PlotlyCofflinks.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "PlotlyCofflinks.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "authorship_tag": "ABX9TyOzeVqj3lMVRy38wrfVEYUP",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/subhamghimire/Machine-Learning/blob/master/PlotlyCofflinks.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SOE4sF1bfEhu",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#Plotly and Cufflinks\n",
        "import numpy as np\n",
        "import pandas as pd"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "l09TZk2ofT3I",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from plotly import __version__"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "boXBHaFrfW0X",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "ca326e5a-8ca3-4ae0-cbd1-0ad3a0799444"
      },
      "source": [
        "print(__version__)"
      ],
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "4.4.1\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xDwUZBfyfYmF",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import cufflinks as cf"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Hkqaw92ffgGE",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from plotly.offline import download_plotlyjs,init_notebook_mode,plot,iplot"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7Ml68r24ftH3",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        },
        "outputId": "2a4d57ab-f92e-4e11-fd45-538120245e21"
      },
      "source": [
        "#for offline use\n",
        "cf.go_offline()"
      ],
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "        <script type=\"text/javascript\">\n",
              "        window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
              "        if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n",
              "        if (typeof require !== 'undefined') {\n",
              "        require.undef(\"plotly\");\n",
              "        requirejs.config({\n",
              "            paths: {\n",
              "                'plotly': ['https://cdn.plot.ly/plotly-latest.min']\n",
              "            }\n",
              "        });\n",
              "        require(['plotly'], function(Plotly) {\n",
              "            window._Plotly = Plotly;\n",
              "        });\n",
              "        }\n",
              "        </script>\n",
              "        "
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Lgj2bEDkf2u7",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 195
        },
        "outputId": "963b5338-ca69-4e3b-efb5-34b5ffb4a39e"
      },
      "source": [
        "#Data\n",
        "df = pd.DataFrame(np.random.randn(100,4),columns='A B C D'.split())\n",
        "df.head()"
      ],
      "execution_count": 32,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>A</th>\n",
              "      <th>B</th>\n",
              "      <th>C</th>\n",
              "      <th>D</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>-2.068481</td>\n",
              "      <td>0.135461</td>\n",
              "      <td>-0.449097</td>\n",
              "      <td>0.165760</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>-0.068301</td>\n",
              "      <td>0.852895</td>\n",
              "      <td>-1.356662</td>\n",
              "      <td>0.735378</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>0.346868</td>\n",
              "      <td>-0.912047</td>\n",
              "      <td>0.110102</td>\n",
              "      <td>-0.396353</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>1.740456</td>\n",
              "      <td>-0.436017</td>\n",
              "      <td>-1.205923</td>\n",
              "      <td>0.846092</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>0.260146</td>\n",
              "      <td>0.403002</td>\n",
              "      <td>-1.293519</td>\n",
              "      <td>0.583428</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "          A         B         C         D\n",
              "0 -2.068481  0.135461 -0.449097  0.165760\n",
              "1 -0.068301  0.852895 -1.356662  0.735378\n",
              "2  0.346868 -0.912047  0.110102 -0.396353\n",
              "3  1.740456 -0.436017 -1.205923  0.846092\n",
              "4  0.260146  0.403002 -1.293519  0.583428"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 32
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "V9tk8x7IgAbt",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "df2 = pd.DataFrame({'Category':['A','B','C'],'Values':[23,54,43]})"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Dy1JvodugWIh",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 136
        },
        "outputId": "fb6a1e59-6b64-4302-8334-2dae6461cf3a"
      },
      "source": [
        "df2"
      ],
      "execution_count": 47,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Category</th>\n",
              "      <th>Values</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>A</td>\n",
              "      <td>23</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>B</td>\n",
              "      <td>54</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>C</td>\n",
              "      <td>43</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "  Category  Values\n",
              "0        A      23\n",
              "1        B      54\n",
              "2        C      43"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 47
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "r9nYl3Ybj00N",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 282
        },
        "outputId": "332fb14c-4d29-4135-adec-e81e8aade266"
      },
      "source": [
        "df.plot()"
      ],
      "execution_count": 49,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f29166b2240>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 49
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "nZGXPMO3gW30",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 542
        },
        "outputId": "f9570509-f576-4606-8b91-88fe46ea876c"
      },
      "source": [
        "df.iplot()"
      ],
      "execution_count": 39,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<div>\n",
              "        \n",
              "        \n",
              "            <div id=\"740746a4-bea1-49fa-8dff-14823b649d37\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>\n",
              "            <script type=\"text/javascript\">\n",
              "                require([\"plotly\"], function(Plotly) {\n",
              "                    window.PLOTLYENV=window.PLOTLYENV || {};\n",
              "                    window.PLOTLYENV.BASE_URL='https://plot.ly';\n",
              "                    \n",
              "                if (document.getElementById(\"740746a4-bea1-49fa-8dff-14823b649d37\")) {\n",
              "                    Plotly.newPlot(\n",
              "                        '740746a4-bea1-49fa-8dff-14823b649d37',\n",
              "                        [{\"line\": {\"color\": \"rgba(255, 153, 51, 1.0)\", \"dash\": \"solid\", \"shape\": \"linear\", \"width\": 1.3}, \"mode\": \"lines\", \"name\": \"A\", \"text\": \"\", \"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99], \"y\": [-2.068481242470521, -0.06830072174778413, 0.34686815459740566, 1.7404560246674383, 0.260145933794787, -1.6687556797736214, 1.2128292608384186, 1.276759847076379, 0.012589088341520047, 0.6837240475443442, -0.5102467506900561, -0.7782360903554235, -2.341546922060079, 0.39173212431984145, 0.15323339526132104, 0.3104819072155177, -0.44218825427175923, -0.32150902708869994, -0.033858181247083445, 0.3359230701195722, 0.8022437874387931, 0.03601910255625717, -0.4061836761174409, -0.4003801133136168, 0.10092907154841461, 1.5233562187288536, -0.36722594437827283, 0.03253231846998982, -2.282982536415899, 0.5830802711190498, -0.4311524540735369, 1.1614317023417755, -0.10426289520479025, -1.1212768013578707, 0.06334068027172927, 0.01630376329550353, -0.45457557725717207, -0.938789821802139, 0.06099939323351222, 0.35887818748664885, -0.843793734057207, 0.0478569867049216, -0.2417538602769474, -0.038942887102078806, 0.053593639039046, -1.2211623482179648, -0.17036200068698545, -0.4443887116011843, 0.37019280008777267, 1.5443258334719654, -0.6181394088457115, -0.45792799326957373, -1.9361516681418143, 0.7434597203247988, -0.5108806403318328, 0.16514967255301594, 0.4775907874146169, -0.4774554221272687, 0.2419944748702217, 0.5181025641411692, 0.06948103228401782, -0.08102350563166708, -0.5632934821646675, -0.10831738227239747, 1.7327185525045936, 0.3704868260629756, -0.5159738914988036, 0.6967248312772667, 0.9729344612886184, 0.04693965652740349, 1.1054124247780315, -1.217420888691861, -0.38814588141461437, -1.0796755270554717, -1.0958149053019528, -2.3417318911687075, -0.011587462929148149, 0.9095237774878863, -0.02621533665839742, 0.8466593311125113, -0.7175705015184023, -0.19377387371188784, -0.5783852466829044, -0.13044163951325857, 1.066628215523557, 0.26129669924845683, 2.0189419209649317, -1.3553670039412815, 0.5018501059843185, 0.6531387684143183, 1.9022631291702592, -1.2934389171784868, 0.06544750594269423, 0.8411001692608153, 0.5580249008107335, 1.9956733413950396, -0.5021972339098685, -0.47316947988094754, -1.114299172278719, 1.3644252487147408]}, {\"line\": {\"color\": \"rgba(55, 128, 191, 1.0)\", \"dash\": \"solid\", \"shape\": \"linear\", \"width\": 1.3}, \"mode\": \"lines\", \"name\": \"B\", \"text\": \"\", \"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99], \"y\": [0.13546053507022923, 0.8528952539056167, -0.9120473287918056, -0.4360167071034324, 0.4030021035722929, 0.21845456351115183, -1.5146188477997056, -1.1081262345827807, 0.2505550893228284, -1.089754160529704, -1.999471543859598, -0.13298981222990705, 0.7083688242077885, -0.7428531839143373, 1.2717469173085532, -0.7243561359853562, -1.4370056513901115, -0.8578890500584263, -0.5199289547555342, -0.9858204761709641, 0.7502511092487195, -0.9622680220774841, 0.8606852397738878, -0.3529663721617263, -1.7724111999399959, 0.11671383039125793, 2.1104136856870674, -0.058342444826866936, 2.028760783982244, 0.6055565892850192, 1.343911038550699, 0.5764709024505792, 0.2573852649890621, -2.5497668496098447, -0.9505829571138086, 0.07158004593194874, -1.1320989581537642, 1.2498551328713434, -0.5411155904440764, 1.9433075662035164, -0.6390591873405453, 0.206562955695758, 0.24791031488052412, 1.2761130220428456, -0.43330761534391343, -0.6646931807852855, 1.0006041439810665, 0.24950232089024862, 1.824582338513296, -0.33503434728787385, -0.10390476120042613, 2.0558297587310213, 2.4705327300888382, 0.24641029074204315, 0.891406383668593, -0.4460375336323596, -0.05403819614345976, 0.6069379690402813, -0.6584213592294729, -0.6804624868343676, 0.3554374013526221, -0.6197422292201394, -1.4363793854686329, 0.6391732419232593, 1.5260538377224617, -1.327403466180733, 0.46678698493924725, 1.5618372075729798, 0.1771511713172017, -0.1471852825641017, 0.758092470021777, -1.531560505955019, -0.5331876622432652, -1.8806673130309681, 0.4339395458758081, 0.7287842973459717, 0.5843657299612066, 0.5675425116136315, 1.5051957081584857, 0.9984576089198394, -1.361450265891984, -0.05477528106219799, 0.651652184054883, 1.8956547523097942, 0.960325494070041, 0.6333460121494614, -0.23176142161827948, -1.4147891851188463, -0.47355461876870314, 0.24759608652395304, 0.6919142969542673, -0.33833598108215074, 0.1537146391163577, -0.9427824418183438, -1.0535415962258836, -0.46097231553426254, -2.5076551988203275, -0.43772317036284325, 0.7570175143322317, 0.4828692956441521]}, {\"line\": {\"color\": \"rgba(50, 171, 96, 1.0)\", \"dash\": \"solid\", \"shape\": \"linear\", \"width\": 1.3}, \"mode\": \"lines\", \"name\": \"C\", \"text\": \"\", \"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99], \"y\": [-0.4490965191707045, -1.3566624199171347, 0.11010174114668976, -1.2059230985671745, -1.293518642299254, 0.0768114429111746, 2.0713794720510563, -1.6136102766998872, -2.1183418088097254, 0.6584018977466556, -0.5819428441757667, 0.5471898408441686, -1.8244706216056903, -0.35890916630399583, 1.138641041310387, 0.31611546567849097, 1.0559771602321337, 0.33767317562215937, 0.3033628923796153, -1.4335836985969974, 1.2096368994544906, 0.20689061625255836, 0.09488785762250992, 0.5617887062170834, 0.023154308790518715, 0.15168789975164204, -0.6180336191881293, 0.20622837757895413, 0.6485714799411542, 1.1963676140509656, 0.1654910893430052, 0.5749779562163441, 0.16108900684868976, 0.3485567916805989, 0.3152055370319175, 0.08180464812136456, 0.020620326956704384, -1.5596986546230043, -0.2778496376241181, -0.8177813904604749, -0.047248911278135124, -0.26675964256587714, 0.33145366006431287, 0.4435718943527746, 1.0834591102193718, 1.1181927159205571, 0.4670669747598463, -0.5329526643065524, -0.44635128706169075, 0.014871920137131739, 1.3812612374583608, 1.8920639380885012, 0.5653173636965959, -1.098288205522477, -0.382976691456405, -2.0462213086186645, -0.20451968519589875, 0.07856773595182073, 0.6306289545841886, -0.8110523405607823, -2.0899974454372776, 0.056410401765543884, -0.47904391491468185, 0.9888181876263, 0.7921507229057528, 0.6588455707730912, -1.0117051153143026, -0.7401670941766406, -1.1019512930005688, -0.2330072114146048, 0.14678659128359187, -0.016972325384005515, 0.538226961324923, -0.5527431124284627, 0.21787234394765675, 0.5775448863301242, -0.18725702030590544, 0.2586947836219987, -0.2720062991616586, 0.4956980999399173, -0.2248874208324263, 1.046876962247096, 0.8739057120388894, -1.324810905399333, -1.8895230890311145, 0.8985423817325691, -0.4134721022129727, 0.07172149869464005, -1.6381683038387536, 0.42538928588685265, -1.1191856963454359, 0.32398329622996735, -1.3591175956603858, -1.9028566688666586, -0.6817634816272062, 0.2312632966984241, 0.6224618814324517, -0.8694786005425781, 0.847084292335929, -0.8414877548342978]}, {\"line\": {\"color\": \"rgba(128, 0, 128, 1.0)\", \"dash\": \"solid\", \"shape\": \"linear\", \"width\": 1.3}, \"mode\": \"lines\", \"name\": \"D\", \"text\": \"\", \"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99], \"y\": [0.16576029040650397, 0.7353781184301128, -0.39635288312626415, 0.8460923805492866, 0.5834280340395386, 0.022668873850809287, -0.7232984540044319, -1.3150340581479074, -0.34117426376557675, -2.2039151686405045, -0.5540034393317983, -0.5365510263084331, 0.9514694148660698, 1.6093071684143965, 0.5349031444835803, 0.8762223684320477, 1.4173775406277183, -0.45892366941253027, 0.7759706357601053, -0.5231570619640878, -0.7912812214498252, 1.1391103980200354, 1.040790199323024, -0.730873434869637, 1.3493645268911796, 0.9317563929515158, 0.7580306180283228, 0.5878386227634674, 1.4326486013465392, -0.20720218629137235, 0.24776731941903588, 0.07369409703522996, 0.5523389535964915, -1.4225823164676166, -0.31366079651470147, 0.2462780623614397, -0.9525515029157212, -1.5060095118808454, 0.16157669330880778, 0.2202473096122514, 0.25515230298668984, 0.1415806575371722, 1.0454826460039028, -1.6395532056044337, -1.1480878621577313, -0.21767196576881243, 0.6097280023008594, 1.0273906539859419, -1.2546164856141788, 1.6795186133330808, -1.2917753905896583, 1.4376577079402262, 2.042611479515502, 0.17051851887980343, 0.02899488058209822, 0.24876373421094727, 0.06601973384186423, 0.22350253848511487, 0.8241801220068634, 0.03501063486091633, 0.7539071353594212, 0.03488923989617106, -1.45547407467105, -0.5359645108060322, -1.284504149525958, 0.7162679959699161, -0.5031833256993665, 1.8929389937029355, 0.09901562576215357, -0.10940178309595011, 2.1374057165810063, -0.2027529518230585, -0.04669371402278774, -1.1166007758302954, -1.110979136920132, 0.9459463660753293, 0.27097005719316825, -1.7625289736087093, 0.8351417325563205, -1.6945826582379722, -0.2656569433609975, -0.8769678330899084, -0.8152967764266832, 0.19939256166508265, 0.5460777371186833, 1.458413440508323, -0.533553934042059, 0.936768896712938, -1.5020610105474623, -0.3740943538418646, -0.46449150985624155, 0.09247526313675637, 0.4408967762354214, -0.6062745194800315, -0.0868526946804238, 0.2379988912040208, -0.34447098504535295, 1.4294961780936741, -0.010673807091225312, 0.04162518036338937]}],\n",
              "                        {\"legend\": {\"bgcolor\": \"#F5F6F9\", \"font\": {\"color\": \"#4D5663\"}}, \"paper_bgcolor\": \"#F5F6F9\", \"plot_bgcolor\": \"#F5F6F9\", \"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"contour\"}], \"contourcarpet\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"contourcarpet\"}], \"heatmap\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmap\"}], \"heatmapgl\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmapgl\"}], \"histogram\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"histogram\"}], \"histogram2d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2d\"}], \"histogram2dcontour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"#E5ECF6\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"white\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"#E5ECF6\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"title\": {\"font\": {\"color\": \"#4D5663\"}}, \"xaxis\": {\"gridcolor\": \"#E1E5ED\", \"showgrid\": true, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"font\": {\"color\": \"#4D5663\"}, \"text\": \"\"}, \"zerolinecolor\": \"#E1E5ED\"}, \"yaxis\": {\"gridcolor\": \"#E1E5ED\", \"showgrid\": true, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"font\": {\"color\": \"#4D5663\"}, \"text\": \"\"}, \"zerolinecolor\": \"#E1E5ED\"}},\n",
              "                        {\"showLink\": true, \"linkText\": \"Export to plot.ly\", \"plotlyServerURL\": \"https://plot.ly\", \"responsive\": true}\n",
              "                    ).then(function(){\n",
              "                            \n",
              "var gd = document.getElementById('740746a4-bea1-49fa-8dff-14823b649d37');\n",
              "var x = new MutationObserver(function (mutations, observer) {{\n",
              "        var display = window.getComputedStyle(gd).display;\n",
              "        if (!display || display === 'none') {{\n",
              "            console.log([gd, 'removed!']);\n",
              "            Plotly.purge(gd);\n",
              "            observer.disconnect();\n",
              "        }}\n",
              "}});\n",
              "\n",
              "// Listen for the removal of the full notebook cells\n",
              "var notebookContainer = gd.closest('#notebook-container');\n",
              "if (notebookContainer) {{\n",
              "    x.observe(notebookContainer, {childList: true});\n",
              "}}\n",
              "\n",
              "// Listen for the clearing of the current output cell\n",
              "var outputEl = gd.closest('.output');\n",
              "if (outputEl) {{\n",
              "    x.observe(outputEl, {childList: true});\n",
              "}}\n",
              "\n",
              "                        })\n",
              "                };\n",
              "                });\n",
              "            </script>\n",
              "        </div>"
            ],
            "application/vnd.plotly.v1+json": {
              "data": [
                {
                  "name": "A",
                  "text": "",
                  "mode": "lines",
                  "y": [
                    -2.068481242470521,
                    -0.06830072174778413,
                    0.34686815459740566,
                    1.7404560246674383,
                    0.260145933794787,
                    -1.6687556797736214,
                    1.2128292608384186,
                    1.276759847076379,
                    0.012589088341520047,
                    0.6837240475443442,
                    -0.5102467506900561,
                    -0.7782360903554235,
                    -2.341546922060079,
                    0.39173212431984145,
                    0.15323339526132104,
                    0.3104819072155177,
                    -0.44218825427175923,
                    -0.32150902708869994,
                    -0.033858181247083445,
                    0.3359230701195722,
                    0.8022437874387931,
                    0.03601910255625717,
                    -0.4061836761174409,
                    -0.4003801133136168,
                    0.10092907154841461,
                    1.5233562187288536,
                    -0.36722594437827283,
                    0.03253231846998982,
                    -2.282982536415899,
                    0.5830802711190498,
                    -0.4311524540735369,
                    1.1614317023417755,
                    -0.10426289520479025,
                    -1.1212768013578707,
                    0.06334068027172927,
                    0.01630376329550353,
                    -0.45457557725717207,
                    -0.938789821802139,
                    0.06099939323351222,
                    0.35887818748664885,
                    -0.843793734057207,
                    0.0478569867049216,
                    -0.2417538602769474,
                    -0.038942887102078806,
                    0.053593639039046,
                    -1.2211623482179648,
                    -0.17036200068698545,
                    -0.4443887116011843,
                    0.37019280008777267,
                    1.5443258334719654,
                    -0.6181394088457115,
                    -0.45792799326957373,
                    -1.9361516681418143,
                    0.7434597203247988,
                    -0.5108806403318328,
                    0.16514967255301594,
                    0.4775907874146169,
                    -0.4774554221272687,
                    0.2419944748702217,
                    0.5181025641411692,
                    0.06948103228401782,
                    -0.08102350563166708,
                    -0.5632934821646675,
                    -0.10831738227239747,
                    1.7327185525045936,
                    0.3704868260629756,
                    -0.5159738914988036,
                    0.6967248312772667,
                    0.9729344612886184,
                    0.04693965652740349,
                    1.1054124247780315,
                    -1.217420888691861,
                    -0.38814588141461437,
                    -1.0796755270554717,
                    -1.0958149053019528,
                    -2.3417318911687075,
                    -0.011587462929148149,
                    0.9095237774878863,
                    -0.02621533665839742,
                    0.8466593311125113,
                    -0.7175705015184023,
                    -0.19377387371188784,
                    -0.5783852466829044,
                    -0.13044163951325857,
                    1.066628215523557,
                    0.26129669924845683,
                    2.0189419209649317,
                    -1.3553670039412815,
                    0.5018501059843185,
                    0.6531387684143183,
                    1.9022631291702592,
                    -1.2934389171784868,
                    0.06544750594269423,
                    0.8411001692608153,
                    0.5580249008107335,
                    1.9956733413950396,
                    -0.5021972339098685,
                    -0.47316947988094754,
                    -1.114299172278719,
                    1.3644252487147408
                  ],
                  "x": [
                    0,
                    1,
                    2,
                    3,
                    4,
                    5,
                    6,
                    7,
                    8,
                    9,
                    10,
                    11,
                    12,
                    13,
                    14,
                    15,
                    16,
                    17,
                    18,
                    19,
                    20,
                    21,
                    22,
                    23,
                    24,
                    25,
                    26,
                    27,
                    28,
                    29,
                    30,
                    31,
                    32,
                    33,
                    34,
                    35,
                    36,
                    37,
                    38,
                    39,
                    40,
                    41,
                    42,
                    43,
                    44,
                    45,
                    46,
                    47,
                    48,
                    49,
                    50,
                    51,
                    52,
                    53,
                    54,
                    55,
                    56,
                    57,
                    58,
                    59,
                    60,
                    61,
                    62,
                    63,
                    64,
                    65,
                    66,
                    67,
                    68,
                    69,
                    70,
                    71,
                    72,
                    73,
                    74,
                    75,
                    76,
                    77,
                    78,
                    79,
                    80,
                    81,
                    82,
                    83,
                    84,
                    85,
                    86,
                    87,
                    88,
