.27000797319216485, 0.36756187004789653], [0.7351940221225949, 0.4358649252656268], [0.9621885451174382, 0.8919233550156721], [0.24875314351995803, 0.8061939890460857], [0.5761573344178369, 0.7038885835403663], [0.592041931271839, 0.10022688731230112], [0.5722519057908734, 0.9194826137446735], [0.2230816326406183, 0.7142412995491114], [0.952749011516985, 0.9988470065678665], [0.44712537861762736, 0.14944830465799375], [0.8464086724711278, 0.8681260573682142], [0.6994792753175043, 0.16249293467637482], [0.29743695085513366, 0.6155595642838442], [0.8137978197024772, 0.12381998284944151], [0.39650574084698464, 0.8480082293222344], [0.8811031971111616, 0.8073189587250107], [0.5812728726358587, 0.5691007386145933], [0.8817353618548528, 0.40718329722599966], [0.6925315900777659, 0.06916699545513805], [0.7252542798196405, 0.6974287731445636], [0.5013243819267023, 0.45354268267806885], [0.9560836347232239, 0.7220555994703479], [0.6439901992296374, 0.8663823259286292], [0.4238550485581797, 0.9755215050028858], [0.6063932141279244, 0.855803342392611], [0.019193198309333526, 0.011714084185001972], [0.30157481667454933, 0.3599780644783639], [0.660173537492685, 0.729990562424058], [0.29007760721044407, 0.17162967726144052]]}, \"id\": \"el28482938879412096\", \"plugins\": [{\"type\": \"reset\"}, {\"type\": \"zoom\", \"button\": true, \"enabled\": false}, {\"type\": \"boxzoom\", \"button\": true, \"enabled\": false}, {\"type\": \"tooltip\", \"id\": \"el28482938879414000\", \"labels\": [\"Point 0\", \"Point 1\", \"Point 2\", \"Point 3\", \"Point 4\", \"Point 5\", \"Point 6\", \"Point 7\", \"Point 8\", \"Point 9\", \"Point 10\", \"Point 11\", \"Point 12\", \"Point 13\", \"Point 14\", \"Point 15\", \"Point 16\", \"Point 17\", \"Point 18\", \"Point 19\", \"Point 20\", \"Point 21\", \"Point 22\", \"Point 23\", \"Point 24\", \"Point 25\", \"Point 26\", \"Point 27\", \"Point 28\", \"Point 29\", \"Point 30\", \"Point 31\", \"Point 32\", \"Point 33\", \"Point 34\", \"Point 35\", \"Point 36\", \"Point 37\", \"Point 38\", \"Point 39\"], \"hoffset\": 0, \"voffset\": 10, \"location\": \"mouse\"}]});\n",
       "      });\n",
       "    });\n",
       "}else{\n",
       "    // require.js not available: dynamically load d3 & mpld3\n",
       "    mpld3_load_lib(\"https://mpld3.github.io/js/d3.v3.min.js\", function(){\n",
       "         mpld3_load_lib(\"https://mpld3.github.io/js/mpld3.v0.3.1.dev1.js\", function(){\n",
       "                 \n",
       "                 mpld3.draw_figure(\"fig_el284829388794120961771891157\", {\"width\": 432.0, \"height\": 288.0, \"axes\": [{\"bbox\": [0.125, 0.125, 0.775, 0.755], \"xlim\": [-0.07163281955246942, 1.0385168408624545], \"ylim\": [-0.08145363368556158, 1.0920147244384297], \"xdomain\": [-0.07163281955246942, 1.0385168408624545], \"ydomain\": [-0.08145363368556158, 1.0920147244384297], \"xscale\": \"linear\", \"yscale\": \"linear\", \"axes\": [{\"position\": \"bottom\", \"nticks\": 8, \"tickvalues\": null, \"tickformat\": null, \"scale\": \"linear\", \"fontsize\": 10.0, \"grid\": {\"gridOn\": false}, \"visible\": true}, {\"position\": \"left\", \"nticks\": 