                    89,
                    90,
                    91,
                    92,
                    93,
                    94,
                    95,
                    96,
                    97,
                    98,
                    99
                  ],
                  "line": {
                    "color": "rgba(255, 153, 51, 1.0)",
                    "dash": "solid",
                    "shape": "linear",
                    "width": 1.3
                  },
                  "type": "scatter"
                },
                {
                  "name": "B",
                  "text": "",
                  "mode": "lines",
                  "y": [
                    0.13546053507022923,
                    0.8528952539056167,
                    -0.9120473287918056,
                    -0.4360167071034324,
                    0.4030021035722929,
                    0.21845456351115183,
                    -1.5146188477997056,
                    -1.1081262345827807,
                    0.2505550893228284,
                    -1.089754160529704,
                    -1.999471543859598,
                    -0.13298981222990705,
                    0.7083688242077885,
                    -0.7428531839143373,
                    1.2717469173085532,
                    -0.7243561359853562,
                    -1.4370056513901115,
                    -0.8578890500584263,
                    -0.5199289547555342,
                    -0.9858204761709641,
                    0.7502511092487195,
                    -0.9622680220774841,
                    0.8606852397738878,
                    -0.3529663721617263,
                    -1.7724111999399959,
                    0.11671383039125793,
                    2.1104136856870674,
                    -0.058342444826866936,
                    2.028760783982244,
                    0.6055565892850192,
                    1.343911038550699,
                    0.5764709024505792,
                    0.2573852649890621,
                    -2.5497668496098447,
                    -0.9505829571138086,
                    0.07158004593194874,
                    -1.1320989581537642,
                    1.2498551328713434,
                    -0.5411155904440764,
                    1.9433075662035164,
                    -0.6390591873405453,
                    0.206562955695758,
                    0.24791031488052412,
                    1.2761130220428456,
                    -0.43330761534391343,
                    -0.6646931807852855,
                    1.0006041439810665,
                    0.24950232089024862,
                    1.824582338513296,
                    -0.33503434728787385,
                    -0.10390476120042613,
                    2.0558297587310213,
                    2.4705327300888382,
                    0.24641029074204315,
                    0.891406383668593,
                    -0.4460375336323596,
                    -0.05403819614345976,
                    0.6069379690402813,
                    -0.6584213592294729,
                    -0.6804624868343676,
                    0.3554374013526221,
                    -0.6197422292201394,
                    -1.4363793854686329,
                    0.6391732419232593,
                    1.5260538377224617,
                    -1.327403466180733,
                    0.46678698493924725,
                    1.5618372075729798,
                    0.1771511713172017,
                    -0.1471852825641017,
                    0.758092470021777,
                    -1.531560505955019,
                    -0.5331876622432652,
                    -1.8806673130309681,
                    0.4339395458758081,
                    0.7287842973459717,
                    0.5843657299612066,
                    0.5675425116136315,
                    1.5051957081584857,
                    0.9984576089198394,
                    -1.361450265891984,
                    -0.05477528106219799,
                    0.651652184054883,
                    1.8956547523097942,
                    0.960325494070041,
                    0.6333460121494614,
                    -0.23176142161827948,
                    -1.4147891851188463,
                    -0.47355461876870314,
                    0.24759608652395304,
                    0.6919142969542673,
                    -0.33833598108215074,
                    0.1537146391163577,
                    -0.9427824418183438,
                    -1.0535415962258836,
                    -0.46097231553426254,
                    -2.5076551988203275,
                    -0.43772317036284325,
                    0.7570175143322317,
                    0.4828692956441521
                  ],
                  "x": [
                    0,
                    1,
                    2,
                    3,
                    4,
                    5,
                    6,
                    7,
                    8,
                    9,
                    10,
                    11,
                    12,
                    13,
                    14,
                    15,
                    16,
                    17,
                    18,
                    19,
                    20,
                    21,
                    22,
                    23,
                    24,
                    25,
                    26,
                    27,
                    28,
                    29,
                    30,
                    31,
                    32,
                    33,
                    34,
                    35,
                    36,
                    37,
                    38,
                    39,
                    40,
                    41,
                    42,
                    43,
                    44,
                    45,
                    46,
                    47,
                    48,
                    49,
                    50,
                    51,
                    52,
                    53,
                    54,
                    55,
                    56,
                    57,
                    58,
                    59,
                    60,
                    61,
                    62,
                    63,
                    64,
                    65,
                    66,
                    67,
                    68,
                    69,
                    70,
                    71,
                    72,
                    73,
                    74,
                    75,
                    76,
                    77,
                    78,
                    79,
                    80,
                    81,
                    82,
                    83,
                    84,
                    85,
                    86,
                    87,
                    88,
                    89,
                    90,
                    91,
                    92,
                    93,
                    94,
                    95,
                    96,
                    97,
                    98,
                    99
                  ],
                  "line": {
                    "color": "rgba(55, 128, 191, 1.0)",
                    "dash": "solid",
                    "shape": "linear",
                    "width": 1.3
                  },
                  "type": "scatter"
                },
                {
                  "name": "C",
                  "text": "",
                  "mode": "lines",
                  "y": [
                    -0.4490965191707045,
                    -1.3566624199171347,
                    0.11010174114668976,
                    -1.2059230985671745,
                    -1.293518642299254,
                    0.0768114429111746,
                    2.0713794720510563,
                    -1.6136102766998872,
                    -2.1183418088097254,
                    0.6584018977466556,
                    -0.5819428441757667,
                    0.5471898408441686,
                    -1.8244706216056903,
                    -0.35890916630399583,
                    1.138641041310387,
                    0.31611546567849097,
                    1.0559771602321337,
                    0.33767317562215937,
                    0.3033628923796153,
                    -1.4335836985969974,
                    1.2096368994544906,
                    0.20689061625255836,
                    0.09488785762250992,
                    0.5617887062170834,
                    0.023154308790518715,
                    0.15168789975164204,
                    -0.6180336191881293,
                    0.20622837757895413,
                    0.6485714799411542,
                    1.1963676140509656,
                    0.1654910893430052,
                    0.5749779562163441,
                    0.16108900684868976,
                    0.3485567916805989,
                    0.3152055370319175,
                    0.08180464812136456,
                    0.020620326956704384,
                    -1.5596986546230043,
                    -0.2778496376241181,
                    -0.8177813904604749,
                    -0.047248911278135124,
                    -0.26675964256587714,
                    0.33145366006431287,
                    0.4435718943527746,
                    1.0834591102193718,
                    1.1181927159205571,
                    0.4670669747598463,
                    -0.5329526643065524,
                    -0.44635128706169075,
                    0.014871920137131739,
                    1.3812612374583608,
                    1.8920639380885012,
                    0.5653173636965959,
                    -1.098288205522477,
                    -0.382976691456405,
                    -2.0462213086186645,
                    -0.20451968519589875,
                    0.07856773595182073,
                    0.6306289545841886,
                    -0.8110523405607823,
                    -2.0899974454372776,
                    0.056410401765543884,
                    -0.47904391491468185,
                    0.9888181876263,
                    0.7921507229057528,
                    0.6588455707730912,
                    -1.0117051153143026,
                    -0.7401670941766406,
                    -1.1019512930005688,
                    -0.2330072114146048,
                    0.14678659128359187,
                    -0.016972325384005515,
                    0.538226961324923,
                    -0.5527431124284627,
                    0.21787234394765675,
                    0.5775448863301242,
                    -0.18725702030590544,
                    0.2586947836219987,
                    -0.2720062991616586,
                    0.4956980999399173,
                    -0.2248874208324263,
                    1.046876962247096,
                    0.8739057120388894,
                    -1.324810905399333,
                    -1.8895230890311145,
                    0.8985423817325691,
                    -0.4134721022129727,
                    0.07172149869464005,
                    -1.6381683038387536,
                    0.42538928588685265,
                    -1.1191856963454359,
                    0.32398329622996735,
                    -1.3591175956603858,
                    -1.9028566688666586,
                    -0.6817634816272062,
                    0.2312632966984241,
                    0.6224618814324517,
                    -0.8694786005425781,
                    0.847084292335929,
                    -0.8414877548342978
                  ],
                  "x": [
                    0,
                    1,
                    2,
                    3,
                    4,
                    5,
                    6,
                    7,
                    8,
                    9,
                    10,
                    11,
                    12,
                    13,
                    14,
                    15,
                    16,
                    17,
                    18,
                    19,
                    20,
                    21,
                    22,
                    23,
                    24,
                    25,
                    26,
                    27,
                    28,
                    29,
                    30,
                    31,
                    32,
                    33,
                    34,
                    35,
                    36,
                    37,
                    38,
                    39,
                    40,
                    41,
                    42,
                    43,
                    44,
                    45,
                    46,
                    47,
                    48,
                    49,
                    50,
                    51,
                    52,
                    53,
                    54,
                    55,
                    56,
                    57,
                    58,
                    59,
                    60,
                    61,
                    62,
                    63,
                    64,
                    65,
                    66,
                    67,
                    68,
                    69,
                    70,
                    71,
                    72,
                    73,
                    74,
                    75,
                    76,
                    77,
                    78,
                    79,
                    80,
                    81,
                    82,
                    83,
                    84,
                    85,
                    86,
                    87,
                    88,
                    89,
                    90,
                    91,
                    92,
                    93,
                    94,
                    95,
                    96,
                    97,
                    98,
                    99
                  ],
                  "line": {
                    "color": "rgba(50, 171, 96, 1.0)",
                    "dash": "solid",
                    "shape": "linear",
                    "width": 1.3
                  },
                  "type": "scatter"
                },
                {
                  "name": "D",
                  "text": "",
                  "mode": "lines",
                  "y": [
                    0.16576029040650397,
                    0.7353781184301128,
                    -0.39635288312626415,
                    0.8460923805492866,
                    0.5834280340395386,
                    0.022668873850809287,
                    -0.7232984540044319,
                    -1.3150340581479074,
                    -0.34117426376557675,
                    -2.2039151686405045,
                    -0.5540034393317983,
                    -0.5365510263084331,
                    0.9514694148660698,
                    1.6093071684143965,
                    0.5349031444835803,
                    0.8762223684320477,
                    1.4173775406277183,
                    -0.45892366941253027,
                    0.7759706357601053,
                    -0.5231570619640878,
                    -0.7912812214498252,
                    1.1391103980200354,
                    1.040790199323024,
                    -0.730873434869637,
                    1.3493645268911796,
                    0.9317563929515158,
                    0.7580306180283228,
                    0.5878386227634674,
                    1.4326486013465392,
                    -0.20720218629137235,
                    0.24776731941903588,
                    0.07369409703522996,
                    0.5523389535964915,
                    -1.4225823164676166,
                    -0.31366079651470147,
                    0.2462780623614397,
                    -0.9525515029157212,
                    -1.5060095118808454,
                    0.16157669330880778,
                    0.2202473096122514,
                    0.25515230298668984,
                    0.1415806575371722,
                    1.0454826460039028,
                    -1.6395532056044337,
                    -1.1480878621577313,
                    -0.21767196576881243,
                    0.6097280023008594,
                    1.0273906539859419,
                    -1.2546164856141788,
                    1.6795186133330808,
                    -1.2917753905896583,
                    1.4376577079402262,
                    2.042611479515502,
                    0.17051851887980343,
                    0.02899488058209822,
                    0.24876373421094727,
                    0.06601973384186423,
                    0.22350253848511487,
                    0.8241801220068634,
                    0.03501063486091633,
                    0.7539071353594212,
                    0.03488923989617106,
                    -1.45547407467105,
                    -0.5359645108060322,
                    -1.284504149525958,
                    0.7162679959699161,
                    -0.5031833256993665,
                    1.8929389937029355,
                    0.09901562576215357,
                    -0.10940178309595011,
                    2.1374057165810063,
                    -0.2027529518230585,
                    -0.04669371402278774,
                    -1.1166007758302954,
                    -1.110979136920132,
                    0.9459463660753293,
                    0.27097005719316825,
                    -1.7625289736087093,
                    0.8351417325563205,
                    -1.6945826582379722,
                    -0.2656569433609975,
                    -0.8769678330899084,
                    -0.8152967764266832,
                    0.19939256166508265,
                    0.5460777371186833,
                    1.458413440508323,
                    -0.533553934042059,
                    0.936768896712938,
                    -1.5020610105474623,
                    -0.3740943538418646,
                    -0.46449150985624155,
                    0.09247526313675637,
                    0.4408967762354214,
                    -0.6062745194800315,
                    -0.0868526946804238,
                    0.2379988912040208,
                    -0.34447098504535295,
                    1.4294961780936741,
                    -0.010673807091225312,
                    0.04162518036338937
                  ],
                  "x": [
                    0,
                    1,
                    2,
                    3,
                    4,
                    5,
                    6,
                    7,
                    8,
                    9,
                    10,
                    11,
                    12,
                    13,
                    14,
                    15,
                    16,
                    17,
                    18,
                    19,
                    20,
                    21,
                    22,
                    23,
                    24,
                    25,
                    26,
                    27,
                    28,
                    29,
                    30,
                    31,
                    32,
                    33,
                    34,
                    35,
                    36,
                    37,
                    38,
                    39,
                    40,
                    41,
                    42,
                    43,
                    44,
                    45,
                    46,
                    47,
                    48,
                    49,
                    50,
                    51,
                    52,
                    53,
                    54,
                    55,
                    56,
                    57,
                    58,
                    59,
                    60,
                    61,
                    62,
                    63,
                    64,
                    65,
                    66,
                    67,
                    68,
                    69,
                    70,
                    71,
                    72,
                    73,
                    74,
                    75,
                    76,
                    77,
                    78,
                    79,
                    80,
                    81,
                    82,
                    83,
                    84,
                    85,
                    86,
                    87,
                    88,
                    89,
                    90,
                    91,
                    92,
                    93,
                    94,
                    95,
                    96,
                    97,
                    98,
                    99
                  ],
                  "line": {
                    "color": "rgba(128, 0, 128, 1.0)",
                    "dash": "solid",
                    "shape": "linear",
                    "width": 1.3
                  },
                  "type": "scatter"
                }
              ],
              "config": {
                "plotlyServerURL": "https://plot.ly",
                "linkText": "Export to plot.ly",
                "showLink": true
              },
              "layout": {
                "template": {
                  "layout": {
                    "shapedefaults": {
                      "line": {
                        "color": "#2a3f5f"
                      }
                    },
                    "polar": {
                      "radialaxis": {
                        "ticks": "",
                        "gridcolor": "white",
                        "linecolor": "white"
                      },
                      "bgcolor": "#E5ECF6",
                      "angularaxis": {
                        "ticks": "",
                        "gridcolor": "white",
                        "linecolor": "white"
                      }
                    },
                    "colorway": [
                      "#636efa",
                      "#EF553B",
                      "#00cc96",
                      "#ab63fa",
                      "#FFA15A",
                      "#19d3f3",
                      "#FF6692",
                      "#B6E880",
                      "#FF97FF",
                      "#FECB52"
                    ],
                    "xaxis": {
                      "automargin": true,
                      "title": {
                        "standoff": 15
                      },
                      "zerolinewidth": 2,
                      "ticks": "",
                      "zerolinecolor": "white",
                      "gridcolor": "white",
                      "linecolor": "white"
                    },
                    "colorscale": {
                      "diverging": [
                        [
                          0,
                          "#8e0152"
                        ],
                        [
                          0.1,
                          "#c51b7d"
                        ],
                        [
                          0.2,
                          "#de77ae"
                        ],
                        [
                          0.3,
                          "#f1b6da"
                        ],
                        [
                          0.4,
                          "#fde0ef"
                        ],
                        [
                          0.5,
                          "#f7f7f7"
                        ],
                        [
                          0.6,
                          "#e6f5d0"
                        ],
                        [
                          0.7,
                          "#b8e186"
                        ],
                        [
                          0.8,
                          "#7fbc41"
                        ],
                        [
                          0.9,
                          "#4d9221"
                        ],
                        [
                          1,
                          "#276419"
                        ]
                      ],
                      "sequential": [
                        [
                          0,
                          "#0d0887"
                        ],
                        [
                          0.1111111111111111,
                          "#46039f"
                        ],
                        [
                          0.2222222222222222,
                          "#7201a8"
                        ],
                        [
                          0.3333333333333333,
                          "#9c179e"
                        ],
                        [
                          0.4444444444444444,
                          "#bd3786"
                        ],
                        [
                          0.5555555555555556,
                          "#d8576b"
                        ],
                        [
                          0.6666666666666666,
                          "#ed7953"
                        ],
                        [
                          0.7777777777777778,
                          "#fb9f3a"
                        ],
                        [
                          0.8888888888888888,
                          "#fdca26"
                        ],