8, \"tickvalues\": null, \"tickformat\": null, \"scale\": \"linear\", \"fontsize\": 10.0, \"grid\": {\"gridOn\": false}, \"visible\": true}], \"axesbg\": \"#FFFFFF\", \"axesbgalpha\": null, \"zoomable\": true, \"id\": \"el28482938879292864\", \"lines\": [], \"paths\": [], \"markers\": [], \"texts\": [], \"collections\": [{\"offsets\": \"data01\", \"xindex\": 0, \"yindex\": 1, \"paths\": [[[[0.0, -0.5], [0.13260155, -0.5], [0.25978993539242673, -0.44731684579412084], [0.3535533905932738, -0.3535533905932738], [0.44731684579412084, -0.25978993539242673], [0.5, -0.13260155], [0.5, 0.0], [0.5, 0.13260155], [0.44731684579412084, 0.25978993539242673], [0.3535533905932738, 0.3535533905932738], [0.25978993539242673, 0.44731684579412084], [0.13260155, 0.5], [0.0, 0.5], [-0.13260155, 0.5], [-0.25978993539242673, 0.44731684579412084], [-0.3535533905932738, 0.3535533905932738], [-0.44731684579412084, 0.25978993539242673], [-0.5, 0.13260155], [-0.5, 0.0], [-0.5, -0.13260155], [-0.44731684579412084, -0.25978993539242673], [-0.3535533905932738, -0.3535533905932738], [-0.25978993539242673, -0.44731684579412084], [-0.13260155, -0.5], [0.0, -0.5]], [\"M\", \"C\", \"C\", \"C\", \"C\", \"C\", \"C\", \"C\", \"C\", \"Z\"]]], \"pathtransforms\": [[17.320508075688775, 0.0, 0.0, 17.320508075688775, 0.0, 0.0]], \"alphas\": [0.3], \"edgecolors\": [\"#1F77B4\"], \"facecolors\": [\"#1F77B4\"], \"edgewidths\": [1.0], \"offsetcoordinates\": \"data\", \"pathcoordinates\": \"display\", \"zorder\": 1, \"id\": \"el28482938879414000\"}], \"images\": [], \"sharex\": [], \"sharey\": []}], \"data\": {\"data01\": [[0.31856895245132366, 0.6180154289988415], [0.6674103799636817, 0.42876870094576613], [0.13179786240439217, 0.13547406422245023], [0.7163272041185655, 0.29828232595603077], [0.2894060929472011, 0.5699649107012649], [0.18319136200711683, 0.5908727612481732], [0.5865129348100832, 0.5743252488495788], [0.020107546187493552, 0.6532008198571336], [0.8289400292173631, 0.6521032700016889], [0.004695476192547066, 0.43141843543397396], [0.6778165367962301, 0.896546595851063], [0.27000797319216485, 0.36756187004789653], [0.7351940221225949, 0.4358649252656268], [0.9621885451174382, 0.8919233550156721], [0.24875314351995803, 0.8061939890460857], [0.5761573344178369, 0.7038885835403663], [0.592041931271839, 0.10022688731230112], [0.5722519057908734, 0.9194826137446735], [0.2230816326406183, 0.7142412995491114], [0.952749011516985, 0.9988470065678665], [0.44712537861762736, 0.14944830465799375], [0.8464086724711278, 0.8681260573682142], [0.6994792753175043, 0.16249293467637482], [0.29743695085513366, 0.6155595642838442], [0.8137978197024772, 0.12381998284944151], [0.39650574084698464, 0.8480082293222344], [0.8811031971111616, 0.8073189587250107], [0.5812728726358587, 0.5691007386145933], [0.8817353618548528, 0.40718329722599966], [0.6925315900777659, 0.06916699545513805], [0.7252542798196405, 0.6974287731445636], [0.5013243819267023, 0.45354268267806885], [0.9560836347232239, 0.7220555994703479], [0.6439901992296374, 0.8663823259286292], [0.4238550485581797, 0.9755215050028858], [0.6063932141279244, 0.855803342392611], [0.019193198309333526, 0.011714084185001972], [0.30157481667454933, 0.3599780644783639], [0.660173537492685, 0.729990562424058], [0.29007760721044407, 0.17162967726144052]]}, \"id\": \"el28482938879412096\", \"plugins\": [{\"type\": \"reset\"}, {\"type\": \"zoom\", \"button\": true, \"enabled\": false}, {\"type\": \"boxzoom\", \"button\": true, \"enabled\": false}, {\"type\": \"tooltip\", \"id\": \"el28482938879414000\", \"labels\": [\"Point 0\", \"Point 1\", \"Point 2\", \"Point 3\", \"Point 4\", \"Point 5\", \"Point 6\", \"Point 7\", \"Point 8\", \"Point 9\", \"Point 10\", \"Point 11\", \"Point 12\", \"Point 13\", \"Point 14\", \"Point 15\", \"Point 16\", \"Point 17\", \"Point 18\", \"Point 19\", \"Point 20\", \"Point 21\", \"Point 22\", \"Point 23\", \"Point 24\", \"Point 25\", \"Point 26\", \"Point 27\", \"Point 28\", \"Point 29\", \"Point 30\", \"Point 31\", \"Point 32\", \"Point 33\", \"Point 34\", \"Point 35\", \"Point 36\", \"Point 37\", \"Point 38\", \"Point 39\"], \"hoffset\": 0, \"voffset\": 10, \"location\": \"mouse\"}]});\n",
       "            })\n",
       "         });\n",
       "}\n",
       "</script>"
      ],
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from mpld3 import plugins\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "points = ax.scatter(np.random.rand(40), np.random.rand(40),\n",
    "                    s=300, alpha=0.3)\n",
    "\n",
    "labels = [\"Point {0}\".format(i) for i in range(40)]\n",
    "tooltip = plugins.PointLabelTooltip(points, labels)\n",
    "\n",
    "plugins.connect(fig, tooltip)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/html": [
       "\n",
       "\n",
       "<style>\n",
       "\n",
       "</style>\n",
       "\n",
       "<div id=\"fig_el284829388796138084482410500\"></div>\n",
       "<script>\n",
       "function mpld3_load_lib(url, callback){\n",
       "  var s = document.createElement('script');\n",
       "  s.src = url;\n",
       "  s.async = true;\n",
       "  s.onreadystatechange = s.onload = callback;\n",
       "  s.onerror = function(){console.warn(\"failed to load library \" + url);};\n",
       "  document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "}\n",
       "\n",
       "if(typeof(mpld3) !== \"undefined\" && mpld3._mpld3IsLoaded){\n",
       "   // already loaded: just create the figure\n",
       "   !function(mpld3){\n",
       "       \n",
       "       mpld3.draw_figure(\"fig_el284829388796138084482410500\", {\"width\": 432.0, \"height\": 288.0, \"axes\": [{\"bbox\": [0.125, 0.125, 0.775, 0.755], \"xlim\": [-7.511616150825943, 157.51161615082594], \"ylim\": [44.89510556985409, 45.007864730145904], \"xdomain\": [-7.511616150825943, 157.51161615082594], \"ydomain\": [44.89510556985409, 45.007864730145904], \"xscale\": \"linear\", \"yscale\": \"linear\", \"axes\": [{\"position\": \"bottom\", \"nticks\": 10, \"tickvalues\": null, \"tickformat\": null, \"scale\": \"linear\", \"fontsize\": 10.0, \"grid\": {\"gridOn\": false}, \"visible\": true}, {\"position\": \"left\", \"nticks\": 8, \"tickvalues\": null, \"tickformat\": null, \"scale\": \"linear\", \"fontsize\": 