                        [
                          1,
                          "#f0f921"
                        ]
                      ],
                      "sequentialminus": [
                        [
                          0,
                          "#0d0887"
                        ],
                        [
                          0.1111111111111111,
                          "#46039f"
                        ],
                        [
                          0.2222222222222222,
                          "#7201a8"
                        ],
                        [
                          0.3333333333333333,
                          "#9c179e"
                        ],
                        [
                          0.4444444444444444,
                          "#bd3786"
                        ],
                        [
                          0.5555555555555556,
                          "#d8576b"
                        ],
                        [
                          0.6666666666666666,
                          "#ed7953"
                        ],
                        [
                          0.7777777777777778,
                          "#fb9f3a"
                        ],
                        [
                          0.8888888888888888,
                          "#fdca26"
                        ],
                        [
                          1,
                          "#f0f921"
                        ]
                      ]
                    },
                    "paper_bgcolor": "white",
                    "plot_bgcolor": "#E5ECF6",
                    "title": {
                      "x": 0.05
                    },
                    "scene": {
                      "zaxis": {
                        "backgroundcolor": "#E5ECF6",
                        "ticks": "",
                        "gridwidth": 2,
                        "showbackground": true,
                        "zerolinecolor": "white",
                        "gridcolor": "white",
                        "linecolor": "white"
                      },
                      "xaxis": {
                        "backgroundcolor": "#E5ECF6",
                        "ticks": "",
                        "gridwidth": 2,
                        "showbackground": true,
                        "zerolinecolor": "white",
                        "gridcolor": "white",
                        "linecolor": "white"
                      },
                      "yaxis": {
                        "backgroundcolor": "#E5ECF6",
                        "ticks": "",
                        "gridwidth": 2,
                        "showbackground": true,
                        "zerolinecolor": "white",
                        "gridcolor": "white",
                        "linecolor": "white"
                      }
                    },
                    "yaxis": {
                      "automargin": true,
                      "title": {
                        "standoff": 15
                      },
                      "zerolinewidth": 2,
                      "ticks": "",
                      "zerolinecolor": "white",
                      "gridcolor": "white",
                      "linecolor": "white"
                    },
                    "annotationdefaults": {
                      "arrowwidth": 1,
                      "arrowhead": 0,
                      "arrowcolor": "#2a3f5f"
                    },
                    "hoverlabel": {
                      "align": "left"
                    },
                    "ternary": {
                      "bgcolor": "#E5ECF6",
                      "baxis": {
                        "ticks": "",
                        "gridcolor": "white",
                        "linecolor": "white"
                      },
                      "caxis": {
                        "ticks": "",
                        "gridcolor": "white",
                        "linecolor": "white"
                      },
                      "aaxis": {
                        "ticks": "",
                        "gridcolor": "white",
                        "linecolor": "white"
                      }
                    },
                    "mapbox": {
                      "style": "light"
                    },
                    "hovermode": "closest",
                    "font": {
                      "color": "#2a3f5f"
                    },
                    "geo": {
                      "showland": true,
                      "landcolor": "#E5ECF6",
                      "showlakes": true,
                      "bgcolor": "white",
                      "subunitcolor": "white",
                      "lakecolor": "white"
                    },
                    "coloraxis": {
                      "colorbar": {
                        "outlinewidth": 0,
                        "ticks": ""
                      }
                    }
                  },
                  "data": {
                    "mesh3d": [
                      {
                        "colorbar": {
                          "outlinewidth": 0,
                          "ticks": ""
                        },
                        "type": "mesh3d"
                      }
                    ],
                    "scattercarpet": [
                      {
                        "marker": {
                          "colorbar": {
                            "outlinewidth": 0,
                            "ticks": ""
                          }
                        },
                        "type": "scattercarpet"
                      }
                    ],
                    "pie": [
                      {
                        "automargin": true,
                        "type": "pie"
                      }
                    ],
                    "surface": [
                      {
                        "colorbar": {
                          "outlinewidth": 0,
                          "ticks": ""
                        },
                        "type": "surface",
                        "colorscale": [
                          [
                            0,
                            "#0d0887"
                          ],
                          [
                            0.1111111111111111,
                            "#46039f"
                          ],
                          [
                            0.2222222222222222,
                            "#7201a8"
                          ],
                          [
                            0.3333333333333333,
                            "#9c179e"
                          ],
                          [
                            0.4444444444444444,
                            "#bd3786"
                          ],
                          [
                            0.5555555555555556,
                            "#d8576b"
                          ],
                          [
                            0.6666666666666666,
                            "#ed7953"
                          ],
                          [
                            0.7777777777777778,
                            "#fb9f3a"
                          ],
                          [
                            0.8888888888888888,
                            "#fdca26"
                          ],
                          [
                            1,
                            "#f0f921"
                          ]
                        ]
                      }
                    ],
                    "table": [
                      {
                        "header": {
                          "line": {
                            "color": "white"
                          },
                          "fill": {
                            "color": "#C8D4E3"
                          }
                        },
                        "cells": {
                          "line": {
                            "color": "white"
                          },
                          "fill": {
                            "color": "#EBF0F8"
                          }
                        },
                        "type": "table"
                      }
                    ],
                    "scatterpolargl": [
                      {
                        "marker": {
                          "colorbar": {
                            "outlinewidth": 0,
                            "ticks": ""
                          }
                        },
                        "type": "scatterpolargl"
                      }
                    ],
                    "contour": [
                      {
                        "colorbar": {
                          "outlinewidth": 0,
                          "ticks": ""
                        },
                        "type": "contour",
                        "colorscale": [
                          [
                            0,
                            "#0d0887"
                          ],
                          [
                            0.1111111111111111,
                            "#46039f"
                          ],
                          [
                            0.2222222222222222,
                            "#7201a8"
                          ],
                          [
                            0.3333333333333333,
                            "#9c179e"
                          ],
                          [
                            0.4444444444444444,
                            "#bd3786"
                          ],
                          [
                            0.5555555555555556,
                            "#d8576b"
                          ],
                          [
                            0.6666666666666666,
                            "#ed7953"
                          ],
                          [
                            0.7777777777777778,
                            "#fb9f3a"
                          ],
                          [
                            0.8888888888888888,
                            "#fdca26"
                          ],
                          [
                            1,
                            "#f0f921"
                          ]
                        ]
                      }
                    ],
                    "carpet": [
                      {
                        "type": "carpet",
                        "baxis": {
                          "minorgridcolor": "white",
                          "gridcolor": "white",
                          "linecolor": "white",
                          "endlinecolor": "#2a3f5f",
                          "startlinecolor": "#2a3f5f"
                        },
                        "aaxis": {
                          "minorgridcolor": "white",
                          "gridcolor": "white",
                          "linecolor": "white",
                          "endlinecolor": "#2a3f5f",
                          "startlinecolor": "#2a3f5f"
                        }
                      }
                    ],
                    "contourcarpet": [
                      {
                        "colorbar": {
                          "outlinewidth": 0,
                          "ticks": ""
                        },
                        "type": "contourcarpet"
                      }
                    ],
                    "heatmap": [
                      {
                        "colorbar": {
                          "outlinewidth": 0,
                          "ticks": ""
                        },
                        "type": "heatmap",
                        "colorscale": [
                          [
                            0,
                            "#0d0887"
                          ],
                          [
                            0.1111111111111111,
                            "#46039f"
                          ],
                          [
                            0.2222222222222222,
                            "#7201a8"
                          ],
                          [
                            0.3333333333333333,
                            "#9c179e"
                          ],
                          [
                            0.4444444444444444,
                            "#bd3786"
                          ],
                          [
                            0.5555555555555556,
                            "#d8576b"
                          ],
                          [
                            0.6666666666666666,
                            "#ed7953"
                          ],
                          [
                            0.7777777777777778,
                            "#fb9f3a"
                          ],
                          [
                            0.8888888888888888,
                            "#fdca26"
                          ],
                          [
                            1,
                            "#f0f921"
                          ]
                        ]
                      }
                    ],
                    "scattermapbox": [
                      {
                        "marker": {
                          "colorbar": {
                            "outlinewidth": 0,
                            "ticks": ""
                          }
                        },
                        "type": "scattermapbox"
                      }
                    ],
                    "scatter3d": [
                      {
                        "marker": {
                          "colorbar": {
                            "outlinewidth": 0,
                            "ticks": ""
                          }
                        },
                        "line": {
                          "colorbar": {
                            "outlinewidth": 0,
                            "ticks": ""
                          }
                        },
                        "type": "scatter3d"
                      }
                    ],
                    "scattergl": [
                      {
                        "marker": {
                          "colorbar": {
                            "outlinewidth": 0,
                            "ticks": ""
                          }
                        },
                        "type": "scattergl"
                      }
                    ],
                    "scatterternary": [
                      {
                        "marker": {
                          "colorbar": {
                            "outlinewidth": 0,
                            "ticks": ""
                          }
                        },
                        "type": "scatterternary"
                      }
                    ],
                    "histogram": [
                      {
                        "marker": {
                          "colorbar": {
                            "outlinewidth": 0,
                            "ticks": ""
                          }
                        },
                        "type": "histogram"
                      }
                    ],
                    "heatmapgl": [
                      {
                        "colorbar": {
                          "outlinewidth": 0,
                          "ticks": ""
                        },
                        "type": "heatmapgl",
                        "colorscale": [
                          [
                            0,
                            "#0d0887"
                          ],
                          [
                            0.1111111111111111,
                            "#46039f"
                          ],
                          [
                            0.2222222222222222,
                            "#7201a8"
                          ],
                          [
                            0.3333333333333333,
                            "#9c179e"
                          ],
                          [
                            0.4444444444444444,
                            "#bd3786"
                          ],
                          [
                            0.5555555555555556,
                            "#d8576b"
                          ],
                          [
                            0.6666666666666666,
                            "#ed7953"
                          ],
                          [
                            0.7777777777777778,
                            "#fb9f3a"
                          ],
                          [
                            0.8888888888888888,
                            "#fdca26"
                          ],
                          [
                            1,
                            "#f0f921"
                          ]
                        ]
                      }
                    ],
                    "scatterpolar": [
                      {
                        "marker": {
                          "colorbar": {
                            "outlinewidth": 0,
                            "ticks": ""
                          }
                        },
                        "type": "scatterpolar"
                      }
                    ],
                    "histogram2d": [
                      {
                        "colorbar": {
                          "outlinewidth": 0,
                          "ticks": ""
                        },
                        "type": "histogram2d",
                        "colorscale": [
                          [
                            0,
                            "#0d0887"
                          ],
                          [
                            0.1111111111111111,
                            "#46039f"
                          ],
                          [
                            0.2222222222222222,
                            "#7201a8"
                          ],
                          [
                            0.3333333333333333,
                            "#9c179e"
                          ],
                          [
                            0.4444444444444444,
                            "#bd3786"
                          ],
                          [
                            0.5555555555555556,
                            "#d8576b"
                          ],
                          [
                            0.6666666666666666,
                            "#ed7953"
                          ],
                          [
                            0.7777777777777778,
                            "#fb9f3a"
                          ],
                          [
                            0.8888888888888888,
                            "#fdca26"
                          ],
                          [
                            1,
                            "#f0f921"
                          ]
                        ]
                      }
                    ],
                    "scattergeo": [
                      {
                        "marker": {
                          "colorbar": {
                            "outlinewidth": 0,
                            "ticks": ""
                          }
                        },
                        "type": "scattergeo"
                      }
                    ],
                    "bar": [
                      {
                        "marker": {
                          "line": {
                            "color": "#E5ECF6",
                            "width": 0.5
                          }
                        },
                        "type": "bar",
                        "error_x": {
                          "color": "#2a3f5f"
                        },
                        "error_y": {
                          "color": "#2a3f5f"
                        }
                      }
                    ],
                    "choropleth": [
                      {
                        "colorbar": {
                          "outlinewidth": 0,
                          "ticks": ""
                        },
                        "type": "choropleth"
                      }
                    ],
                    "parcoords": [
                      {
                        "line": {
                          "colorbar": {
                            "outlinewidth": 0,
                            "ticks": ""
                          }
                        },
                        "type": "parcoords"
                      }
                    ],
                    "barpolar": [
                      {
                        "marker": {
                          "line": {
                            "color": "#E5ECF6",
                            "width": 0.5
                          }
                        },
                        "type": "barpolar"
                      }
                    ],
                    "histogram2dcontour": [
                      {
                        "colorbar": {
                          "outlinewidth": 0,
                          "ticks": ""
                        },
                        "type": "histogram2dcontour",
                        "colorscale": [
                          [
                            0,
                            "#0d0887"
                          ],
                          [
                            0.1111111111111111,
                            "#46039f"
                          ],
                          [
                            0.2222222222222222,
                            "#7201a8"
                          ],
                          [
                            0.3333333333333333,
                            "#9c179e"
                          ],
                          [
                            0.4444444444444444,
                            "#bd3786"
                          ],
                          [
                            0.5555555555555556,
                            "#d8576b"
                          ],
                          [
                            0.6666666666666666,
                            "#ed7953"
                          ],
                          [
                            0.7777777777777778,
                            "#fb9f3a"
                          ],
                          [
                            0.8888888888888888,
                            "#fdca26"
                          ],
                          [
                            1,
                            "#f0f921"
                          ]
                        ]
                      }
                    ],
                    "scatter": [
                      {
                        "marker": {
                          "colorbar": {
                            "outlinewidth": 0,
                            "ticks": ""
                          }
                        },
                        "type": "scatter"
                      }
                    ]
                  }
                },
                "title": {
                  "font": {
                    "color": "#4D5663"
                  }
                },
                "paper_bgcolor": "#F5F6F9",
                "plot_bgcolor": "#F5F6F9",
                "yaxis": {
                  "tickfont": {
                    "color": "#4D5663"
                  },
                  "zerolinecolor": "#E1E5ED",
                  "title": {
                    "text": "",
                    "font": {
                      "color": "#4D5663"
                    }
                  },
                  "gridcolor": "#E1E5ED",
                  "showgrid": true
                },
                "xaxis": {
                  "tickfont": {
                    "color": "#4D5663"
                  },
                  "zerolinecolor": "#E1E5ED",
                  "title": {
                    "text": "",
                    "font": {
                      "color": "#4D5663"
                    }
                  },
                  "gridcolor": "#E1E5ED",
                  "showgrid": true
                },
                "legend": {
                  "bgcolor": "#F5F6F9",
                  "font": {
                    "color": "#4D5663"
                  }
                }
              }
            }
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "6_buKfuJhJIC",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import plotly.io as pio"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Rr_peIhTjmhK",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 168
        },
        "outputId": "6217c7e2-8553-48c5-92e0-84bcc7ab120d"
      },
      "source": [
        "pio.renderers"
      ],
      "execution_count": 44,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Renderers configuration\n",
              "-----------------------\n",
              "    Default renderer: 'plotly_mimetype+notebook_connected'\n",
              "    Available renderers:\n",
              "        ['plotly_mimetype', 'jupyterlab', 'nteract', 'vscode',\n",
              "         'notebook', 'notebook_connected', 'kaggle', 'azure', 'colab',\n",
              "         'cocalc', 'databricks', 'json', 'png', 'jpeg', 'jpg', 'svg',\n",
              "         'pdf', 'browser', 'firefox', 'chrome', 'chromium', 'iframe',\n",
              "         'iframe_connected', 'sphinx_gallery']"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 44
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "AwNSW-Drjnw8",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "pio.renderers.default = 'colab'"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "G3BXSMEDjr-a",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 542
        },
        "outputId": "45b5ec6e-68df-44cc-abe1-150f515199e8"
      },
      "source": [
        "df.iplot()"
      ],
      "execution_count": 46,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<html>\n",
              "<head><meta charset=\"utf-8\" /></head>\n",
              "<body>\n",
              "    <div>\n",
              "            <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script>\n",
              "                <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n",
              "        <script src=\"https://cdn.plot.ly/plotly-latest.min.js\"></script>    \n",
              "            <div id=\"a6c64df9-c0ef-46bf-ad50-07b28be83ff7\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>\n",
              "            <script type=\"text/javascript\">\n",
              "                \n",
              "                    window.PLOTLYENV=window.PLOTLYENV || {};\n",
              "                    window.PLOTLYENV.BASE_URL='https://plot.ly';\n",
              "                    \n",
              "                if (document.getElementById(\"a6c64df9-c0ef-46bf-ad50-07b28be83ff7\")) {\n",
              "                    Plotly.newPlot(\n",
              "                        'a6c64df9-c0ef-46bf-ad50-07b28be83ff7',\n",
              "                        [{\"line\": {\"color\": \"rgba(255, 153, 51, 1.0)\", \"dash\": \"solid\", \"shape\": \"linear\", \"width\": 1.3}, \"mode\": \"lines\", \"name\": \"A\", \"text\": \"\", \"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99], \"y\": [-2.068481242470521, -0.06830072174778413, 0.34686815459740566, 1.7404560246674383, 0.260145933794787, -1.6687556797736214, 1.2128292608384186, 1.276759847076379, 0.012589088341520047, 0.6837240475443442, -0.5102467506900561, -0.7782360903554235, -2.341546922060079, 0.39173212431984145, 0.15323339526132104, 0.3104819072155177, -0.44218825427175923, -0.32150902708869994, -0.033858181247083445, 0.3359230701195722, 0.8022437874387931, 0.03601910255625717, -0.4061836761174409, -0.4003801133136168, 0.10092907154841461, 1.5233562187288536, -0.36722594437827283, 0.03253231846998982, -2.282982536415899, 0.5830802711190498, -0.4311524540735369, 1.1614317023417755, -0.10426289520479025, -1.1212768013578707, 0.06334068027172927, 0.01630376329550353, -0.45457557725717207, -0.938789821802139, 0.06099939323351222, 0.35887818748664885, -0.843793734057207, 0.0478569867049216, -0.2417538602769474, -0.038942887102078806, 0.053593639039046, -1.2211623482179648, -0.17036200068698545, -0.4443887116011843, 0.37019280008777267, 1.5443258334719654, -0.6181394088457115, -0.45792799326957373, -1.9361516681418143, 0.7434597203247988, -0.5108806403318328, 0.16514967255301594, 0.4775907874146169, -0.4774554221272687, 0.2419944748702217, 0.5181025641411692, 0.06948103228401782, -0.08102350563166708, -0.5632934821646675, -0.10831738227239747, 1.7327185525045936, 0.3704868260629756, -0.5159738914988036, 0.6967248312772667, 0.9729344612886184, 0.04693965652740349, 1.1054124247780315, -1.217420888691861, -0.38814588141461437, -1.0796755270554717, -1.0958149053019528, -2.3417318911687075, -0.011587462929148149, 0.9095237774878863, -0.02621533665839742, 0.8466593311125113, -0.7175705015184023, -0.19377387371188784, -0.5783852466829044, -0.13044163951325857, 1.066628215523557, 0.26129669924845683, 2.0189419209649317, -1.3553670039412815, 0.5018501059843185, 0.6531387684143183, 1.9022631291702592, -1.2934389171784868, 0.06544750594269423, 0.8411001692608153, 0.5580249008107335, 1.9956733413950396, -0.5021972339098685, -0.47316947988094754, -1.114299172278719, 1.3644252487147408]}, {\"line\": {\"color\": \"rgba(55, 128, 191, 1.0)\", \"dash\": \"solid\", \"shape\": \"linear\", \"width\": 1.3}, \"mode\": \"lines\", \"name\": \"B\", \"text\": \"\", \"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99], \"y\": [0.13546053507022923, 0.8528952539056167, -0.9120473287918056, -0.4360167071034324, 0.4030021035722929, 0.21845456351115183, -1.5146188477997056, -1.1081262345827807, 0.2505550893228284, -1.089754160529704, -1.999471543859598, -0.13298981222990705, 0.7083688242077885, -0.7428531839143373, 1.2717469173085532, -0.7243561359853562, -1.4370056513901115, -0.8578890500584263, -0.5199289547555342, -0.9858204761709641, 0.7502511092487195, -0.9622680220774841, 0.8606852397738878, -0.3529663721617263, -1.7724111999399959, 0.11671383039125793, 2.1104136856870674, -0.058342444826866936, 2.028760783982244, 0.6055565892850192, 1.343911038550699, 0.5764709024505792, 0.2573852649890621, -2.5497668496098447, -0.9505829571138086, 0.07158004593194874, -1.1320989581537642, 1.2498551328713434, -0.5411155904440764, 1.9433075662035164, -0.6390591873405453, 0.206562955695758, 0.24791031488052412, 1.2761130220428456, -0.43330761534391343, -0.6646931807852855, 1.0006041439810665, 0.24950232089024862, 1.824582338513296, -0.33503434728787385, -0.10390476120042613, 2.0558297587310213, 2.4705327300888382, 0.24641029074204315, 0.891406383668593, -0.4460375336323596, -0.05403819614345976, 0.6069379690402813, -0.6584213592294729, -0.6804624868343676, 0.3554374013526221, -0.6197422292201394, -1.4363793854686329, 0.6391732419232593, 1.5260538377224617, -1.327403466180733, 0.46678698493924725, 1.5618372075729798, 0.1771511713172017, -0.1471852825641017, 0.758092470021777, -1.531560505955019, -0.5331876622432652, -1.8806673130309681, 0.4339395458758081, 0.7287842973459717, 0.5843657299612066, 0.5675425116136315, 1.5051957081584857, 0.9984576089198394, -1.361450265891984, -0.05477528106219799, 0.651652184054883, 1.8956547523097942, 0.960325494070041, 0.6333460121494614, -0.23176142161827948, -1.4147891851188463, -0.47355461876870314, 0.24759608652395304, 0.6919142969542673, -0.33833598108215074, 0.1537146391163577, -0.9427824418183438, -1.0535415962258836, -0.46097231553426254, -2.5076551988203275, -0.43772317036284325, 0.7570175143322317, 0.4828692956441521]}, {\"line\": {\"color\": \"rgba(50, 171, 96, 1.0)\", \"dash\": \"solid\", \"shape\": \"linear\", \"width\": 1.3}, \"mode\": \"lines\", \"name\": \"C\", \"text\": \"\", \"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99], \"y\": [-0.4490965191707045, -1.3566624199171347, 0.11010174114668976, -1.2059230985671745, -1.293518642299254, 0.0768114429111746, 2.0713794720510563, -1.6136102766998872, -2.1183418088097254, 0.6584018977466556, -0.5819428441757667, 0.5471898408441686, -1.8244706216056903, -0.35890916630399583, 1.138641041310387, 0.31611546567849097, 1.0559771602321337, 0.33767317562215937, 0.3033628923796153, -1.4335836985969974, 1.2096368994544906, 0.20689061625255836, 0.09488785762250992, 0.5617887062170834, 0.023154308790518715, 0.15168789975164204, -0.6180336191881293, 0.20622837757895413, 0.6485714799411542, 1.1963676140509656, 0.1654910893430052, 0.5749779562163441, 0.16108900684868976, 0.3485567916805989, 0.3152055370319175, 0.08180464812136456, 0.020620326956704384, -1.5596986546230043, -0.2778496376241181, -0.8177813904604749, -0.047248911278135124, -0.26675964256587714, 0.33145366006431287, 0.4435718943527746, 1.0834591102193718, 1.1181927159205571, 0.4670669747598463, -0.5329526643065524, -0.44635128706169075, 0.014871920137131739, 1.3812612374583608, 1.8920639380885012, 0.5653173636965959, -1.098288205522477, -0.382976691456405, -2.0462213086186645, -0.20451968519589875, 0.07856773595182073, 0.6306289545841886, -0.8110523405607823, -2.0899974454372776, 0.056410401765543884, -0.47904391491468185, 0.9888181876263, 0.7921507229057528, 0.6588455707730912, -1.0117051153143026, -0.7401670941766406, -1.1019512930005688, -0.2330072114146048, 0.14678659128359187, -0.016972325384005515, 0.538226961324923, -0.5527431124284627, 0.21787234394765675, 0.5775448863301242, -0.18725702030590544, 0.2586947836219987, -0.2720062991616586, 0.4956980999399173, -0.2248874208324263, 1.046876962247096, 0.8739057120388894, -1.324810905399333, -1.8895230890311145, 0.8985423817325691, -0.4134721022129727, 0.07172149869464005, -1.6381683038387536, 0.42538928588685265, -1.1191856963454359, 0.32398329622996735, -1.3591175956603858, -1.9028566688666586, -0.6817634816272062, 0.2312632966984241, 0.6224618814324517, -0.8694786005425781, 0.847084292335929, -0.8414877548342978]}, {\"line\": {\"color\": \"rgba(128, 0, 128, 1.0)\", \"dash\": \"solid\", \"shape\": \"linear\", \"width\": 1.3}, \"mode\": \"lines\", \"name\": \"D\", \"text\": \"\", \"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99], \"y\": [0.16576029040650397, 0.7353781184301128, -0.39635288312626415, 0.8460923805492866, 0.5834280340395386, 0.022668873850809287, -0.7232984540044319, -1.3150340581479074, -0.34117426376557675, -2.2039151686405045, -0.5540034393317983, -0.5365510263084331, 0.9514694148660698, 1.6093071684143965, 0.5349031444835803, 0.8762223684320477, 1.4173775406277183, -0.45892366941253027, 0.7759706357601053, -0.5231570619640878, -0.7912812214498252, 1.1391103980200354, 1.040790199323024, -0.730873434869637, 1.3493645268911796, 0.9317563929515158, 0.7580306180283228, 0.5878386227634674, 1.4326486013465392, -0.20720218629137235, 0.24776731941903588, 0.07369409703522996, 0.5523389535964915, -1.4225823164676166, -0.31366079651470147, 0.2462780623614397, -0.9525515029157212, -1.5060095118808454, 0.16157669330880778, 0.2202473096122514, 0.25515230298668984, 0.1415806575371722, 1.0454826460039028, -1.6395532056044337, -1.1480878621577313, -0.21767196576881243, 0.6097280023008594, 1.0273906539859419, -1.2546164856141788, 1.6795186133330808, -1.2917753905896583, 1.4376577079402262, 2.042611479515502, 0.17051851887980343, 0.02899488058209822, 0.24876373421094727, 0.06601973384186423, 0.22350253848511487, 0.8241801220068634, 0.03501063486091633, 0.7539071353594212, 0.03488923989617106, -1.45547407467105, -0.5359645108060322, -1.284504149525958, 0.7162679959699161, -0.5031833256993665, 1.8929389937029355, 0.09901562576215357, -0.10940178309595011, 2.1374057165810063, -0.2027529518230585, -0.04669371402278774, -1.1166007758302954, -1.110979136920132, 0.9459463660753293, 0.27097005719316825, -1.7625289736087093, 0.8351417325563205, -1.6945826582379722, -0.2656569433609975, -0.8769678330899084, -0.8152967764266832, 0.19939256166508265, 0.5460777371186833, 1.458413440508323, -0.533553934042059, 0.936768896712938, -1.5020610105474623, -0.3740943538418646, -0.46449150985624155, 0.09247526313675637, 0.4408967762354214, -0.6062745194800315, -0.0868526946804238, 0.2379988912040208, -0.34447098504535295, 1.4294961780936741, -0.010673807091225312, 0.04162518036338937]}],\n",
              "                        {\"legend\": {\"bgcolor\": \"#F5F6F9\", \"font\": {\"color\": \"#4D5663\"}}, \"paper_bgcolor\": \"#F5F6F9\", \"plot_bgcolor\": \"#F5F6F9\", \"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"contour\"}], \"contourcarpet\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"contourcarpet\"}], \"heatmap\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmap\"}], \"heatmapgl\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmapgl\"}], \"histogram\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"histogram\"}], \"histogram2d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2d\"}], \"histogram2dcontour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"#E5ECF6\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"white\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"#E5ECF6\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"title\": {\"font\": {\"color\": \"#4D5663\"}}, \"xaxis\": {\"gridcolor\": \"#E1E5ED\", \"showgrid\": true, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"font\": {\"color\": \"#4D5663\"}, \"text\": \"\"}, \"zerolinecolor\": \"#E1E5ED\"}, \"yaxis\": {\"gridcolor\": \"#E1E5ED\", \"showgrid\": true, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"font\": {\"color\": \"#4D5663\"}, \"text\": \"\"}, \"zerolinecolor\": \"#E1E5ED\"}},\n",
              "                        {\"showLink\": true, \"linkText\": \"Export to plot.ly\", \"plotlyServerURL\": \"https://plot.ly\", \"responsive\": true}\n",
              "                    ).then(function(){\n",
              "                            \n",
              "var gd = document.getElementById('a6c64df9-c0ef-46bf-ad50-07b28be83ff7');\n",
              "var x = new MutationObserver(function (mutations, observer) {{\n",
              "        var display = window.getComputedStyle(gd).display;\n",
              "        if (!display || display === 'none') {{\n",
              "            console.log([gd, 'removed!']);\n",
              "            Plotly.purge(gd);\n",
              "            observer.disconnect();\n",
              "        }}\n",
              "}});\n",
              "\n",
              "// Listen for the removal of the full notebook cells\n",
              "var notebookContainer = gd.closest('#notebook-container');\n",
              "if (notebookContainer) {{\n",
              "    x.observe(notebookContainer, {childList: true});\n",
              "}}\n",
              "\n",
              "// Listen for the clearing of the current output cell\n",
              "var outputEl = gd.closest('.output');\n",
              "if (outputEl) {{\n",
              "    x.observe(outputEl, {childList: true});\n",
              "}}\n",
              "\n",
              "                        })\n",
              "                };\n",
              "                \n",
              "            </script>\n",
              "        </div>\n",
              "</body>\n",
              "</html>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "__AYP7HFjuD1",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 542
        },
        "outputId": "534a518d-202e-453a-c416-38f8c228d5a7"
      },
      "source": [
        "df.iplot(kind='scatter',x='A',y='B',mode='markers',size=10)"
      ],
      "execution_count": 52,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<html>\n",
              "<head><meta charset=\"utf-8\" /></head>\n",
              "<body>\n",
              "    <div>\n",
              "            <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script>\n",
              "                <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n",
              "        <script src=\"https://cdn.plot.ly/plotly-latest.min.js\"></script>    \n",
              "            <div id=\"3550ade6-1db9-4cf5-b1d1-5ee70be4a5d9\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>\n",
              "            <script type=\"text/javascript\">\n",
              "                \n",
              "                    window.PLOTLYENV=window.PLOTLYENV || {};\n",
              "                    window.PLOTLYENV.BASE_URL='https://plot.ly';\n",
              "                    \n",
              "                if (document.getElementById(\"3550ade6-1db9-4cf5-b1d1-5ee70be4a5d9\")) {\n",
              "                    Plotly.newPlot(\n",
              "                        '3550ade6-1db9-4cf5-b1d1-5ee70be4a5d9',\n",
              "                        [{\"line\": {\"color\": \"rgba(255, 153, 51, 1.0)\", \"dash\": \"solid\", \"shape\": \"linear\", \"width\": 1.3}, \"marker\": {\"size\": 10, \"symbol\": \"circle\"}, \"mode\": \"markers\", \"name\": \"B\", \"text\": \"\", \"type\": \"scatter\", \"x\": [-2.068481242470521, -0.06830072174778413, 0.34686815459740566, 1.7404560246674383, 0.260145933794787, -1.6687556797736214, 1.2128292608384186, 1.276759847076379, 0.012589088341520047, 0.6837240475443442, -0.5102467506900561, -0.7782360903554235, -2.341546922060079, 0.39173212431984145, 0.15323339526132104, 0.3104819072155177, -0.44218825427175923, -0.32150902708869994, -0.033858181247083445, 0.3359230701195722, 0.8022437874387931, 0.03601910255625717, -0.4061836761174409, -0.4003801133136168, 0.10092907154841461, 1.5233562187288536, -0.36722594437827283, 0.03253231846998982, -2.282982536415899, 0.5830802711190498, -0.4311524540735369, 1.1614317023417755, -0.10426289520479025, -1.1212768013578707, 0.06334068027172927, 0.01630376329550353, -0.45457557725717207, -0.938789821802139, 0.06099939323351222, 0.35887818748664885, -0.843793734057207, 0.0478569867049216, -0.2417538602769474, -0.038942887102078806, 0.053593639039046, -1.2211623482179648, -0.17036200068698545, -0.4443887116011843, 0.37019280008777267, 1.5443258334719654, -0.6181394088457115, -0.45792799326957373, -1.9361516681418143, 0.7434597203247988, -0.5108806403318328, 0.16514967255301594, 0.4775907874146169, -0.4774554221272687, 0.2419944748702217, 0.5181025641411692, 0.06948103228401782, -0.08102350563166708, -0.5632934821646675, -0.10831738227239747, 1.7327185525045936, 0.3704868260629756, -0.5159738914988036, 0.6967248312772667, 0.9729344612886184, 0.04693965652740349, 1.1054124247780315, -1.217420888691861, -0.38814588141461437, -1.0796755270554717, -1.0958149053019528, -2.3417318911687075, -0.011587462929148149, 0.9095237774878863, -0.02621533665839742, 0.8466593311125113, -0.7175705015184023, -0.19377387371188784, -0.5783852466829044, -0.13044163951325857, 1.066628215523557, 0.26129669924845683, 2.0189419209649317, -1.3553670039412815, 0.5018501059843185, 0.6531387684143183, 1.9022631291702592, -1.2934389171784868, 0.06544750594269423, 0.8411001692608153, 0.5580249008107335, 1.9956733413950396, -0.5021972339098685, -0.47316947988094754, -1.114299172278719, 1.3644252487147408], \"y\": [0.13546053507022923, 0.8528952539056167, -0.9120473287918056, -0.4360167071034324, 0.4030021035722929, 0.21845456351115183, -1.5146188477997056, -1.1081262345827807, 0.2505550893228284, -1.089754160529704, -1.999471543859598, -0.13298981222990705, 0.7083688242077885, -0.7428531839143373, 1.2717469173085532, -0.7243561359853562, -1.4370056513901115, -0.8578890500584263, -0.5199289547555342, -0.9858204761709641, 0.7502511092487195, -0.9622680220774841, 0.8606852397738878, -0.3529663721617263, -1.7724111999399959, 0.11671383039125793, 2.1104136856870674, -0.058342444826866936, 2.028760783982244, 0.6055565892850192, 1.343911038550699, 0.5764709024505792, 0.2573852649890621, -2.5497668496098447, -0.9505829571138086, 0.07158004593194874, -1.1320989581537642, 1.2498551328713434, -0.5411155904440764, 1.9433075662035164, -0.6390591873405453, 0.206562955695758, 0.24791031488052412, 1.2761130220428456, -0.43330761534391343, -0.6646931807852855, 1.0006041439810665, 0.24950232089024862, 1.824582338513296, -0.33503434728787385, -0.10390476120042613, 2.0558297587310213, 2.4705327300888382, 0.24641029074204315, 0.891406383668593, -0.4460375336323596, -0.05403819614345976, 0.6069379690402813, -0.6584213592294729, -0.6804624868343676, 0.3554374013526221, -0.6197422292201394, -1.4363793854686329, 0.6391732419232593, 1.5260538377224617, -1.327403466180733, 0.46678698493924725, 1.5618372075729798, 0.1771511713172017, -0.1471852825641017, 0.758092470021777, -1.531560505955019, -0.5331876622432652, -1.8806673130309681, 0.4339395458758081, 0.7287842973459717, 0.5843657299612066, 0.5675425116136315, 1.5051957081584857, 0.9984576089198394, -1.361450265891984, -0.05477528106219799, 0.651652184054883, 1.8956547523097942, 0.960325494070041, 0.6333460121494614, -0.23176142161827948, -1.4147891851188463, -0.47355461876870314, 0.24759608652395304, 0.6919142969542673, -0.33833598108215074, 0.1537146391163577, -0.9427824418183438, -1.0535415962258836, -0.46097231553426254, -2.5076551988203275, -0.43772317036284325, 0.7570175143322317, 0.4828692956441521]}],\n",
              "                        {\"legend\": {\"bgcolor\": \"#F5F6F9\", \"font\": {\"color\": \"#4D5663\"}}, \"paper_bgcolor\": \"#F5F6F9\", \"plot_bgcolor\": \"#F5F6F9\", \"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"contour\"}], \"contourcarpet\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"contourcarpet\"}], \"heatmap\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmap\"}], \"heatmapgl\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmapgl\"}], \"histogram\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"histogram\"}], \"histogram2d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2d\"}], \"histogram2dcontour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"#E5ECF6\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"white\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"#E5ECF6\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"title\": {\"font\": {\"color\": \"#4D5663\"}}, \"xaxis\": {\"gridcolor\": \"#E1E5ED\", \"showgrid\": true, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"font\": {\"color\": \"#4D5663\"}, \"text\": \"\"}, \"zerolinecolor\": \"#E1E5ED\"}, \"yaxis\": {\"gridcolor\": \"#E1E5ED\", \"showgrid\": true, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"font\": {\"color\": \"#4D5663\"}, \"text\": \"\"}, \"zerolinecolor\": \"#E1E5ED\"}},\n",
              "                        {\"showLink\": true, \"linkText\": \"Export to plot.ly\", \"plotlyServerURL\": \"https://plot.ly\", \"responsive\": true}\n",
              "                    ).then(function(){\n",
              "                            \n",
              "var gd = document.getElementById('3550ade6-1db9-4cf5-b1d1-5ee70be4a5d9');\n",
              "var x = new MutationObserver(function (mutations, observer) {{\n",
              "        var display = window.getComputedStyle(gd).display;\n",
              "        if (!display || display === 'none') {{\n",
              "            console.log([gd, 'removed!']);\n",
              "            Plotly.purge(gd);\n",
              "            observer.disconnect();\n",
              "        }}\n",
              "}});\n",
              "\n",
              "// Listen for the removal of the full notebook cells\n",
              "var notebookContainer = gd.closest('#notebook-container');\n",
              "if (notebookContainer) {{\n",
              "    x.observe(notebookContainer, {childList: true});\n",
              "}}\n",
              "\n",
              "// Listen for the clearing of the current output cell\n",
              "var outputEl = gd.closest('.output');\n",
              "if (outputEl) {{\n",
              "    x.observe(outputEl, {childList: true});\n",
              "}}\n",
              "\n",
              "                        })\n",
              "                };\n",
              "                \n",
              "            </script>\n",
              "        </div>\n",
              "</body>\n",
              "</html>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "tUFwtH7O2IqZ",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 542
        },
        "outputId": "8f120ea1-701f-4581-df2f-97c6c0cd7aaa"
      },
      "source": [
        "df2.iplot(kind='bar',x='Category',y='Values')"
      ],
      "execution_count": 53,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<html>\n",
              "<head><meta charset=\"utf-8\" /></head>\n",
              "<body>\n",
              "    <div>\n",
              "            <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script>\n",
              "                <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n",
              "        <script src=\"https://cdn.plot.ly/plotly-latest.min.js\"></script>    \n",
              "            <div id=\"1d7c6ac5-f021-462b-bd6c-e9b64902b844\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>\n",
              "            <script type=\"text/javascript\">\n",
              "                \n",
              "                    window.PLOTLYENV=window.PLOTLYENV || {};\n",
              "                    window.PLOTLYENV.BASE_URL='https://plot.ly';\n",
              "                    \n",
              "                if (document.getElementById(\"1d7c6ac5-f021-462b-bd6c-e9b64902b844\")) {\n",
              "                    Plotly.newPlot(\n",
              "                        '1d7c6ac5-f021-462b-bd6c-e9b64902b844',\n",
              "                        [{\"marker\": {\"color\": \"rgba(255, 153, 51, 0.6)\", \"line\": {\"color\": \"rgba(255, 153, 51, 1.0)\", \"width\": 1}}, \"name\": \"Values\", \"orientation\": \"v\", \"text\": \"\", \"type\": \"bar\", \"x\": [\"A\", \"B\", \"C\"], \"y\": [23, 54, 43]}],\n",
              "                        {\"legend\": {\"bgcolor\": \"#F5F6F9\", \"font\": {\"color\": \"#4D5663\"}}, \"paper_bgcolor\": \"#F5F6F9\", \"plot_bgcolor\": \"#F5F6F9\", \"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"contour\"}], \"contourcarpet\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"contourcarpet\"}], \"heatmap\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmap\"}], \"heatmapgl\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmapgl\"}], \"histogram\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"histogram\"}], \"histogram2d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2d\"}], \"histogram2dcontour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"#E5ECF6\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"white\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"#E5ECF6\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"title\": {\"font\": {\"color\": \"#4D5663\"}}, \"xaxis\": {\"gridcolor\": \"#E1E5ED\", \"showgrid\": true, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"font\": {\"color\": \"#4D5663\"}, \"text\": \"\"}, \"zerolinecolor\": \"#E1E5ED\"}, \"yaxis\": {\"gridcolor\": \"#E1E5ED\", \"showgrid\": true, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"font\": {\"color\": \"#4D5663\"}, \"text\": \"\"}, \"zerolinecolor\": \"#E1E5ED\"}},\n",