10.0, \"grid\": {\"gridOn\": false}, \"visible\": true}], \"axesbg\": \"#FFFFFF\", \"axesbgalpha\": null, \"zoomable\": true, \"id\": \"el28482938879411256\", \"lines\": [], \"paths\": [], \"markers\": [], \"texts\": [], \"collections\": [{\"offsets\": \"data01\", 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[\"#1F77B4\"], \"facecolors\": [\"#1F77B4\"], \"edgewidths\": [1.0], \"offsetcoordinates\": \"data\", \"pathcoordinates\": \"display\", \"zorder\": 1, \"id\": \"el28482938879613416\"}], \"images\": [], \"sharex\": [], \"sharey\": []}], \"data\": {\"data01\": [[0.0, 44.9415014], [1.0, 44.9416186], [2.0, 44.941736600000006], [3.0, 44.9420305], [4.0, 44.9423245], [5.0, 44.9426216], [6.0, 44.9429782], [7.0, 44.943298399999996], [8.0, 44.9436178], [9.0, 44.9438725], [10.0, 44.9439653], [11.0, 44.944382700000006], [12.0, 44.938312200000006], [13.0, 44.9440076], [14.0, 44.944028700000004], [15.0, 44.9453665], [16.0, 44.9455342], [17.0, 44.946010799999996], [18.0, 44.946241], [19.0, 44.94649099999999], [20.0, 44.946842700000005], [21.0, 44.94712029999999], [22.0, 44.9473645], [23.0, 44.9474505], [24.0, 44.947463], [25.0, 44.94748449999999], [26.0, 44.947506], [27.0, 44.9475275], [28.0, 44.94887130000001], [29.0, 44.949145], [30.0, 44.9496213], [31.0, 44.949836100000006], [32.0, 44.9500537], 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\"Point 3\", \"Point 4\", \"Point 5\", \"Point 6\", \"Point 7\", \"Point 8\", \"Point 9\", \"Point 10\", \"Point 11\", \"Point 12\", \"Point 13\", \"Point 14\", \"Point 15\", \"Point 16\", \"Point 17\", \"Point 18\", \"Point 19\", \"Point 20\", \"Point 21\", \"Point 22\", \"Point 23\", \"Point 24\", \"Point 25\", \"Point 26\", \"Point 27\", \"Point 28\", \"Point 29\", \"Point 30\", \"Point 31\", \"Point 32\", \"Point 33\", \"Point 34\", \"Point 35\", \"Point 36\", \"Point 37\", \"Point 38\", \"Point 39\", \"Point 40\", \"Point 41\", \"Point 42\", \"Point 43\", \"Point 44\", \"Point 45\", \"Point 46\", \"Point 47\", \"Point 48\", \"Point 49\", \"Point 50\", \"Point 51\", \"Point 52\", \"Point 53\", \"Point 54\", \"Point 55\", \"Point 56\", \"Point 57\", \"Point 58\", \"Point 59\", \"Point 60\", \"Point 61\", \"Point 62\", \"Point 63\", \"Point 64\", \"Point 65\", \"Point 66\", \"Point 67\", \"Point 68\", \"Point 69\", \"Point 70\", \"Point 71\", \"Point 72\", \"Point 73\", \"Point 74\", 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       "   }(mpld3);\n",
       "}else if(typeof define === \"function\" && define.amd){\n",
       "   // require.js is available: use it to load d3/mpld3\n",
       "   require.config({paths: {d3: \"https://mpld3.github.io/js/d3.v3.min\"}});\n",
       "   require([\"d3\"], function(d3){\n",
       "      window.d3 = d3;\n",
       "      mpld3_load_lib(\"https://mpld3.github.io/js/mpld3.v0.3.1.dev1.js\", function(){\n",
       "         \n",