              "                        {\"showLink\": true, \"linkText\": \"Export to plot.ly\", \"plotlyServerURL\": \"https://plot.ly\", \"responsive\": true}\n",
              "                    ).then(function(){\n",
              "                            \n",
              "var gd = document.getElementById('1d7c6ac5-f021-462b-bd6c-e9b64902b844');\n",
              "var x = new MutationObserver(function (mutations, observer) {{\n",
              "        var display = window.getComputedStyle(gd).display;\n",
              "        if (!display || display === 'none') {{\n",
              "            console.log([gd, 'removed!']);\n",
              "            Plotly.purge(gd);\n",
              "            observer.disconnect();\n",
              "        }}\n",
              "}});\n",
              "\n",
              "// Listen for the removal of the full notebook cells\n",
              "var notebookContainer = gd.closest('#notebook-container');\n",
              "if (notebookContainer) {{\n",
              "    x.observe(notebookContainer, {childList: true});\n",
              "}}\n",
              "\n",
              "// Listen for the clearing of the current output cell\n",
              "var outputEl = gd.closest('.output');\n",
              "if (outputEl) {{\n",
              "    x.observe(outputEl, {childList: true});\n",
              "}}\n",
              "\n",
              "                        })\n",
              "                };\n",
              "                \n",
              "            </script>\n",
              "        </div>\n",
              "</body>\n",
              "</html>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "BUE5u7FH2eQt",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 542
        },
        "outputId": "68e71d06-833e-46cc-c7dd-3d69c56c73f5"
      },
      "source": [
        "df.count().iplot(kind='bar')"
      ],
      "execution_count": 60,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<html>\n",
              "<head><meta charset=\"utf-8\" /></head>\n",
              "<body>\n",
              "    <div>\n",
              "            <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script>\n",
              "                <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n",
              "        <script src=\"https://cdn.plot.ly/plotly-latest.min.js\"></script>    \n",
              "            <div id=\"e4df2953-1488-49df-9d5d-21ae3e05b816\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>\n",
              "            <script type=\"text/javascript\">\n",
              "                \n",
              "                    window.PLOTLYENV=window.PLOTLYENV || {};\n",
              "                    window.PLOTLYENV.BASE_URL='https://plot.ly';\n",
              "                    \n",
              "                if (document.getElementById(\"e4df2953-1488-49df-9d5d-21ae3e05b816\")) {\n",
              "                    Plotly.newPlot(\n",
              "                        'e4df2953-1488-49df-9d5d-21ae3e05b816',\n",
              "                        [{\"marker\": {\"color\": \"rgba(255, 153, 51, 0.6)\", \"line\": {\"color\": \"rgba(255, 153, 51, 1.0)\", \"width\": 1}}, \"name\": \"None\", \"orientation\": \"v\", \"text\": \"\", \"type\": \"bar\", \"x\": [\"A\", \"B\", \"C\", \"D\"], \"y\": [100, 100, 100, 100]}],\n",
              "                        {\"legend\": {\"bgcolor\": \"#F5F6F9\", \"font\": {\"color\": \"#4D5663\"}}, \"paper_bgcolor\": \"#F5F6F9\", \"plot_bgcolor\": \"#F5F6F9\", \"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"contour\"}], \"contourcarpet\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"contourcarpet\"}], \"heatmap\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmap\"}], \"heatmapgl\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmapgl\"}], \"histogram\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"histogram\"}], \"histogram2d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2d\"}], \"histogram2dcontour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"#E5ECF6\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"white\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"#E5ECF6\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"title\": {\"font\": {\"color\": \"#4D5663\"}}, \"xaxis\": {\"gridcolor\": \"#E1E5ED\", \"showgrid\": true, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"font\": {\"color\": \"#4D5663\"}, \"text\": \"\"}, \"zerolinecolor\": \"#E1E5ED\"}, \"yaxis\": {\"gridcolor\": \"#E1E5ED\", \"showgrid\": true, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"font\": {\"color\": \"#4D5663\"}, \"text\": \"\"}, \"zerolinecolor\": \"#E1E5ED\"}},\n",
              "                        {\"showLink\": true, \"linkText\": \"Export to plot.ly\", \"plotlyServerURL\": \"https://plot.ly\", \"responsive\": true}\n",
              "                    ).then(function(){\n",
              "                            \n",
              "var gd = document.getElementById('e4df2953-1488-49df-9d5d-21ae3e05b816');\n",
              "var x = new MutationObserver(function (mutations, observer) {{\n",
              "        var display = window.getComputedStyle(gd).display;\n",
              "        if (!display || display === 'none') {{\n",
              "            console.log([gd, 'removed!']);\n",
              "            Plotly.purge(gd);\n",
              "            observer.disconnect();\n",
              "        }}\n",
              "}});\n",
              "\n",
              "// Listen for the removal of the full notebook cells\n",
              "var notebookContainer = gd.closest('#notebook-container');\n",
              "if (notebookContainer) {{\n",
              "    x.observe(notebookContainer, {childList: true});\n",
              "}}\n",
              "\n",
              "// Listen for the clearing of the current output cell\n",
              "var outputEl = gd.closest('.output');\n",
              "if (outputEl) {{\n",
              "    x.observe(outputEl, {childList: true});\n",
              "}}\n",
              "\n",
              "                        })\n",
              "                };\n",
              "                \n",
              "            </script>\n",
              "        </div>\n",
              "</body>\n",
              "</html>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0PRsUAj32lH6",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 542
        },
        "outputId": "9fa665a3-98ac-47a2-9629-ad9d0da9bbd5"
      },
      "source": [
        "df.iplot(kind='box')"
      ],
      "execution_count": 61,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<html>\n",
              "<head><meta charset=\"utf-8\" /></head>\n",
              "<body>\n",
              "    <div>\n",
              "            <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script>\n",
              "                <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n",
              "        <script src=\"https://cdn.plot.ly/plotly-latest.min.js\"></script>    \n",
              "            <div id=\"46c89015-e8b1-47e1-b3f7-d3cc40874db8\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>\n",
              "            <script type=\"text/javascript\">\n",
              "                \n",
              "                    window.PLOTLYENV=window.PLOTLYENV || {};\n",
              "                    window.PLOTLYENV.BASE_URL='https://plot.ly';\n",
              "                    \n",
              "                if (document.getElementById(\"46c89015-e8b1-47e1-b3f7-d3cc40874db8\")) {\n",
              "                    Plotly.newPlot(\n",
              "                        '46c89015-e8b1-47e1-b3f7-d3cc40874db8',\n",
              "                        [{\"boxpoints\": false, \"line\": {\"width\": 1.3}, \"marker\": {\"color\": \"rgba(255, 153, 51, 1.0)\"}, \"name\": \"A\", \"orientation\": \"v\", \"type\": \"box\", \"y\": [-2.068481242470521, -0.06830072174778413, 0.34686815459740566, 1.7404560246674383, 0.260145933794787, -1.6687556797736214, 1.2128292608384186, 1.276759847076379, 0.012589088341520047, 0.6837240475443442, -0.5102467506900561, -0.7782360903554235, -2.341546922060079, 0.39173212431984145, 0.15323339526132104, 0.3104819072155177, -0.44218825427175923, -0.32150902708869994, -0.033858181247083445, 0.3359230701195722, 0.8022437874387931, 0.03601910255625717, -0.4061836761174409, -0.4003801133136168, 0.10092907154841461, 1.5233562187288536, -0.36722594437827283, 0.03253231846998982, -2.282982536415899, 0.5830802711190498, -0.4311524540735369, 1.1614317023417755, -0.10426289520479025, -1.1212768013578707, 0.06334068027172927, 0.01630376329550353, -0.45457557725717207, -0.938789821802139, 0.06099939323351222, 0.35887818748664885, -0.843793734057207, 0.0478569867049216, -0.2417538602769474, -0.038942887102078806, 0.053593639039046, -1.2211623482179648, -0.17036200068698545, -0.4443887116011843, 0.37019280008777267, 1.5443258334719654, -0.6181394088457115, -0.45792799326957373, -1.9361516681418143, 0.7434597203247988, -0.5108806403318328, 0.16514967255301594, 0.4775907874146169, -0.4774554221272687, 0.2419944748702217, 0.5181025641411692, 0.06948103228401782, -0.08102350563166708, -0.5632934821646675, -0.10831738227239747, 1.7327185525045936, 0.3704868260629756, -0.5159738914988036, 0.6967248312772667, 0.9729344612886184, 0.04693965652740349, 1.1054124247780315, -1.217420888691861, -0.38814588141461437, -1.0796755270554717, -1.0958149053019528, -2.3417318911687075, -0.011587462929148149, 0.9095237774878863, -0.02621533665839742, 0.8466593311125113, -0.7175705015184023, -0.19377387371188784, -0.5783852466829044, -0.13044163951325857, 1.066628215523557, 0.26129669924845683, 2.0189419209649317, -1.3553670039412815, 0.5018501059843185, 0.6531387684143183, 1.9022631291702592, -1.2934389171784868, 0.06544750594269423, 0.8411001692608153, 0.5580249008107335, 1.9956733413950396, -0.5021972339098685, -0.47316947988094754, -1.114299172278719, 1.3644252487147408]}, {\"boxpoints\": false, \"line\": {\"width\": 1.3}, \"marker\": {\"color\": \"rgba(55, 128, 191, 1.0)\"}, \"name\": \"B\", \"orientation\": \"v\", \"type\": \"box\", \"y\": [0.13546053507022923, 0.8528952539056167, -0.9120473287918056, -0.4360167071034324, 0.4030021035722929, 0.21845456351115183, -1.5146188477997056, -1.1081262345827807, 0.2505550893228284, -1.089754160529704, -1.999471543859598, -0.13298981222990705, 0.7083688242077885, -0.7428531839143373, 1.2717469173085532, -0.7243561359853562, -1.4370056513901115, -0.8578890500584263, -0.5199289547555342, -0.9858204761709641, 0.7502511092487195, -0.9622680220774841, 0.8606852397738878, -0.3529663721617263, -1.7724111999399959, 0.11671383039125793, 2.1104136856870674, -0.058342444826866936, 2.028760783982244, 0.6055565892850192, 1.343911038550699, 0.5764709024505792, 0.2573852649890621, -2.5497668496098447, -0.9505829571138086, 0.07158004593194874, -1.1320989581537642, 1.2498551328713434, -0.5411155904440764, 1.9433075662035164, -0.6390591873405453, 0.206562955695758, 0.24791031488052412, 1.2761130220428456, -0.43330761534391343, -0.6646931807852855, 1.0006041439810665, 0.24950232089024862, 1.824582338513296, -0.33503434728787385, -0.10390476120042613, 2.0558297587310213, 2.4705327300888382, 0.24641029074204315, 0.891406383668593, -0.4460375336323596, -0.05403819614345976, 0.6069379690402813, -0.6584213592294729, -0.6804624868343676, 0.3554374013526221, -0.6197422292201394, -1.4363793854686329, 0.6391732419232593, 1.5260538377224617, -1.327403466180733, 0.46678698493924725, 1.5618372075729798, 0.1771511713172017, -0.1471852825641017, 0.758092470021777, -1.531560505955019, -0.5331876622432652, -1.8806673130309681, 0.4339395458758081, 0.7287842973459717, 0.5843657299612066, 0.5675425116136315, 1.5051957081584857, 0.9984576089198394, -1.361450265891984, -0.05477528106219799, 0.651652184054883, 1.8956547523097942, 0.960325494070041, 0.6333460121494614, -0.23176142161827948, -1.4147891851188463, -0.47355461876870314, 0.24759608652395304, 0.6919142969542673, -0.33833598108215074, 0.1537146391163577, -0.9427824418183438, -1.0535415962258836, -0.46097231553426254, -2.5076551988203275, -0.43772317036284325, 0.7570175143322317, 0.4828692956441521]}, {\"boxpoints\": false, \"line\": {\"width\": 1.3}, \"marker\": {\"color\": \"rgba(50, 171, 96, 1.0)\"}, \"name\": \"C\", \"orientation\": \"v\", \"type\": \"box\", \"y\": [-0.4490965191707045, -1.3566624199171347, 0.11010174114668976, -1.2059230985671745, -1.293518642299254, 0.0768114429111746, 2.0713794720510563, -1.6136102766998872, -2.1183418088097254, 0.6584018977466556, -0.5819428441757667, 0.5471898408441686, -1.8244706216056903, -0.35890916630399583, 1.138641041310387, 0.31611546567849097, 1.0559771602321337, 0.33767317562215937, 0.3033628923796153, -1.4335836985969974, 1.2096368994544906, 0.20689061625255836, 0.09488785762250992, 0.5617887062170834, 0.023154308790518715, 0.15168789975164204, -0.6180336191881293, 0.20622837757895413, 0.6485714799411542, 1.1963676140509656, 0.1654910893430052, 0.5749779562163441, 0.16108900684868976, 0.3485567916805989, 0.3152055370319175, 0.08180464812136456, 0.020620326956704384, -1.5596986546230043, -0.2778496376241181, -0.8177813904604749, -0.047248911278135124, -0.26675964256587714, 0.33145366006431287, 0.4435718943527746, 1.0834591102193718, 1.1181927159205571, 0.4670669747598463, -0.5329526643065524, -0.44635128706169075, 0.014871920137131739, 1.3812612374583608, 1.8920639380885012, 0.5653173636965959, -1.098288205522477, -0.382976691456405, -2.0462213086186645, -0.20451968519589875, 0.07856773595182073, 0.6306289545841886, -0.8110523405607823, -2.0899974454372776, 0.056410401765543884, -0.47904391491468185, 0.9888181876263, 0.7921507229057528, 0.6588455707730912, -1.0117051153143026, -0.7401670941766406, -1.1019512930005688, -0.2330072114146048, 0.14678659128359187, -0.016972325384005515, 0.538226961324923, -0.5527431124284627, 0.21787234394765675, 0.5775448863301242, -0.18725702030590544, 0.2586947836219987, -0.2720062991616586, 0.4956980999399173, -0.2248874208324263, 1.046876962247096, 0.8739057120388894, -1.324810905399333, -1.8895230890311145, 0.8985423817325691, -0.4134721022129727, 0.07172149869464005, -1.6381683038387536, 0.42538928588685265, -1.1191856963454359, 0.32398329622996735, -1.3591175956603858, -1.9028566688666586, -0.6817634816272062, 0.2312632966984241, 0.6224618814324517, -0.8694786005425781, 0.847084292335929, -0.8414877548342978]}, {\"boxpoints\": false, \"line\": {\"width\": 1.3}, \"marker\": {\"color\": \"rgba(128, 0, 128, 1.0)\"}, \"name\": \"D\", \"orientation\": \"v\", \"type\": \"box\", \"y\": [0.16576029040650397, 0.7353781184301128, -0.39635288312626415, 0.8460923805492866, 0.5834280340395386, 0.022668873850809287, -0.7232984540044319, -1.3150340581479074, -0.34117426376557675, -2.2039151686405045, -0.5540034393317983, -0.5365510263084331, 0.9514694148660698, 1.6093071684143965, 0.5349031444835803, 0.8762223684320477, 1.4173775406277183, -0.45892366941253027, 0.7759706357601053, -0.5231570619640878, -0.7912812214498252, 1.1391103980200354, 1.040790199323024, -0.730873434869637, 1.3493645268911796, 0.9317563929515158, 0.7580306180283228, 0.5878386227634674, 1.4326486013465392, -0.20720218629137235, 0.24776731941903588, 0.07369409703522996, 0.5523389535964915, -1.4225823164676166, -0.31366079651470147, 0.2462780623614397, -0.9525515029157212, -1.5060095118808454, 0.16157669330880778, 0.2202473096122514, 0.25515230298668984, 0.1415806575371722, 1.0454826460039028, -1.6395532056044337, -1.1480878621577313, -0.21767196576881243, 0.6097280023008594, 1.0273906539859419, -1.2546164856141788, 1.6795186133330808, -1.2917753905896583, 1.4376577079402262, 2.042611479515502, 0.17051851887980343, 0.02899488058209822, 0.24876373421094727, 0.06601973384186423, 0.22350253848511487, 0.8241801220068634, 0.03501063486091633, 0.7539071353594212, 0.03488923989617106, -1.45547407467105, -0.5359645108060322, -1.284504149525958, 0.7162679959699161, -0.5031833256993665, 1.8929389937029355, 0.09901562576215357, -0.10940178309595011, 2.1374057165810063, -0.2027529518230585, -0.04669371402278774, -1.1166007758302954, -1.110979136920132, 0.9459463660753293, 0.27097005719316825, -1.7625289736087093, 0.8351417325563205, -1.6945826582379722, -0.2656569433609975, -0.8769678330899084, -0.8152967764266832, 0.19939256166508265, 0.5460777371186833, 1.458413440508323, -0.533553934042059, 0.936768896712938, -1.5020610105474623, -0.3740943538418646, -0.46449150985624155, 0.09247526313675637, 0.4408967762354214, -0.6062745194800315, -0.0868526946804238, 0.2379988912040208, -0.34447098504535295, 1.4294961780936741, -0.010673807091225312, 0.04162518036338937]}],\n",
              "                        {\"legend\": {\"bgcolor\": \"#F5F6F9\", \"font\": {\"color\": \"#4D5663\"}}, \"paper_bgcolor\": \"#F5F6F9\", \"plot_bgcolor\": \"#F5F6F9\", \"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"contour\"}], \"contourcarpet\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"contourcarpet\"}], \"heatmap\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmap\"}], \"heatmapgl\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmapgl\"}], \"histogram\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"histogram\"}], \"histogram2d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2d\"}], \"histogram2dcontour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"#E5ECF6\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"white\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"#E5ECF6\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"title\": {\"font\": {\"color\": \"#4D5663\"}}, \"xaxis\": {\"gridcolor\": \"#E1E5ED\", \"showgrid\": true, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"font\": {\"color\": \"#4D5663\"}, \"text\": \"\"}, \"zerolinecolor\": \"#E1E5ED\"}, \"yaxis\": {\"gridcolor\": \"#E1E5ED\", \"showgrid\": true, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"font\": {\"color\": \"#4D5663\"}, \"text\": \"\"}, \"zerolinecolor\": \"#E1E5ED\"}},\n",
              "                        {\"showLink\": true, \"linkText\": \"Export to plot.ly\", \"plotlyServerURL\": \"https://plot.ly\", \"responsive\": true}\n",
              "                    ).then(function(){\n",
              "                            \n",
              "var gd = document.getElementById('46c89015-e8b1-47e1-b3f7-d3cc40874db8');\n",
              "var x = new MutationObserver(function (mutations, observer) {{\n",
              "        var display = window.getComputedStyle(gd).display;\n",
              "        if (!display || display === 'none') {{\n",
              "            console.log([gd, 'removed!']);\n",
              "            Plotly.purge(gd);\n",
              "            observer.disconnect();\n",
              "        }}\n",
              "}});\n",
              "\n",
              "// Listen for the removal of the full notebook cells\n",
              "var notebookContainer = gd.closest('#notebook-container');\n",
              "if (notebookContainer) {{\n",
              "    x.observe(notebookContainer, {childList: true});\n",
              "}}\n",
              "\n",
              "// Listen for the clearing of the current output cell\n",
              "var outputEl = gd.closest('.output');\n",
              "if (outputEl) {{\n",
              "    x.observe(outputEl, {childList: true});\n",
              "}}\n",
              "\n",
              "                        })\n",
              "                };\n",
              "                \n",
              "            </script>\n",
              "        </div>\n",
              "</body>\n",
              "</html>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "eUXO6Iwv267J",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 542
        },
        "outputId": "473fbc33-5716-4c07-f625-42fd1fa8c5be"
      },
      "source": [
        "df3 = pd.DataFrame({'x':[1,2,3,4,5],'y':[10,20,30,20,10],'z':[5,4,3,2,1]})\n",
        "df3.iplot(kind='surface',colorscale='rdylbu')"
      ],
      "execution_count": 62,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<html>\n",
              "<head><meta charset=\"utf-8\" /></head>\n",
              "<body>\n",
              "    <div>\n",
              "            <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script>\n",
              "                <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n",
              "        <script src=\"https://cdn.plot.ly/plotly-latest.min.js\"></script>    \n",
              "            <div id=\"eb68718f-8820-4a1c-b1a0-1cebd76cd07c\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>\n",
              "            <script type=\"text/javascript\">\n",
              "                \n",
              "                    window.PLOTLYENV=window.PLOTLYENV || {};\n",
              "                    window.PLOTLYENV.BASE_URL='https://plot.ly';\n",
              "                    \n",
              "                if (document.getElementById(\"eb68718f-8820-4a1c-b1a0-1cebd76cd07c\")) {\n",
              "                    Plotly.newPlot(\n",
              "                        'eb68718f-8820-4a1c-b1a0-1cebd76cd07c',\n",
              "                        [{\"colorscale\": [[0.0, \"rgb(165,0,38)\"], [0.1, \"rgb(215,48,39)\"], [0.2, \"rgb(244,109,67)\"], [0.3, \"rgb(253,174,97)\"], [0.4, \"rgb(254,224,144)\"], [0.5, \"rgb(255,255,191)\"], [0.6, \"rgb(224,243,248)\"], [0.7, \"rgb(171,217,233)\"], [0.8, \"rgb(116,173,209)\"], [0.9, \"rgb(69,117,180)\"], [1.0, \"rgb(49,54,149)\"]], \"type\": \"surface\", \"x\": [0, 1, 2, 3, 4], \"y\": [\"x\", \"y\", \"z\"], \"z\": [[1, 2, 3, 4, 5], [10, 20, 30, 20, 10], [5, 4, 3, 2, 1]]}],\n",
              "                        {\"legend\": {\"bgcolor\": \"#F5F6F9\", \"font\": {\"color\": \"#4D5663\"}}, \"paper_bgcolor\": \"#F5F6F9\", \"plot_bgcolor\": \"#F5F6F9\", \"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"contour\"}], \"contourcarpet\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"contourcarpet\"}], \"heatmap\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmap\"}], \"heatmapgl\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmapgl\"}], \"histogram\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"histogram\"}], \"histogram2d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2d\"}], \"histogram2dcontour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"#E5ECF6\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"white\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"#E5ECF6\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"title\": {\"font\": {\"color\": \"#4D5663\"}}, \"xaxis\": {\"gridcolor\": \"#E1E5ED\", \"showgrid\": true, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"font\": {\"color\": \"#4D5663\"}, \"text\": \"\"}, \"zerolinecolor\": \"#E1E5ED\"}, \"yaxis\": {\"gridcolor\": \"#E1E5ED\", \"showgrid\": true, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"font\": {\"color\": \"#4D5663\"}, \"text\": \"\"}, \"zerolinecolor\": \"#E1E5ED\"}},\n",
              "                        {\"showLink\": true, \"linkText\": \"Export to plot.ly\", \"plotlyServerURL\": \"https://plot.ly\", \"responsive\": true}\n",
              "                    ).then(function(){\n",
              "                            \n",
              "var gd = document.getElementById('eb68718f-8820-4a1c-b1a0-1cebd76cd07c');\n",
              "var x = new MutationObserver(function (mutations, observer) {{\n",
              "        var display = window.getComputedStyle(gd).display;\n",
              "        if (!display || display === 'none') {{\n",
              "            console.log([gd, 'removed!']);\n",
              "            Plotly.purge(gd);\n",
              "            observer.disconnect();\n",
              "        }}\n",
              "}});\n",
              "\n",
              "// Listen for the removal of the full notebook cells\n",
              "var notebookContainer = gd.closest('#notebook-container');\n",
              "if (notebookContainer) {{\n",
              "    x.observe(notebookContainer, {childList: true});\n",
              "}}\n",
              "\n",
              "// Listen for the clearing of the current output cell\n",
              "var outputEl = gd.closest('.output');\n",
              "if (outputEl) {{\n",
              "    x.observe(outputEl, {childList: true});\n",
              "}}\n",
              "\n",
              "                        })\n",
              "                };\n",
              "                \n",
              "            </script>\n",
              "        </div>\n",
              "</body>\n",
              "</html>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8ozP4Z7n3HKE",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 542
        },
        "outputId": "d421dc1a-a052-402e-9479-d54f65ff0c17"
      },
      "source": [
        "df.iplot(kind='hist',bins=30)"
      ],
      "execution_count": 69,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<html>\n",
              "<head><meta charset=\"utf-8\" /></head>\n",
              "<body>\n",
              "    <div>\n",
              "            <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script>\n",
              "                <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n",
              "        <script src=\"https://cdn.plot.ly/plotly-latest.min.js\"></script>    \n",
              "            <div id=\"35301728-31b1-4997-b8bb-cd64e34e0547\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>\n",
              "            <script type=\"text/javascript\">\n",
              "                \n",
              "                    window.PLOTLYENV=window.PLOTLYENV || {};\n",
              "                    window.PLOTLYENV.BASE_URL='https://plot.ly';\n",
              "                    \n",
              "                if (document.getElementById(\"35301728-31b1-4997-b8bb-cd64e34e0547\")) {\n",
              "                    Plotly.newPlot(\n",
              "                        '35301728-31b1-4997-b8bb-cd64e34e0547',\n",
              "                        [{\"histfunc\": \"count\", \"histnorm\": \"\", \"marker\": {\"color\": \"rgba(255, 153, 51, 1.0)\", \"line\": {\"color\": \"#4D5663\", \"width\": 1.3}}, \"name\": \"A\", \"nbinsx\": 30, \"opacity\": 0.8, \"orientation\": \"v\", \"type\": \"histogram\", \"x\": [-2.068481242470521, -0.06830072174778413, 0.34686815459740566, 1.7404560246674383, 0.260145933794787, -1.6687556797736214, 1.2128292608384186, 1.276759847076379, 0.012589088341520047, 0.6837240475443442, -0.5102467506900561, -0.7782360903554235, -2.341546922060079, 0.39173212431984145, 0.15323339526132104, 0.3104819072155177, -0.44218825427175923, -0.32150902708869994, -0.033858181247083445, 0.3359230701195722, 0.8022437874387931, 0.03601910255625717, -0.4061836761174409, -0.4003801133136168, 0.10092907154841461, 1.5233562187288536, -0.36722594437827283, 0.03253231846998982, -2.282982536415899, 0.5830802711190498, -0.4311524540735369, 1.1614317023417755, -0.10426289520479025, -1.1212768013578707, 0.06334068027172927, 0.01630376329550353, -0.45457557725717207, -0.938789821802139, 0.06099939323351222, 0.35887818748664885, -0.843793734057207, 0.0478569867049216, -0.2417538602769474, -0.038942887102078806, 0.053593639039046, -1.2211623482179648, -0.17036200068698545, -0.4443887116011843, 0.37019280008777267, 1.5443258334719654, -0.6181394088457115, -0.45792799326957373, -1.9361516681418143, 0.7434597203247988, -0.5108806403318328, 0.16514967255301594, 0.4775907874146169, -0.4774554221272687, 0.2419944748702217, 0.5181025641411692, 0.06948103228401782, -0.08102350563166708, -0.5632934821646675, -0.10831738227239747, 1.7327185525045936, 0.3704868260629756, -0.5159738914988036, 0.6967248312772667, 0.9729344612886184, 0.04693965652740349, 1.1054124247780315, -1.217420888691861, -0.38814588141461437, -1.0796755270554717, -1.0958149053019528, -2.3417318911687075, -0.011587462929148149, 0.9095237774878863, -0.02621533665839742, 0.8466593311125113, -0.7175705015184023, -0.19377387371188784, -0.5783852466829044, -0.13044163951325857, 1.066628215523557, 0.26129669924845683, 2.0189419209649317, -1.3553670039412815, 0.5018501059843185, 0.6531387684143183, 1.9022631291702592, -1.2934389171784868, 0.06544750594269423, 0.8411001692608153, 0.5580249008107335, 1.9956733413950396, -0.5021972339098685, -0.47316947988094754, -1.114299172278719, 1.3644252487147408]}, {\"histfunc\": \"count\", \"histnorm\": \"\", \"marker\": {\"color\": \"rgba(55, 128, 191, 1.0)\", \"line\": {\"color\": \"#4D5663\", \"width\": 1.3}}, \"name\": \"B\", \"nbinsx\": 30, \"opacity\": 0.8, \"orientation\": \"v\", \"type\": \"histogram\", \"x\": [0.13546053507022923, 0.8528952539056167, -0.9120473287918056, -0.4360167071034324, 0.4030021035722929, 0.21845456351115183, -1.5146188477997056, -1.1081262345827807, 0.2505550893228284, -1.089754160529704, -1.999471543859598, -0.13298981222990705, 0.7083688242077885, -0.7428531839143373, 1.2717469173085532, -0.7243561359853562, -1.4370056513901115, -0.8578890500584263, -0.5199289547555342, -0.9858204761709641, 0.7502511092487195, -0.9622680220774841, 0.8606852397738878, -0.3529663721617263, -1.7724111999399959, 0.11671383039125793, 2.1104136856870674, -0.058342444826866936, 2.028760783982244, 0.6055565892850192, 1.343911038550699, 0.5764709024505792, 0.2573852649890621, -2.5497668496098447, -0.9505829571138086, 0.07158004593194874, -1.1320989581537642, 1.2498551328713434, -0.5411155904440764, 1.9433075662035164, -0.6390591873405453, 0.206562955695758, 0.24791031488052412, 1.2761130220428456, -0.43330761534391343, -0.6646931807852855, 1.0006041439810665, 0.24950232089024862, 1.824582338513296, -0.33503434728787385, -0.10390476120042613, 2.0558297587310213, 2.4705327300888382, 0.24641029074204315, 0.891406383668593, -0.4460375336323596, -0.05403819614345976, 0.6069379690402813, -0.6584213592294729, -0.6804624868343676, 0.3554374013526221, -0.6197422292201394, -1.4363793854686329, 0.6391732419232593, 1.5260538377224617, -1.327403466180733, 0.46678698493924725, 1.5618372075729798, 0.1771511713172017, -0.1471852825641017, 0.758092470021777, -1.531560505955019, -0.5331876622432652, -1.8806673130309681, 0.4339395458758081, 0.7287842973459717, 0.5843657299612066, 0.5675425116136315, 1.5051957081584857, 0.9984576089198394, -1.361450265891984, -0.05477528106219799, 0.651652184054883, 1.8956547523097942, 0.960325494070041, 0.6333460121494614, -0.23176142161827948, -1.4147891851188463, -0.47355461876870314, 0.24759608652395304, 0.6919142969542673, -0.33833598108215074, 0.1537146391163577, -0.9427824418183438, -1.0535415962258836, -0.46097231553426254, -2.5076551988203275, -0.43772317036284325, 0.7570175143322317, 0.4828692956441521]}, {\"histfunc\": \"count\", \"histnorm\": \"\", \"marker\": {\"color\": \"rgba(50, 171, 96, 1.0)\", \"line\": {\"color\": \"#4D5663\", \"width\": 1.3}}, \"name\": \"C\", \"nbinsx\": 30, \"opacity\": 0.8, \"orientation\": \"v\", \"type\": \"histogram\", \"x\": [-0.4490965191707045, -1.3566624199171347, 0.11010174114668976, -1.2059230985671745, -1.293518642299254, 0.0768114429111746, 2.0713794720510563, -1.6136102766998872, -2.1183418088097254, 0.6584018977466556, -0.5819428441757667, 0.5471898408441686, -1.8244706216056903, -0.35890916630399583, 1.138641041310387, 0.31611546567849097, 1.0559771602321337, 0.33767317562215937, 0.3033628923796153, -1.4335836985969974, 1.2096368994544906, 0.20689061625255836, 0.09488785762250992, 0.5617887062170834, 0.023154308790518715, 0.15168789975164204, -0.6180336191881293, 0.20622837757895413, 0.6485714799411542, 1.1963676140509656, 0.1654910893430052, 0.5749779562163441, 0.16108900684868976, 0.3485567916805989, 0.3152055370319175, 0.08180464812136456, 0.020620326956704384, -1.5596986546230043, -0.2778496376241181, -0.8177813904604749, -0.047248911278135124, -0.26675964256587714, 0.33145366006431287, 0.4435718943527746, 1.0834591102193718, 1.1181927159205571, 0.4670669747598463, -0.5329526643065524, -0.44635128706169075, 0.014871920137131739, 1.3812612374583608, 1.8920639380885012, 0.5653173636965959, -1.098288205522477, -0.382976691456405, -2.0462213086186645, -0.20451968519589875, 0.07856773595182073, 0.6306289545841886, -0.8110523405607823, -2.0899974454372776, 0.056410401765543884, -0.47904391491468185, 0.9888181876263, 0.7921507229057528, 0.6588455707730912, -1.0117051153143026, -0.7401670941766406, -1.1019512930005688, -0.2330072114146048, 0.14678659128359187, -0.016972325384005515, 0.538226961324923, -0.5527431124284627, 0.21787234394765675, 0.5775448863301242, -0.18725702030590544, 0.2586947836219987, -0.2720062991616586, 0.4956980999399173, -0.2248874208324263, 1.046876962247096, 0.8739057120388894, -1.324810905399333, -1.8895230890311145, 0.8985423817325691, -0.4134721022129727, 0.07172149869464005, -1.6381683038387536, 0.42538928588685265, -1.1191856963454359, 0.32398329622996735, -1.3591175956603858, -1.9028566688666586, -0.6817634816272062, 0.2312632966984241, 0.6224618814324517, -0.8694786005425781, 0.847084292335929, -0.8414877548342978]}, {\"histfunc\": \"count\", \"histnorm\": \"\", \"marker\": {\"color\": \"rgba(128, 0, 128, 1.0)\", \"line\": {\"color\": \"#4D5663\", \"width\": 1.3}}, \"name\": \"D\", \"nbinsx\": 30, \"opacity\": 0.8, \"orientation\": \"v\", \"type\": \"histogram\", \"x\": [0.16576029040650397, 0.7353781184301128, -0.39635288312626415, 0.8460923805492866, 0.5834280340395386, 0.022668873850809287, -0.7232984540044319, -1.3150340581479074, -0.34117426376557675, -2.2039151686405045, -0.5540034393317983, -0.5365510263084331, 0.9514694148660698, 1.6093071684143965, 0.5349031444835803, 0.8762223684320477, 1.4173775406277183, -0.45892366941253027, 0.7759706357601053, -0.5231570619640878, -0.7912812214498252, 1.1391103980200354, 1.040790199323024, -0.730873434869637, 1.3493645268911796, 0.9317563929515158, 0.7580306180283228, 0.5878386227634674, 1.4326486013465392, -0.20720218629137235, 0.24776731941903588, 0.07369409703522996, 0.5523389535964915, -1.4225823164676166, -0.31366079651470147, 0.2462780623614397, -0.9525515029157212, -1.5060095118808454, 0.16157669330880778, 0.2202473096122514, 0.25515230298668984, 0.1415806575371722, 1.0454826460039028, -1.6395532056044337, -1.1480878621577313, -0.21767196576881243, 0.6097280023008594, 1.0273906539859419, -1.2546164856141788, 1.6795186133330808, -1.2917753905896583, 1.4376577079402262, 2.042611479515502, 0.17051851887980343, 0.02899488058209822, 0.24876373421094727, 0.06601973384186423, 0.22350253848511487, 0.8241801220068634, 0.03501063486091633, 0.7539071353594212, 0.03488923989617106, -1.45547407467105, -0.5359645108060322, -1.284504149525958, 0.7162679959699161, -0.5031833256993665, 1.8929389937029355, 0.09901562576215357, -0.10940178309595011, 2.1374057165810063, -0.2027529518230585, -0.04669371402278774, -1.1166007758302954, -1.110979136920132, 0.9459463660753293, 0.27097005719316825, -1.7625289736087093, 0.8351417325563205, -1.6945826582379722, -0.2656569433609975, -0.8769678330899084, -0.8152967764266832, 0.19939256166508265, 0.5460777371186833, 1.458413440508323, -0.533553934042059, 0.936768896712938, -1.5020610105474623, -0.3740943538418646, -0.46449150985624155, 0.09247526313675637, 0.4408967762354214, -0.6062745194800315, -0.0868526946804238, 0.2379988912040208, -0.34447098504535295, 1.4294961780936741, -0.010673807091225312, 0.04162518036338937]}],\n",
              "                        {\"barmode\": \"overlay\", \"legend\": {\"bgcolor\": \"#F5F6F9\", \"font\": {\"color\": \"#4D5663\"}}, \"paper_bgcolor\": \"#F5F6F9\", \"plot_bgcolor\": \"#F5F6F9\", \"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"contour\"}], \"contourcarpet\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"contourcarpet\"}], \"heatmap\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmap\"}], \"heatmapgl\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmapgl\"}], \"histogram\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"histogram\"}], \"histogram2d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2d\"}], \"histogram2dcontour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"#E5ECF6\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"white\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"#E5ECF6\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"title\": {\"font\": {\"color\": \"#4D5663\"}}, \"xaxis\": {\"gridcolor\": \"#E1E5ED\", \"showgrid\": true, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"font\": {\"color\": \"#4D5663\"}, \"text\": \"\"}, \"zerolinecolor\": \"#E1E5ED\"}, \"yaxis\": {\"gridcolor\": \"#E1E5ED\", \"showgrid\": true, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"font\": {\"color\": \"#4D5663\"}, \"text\": \"\"}, \"zerolinecolor\": \"#E1E5ED\"}},\n",
              "                        {\"showLink\": true, \"linkText\": \"Export to plot.ly\", \"plotlyServerURL\": \"https://plot.ly\", \"responsive\": true}\n",
              "                    ).then(function(){\n",
              "                            \n",
              "var gd = document.getElementById('35301728-31b1-4997-b8bb-cd64e34e0547');\n",
              "var x = new MutationObserver(function (mutations, observer) {{\n",
              "        var display = window.getComputedStyle(gd).display;\n",
              "        if (!display || display === 'none') {{\n",
              "            console.log([gd, 'removed!']);\n",
              "            Plotly.purge(gd);\n",
              "            observer.disconnect();\n",
              "        }}\n",
              "}});\n",
              "\n",
              "// Listen for the removal of the full notebook cells\n",
              "var notebookContainer = gd.closest('#notebook-container');\n",
              "if (notebookContainer) {{\n",
              "    x.observe(notebookContainer, {childList: true});\n",
              "}}\n",
              "\n",
              "// Listen for the clearing of the current output cell\n",
              "var outputEl = gd.closest('.output');\n",
              "if (outputEl) {{\n",
              "    x.observe(outputEl, {childList: true});\n",
              "}}\n",
              "\n",
              "                        })\n",
              "                };\n",
              "                \n",
              "            </script>\n",
              "        </div>\n",
              "</body>\n",
              "</html>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "sUmtC_Jl3cq3",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# df[['A','B']].iplot(kind='spread')"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7rwUPIGe3mW4",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 542
        },
        "outputId": "9aa518a3-1a86-4201-a7c5-e03e0c6e1b7d"
      },
      "source": [
        "df.iplot(kind='bubble',x='A',y='B',size='C')"
      ],
      "execution_count": 71,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<html>\n",
              "<head><meta charset=\"utf-8\" /></head>\n",
              "<body>\n",
              "    <div>\n",
              "            <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script>\n",
              "                <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n",
              "        <script src=\"https://cdn.plot.ly/plotly-latest.min.js\"></script>    \n",
              "            <div id=\"c18fb564-180c-4684-9d0e-36b8f77a4705\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>\n",
              "            <script type=\"text/javascript\">\n",
              "                \n",
              "                    window.PLOTLYENV=window.PLOTLYENV || {};\n",
              "                    window.PLOTLYENV.BASE_URL='https://plot.ly';\n",
              "                    \n",
              "                if (document.getElementById(\"c18fb564-180c-4684-9d0e-36b8f77a4705\")) {\n",
              "                    Plotly.newPlot(\n",
              "                        'c18fb564-180c-4684-9d0e-36b8f77a4705',\n",
              "                        [{\"marker\": {\"color\": [\"rgb(255, 153, 51)\", \"rgb(55, 128, 191)\", \"rgb(50, 171, 96)\", \"rgb(128, 0, 128)\", \"rgb(219, 64, 82)\", \"rgb(0, 128, 128)\", \"rgb(255, 255, 51)\", \"rgb(128, 128, 0)\", \"rgb(251, 128, 114)\", \"rgb(128, 177, 211)\"], \"line\": {\"width\": 1.3}, \"size\": [51, 30, 65, 33, 31, 64, 112, 24, 12, 78, 48, 75, 19, 53, 89, 70, 87, 70, 69, 28, 91, 67, 64, 75, 63, 66, 47, 67, 78, 91, 66, 76, 66, 70, 70, 64, 63, 25, 55, 43, 61, 56, 70, 73, 88, 89, 73, 49, 51, 62, 95, 107, 76, 36, 53, 13, 57, 64, 77, 43, 12, 63, 51, 86, 81, 78, 38, 44, 36, 56, 66, 62, 75, 49, 67, 76, 58, 68, 56, 74, 57, 87, 83, 30, 17, 84, 52, 64, 23, 72, 35, 70, 30, 17, 46, 68, 77, 41, 82, 42], \"symbol\": \"circle\"}, \"mode\": \"markers\", \"text\": \"\", \"type\": \"scatter\", \"x\": [-2.068481242470521, -0.06830072174778413, 0.34686815459740566, 1.7404560246674383, 0.260145933794787, -1.6687556797736214, 1.2128292608384186, 1.276759847076379, 0.012589088341520047, 0.6837240475443442, -0.5102467506900561, -0.7782360903554235, -2.341546922060079, 0.39173212431984145, 0.15323339526132104, 0.3104819072155177, -0.44218825427175923, -0.32150902708869994, -0.033858181247083445, 0.3359230701195722, 0.8022437874387931, 0.03601910255625717, -0.4061836761174409, -0.4003801133136168, 0.10092907154841461, 1.5233562187288536, -0.36722594437827283, 0.03253231846998982, -2.282982536415899, 0.5830802711190498, -0.4311524540735369, 1.1614317023417755, -0.10426289520479025, -1.1212768013578707, 0.06334068027172927, 0.01630376329550353, -0.45457557725717207, -0.938789821802139, 0.06099939323351222, 0.35887818748664885, -0.843793734057207, 0.0478569867049216, -0.2417538602769474, -0.038942887102078806, 0.053593639039046, -1.2211623482179648, -0.17036200068698545, -0.4443887116011843, 0.37019280008777267, 1.5443258334719654, -0.6181394088457115, -0.45792799326957373, -1.9361516681418143, 0.7434597203247988, -0.5108806403318328, 0.16514967255301594, 0.4775907874146169, -0.4774554221272687, 0.2419944748702217, 0.5181025641411692, 0.06948103228401782, -0.08102350563166708, -0.5632934821646675, -0.10831738227239747, 1.7327185525045936, 0.3704868260629756, -0.5159738914988036, 0.6967248312772667, 0.9729344612886184, 0.04693965652740349, 1.1054124247780315, -1.217420888691861, -0.38814588141461437, -1.0796755270554717, -1.0958149053019528, -2.3417318911687075, -0.011587462929148149, 0.9095237774878863, -0.02621533665839742, 0.8466593311125113, -0.7175705015184023, -0.19377387371188784, -0.5783852466829044, -0.13044163951325857, 1.066628215523557, 0.26129669924845683, 2.0189419209649317, -1.3553670039412815, 0.5018501059843185, 0.6531387684143183, 1.9022631291702592, -1.2934389171784868, 0.06544750594269423, 0.8411001692608153, 0.5580249008107335, 1.9956733413950396, -0.5021972339098685, -0.47316947988094754, -1.114299172278719, 1.3644252487147408], \"y\": [0.13546053507022923, 0.8528952539056167, -0.9120473287918056, -0.4360167071034324, 0.4030021035722929, 0.21845456351115183, -1.5146188477997056, -1.1081262345827807, 0.2505550893228284, -1.089754160529704, -1.999471543859598, -0.13298981222990705, 0.7083688242077885, -0.7428531839143373, 1.2717469173085532, -0.7243561359853562, -1.4370056513901115, -0.8578890500584263, -0.5199289547555342, -0.9858204761709641, 0.7502511092487195, -0.9622680220774841, 0.8606852397738878, -0.3529663721617263, -1.7724111999399959, 0.11671383039125793, 2.1104136856870674, -0.058342444826866936, 2.028760783982244, 0.6055565892850192, 1.343911038550699, 0.5764709024505792, 0.2573852649890621, -2.5497668496098447, -0.9505829571138086, 0.07158004593194874, -1.1320989581537642, 1.2498551328713434, -0.5411155904440764, 1.9433075662035164, -0.6390591873405453, 0.206562955695758, 0.24791031488052412, 1.2761130220428456, -0.43330761534391343, -0.6646931807852855, 1.0006041439810665, 0.24950232089024862, 1.824582338513296, -0.33503434728787385, -0.10390476120042613, 2.0558297587310213, 2.4705327300888382, 0.24641029074204315, 0.891406383668593, -0.4460375336323596, -0.05403819614345976, 0.6069379690402813, -0.6584213592294729, -0.6804624868343676, 0.3554374013526221, -0.6197422292201394, -1.4363793854686329, 0.6391732419232593, 1.5260538377224617, -1.327403466180733, 0.46678698493924725, 1.5618372075729798, 0.1771511713172017, -0.1471852825641017, 0.758092470021777, -1.531560505955019, -0.5331876622432652, -1.8806673130309681, 0.4339395458758081, 0.7287842973459717, 0.5843657299612066, 0.5675425116136315, 1.5051957081584857, 0.9984576089198394, -1.361450265891984, -0.05477528106219799, 0.651652184054883, 1.8956547523097942, 0.960325494070041, 0.6333460121494614, -0.23176142161827948, -1.4147891851188463, -0.47355461876870314, 0.24759608652395304, 0.6919142969542673, -0.33833598108215074, 0.1537146391163577, -0.9427824418183438, -1.0535415962258836, -0.46097231553426254, -2.5076551988203275, -0.43772317036284325, 0.7570175143322317, 0.4828692956441521]}],\n",
              "                        {\"legend\": {\"bgcolor\": \"#F5F6F9\", \"font\": {\"color\": \"#4D5663\"}}, \"paper_bgcolor\": \"#F5F6F9\", \"plot_bgcolor\": \"#F5F6F9\", \"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"contour\"}], \"contourcarpet\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"contourcarpet\"}], \"heatmap\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmap\"}], \"heatmapgl\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmapgl\"}], \"histogram\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"histogram\"}], \"histogram2d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2d\"}], \"histogram2dcontour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"#E5ECF6\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"white\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"#E5ECF6\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"title\": {\"font\": {\"color\": \"#4D5663\"}}, \"xaxis\": {\"gridcolor\": \"#E1E5ED\", \"showgrid\": true, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"font\": {\"color\": \"#4D5663\"}, \"text\": \"\"}, \"zerolinecolor\": \"#E1E5ED\"}, \"yaxis\": {\"gridcolor\": \"#E1E5ED\", \"showgrid\": true, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"font\": {\"color\": \"#4D5663\"}, \"text\": \"\"}, \"zerolinecolor\": \"#E1E5ED\"}},\n",
              "                        {\"showLink\": true, \"linkText\": \"Export to plot.ly\", \"plotlyServerURL\": \"https://plot.ly\", \"responsive\": true}\n",
              "                    ).then(function(){\n",
              "                            \n",
              "var gd = document.getElementById('c18fb564-180c-4684-9d0e-36b8f77a4705');\n",
              "var x = new MutationObserver(function (mutations, observer) {{\n",
              "        var display = window.getComputedStyle(gd).display;\n",
              "        if (!display || display === 'none') {{\n",
              "            console.log([gd, 'removed!']);\n",
              "            Plotly.purge(gd);\n",
              "            observer.disconnect();\n",
              "        }}\n",
              "}});\n",
              "\n",
              "// Listen for the removal of the full notebook cells\n",
              "var notebookContainer = gd.closest('#notebook-container');\n",
              "if (notebookContainer) {{\n",
              "    x.observe(notebookContainer, {childList: true});\n",
              "}}\n",
              "\n",
              "// Listen for the clearing of the current output cell\n",
              "var outputEl = gd.closest('.output');\n",
              "if (outputEl) {{\n",
              "    x.observe(outputEl, {childList: true});\n",
              "}}\n",
              "\n",
              "                        })\n",
              "                };\n",
              "                \n",
              "            </script>\n",
              "        </div>\n",
              "</body>\n",
              "</html>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "TtjSQLWH5QPD",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 542
        },
        "outputId": "e70580c5-154c-4cc9-a0bb-a08894b8680e"
      },
      "source": [
        "df.scatter_matrix()"
      ],
      "execution_count": 74,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<html>\n",
              "<head><meta charset=\"utf-8\" /></head>\n",
              "<body>\n",
              "    <div>\n",
              "            <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script>\n",
              "                <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n",
              "        <script src=\"https://cdn.plot.ly/plotly-latest.min.js\"></script>    \n",
              "            <div id=\"0151e059-3d8a-4e1b-ac86-e1aa488a8f0b\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>\n",
              "            <script type=\"text/javascript\">\n",
              "                \n",
              "                    window.PLOTLYENV=window.PLOTLYENV || {};\n",
              "                    window.PLOTLYENV.BASE_URL='https://plot.ly';\n",
              "                    \n",
              "                if (document.getElementById(\"0151e059-3d8a-4e1b-ac86-e1aa488a8f0b\")) {\n",
              "                    Plotly.newPlot(\n",
              "                        '0151e059-3d8a-4e1b-ac86-e1aa488a8f0b',\n",