       "         mpld3.draw_figure(\"fig_el284829388796138084482410500\", {\"width\": 432.0, \"height\": 288.0, \"axes\": [{\"bbox\": [0.125, 0.125, 0.775, 0.755], \"xlim\": [-7.511616150825943, 157.51161615082594], \"ylim\": [44.89510556985409, 45.007864730145904], \"xdomain\": [-7.511616150825943, 157.51161615082594], \"ydomain\": [44.89510556985409, 45.007864730145904], \"xscale\": \"linear\", \"yscale\": \"linear\", \"axes\": [{\"position\": \"bottom\", \"nticks\": 10, \"tickvalues\": null, \"tickformat\": null, \"scale\": \"linear\", \"fontsize\": 10.0, \"grid\": {\"gridOn\": false}, \"visible\": true}, {\"position\": \"left\", \"nticks\": 8, \"tickvalues\": null, \"tickformat\": null, \"scale\": \"linear\", \"fontsize\": 10.0, \"grid\": {\"gridOn\": false}, \"visible\": true}], \"axesbg\": \"#FFFFFF\", \"axesbgalpha\": null, \"zoomable\": true, \"id\": \"el28482938879411256\", \"lines\": [], \"paths\": [], \"markers\": [], \"texts\": [], \"collections\": [{\"offsets\": 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\"edgecolors\": [\"#1F77B4\"], \"facecolors\": [\"#1F77B4\"], \"edgewidths\": [1.0], \"offsetcoordinates\": \"data\", \"pathcoordinates\": \"display\", \"zorder\": 1, \"id\": \"el28482938879613416\"}], \"images\": [], \"sharex\": [], \"sharey\": []}], \"data\": {\"data01\": [[0.0, 44.9415014], [1.0, 44.9416186], [2.0, 44.941736600000006], [3.0, 44.9420305], [4.0, 44.9423245], [5.0, 44.9426216], [6.0, 44.9429782], [7.0, 44.943298399999996], [8.0, 44.9436178], [9.0, 44.9438725], [10.0, 44.9439653], [11.0, 44.944382700000006], [12.0, 44.938312200000006], [13.0, 44.9440076], [14.0, 44.944028700000004], [15.0, 44.9453665], [16.0, 44.9455342], [17.0, 44.946010799999996], [18.0, 44.946241], [19.0, 44.94649099999999], [20.0, 44.946842700000005], [21.0, 44.94712029999999], [22.0, 44.9473645], [23.0, 44.9474505], [24.0, 44.947463], [25.0, 44.94748449999999], [26.0, 44.947506], [27.0, 44.9475275], [28.0, 44.94887130000001], [29.0, 44.949145], [30.0, 44.9496213], [31.0, 44.949836100000006], [32.0, 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       "      });\n",
       "    });\n",
       "}else{\n",
       "    // require.js not available: dynamically load d3 & mpld3\n",
       "    mpld3_load_lib(\"https://mpld3.github.io/js/d3.v3.min.js\", function(){\n",
       "         mpld3_load_lib(\"https://mpld3.github.io/js/mpld3.v0.3.1.dev1.js\", function(){\n",
       "                 \n",
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\"Point 142\", \"Point 143\", \"Point 144\", \"Point 145\", \"Point 146\", \"Point 147\", \"Point 148\", \"Point 149\", \"Point 150\"], \"hoffset\": 0, \"voffset\": 10, \"location\": \"mouse\"}]});\n",
       "            })\n",
       "         });\n",
       "}\n",
       "</script>"
      ],
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from mpld3 import plugins\n",
    "\n",
    "A=pd.read_csv('CC_Lex.csv')\n",
    "x=A.index1.values.tolist()\n",
    "y=A.Latitude.values.tolist()\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "points = ax.scatter(x,y,\n",
    "                    s=50, alpha=0.3)\n",
    "\n",
    "labels = [\"Point {0}\".format(i) for i in range(151)]\n",
    "tooltip = plugins.PointLabelTooltip(points, labels)\n",
    "\n",
    "plugins.connect(fig, tooltip)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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