              "                        [{\"histfunc\": \"count\", \"histnorm\": \"\", \"marker\": {\"color\": \"rgba(255, 153, 51, 1.0)\", \"line\": {\"color\": \"#4D5663\", \"width\": 1.3}}, \"name\": \"A\", \"nbinsx\": 10, \"opacity\": 0.8, \"orientation\": \"v\", \"type\": \"histogram\", \"x\": [-2.068481242470521, -0.06830072174778413, 0.34686815459740566, 1.7404560246674383, 0.260145933794787, -1.6687556797736214, 1.2128292608384186, 1.276759847076379, 0.012589088341520047, 0.6837240475443442, -0.5102467506900561, -0.7782360903554235, -2.341546922060079, 0.39173212431984145, 0.15323339526132104, 0.3104819072155177, -0.44218825427175923, -0.32150902708869994, -0.033858181247083445, 0.3359230701195722, 0.8022437874387931, 0.03601910255625717, -0.4061836761174409, -0.4003801133136168, 0.10092907154841461, 1.5233562187288536, -0.36722594437827283, 0.03253231846998982, -2.282982536415899, 0.5830802711190498, -0.4311524540735369, 1.1614317023417755, -0.10426289520479025, -1.1212768013578707, 0.06334068027172927, 0.01630376329550353, -0.45457557725717207, -0.938789821802139, 0.06099939323351222, 0.35887818748664885, -0.843793734057207, 0.0478569867049216, -0.2417538602769474, -0.038942887102078806, 0.053593639039046, -1.2211623482179648, -0.17036200068698545, -0.4443887116011843, 0.37019280008777267, 1.5443258334719654, -0.6181394088457115, -0.45792799326957373, -1.9361516681418143, 0.7434597203247988, -0.5108806403318328, 0.16514967255301594, 0.4775907874146169, -0.4774554221272687, 0.2419944748702217, 0.5181025641411692, 0.06948103228401782, -0.08102350563166708, -0.5632934821646675, -0.10831738227239747, 1.7327185525045936, 0.3704868260629756, -0.5159738914988036, 0.6967248312772667, 0.9729344612886184, 0.04693965652740349, 1.1054124247780315, -1.217420888691861, -0.38814588141461437, -1.0796755270554717, -1.0958149053019528, -2.3417318911687075, -0.011587462929148149, 0.9095237774878863, -0.02621533665839742, 0.8466593311125113, -0.7175705015184023, -0.19377387371188784, -0.5783852466829044, -0.13044163951325857, 1.066628215523557, 0.26129669924845683, 2.0189419209649317, -1.3553670039412815, 0.5018501059843185, 0.6531387684143183, 1.9022631291702592, -1.2934389171784868, 0.06544750594269423, 0.8411001692608153, 0.5580249008107335, 1.9956733413950396, -0.5021972339098685, -0.47316947988094754, -1.114299172278719, 1.3644252487147408], \"xaxis\": \"x\", \"yaxis\": \"y\"}, {\"line\": {\"color\": \"rgba(128, 128, 128, 1.0)\", \"dash\": \"solid\", \"shape\": \"linear\", \"width\": 1.3}, \"marker\": {\"size\": 2, \"symbol\": \"circle\"}, \"mode\": \"markers\", \"name\": \"A\", \"text\": \"\", \"type\": \"scatter\", \"x\": [0.13546053507022923, 0.8528952539056167, -0.9120473287918056, -0.4360167071034324, 0.4030021035722929, 0.21845456351115183, -1.5146188477997056, -1.1081262345827807, 0.2505550893228284, -1.089754160529704, -1.999471543859598, -0.13298981222990705, 0.7083688242077885, -0.7428531839143373, 1.2717469173085532, -0.7243561359853562, -1.4370056513901115, -0.8578890500584263, -0.5199289547555342, -0.9858204761709641, 0.7502511092487195, -0.9622680220774841, 0.8606852397738878, -0.3529663721617263, -1.7724111999399959, 0.11671383039125793, 2.1104136856870674, -0.058342444826866936, 2.028760783982244, 0.6055565892850192, 1.343911038550699, 0.5764709024505792, 0.2573852649890621, -2.5497668496098447, -0.9505829571138086, 0.07158004593194874, -1.1320989581537642, 1.2498551328713434, -0.5411155904440764, 1.9433075662035164, -0.6390591873405453, 0.206562955695758, 0.24791031488052412, 1.2761130220428456, -0.43330761534391343, -0.6646931807852855, 1.0006041439810665, 0.24950232089024862, 1.824582338513296, -0.33503434728787385, -0.10390476120042613, 2.0558297587310213, 2.4705327300888382, 0.24641029074204315, 0.891406383668593, -0.4460375336323596, -0.05403819614345976, 0.6069379690402813, -0.6584213592294729, -0.6804624868343676, 0.3554374013526221, -0.6197422292201394, -1.4363793854686329, 0.6391732419232593, 1.5260538377224617, -1.327403466180733, 0.46678698493924725, 1.5618372075729798, 0.1771511713172017, -0.1471852825641017, 0.758092470021777, -1.531560505955019, -0.5331876622432652, -1.8806673130309681, 0.4339395458758081, 0.7287842973459717, 0.5843657299612066, 0.5675425116136315, 1.5051957081584857, 0.9984576089198394, -1.361450265891984, -0.05477528106219799, 0.651652184054883, 1.8956547523097942, 0.960325494070041, 0.6333460121494614, -0.23176142161827948, -1.4147891851188463, -0.47355461876870314, 0.24759608652395304, 0.6919142969542673, -0.33833598108215074, 0.1537146391163577, -0.9427824418183438, -1.0535415962258836, -0.46097231553426254, -2.5076551988203275, -0.43772317036284325, 0.7570175143322317, 0.4828692956441521], \"xaxis\": \"x2\", \"y\": [-2.068481242470521, -0.06830072174778413, 0.34686815459740566, 1.7404560246674383, 0.260145933794787, -1.6687556797736214, 1.2128292608384186, 1.276759847076379, 0.012589088341520047, 0.6837240475443442, -0.5102467506900561, -0.7782360903554235, -2.341546922060079, 0.39173212431984145, 0.15323339526132104, 0.3104819072155177, -0.44218825427175923, -0.32150902708869994, -0.033858181247083445, 0.3359230701195722, 0.8022437874387931, 0.03601910255625717, -0.4061836761174409, -0.4003801133136168, 0.10092907154841461, 1.5233562187288536, -0.36722594437827283, 0.03253231846998982, -2.282982536415899, 0.5830802711190498, -0.4311524540735369, 1.1614317023417755, -0.10426289520479025, -1.1212768013578707, 0.06334068027172927, 0.01630376329550353, -0.45457557725717207, -0.938789821802139, 0.06099939323351222, 0.35887818748664885, -0.843793734057207, 0.0478569867049216, -0.2417538602769474, -0.038942887102078806, 0.053593639039046, -1.2211623482179648, -0.17036200068698545, -0.4443887116011843, 0.37019280008777267, 1.5443258334719654, -0.6181394088457115, -0.45792799326957373, -1.9361516681418143, 0.7434597203247988, -0.5108806403318328, 0.16514967255301594, 0.4775907874146169, -0.4774554221272687, 0.2419944748702217, 0.5181025641411692, 0.06948103228401782, -0.08102350563166708, -0.5632934821646675, -0.10831738227239747, 1.7327185525045936, 0.3704868260629756, -0.5159738914988036, 0.6967248312772667, 0.9729344612886184, 0.04693965652740349, 1.1054124247780315, -1.217420888691861, -0.38814588141461437, -1.0796755270554717, -1.0958149053019528, -2.3417318911687075, -0.011587462929148149, 0.9095237774878863, -0.02621533665839742, 0.8466593311125113, -0.7175705015184023, -0.19377387371188784, -0.5783852466829044, -0.13044163951325857, 1.066628215523557, 0.26129669924845683, 2.0189419209649317, -1.3553670039412815, 0.5018501059843185, 0.6531387684143183, 1.9022631291702592, -1.2934389171784868, 0.06544750594269423, 0.8411001692608153, 0.5580249008107335, 1.9956733413950396, -0.5021972339098685, -0.47316947988094754, -1.114299172278719, 1.3644252487147408], \"yaxis\": \"y2\"}, {\"line\": {\"color\": \"rgba(128, 128, 128, 1.0)\", \"dash\": \"solid\", \"shape\": \"linear\", \"width\": 1.3}, \"marker\": {\"size\": 2, \"symbol\": \"circle\"}, \"mode\": \"markers\", \"name\": \"A\", \"text\": \"\", \"type\": \"scatter\", \"x\": [-0.4490965191707045, -1.3566624199171347, 0.11010174114668976, -1.2059230985671745, -1.293518642299254, 0.0768114429111746, 2.0713794720510563, -1.6136102766998872, -2.1183418088097254, 0.6584018977466556, -0.5819428441757667, 0.5471898408441686, -1.8244706216056903, -0.35890916630399583, 1.138641041310387, 0.31611546567849097, 1.0559771602321337, 0.33767317562215937, 0.3033628923796153, -1.4335836985969974, 1.2096368994544906, 0.20689061625255836, 0.09488785762250992, 0.5617887062170834, 0.023154308790518715, 0.15168789975164204, -0.6180336191881293, 0.20622837757895413, 0.6485714799411542, 1.1963676140509656, 0.1654910893430052, 0.5749779562163441, 0.16108900684868976, 0.3485567916805989, 0.3152055370319175, 0.08180464812136456, 0.020620326956704384, -1.5596986546230043, -0.2778496376241181, -0.8177813904604749, -0.047248911278135124, -0.26675964256587714, 0.33145366006431287, 0.4435718943527746, 1.0834591102193718, 1.1181927159205571, 0.4670669747598463, -0.5329526643065524, -0.44635128706169075, 0.014871920137131739, 1.3812612374583608, 1.8920639380885012, 0.5653173636965959, -1.098288205522477, -0.382976691456405, -2.0462213086186645, -0.20451968519589875, 0.07856773595182073, 0.6306289545841886, -0.8110523405607823, -2.0899974454372776, 0.056410401765543884, -0.47904391491468185, 0.9888181876263, 0.7921507229057528, 0.6588455707730912, -1.0117051153143026, -0.7401670941766406, -1.1019512930005688, -0.2330072114146048, 0.14678659128359187, -0.016972325384005515, 0.538226961324923, -0.5527431124284627, 0.21787234394765675, 0.5775448863301242, -0.18725702030590544, 0.2586947836219987, -0.2720062991616586, 0.4956980999399173, -0.2248874208324263, 1.046876962247096, 0.8739057120388894, -1.324810905399333, -1.8895230890311145, 0.8985423817325691, -0.4134721022129727, 0.07172149869464005, -1.6381683038387536, 0.42538928588685265, -1.1191856963454359, 0.32398329622996735, -1.3591175956603858, -1.9028566688666586, -0.6817634816272062, 0.2312632966984241, 0.6224618814324517, -0.8694786005425781, 0.847084292335929, -0.8414877548342978], \"xaxis\": \"x3\", \"y\": [-2.068481242470521, -0.06830072174778413, 0.34686815459740566, 1.7404560246674383, 0.260145933794787, -1.6687556797736214, 1.2128292608384186, 1.276759847076379, 0.012589088341520047, 0.6837240475443442, -0.5102467506900561, -0.7782360903554235, -2.341546922060079, 0.39173212431984145, 0.15323339526132104, 0.3104819072155177, -0.44218825427175923, -0.32150902708869994, -0.033858181247083445, 0.3359230701195722, 0.8022437874387931, 0.03601910255625717, -0.4061836761174409, -0.4003801133136168, 0.10092907154841461, 1.5233562187288536, -0.36722594437827283, 0.03253231846998982, -2.282982536415899, 0.5830802711190498, -0.4311524540735369, 1.1614317023417755, -0.10426289520479025, -1.1212768013578707, 0.06334068027172927, 0.01630376329550353, -0.45457557725717207, -0.938789821802139, 0.06099939323351222, 0.35887818748664885, -0.843793734057207, 0.0478569867049216, -0.2417538602769474, -0.038942887102078806, 0.053593639039046, -1.2211623482179648, -0.17036200068698545, -0.4443887116011843, 0.37019280008777267, 1.5443258334719654, -0.6181394088457115, -0.45792799326957373, -1.9361516681418143, 0.7434597203247988, -0.5108806403318328, 0.16514967255301594, 0.4775907874146169, -0.4774554221272687, 0.2419944748702217, 0.5181025641411692, 0.06948103228401782, -0.08102350563166708, -0.5632934821646675, -0.10831738227239747, 1.7327185525045936, 0.3704868260629756, -0.5159738914988036, 0.6967248312772667, 0.9729344612886184, 0.04693965652740349, 1.1054124247780315, -1.217420888691861, -0.38814588141461437, -1.0796755270554717, -1.0958149053019528, -2.3417318911687075, -0.011587462929148149, 0.9095237774878863, -0.02621533665839742, 0.8466593311125113, -0.7175705015184023, -0.19377387371188784, -0.5783852466829044, -0.13044163951325857, 1.066628215523557, 0.26129669924845683, 2.0189419209649317, -1.3553670039412815, 0.5018501059843185, 0.6531387684143183, 1.9022631291702592, -1.2934389171784868, 0.06544750594269423, 0.8411001692608153, 0.5580249008107335, 1.9956733413950396, -0.5021972339098685, -0.47316947988094754, -1.114299172278719, 1.3644252487147408], \"yaxis\": \"y3\"}, {\"line\": {\"color\": \"rgba(128, 128, 128, 1.0)\", \"dash\": \"solid\", \"shape\": \"linear\", \"width\": 1.3}, \"marker\": {\"size\": 2, \"symbol\": \"circle\"}, \"mode\": \"markers\", \"name\": \"A\", \"text\": \"\", \"type\": \"scatter\", \"x\": [0.16576029040650397, 0.7353781184301128, -0.39635288312626415, 0.8460923805492866, 0.5834280340395386, 0.022668873850809287, -0.7232984540044319, -1.3150340581479074, -0.34117426376557675, -2.2039151686405045, -0.5540034393317983, -0.5365510263084331, 0.9514694148660698, 1.6093071684143965, 0.5349031444835803, 0.8762223684320477, 1.4173775406277183, -0.45892366941253027, 0.7759706357601053, -0.5231570619640878, -0.7912812214498252, 1.1391103980200354, 1.040790199323024, -0.730873434869637, 1.3493645268911796, 0.9317563929515158, 0.7580306180283228, 0.5878386227634674, 1.4326486013465392, -0.20720218629137235, 0.24776731941903588, 0.07369409703522996, 0.5523389535964915, -1.4225823164676166, -0.31366079651470147, 0.2462780623614397, -0.9525515029157212, -1.5060095118808454, 0.16157669330880778, 0.2202473096122514, 0.25515230298668984, 0.1415806575371722, 1.0454826460039028, -1.6395532056044337, -1.1480878621577313, -0.21767196576881243, 0.6097280023008594, 1.0273906539859419, -1.2546164856141788, 1.6795186133330808, -1.2917753905896583, 1.4376577079402262, 2.042611479515502, 0.17051851887980343, 0.02899488058209822, 0.24876373421094727, 0.06601973384186423, 0.22350253848511487, 0.8241801220068634, 0.03501063486091633, 0.7539071353594212, 0.03488923989617106, -1.45547407467105, -0.5359645108060322, -1.284504149525958, 0.7162679959699161, -0.5031833256993665, 1.8929389937029355, 0.09901562576215357, -0.10940178309595011, 2.1374057165810063, -0.2027529518230585, -0.04669371402278774, -1.1166007758302954, -1.110979136920132, 0.9459463660753293, 0.27097005719316825, -1.7625289736087093, 0.8351417325563205, -1.6945826582379722, -0.2656569433609975, -0.8769678330899084, -0.8152967764266832, 0.19939256166508265, 0.5460777371186833, 1.458413440508323, -0.533553934042059, 0.936768896712938, -1.5020610105474623, -0.3740943538418646, -0.46449150985624155, 0.09247526313675637, 0.4408967762354214, -0.6062745194800315, -0.0868526946804238, 0.2379988912040208, -0.34447098504535295, 1.4294961780936741, -0.010673807091225312, 0.04162518036338937], \"xaxis\": \"x4\", \"y\": [-2.068481242470521, -0.06830072174778413, 0.34686815459740566, 1.7404560246674383, 0.260145933794787, -1.6687556797736214, 1.2128292608384186, 1.276759847076379, 0.012589088341520047, 0.6837240475443442, -0.5102467506900561, -0.7782360903554235, -2.341546922060079, 0.39173212431984145, 0.15323339526132104, 0.3104819072155177, -0.44218825427175923, -0.32150902708869994, -0.033858181247083445, 0.3359230701195722, 0.8022437874387931, 0.03601910255625717, -0.4061836761174409, -0.4003801133136168, 0.10092907154841461, 1.5233562187288536, -0.36722594437827283, 0.03253231846998982, -2.282982536415899, 0.5830802711190498, -0.4311524540735369, 1.1614317023417755, -0.10426289520479025, -1.1212768013578707, 0.06334068027172927, 0.01630376329550353, -0.45457557725717207, -0.938789821802139, 0.06099939323351222, 0.35887818748664885, -0.843793734057207, 0.0478569867049216, -0.2417538602769474, -0.038942887102078806, 0.053593639039046, -1.2211623482179648, -0.17036200068698545, -0.4443887116011843, 0.37019280008777267, 1.5443258334719654, -0.6181394088457115, -0.45792799326957373, -1.9361516681418143, 0.7434597203247988, -0.5108806403318328, 0.16514967255301594, 0.4775907874146169, -0.4774554221272687, 0.2419944748702217, 0.5181025641411692, 0.06948103228401782, -0.08102350563166708, -0.5632934821646675, -0.10831738227239747, 1.7327185525045936, 0.3704868260629756, -0.5159738914988036, 0.6967248312772667, 0.9729344612886184, 0.04693965652740349, 1.1054124247780315, -1.217420888691861, -0.38814588141461437, -1.0796755270554717, -1.0958149053019528, -2.3417318911687075, -0.011587462929148149, 0.9095237774878863, -0.02621533665839742, 0.8466593311125113, -0.7175705015184023, -0.19377387371188784, -0.5783852466829044, -0.13044163951325857, 1.066628215523557, 0.26129669924845683, 2.0189419209649317, -1.3553670039412815, 0.5018501059843185, 0.6531387684143183, 1.9022631291702592, -1.2934389171784868, 0.06544750594269423, 0.8411001692608153, 0.5580249008107335, 1.9956733413950396, -0.5021972339098685, -0.47316947988094754, -1.114299172278719, 1.3644252487147408], \"yaxis\": \"y4\"}, {\"line\": {\"color\": \"rgba(128, 128, 128, 1.0)\", \"dash\": \"solid\", \"shape\": \"linear\", \"width\": 1.3}, \"marker\": {\"size\": 2, \"symbol\": \"circle\"}, \"mode\": \"markers\", \"name\": \"B\", \"text\": \"\", \"type\": \"scatter\", \"x\": [-2.068481242470521, -0.06830072174778413, 0.34686815459740566, 1.7404560246674383, 0.260145933794787, -1.6687556797736214, 1.2128292608384186, 1.276759847076379, 0.012589088341520047, 0.6837240475443442, -0.5102467506900561, -0.7782360903554235, -2.341546922060079, 0.39173212431984145, 0.15323339526132104, 0.3104819072155177, -0.44218825427175923, -0.32150902708869994, -0.033858181247083445, 0.3359230701195722, 0.8022437874387931, 0.03601910255625717, -0.4061836761174409, -0.4003801133136168, 0.10092907154841461, 1.5233562187288536, -0.36722594437827283, 0.03253231846998982, -2.282982536415899, 0.5830802711190498, -0.4311524540735369, 1.1614317023417755, -0.10426289520479025, -1.1212768013578707, 0.06334068027172927, 0.01630376329550353, -0.45457557725717207, -0.938789821802139, 0.06099939323351222, 0.35887818748664885, -0.843793734057207, 0.0478569867049216, -0.2417538602769474, -0.038942887102078806, 0.053593639039046, -1.2211623482179648, -0.17036200068698545, -0.4443887116011843, 0.37019280008777267, 1.5443258334719654, -0.6181394088457115, -0.45792799326957373, -1.9361516681418143, 0.7434597203247988, -0.5108806403318328, 0.16514967255301594, 0.4775907874146169, -0.4774554221272687, 0.2419944748702217, 0.5181025641411692, 0.06948103228401782, -0.08102350563166708, -0.5632934821646675, -0.10831738227239747, 1.7327185525045936, 0.3704868260629756, -0.5159738914988036, 0.6967248312772667, 0.9729344612886184, 0.04693965652740349, 1.1054124247780315, -1.217420888691861, -0.38814588141461437, -1.0796755270554717, -1.0958149053019528, -2.3417318911687075, -0.011587462929148149, 0.9095237774878863, -0.02621533665839742, 0.8466593311125113, -0.7175705015184023, -0.19377387371188784, -0.5783852466829044, -0.13044163951325857, 1.066628215523557, 0.26129669924845683, 2.0189419209649317, -1.3553670039412815, 0.5018501059843185, 0.6531387684143183, 1.9022631291702592, -1.2934389171784868, 0.06544750594269423, 0.8411001692608153, 0.5580249008107335, 1.9956733413950396, -0.5021972339098685, -0.47316947988094754, -1.114299172278719, 1.3644252487147408], \"xaxis\": \"x5\", \"y\": [0.13546053507022923, 0.8528952539056167, -0.9120473287918056, -0.4360167071034324, 0.4030021035722929, 0.21845456351115183, -1.5146188477997056, -1.1081262345827807, 0.2505550893228284, -1.089754160529704, -1.999471543859598, -0.13298981222990705, 0.7083688242077885, -0.7428531839143373, 1.2717469173085532, -0.7243561359853562, -1.4370056513901115, -0.8578890500584263, -0.5199289547555342, -0.9858204761709641, 0.7502511092487195, -0.9622680220774841, 0.8606852397738878, -0.3529663721617263, -1.7724111999399959, 0.11671383039125793, 2.1104136856870674, -0.058342444826866936, 2.028760783982244, 0.6055565892850192, 1.343911038550699, 0.5764709024505792, 0.2573852649890621, -2.5497668496098447, -0.9505829571138086, 0.07158004593194874, -1.1320989581537642, 1.2498551328713434, -0.5411155904440764, 1.9433075662035164, -0.6390591873405453, 0.206562955695758, 0.24791031488052412, 1.2761130220428456, -0.43330761534391343, -0.6646931807852855, 1.0006041439810665, 0.24950232089024862, 1.824582338513296, -0.33503434728787385, -0.10390476120042613, 2.0558297587310213, 2.4705327300888382, 0.24641029074204315, 0.891406383668593, -0.4460375336323596, -0.05403819614345976, 0.6069379690402813, -0.6584213592294729, -0.6804624868343676, 0.3554374013526221, -0.6197422292201394, -1.4363793854686329, 0.6391732419232593, 1.5260538377224617, -1.327403466180733, 0.46678698493924725, 1.5618372075729798, 0.1771511713172017, -0.1471852825641017, 0.758092470021777, -1.531560505955019, -0.5331876622432652, -1.8806673130309681, 0.4339395458758081, 0.7287842973459717, 0.5843657299612066, 0.5675425116136315, 1.5051957081584857, 0.9984576089198394, -1.361450265891984, -0.05477528106219799, 0.651652184054883, 1.8956547523097942, 0.960325494070041, 0.6333460121494614, -0.23176142161827948, -1.4147891851188463, -0.47355461876870314, 0.24759608652395304, 0.6919142969542673, -0.33833598108215074, 0.1537146391163577, -0.9427824418183438, -1.0535415962258836, -0.46097231553426254, -2.5076551988203275, -0.43772317036284325, 0.7570175143322317, 0.4828692956441521], \"yaxis\": \"y5\"}, {\"histfunc\": \"count\", \"histnorm\": \"\", \"marker\": {\"color\": \"rgba(55, 128, 191, 1.0)\", \"line\": {\"color\": \"#4D5663\", \"width\": 1.3}}, \"name\": \"B\", \"nbinsx\": 10, \"opacity\": 0.8, \"orientation\": \"v\", \"type\": \"histogram\", \"x\": [0.13546053507022923, 0.8528952539056167, -0.9120473287918056, -0.4360167071034324, 0.4030021035722929, 0.21845456351115183, -1.5146188477997056, -1.1081262345827807, 0.2505550893228284, -1.089754160529704, -1.999471543859598, -0.13298981222990705, 0.7083688242077885, -0.7428531839143373, 1.2717469173085532, -0.7243561359853562, -1.4370056513901115, -0.8578890500584263, -0.5199289547555342, -0.9858204761709641, 0.7502511092487195, -0.9622680220774841, 0.8606852397738878, -0.3529663721617263, -1.7724111999399959, 0.11671383039125793, 2.1104136856870674, -0.058342444826866936, 2.028760783982244, 0.6055565892850192, 1.343911038550699, 0.5764709024505792, 0.2573852649890621, -2.5497668496098447, -0.9505829571138086, 0.07158004593194874, -1.1320989581537642, 1.2498551328713434, -0.5411155904440764, 1.9433075662035164, -0.6390591873405453, 0.206562955695758, 0.24791031488052412, 1.2761130220428456, -0.43330761534391343, -0.6646931807852855, 1.0006041439810665, 0.24950232089024862, 1.824582338513296, -0.33503434728787385, -0.10390476120042613, 2.0558297587310213, 2.4705327300888382, 0.24641029074204315, 0.891406383668593, -0.4460375336323596, -0.05403819614345976, 0.6069379690402813, -0.6584213592294729, -0.6804624868343676, 0.3554374013526221, -0.6197422292201394, -1.4363793854686329, 0.6391732419232593, 1.5260538377224617, -1.327403466180733, 0.46678698493924725, 1.5618372075729798, 0.1771511713172017, -0.1471852825641017, 0.758092470021777, -1.531560505955019, -0.5331876622432652, -1.8806673130309681, 0.4339395458758081, 0.7287842973459717, 0.5843657299612066, 0.5675425116136315, 1.5051957081584857, 0.9984576089198394, -1.361450265891984, -0.05477528106219799, 0.651652184054883, 1.8956547523097942, 0.960325494070041, 0.6333460121494614, -0.23176142161827948, -1.4147891851188463, -0.47355461876870314, 0.24759608652395304, 0.6919142969542673, -0.33833598108215074, 0.1537146391163577, -0.9427824418183438, -1.0535415962258836, -0.46097231553426254, -2.5076551988203275, -0.43772317036284325, 0.7570175143322317, 0.4828692956441521], \"xaxis\": \"x6\", \"yaxis\": \"y6\"}, {\"line\": {\"color\": \"rgba(128, 128, 128, 1.0)\", \"dash\": \"solid\", \"shape\": \"linear\", \"width\": 1.3}, \"marker\": {\"size\": 2, \"symbol\": \"circle\"}, \"mode\": \"markers\", \"name\": \"B\", \"text\": \"\", \"type\": \"scatter\", \"x\": [-0.4490965191707045, -1.3566624199171347, 0.11010174114668976, -1.2059230985671745, -1.293518642299254, 0.0768114429111746, 2.0713794720510563, -1.6136102766998872, -2.1183418088097254, 0.6584018977466556, -0.5819428441757667, 0.5471898408441686, -1.8244706216056903, -0.35890916630399583, 1.138641041310387, 0.31611546567849097, 1.0559771602321337, 0.33767317562215937, 0.3033628923796153, -1.4335836985969974, 1.2096368994544906, 0.20689061625255836, 0.09488785762250992, 0.5617887062170834, 0.023154308790518715, 0.15168789975164204, -0.6180336191881293, 0.20622837757895413, 0.6485714799411542, 1.1963676140509656, 0.1654910893430052, 0.5749779562163441, 0.16108900684868976, 0.3485567916805989, 0.3152055370319175, 0.08180464812136456, 0.020620326956704384, -1.5596986546230043, -0.2778496376241181, -0.8177813904604749, -0.047248911278135124, -0.26675964256587714, 0.33145366006431287, 0.4435718943527746, 1.0834591102193718, 1.1181927159205571, 0.4670669747598463, -0.5329526643065524, -0.44635128706169075, 0.014871920137131739, 1.3812612374583608, 1.8920639380885012, 0.5653173636965959, -1.098288205522477, -0.382976691456405, -2.0462213086186645, -0.20451968519589875, 0.07856773595182073, 0.6306289545841886, -0.8110523405607823, -2.0899974454372776, 0.056410401765543884, -0.47904391491468185, 0.9888181876263, 0.7921507229057528, 0.6588455707730912, -1.0117051153143026, -0.7401670941766406, -1.1019512930005688, -0.2330072114146048, 0.14678659128359187, -0.016972325384005515, 0.538226961324923, -0.5527431124284627, 0.21787234394765675, 0.5775448863301242, -0.18725702030590544, 0.2586947836219987, -0.2720062991616586, 0.4956980999399173, -0.2248874208324263, 1.046876962247096, 0.8739057120388894, -1.324810905399333, -1.8895230890311145, 0.8985423817325691, -0.4134721022129727, 0.07172149869464005, -1.6381683038387536, 0.42538928588685265, -1.1191856963454359, 0.32398329622996735, -1.3591175956603858, -1.9028566688666586, -0.6817634816272062, 0.2312632966984241, 0.6224618814324517, -0.8694786005425781, 0.847084292335929, -0.8414877548342978], \"xaxis\": \"x7\", \"y\": [0.13546053507022923, 0.8528952539056167, -0.9120473287918056, -0.4360167071034324, 0.4030021035722929, 0.21845456351115183, -1.5146188477997056, -1.1081262345827807, 0.2505550893228284, -1.089754160529704, -1.999471543859598, -0.13298981222990705, 0.7083688242077885, -0.7428531839143373, 1.2717469173085532, -0.7243561359853562, -1.4370056513901115, -0.8578890500584263, -0.5199289547555342, -0.9858204761709641, 0.7502511092487195, -0.9622680220774841, 0.8606852397738878, -0.3529663721617263, -1.7724111999399959, 0.11671383039125793, 2.1104136856870674, -0.058342444826866936, 2.028760783982244, 0.6055565892850192, 1.343911038550699, 0.5764709024505792, 0.2573852649890621, -2.5497668496098447, -0.9505829571138086, 0.07158004593194874, -1.1320989581537642, 1.2498551328713434, -0.5411155904440764, 1.9433075662035164, -0.6390591873405453, 0.206562955695758, 0.24791031488052412, 1.2761130220428456, -0.43330761534391343, -0.6646931807852855, 1.0006041439810665, 0.24950232089024862, 1.824582338513296, -0.33503434728787385, -0.10390476120042613, 2.0558297587310213, 2.4705327300888382, 0.24641029074204315, 0.891406383668593, -0.4460375336323596, -0.05403819614345976, 0.6069379690402813, -0.6584213592294729, -0.6804624868343676, 0.3554374013526221, -0.6197422292201394, -1.4363793854686329, 0.6391732419232593, 1.5260538377224617, -1.327403466180733, 0.46678698493924725, 1.5618372075729798, 0.1771511713172017, -0.1471852825641017, 0.758092470021777, -1.531560505955019, -0.5331876622432652, -1.8806673130309681, 0.4339395458758081, 0.7287842973459717, 0.5843657299612066, 0.5675425116136315, 1.5051957081584857, 0.9984576089198394, -1.361450265891984, -0.05477528106219799, 0.651652184054883, 1.8956547523097942, 0.960325494070041, 0.6333460121494614, -0.23176142161827948, -1.4147891851188463, -0.47355461876870314, 0.24759608652395304, 0.6919142969542673, -0.33833598108215074, 0.1537146391163577, -0.9427824418183438, -1.0535415962258836, -0.46097231553426254, -2.5076551988203275, -0.43772317036284325, 0.7570175143322317, 0.4828692956441521], \"yaxis\": \"y7\"}, {\"line\": {\"color\": \"rgba(128, 128, 128, 1.0)\", \"dash\": \"solid\", \"shape\": \"linear\", \"width\": 1.3}, \"marker\": {\"size\": 2, \"symbol\": \"circle\"}, \"mode\": \"markers\", \"name\": \"B\", \"text\": \"\", \"type\": \"scatter\", \"x\": [0.16576029040650397, 0.7353781184301128, -0.39635288312626415, 0.8460923805492866, 0.5834280340395386, 0.022668873850809287, -0.7232984540044319, -1.3150340581479074, -0.34117426376557675, -2.2039151686405045, -0.5540034393317983, -0.5365510263084331, 0.9514694148660698, 1.6093071684143965, 0.5349031444835803, 0.8762223684320477, 1.4173775406277183, -0.45892366941253027, 0.7759706357601053, -0.5231570619640878, -0.7912812214498252, 1.1391103980200354, 1.040790199323024, -0.730873434869637, 1.3493645268911796, 0.9317563929515158, 0.7580306180283228, 0.5878386227634674, 1.4326486013465392, -0.20720218629137235, 0.24776731941903588, 0.07369409703522996, 0.5523389535964915, -1.4225823164676166, -0.31366079651470147, 0.2462780623614397, -0.9525515029157212, -1.5060095118808454, 0.16157669330880778, 0.2202473096122514, 0.25515230298668984, 0.1415806575371722, 1.0454826460039028, -1.6395532056044337, -1.1480878621577313, -0.21767196576881243, 0.6097280023008594, 1.0273906539859419, -1.2546164856141788, 1.6795186133330808, -1.2917753905896583, 1.4376577079402262, 2.042611479515502, 0.17051851887980343, 0.02899488058209822, 0.24876373421094727, 0.06601973384186423, 0.22350253848511487, 0.8241801220068634, 0.03501063486091633, 0.7539071353594212, 0.03488923989617106, -1.45547407467105, -0.5359645108060322, -1.284504149525958, 0.7162679959699161, -0.5031833256993665, 1.8929389937029355, 0.09901562576215357, -0.10940178309595011, 2.1374057165810063, -0.2027529518230585, -0.04669371402278774, -1.1166007758302954, -1.110979136920132, 0.9459463660753293, 0.27097005719316825, -1.7625289736087093, 0.8351417325563205, -1.6945826582379722, -0.2656569433609975, -0.8769678330899084, -0.8152967764266832, 0.19939256166508265, 0.5460777371186833, 1.458413440508323, -0.533553934042059, 0.936768896712938, -1.5020610105474623, -0.3740943538418646, -0.46449150985624155, 0.09247526313675637, 0.4408967762354214, -0.6062745194800315, -0.0868526946804238, 0.2379988912040208, -0.34447098504535295, 1.4294961780936741, -0.010673807091225312, 0.04162518036338937], \"xaxis\": \"x8\", \"y\": [0.13546053507022923, 0.8528952539056167, -0.9120473287918056, -0.4360167071034324, 0.4030021035722929, 0.21845456351115183, -1.5146188477997056, -1.1081262345827807, 0.2505550893228284, -1.089754160529704, -1.999471543859598, -0.13298981222990705, 0.7083688242077885, -0.7428531839143373, 1.2717469173085532, -0.7243561359853562, -1.4370056513901115, -0.8578890500584263, -0.5199289547555342, -0.9858204761709641, 0.7502511092487195, -0.9622680220774841, 0.8606852397738878, -0.3529663721617263, -1.7724111999399959, 0.11671383039125793, 2.1104136856870674, -0.058342444826866936, 2.028760783982244, 0.6055565892850192, 1.343911038550699, 0.5764709024505792, 0.2573852649890621, -2.5497668496098447, -0.9505829571138086, 0.07158004593194874, -1.1320989581537642, 1.2498551328713434, -0.5411155904440764, 1.9433075662035164, -0.6390591873405453, 0.206562955695758, 0.24791031488052412, 1.2761130220428456, -0.43330761534391343, -0.6646931807852855, 1.0006041439810665, 0.24950232089024862, 1.824582338513296, -0.33503434728787385, -0.10390476120042613, 2.0558297587310213, 2.4705327300888382, 0.24641029074204315, 0.891406383668593, -0.4460375336323596, -0.05403819614345976, 0.6069379690402813, -0.6584213592294729, -0.6804624868343676, 0.3554374013526221, -0.6197422292201394, -1.4363793854686329, 0.6391732419232593, 1.5260538377224617, -1.327403466180733, 0.46678698493924725, 1.5618372075729798, 0.1771511713172017, -0.1471852825641017, 0.758092470021777, -1.531560505955019, -0.5331876622432652, -1.8806673130309681, 0.4339395458758081, 0.7287842973459717, 0.5843657299612066, 0.5675425116136315, 1.5051957081584857, 0.9984576089198394, -1.361450265891984, -0.05477528106219799, 0.651652184054883, 1.8956547523097942, 0.960325494070041, 0.6333460121494614, -0.23176142161827948, -1.4147891851188463, -0.47355461876870314, 0.24759608652395304, 0.6919142969542673, -0.33833598108215074, 0.1537146391163577, -0.9427824418183438, -1.0535415962258836, -0.46097231553426254, -2.5076551988203275, -0.43772317036284325, 0.7570175143322317, 0.4828692956441521], \"yaxis\": \"y8\"}, {\"line\": {\"color\": \"rgba(128, 128, 128, 1.0)\", \"dash\": \"solid\", \"shape\": \"linear\", \"width\": 1.3}, \"marker\": {\"size\": 2, \"symbol\": \"circle\"}, \"mode\": \"markers\", \"name\": \"C\", \"text\": \"\", \"type\": \"scatter\", \"x\": [-2.068481242470521, -0.06830072174778413, 0.34686815459740566, 1.7404560246674383, 0.260145933794787, -1.6687556797736214, 1.2128292608384186, 1.276759847076379, 0.012589088341520047, 0.6837240475443442, -0.5102467506900561, -0.7782360903554235, -2.341546922060079, 0.39173212431984145, 0.15323339526132104, 0.3104819072155177, -0.44218825427175923, -0.32150902708869994, -0.033858181247083445, 0.3359230701195722, 0.8022437874387931, 0.03601910255625717, -0.4061836761174409, -0.4003801133136168, 0.10092907154841461, 1.5233562187288536, -0.36722594437827283, 0.03253231846998982, -2.282982536415899, 0.5830802711190498, -0.4311524540735369, 1.1614317023417755, -0.10426289520479025, -1.1212768013578707, 0.06334068027172927, 0.01630376329550353, -0.45457557725717207, -0.938789821802139, 0.06099939323351222, 0.35887818748664885, -0.843793734057207, 0.0478569867049216, -0.2417538602769474, -0.038942887102078806, 0.053593639039046, -1.2211623482179648, -0.17036200068698545, -0.4443887116011843, 0.37019280008777267, 1.5443258334719654, -0.6181394088457115, -0.45792799326957373, -1.9361516681418143, 0.7434597203247988, -0.5108806403318328, 0.16514967255301594, 0.4775907874146169, -0.4774554221272687, 0.2419944748702217, 0.5181025641411692, 0.06948103228401782, -0.08102350563166708, -0.5632934821646675, -0.10831738227239747, 1.7327185525045936, 0.3704868260629756, -0.5159738914988036, 0.6967248312772667, 0.9729344612886184, 0.04693965652740349, 1.1054124247780315, -1.217420888691861, -0.38814588141461437, -1.0796755270554717, -1.0958149053019528, -2.3417318911687075, -0.011587462929148149, 0.9095237774878863, -0.02621533665839742, 0.8466593311125113, -0.7175705015184023, -0.19377387371188784, -0.5783852466829044, -0.13044163951325857, 1.066628215523557, 0.26129669924845683, 2.0189419209649317, -1.3553670039412815, 0.5018501059843185, 0.6531387684143183, 1.9022631291702592, -1.2934389171784868, 0.06544750594269423, 0.8411001692608153, 0.5580249008107335, 1.9956733413950396, -0.5021972339098685, -0.47316947988094754, -1.114299172278719, 1.3644252487147408], \"xaxis\": \"x9\", \"y\": [-0.4490965191707045, -1.3566624199171347, 0.11010174114668976, -1.2059230985671745, -1.293518642299254, 0.0768114429111746, 2.0713794720510563, -1.6136102766998872, -2.1183418088097254, 0.6584018977466556, -0.5819428441757667, 0.5471898408441686, -1.8244706216056903, -0.35890916630399583, 1.138641041310387, 0.31611546567849097, 1.0559771602321337, 0.33767317562215937, 0.3033628923796153, -1.4335836985969974, 1.2096368994544906, 0.20689061625255836, 0.09488785762250992, 0.5617887062170834, 0.023154308790518715, 0.15168789975164204, -0.6180336191881293, 0.20622837757895413, 0.6485714799411542, 1.1963676140509656, 0.1654910893430052, 0.5749779562163441, 0.16108900684868976, 0.3485567916805989, 0.3152055370319175, 0.08180464812136456, 0.020620326956704384, -1.5596986546230043, -0.2778496376241181, -0.8177813904604749, -0.047248911278135124, -0.26675964256587714, 0.33145366006431287, 0.4435718943527746, 1.0834591102193718, 1.1181927159205571, 0.4670669747598463, -0.5329526643065524, -0.44635128706169075, 0.014871920137131739, 1.3812612374583608, 1.8920639380885012, 0.5653173636965959, -1.098288205522477, -0.382976691456405, -2.0462213086186645, -0.20451968519589875, 0.07856773595182073, 0.6306289545841886, -0.8110523405607823, -2.0899974454372776, 0.056410401765543884, -0.47904391491468185, 0.9888181876263, 0.7921507229057528, 0.6588455707730912, -1.0117051153143026, -0.7401670941766406, -1.1019512930005688, -0.2330072114146048, 0.14678659128359187, -0.016972325384005515, 0.538226961324923, -0.5527431124284627, 0.21787234394765675, 0.5775448863301242, -0.18725702030590544, 0.2586947836219987, -0.2720062991616586, 0.4956980999399173, -0.2248874208324263, 1.046876962247096, 0.8739057120388894, -1.324810905399333, -1.8895230890311145, 0.8985423817325691, -0.4134721022129727, 0.07172149869464005, -1.6381683038387536, 0.42538928588685265, -1.1191856963454359, 0.32398329622996735, -1.3591175956603858, -1.9028566688666586, -0.6817634816272062, 0.2312632966984241, 0.6224618814324517, -0.8694786005425781, 0.847084292335929, -0.8414877548342978], \"yaxis\": \"y9\"}, {\"line\": {\"color\": \"rgba(128, 128, 128, 1.0)\", \"dash\": \"solid\", \"shape\": \"linear\", \"width\": 1.3}, \"marker\": {\"size\": 2, \"symbol\": \"circle\"}, \"mode\": \"markers\", \"name\": \"C\", \"text\": \"\", \"type\": \"scatter\", \"x\": [0.13546053507022923, 0.8528952539056167, -0.9120473287918056, -0.4360167071034324, 0.4030021035722929, 0.21845456351115183, -1.5146188477997056, -1.1081262345827807, 0.2505550893228284, -1.089754160529704, -1.999471543859598, -0.13298981222990705, 0.7083688242077885, -0.7428531839143373, 1.2717469173085532, -0.7243561359853562, -1.4370056513901115, -0.8578890500584263, -0.5199289547555342, -0.9858204761709641, 0.7502511092487195, -0.9622680220774841, 0.8606852397738878, -0.3529663721617263, -1.7724111999399959, 0.11671383039125793, 2.1104136856870674, -0.058342444826866936, 2.028760783982244, 0.6055565892850192, 1.343911038550699, 0.5764709024505792, 0.2573852649890621, -2.5497668496098447, -0.9505829571138086, 0.07158004593194874, -1.1320989581537642, 1.2498551328713434, -0.5411155904440764, 1.9433075662035164, -0.6390591873405453, 0.206562955695758, 0.24791031488052412, 1.2761130220428456, -0.43330761534391343, -0.6646931807852855, 1.0006041439810665, 0.24950232089024862, 1.824582338513296, -0.33503434728787385, -0.10390476120042613, 2.0558297587310213, 2.4705327300888382, 0.24641029074204315, 0.891406383668593, -0.4460375336323596, -0.05403819614345976, 0.6069379690402813, -0.6584213592294729, -0.6804624868343676, 0.3554374013526221, -0.6197422292201394, -1.4363793854686329, 0.6391732419232593, 1.5260538377224617, -1.327403466180733, 0.46678698493924725, 1.5618372075729798, 0.1771511713172017, -0.1471852825641017, 0.758092470021777, -1.531560505955019, -0.5331876622432652, -1.8806673130309681, 0.4339395458758081, 0.7287842973459717, 0.5843657299612066, 0.5675425116136315, 1.5051957081584857, 0.9984576089198394, -1.361450265891984, -0.05477528106219799, 0.651652184054883, 1.8956547523097942, 0.960325494070041, 0.6333460121494614, -0.23176142161827948, -1.4147891851188463, -0.47355461876870314, 0.24759608652395304, 0.6919142969542673, -0.33833598108215074, 0.1537146391163577, -0.9427824418183438, -1.0535415962258836, -0.46097231553426254, -2.5076551988203275, -0.43772317036284325, 0.7570175143322317, 0.4828692956441521], \"xaxis\": \"x10\", \"y\": [-0.4490965191707045, -1.3566624199171347, 0.11010174114668976, -1.2059230985671745, -1.293518642299254, 0.0768114429111746, 2.0713794720510563, -1.6136102766998872, -2.1183418088097254, 0.6584018977466556, -0.5819428441757667, 0.5471898408441686, -1.8244706216056903, -0.35890916630399583, 1.138641041310387, 0.31611546567849097, 1.0559771602321337, 0.33767317562215937, 0.3033628923796153, -1.4335836985969974, 1.2096368994544906, 0.20689061625255836, 0.09488785762250992, 0.5617887062170834, 0.023154308790518715, 0.15168789975164204, -0.6180336191881293, 0.20622837757895413, 0.6485714799411542, 1.1963676140509656, 0.1654910893430052, 0.5749779562163441, 0.16108900684868976, 0.3485567916805989, 0.3152055370319175, 0.08180464812136456, 0.020620326956704384, -1.5596986546230043, -0.2778496376241181, -0.8177813904604749, -0.047248911278135124, -0.26675964256587714, 0.33145366006431287, 0.4435718943527746, 1.0834591102193718, 1.1181927159205571, 0.4670669747598463, -0.5329526643065524, -0.44635128706169075, 0.014871920137131739, 1.3812612374583608, 1.8920639380885012, 0.5653173636965959, -1.098288205522477, -0.382976691456405, -2.0462213086186645, -0.20451968519589875, 0.07856773595182073, 0.6306289545841886, -0.8110523405607823, -2.0899974454372776, 0.056410401765543884, -0.47904391491468185, 0.9888181876263, 0.7921507229057528, 0.6588455707730912, -1.0117051153143026, -0.7401670941766406, -1.1019512930005688, -0.2330072114146048, 0.14678659128359187, -0.016972325384005515, 0.538226961324923, -0.5527431124284627, 0.21787234394765675, 0.5775448863301242, -0.18725702030590544, 0.2586947836219987, -0.2720062991616586, 0.4956980999399173, -0.2248874208324263, 1.046876962247096, 0.8739057120388894, -1.324810905399333, -1.8895230890311145, 0.8985423817325691, -0.4134721022129727, 0.07172149869464005, -1.6381683038387536, 0.42538928588685265, -1.1191856963454359, 0.32398329622996735, -1.3591175956603858, -1.9028566688666586, -0.6817634816272062, 0.2312632966984241, 0.6224618814324517, -0.8694786005425781, 0.847084292335929, -0.8414877548342978], \"yaxis\": \"y10\"}, {\"histfunc\": \"count\", \"histnorm\": \"\", \"marker\": {\"color\": \"rgba(50, 171, 96, 1.0)\", \"line\": {\"color\": \"#4D5663\", \"width\": 1.3}}, \"name\": \"C\", \"nbinsx\": 10, \"opacity\": 0.8, \"orientation\": \"v\", \"type\": \"histogram\", \"x\": [-0.4490965191707045, -1.3566624199171347, 0.11010174114668976, -1.2059230985671745, -1.293518642299254, 0.0768114429111746, 2.0713794720510563, -1.6136102766998872, -2.1183418088097254, 0.6584018977466556, -0.5819428441757667, 0.5471898408441686, -1.8244706216056903, -0.35890916630399583, 1.138641041310387, 0.31611546567849097, 1.0559771602321337, 0.33767317562215937, 0.3033628923796153, -1.4335836985969974, 1.2096368994544906, 0.20689061625255836, 0.09488785762250992, 0.5617887062170834, 0.023154308790518715, 0.15168789975164204, -0.6180336191881293, 0.20622837757895413, 0.6485714799411542, 1.1963676140509656, 0.1654910893430052, 0.5749779562163441, 0.16108900684868976, 0.3485567916805989, 0.3152055370319175, 0.08180464812136456, 0.020620326956704384, -1.5596986546230043, -0.2778496376241181, -0.8177813904604749, -0.047248911278135124, -0.26675964256587714, 0.33145366006431287, 0.4435718943527746, 1.0834591102193718, 1.1181927159205571, 0.4670669747598463, -0.5329526643065524, -0.44635128706169075, 0.014871920137131739, 1.3812612374583608, 1.8920639380885012, 0.5653173636965959, -1.098288205522477, -0.382976691456405, -2.0462213086186645, -0.20451968519589875, 0.07856773595182073, 0.6306289545841886, -0.8110523405607823, -2.0899974454372776, 0.056410401765543884, -0.47904391491468185, 0.9888181876263, 0.7921507229057528, 0.6588455707730912, -1.0117051153143026, -0.7401670941766406, -1.1019512930005688, -0.2330072114146048, 0.14678659128359187, -0.016972325384005515, 0.538226961324923, -0.5527431124284627, 0.21787234394765675, 0.5775448863301242, -0.18725702030590544, 0.2586947836219987, -0.2720062991616586, 0.4956980999399173, -0.2248874208324263, 1.046876962247096, 0.8739057120388894, -1.324810905399333, -1.8895230890311145, 0.8985423817325691, -0.4134721022129727, 0.07172149869464005, -1.6381683038387536, 0.42538928588685265, -1.1191856963454359, 0.32398329622996735, -1.3591175956603858, -1.9028566688666586, -0.6817634816272062, 0.2312632966984241, 0.6224618814324517, -0.8694786005425781, 0.847084292335929, -0.8414877548342978], \"xaxis\": \"x11\", \"yaxis\": \"y11\"}, {\"line\": {\"color\": \"rgba(128, 128, 128, 1.0)\", \"dash\": \"solid\", \"shape\": \"linear\", \"width\": 1.3}, \"marker\": {\"size\": 2, \"symbol\": \"circle\"}, \"mode\": \"markers\", \"name\": \"C\", \"text\": \"\", \"type\": \"scatter\", \"x\": [0.16576029040650397, 0.7353781184301128, -0.39635288312626415, 0.8460923805492866, 0.5834280340395386, 0.022668873850809287, -0.7232984540044319, -1.3150340581479074, -0.34117426376557675, -2.2039151686405045, -0.5540034393317983, -0.5365510263084331, 0.9514694148660698, 1.6093071684143965, 0.5349031444835803, 0.8762223684320477, 1.4173775406277183, -0.45892366941253027, 0.7759706357601053, -0.5231570619640878, -0.7912812214498252, 1.1391103980200354, 1.040790199323024, -0.730873434869637, 1.3493645268911796, 0.9317563929515158, 0.7580306180283228, 0.5878386227634674, 1.4326486013465392, -0.20720218629137235, 0.24776731941903588, 0.07369409703522996, 0.5523389535964915, -1.4225823164676166, -0.31366079651470147, 0.2462780623614397, -0.9525515029157212, -1.5060095118808454, 0.16157669330880778, 0.2202473096122514, 0.25515230298668984, 0.1415806575371722, 1.0454826460039028, -1.6395532056044337, -1.1480878621577313, -0.21767196576881243, 0.6097280023008594, 1.0273906539859419, -1.2546164856141788, 1.6795186133330808, -1.2917753905896583, 1.4376577079402262, 2.042611479515502, 0.17051851887980343, 0.02899488058209822, 0.24876373421094727, 0.06601973384186423, 0.22350253848511487, 0.8241801220068634, 0.03501063486091633, 0.7539071353594212, 0.03488923989617106, -1.45547407467105, -0.5359645108060322, -1.284504149525958, 0.7162679959699161, -0.5031833256993665, 1.8929389937029355, 0.09901562576215357, -0.10940178309595011, 2.1374057165810063, -0.2027529518230585, -0.04669371402278774, -1.1166007758302954, -1.110979136920132, 0.9459463660753293, 0.27097005719316825, -1.7625289736087093, 0.8351417325563205, -1.6945826582379722, -0.2656569433609975, -0.8769678330899084, -0.8152967764266832, 0.19939256166508265, 0.5460777371186833, 1.458413440508323, -0.533553934042059, 0.936768896712938, -1.5020610105474623, -0.3740943538418646, -0.46449150985624155, 0.09247526313675637, 0.4408967762354214, -0.6062745194800315, -0.0868526946804238, 0.2379988912040208, -0.34447098504535295, 1.4294961780936741, -0.010673807091225312, 0.04162518036338937], \"xaxis\": \"x12\", \"y\": [-0.4490965191707045, -1.3566624199171347, 0.11010174114668976, -1.2059230985671745, -1.293518642299254, 0.0768114429111746, 2.0713794720510563, -1.6136102766998872, -2.1183418088097254, 0.6584018977466556, -0.5819428441757667, 0.5471898408441686, -1.8244706216056903, -0.35890916630399583, 1.138641041310387, 0.31611546567849097, 1.0559771602321337, 0.33767317562215937, 0.3033628923796153, -1.4335836985969974, 1.2096368994544906, 0.20689061625255836, 0.09488785762250992, 0.5617887062170834, 0.023154308790518715, 0.15168789975164204, -0.6180336191881293, 0.20622837757895413, 0.6485714799411542, 1.1963676140509656, 0.1654910893430052, 0.5749779562163441, 0.16108900684868976, 0.3485567916805989, 0.3152055370319175, 0.08180464812136456, 0.020620326956704384, -1.5596986546230043, -0.2778496376241181, -0.8177813904604749, -0.047248911278135124, -0.26675964256587714, 0.33145366006431287, 0.4435718943527746, 1.0834591102193718, 1.1181927159205571, 0.4670669747598463, -0.5329526643065524, -0.44635128706169075, 0.014871920137131739, 1.3812612374583608, 1.8920639380885012, 0.5653173636965959, -1.098288205522477, -0.382976691456405, -2.0462213086186645, -0.20451968519589875, 0.07856773595182073, 0.6306289545841886, -0.8110523405607823, -2.0899974454372776, 0.056410401765543884, -0.47904391491468185, 0.9888181876263, 0.7921507229057528, 0.6588455707730912, -1.0117051153143026, -0.7401670941766406, -1.1019512930005688, -0.2330072114146048, 0.14678659128359187, -0.016972325384005515, 0.538226961324923, -0.5527431124284627, 0.21787234394765675, 0.5775448863301242, -0.18725702030590544, 0.2586947836219987, -0.2720062991616586, 0.4956980999399173, -0.2248874208324263, 1.046876962247096, 0.8739057120388894, -1.324810905399333, -1.8895230890311145, 0.8985423817325691, -0.4134721022129727, 0.07172149869464005, -1.6381683038387536, 0.42538928588685265, -1.1191856963454359, 0.32398329622996735, -1.3591175956603858, -1.9028566688666586, -0.6817634816272062, 0.2312632966984241, 0.6224618814324517, -0.8694786005425781, 0.847084292335929, -0.8414877548342978], \"yaxis\": \"y12\"}, {\"line\": {\"color\": \"rgba(128, 128, 128, 1.0)\", \"dash\": \"solid\", \"shape\": \"linear\", \"width\": 1.3}, \"marker\": {\"size\": 2, \"symbol\": \"circle\"}, \"mode\": \"markers\", \"name\": \"D\", \"text\": \"\", \"type\": \"scatter\", \"x\": [-2.068481242470521, -0.06830072174778413, 0.34686815459740566, 1.7404560246674383, 0.260145933794787, -1.6687556797736214, 1.2128292608384186, 1.276759847076379, 0.012589088341520047, 0.6837240475443442, -0.5102467506900561, -0.7782360903554235, -2.341546922060079, 0.39173212431984145, 0.15323339526132104, 0.3104819072155177, -0.44218825427175923, -0.32150902708869994, -0.033858181247083445, 0.3359230701195722, 0.8022437874387931, 0.03601910255625717, -0.4061836761174409, -0.4003801133136168, 0.10092907154841461, 1.5233562187288536, -0.36722594437827283, 0.03253231846998982, -2.282982536415899, 0.5830802711190498, -0.4311524540735369, 1.1614317023417755, -0.10426289520479025, -1.1212768013578707, 0.06334068027172927, 0.01630376329550353, -0.45457557725717207, -0.938789821802139, 0.06099939323351222, 0.35887818748664885, -0.843793734057207, 0.0478569867049216, -0.2417538602769474, -0.038942887102078806, 0.053593639039046, -1.2211623482179648, -0.17036200068698545, -0.4443887116011843, 0.37019280008777267, 1.5443258334719654, -0.6181394088457115, -0.45792799326957373, -1.9361516681418143, 0.7434597203247988, -0.5108806403318328, 0.16514967255301594, 0.4775907874146169, -0.4774554221272687, 0.2419944748702217, 0.5181025641411692, 0.06948103228401782, -0.08102350563166708, -0.5632934821646675, -0.10831738227239747, 1.7327185525045936, 0.3704868260629756, -0.5159738914988036, 0.6967248312772667, 0.9729344612886184, 0.04693965652740349, 1.1054124247780315, -1.217420888691861, -0.38814588141461437, -1.0796755270554717, -1.0958149053019528, -2.3417318911687075, -0.011587462929148149, 0.9095237774878863, -0.02621533665839742, 0.8466593311125113, -0.7175705015184023, -0.19377387371188784, -0.5783852466829044, -0.13044163951325857, 1.066628215523557, 0.26129669924845683, 2.0189419209649317, -1.3553670039412815, 0.5018501059843185, 0.6531387684143183, 1.9022631291702592, -1.2934389171784868, 0.06544750594269423, 0.8411001692608153, 0.5580249008107335, 1.9956733413950396, -0.5021972339098685, -0.47316947988094754, -1.114299172278719, 1.3644252487147408], \"xaxis\": \"x13\", \"y\": [0.16576029040650397, 0.7353781184301128, -0.39635288312626415, 0.8460923805492866, 0.5834280340395386, 0.022668873850809287, -0.7232984540044319, -1.3150340581479074, -0.34117426376557675, -2.2039151686405045, -0.5540034393317983, -0.5365510263084331, 0.9514694148660698, 1.6093071684143965, 0.5349031444835803, 0.8762223684320477, 1.4173775406277183, -0.45892366941253027, 0.7759706357601053, -0.5231570619640878, -0.7912812214498252, 1.1391103980200354, 1.040790199323024, -0.730873434869637, 1.3493645268911796, 0.9317563929515158, 0.7580306180283228, 0.5878386227634674, 1.4326486013465392, -0.20720218629137235, 0.24776731941903588, 0.07369409703522996, 0.5523389535964915, -1.4225823164676166, -0.31366079651470147, 0.2462780623614397, -0.9525515029157212, -1.5060095118808454, 0.16157669330880778, 0.2202473096122514, 0.25515230298668984, 0.1415806575371722, 1.0454826460039028, -1.6395532056044337, -1.1480878621577313, -0.21767196576881243, 0.6097280023008594, 1.0273906539859419, -1.2546164856141788, 1.6795186133330808, -1.2917753905896583, 1.4376577079402262, 2.042611479515502, 0.17051851887980343, 0.02899488058209822, 0.24876373421094727, 0.06601973384186423, 0.22350253848511487, 0.8241801220068634, 0.03501063486091633, 0.7539071353594212, 0.03488923989617106, -1.45547407467105, -0.5359645108060322, -1.284504149525958, 0.7162679959699161, -0.5031833256993665, 1.8929389937029355, 0.09901562576215357, -0.10940178309595011, 2.1374057165810063, -0.2027529518230585, -0.04669371402278774, -1.1166007758302954, -1.110979136920132, 0.9459463660753293, 0.27097005719316825, -1.7625289736087093, 0.8351417325563205, -1.6945826582379722, -0.2656569433609975, -0.8769678330899084, -0.8152967764266832, 0.19939256166508265, 0.5460777371186833, 1.458413440508323, -0.533553934042059, 0.936768896712938, -1.5020610105474623, -0.3740943538418646, -0.46449150985624155, 0.09247526313675637, 0.4408967762354214, -0.6062745194800315, -0.0868526946804238, 0.2379988912040208, -0.34447098504535295, 1.4294961780936741, -0.010673807091225312, 0.04162518036338937], \"yaxis\": \"y13\"}, {\"line\": {\"color\": \"rgba(128, 128, 128, 1.0)\", \"dash\": \"solid\", \"shape\": \"linear\", \"width\": 1.3}, \"marker\": {\"size\": 2, \"symbol\": \"circle\"}, \"mode\": \"markers\", \"name\": \"D\", \"text\": \"\", \"type\": \"scatter\", \"x\": [0.13546053507022923, 0.8528952539056167, -0.9120473287918056, -0.4360167071034324, 0.4030021035722929, 0.21845456351115183, -1.5146188477997056, -1.1081262345827807, 0.2505550893228284, -1.089754160529704, -1.999471543859598, -0.13298981222990705, 0.7083688242077885, -0.7428531839143373, 1.2717469173085532, -0.7243561359853562, -1.4370056513901115, -0.8578890500584263, -0.5199289547555342, -0.9858204761709641, 0.7502511092487195, -0.9622680220774841, 0.8606852397738878, -0.3529663721617263, -1.7724111999399959, 0.11671383039125793, 2.1104136856870674, -0.058342444826866936, 2.028760783982244, 0.6055565892850192, 1.343911038550699, 0.5764709024505792, 0.2573852649890621, -2.5497668496098447, -0.9505829571138086, 0.07158004593194874, -1.1320989581537642, 1.2498551328713434, -0.5411155904440764, 1.9433075662035164, -0.6390591873405453, 0.206562955695758, 0.24791031488052412, 1.2761130220428456, -0.43330761534391343, -0.6646931807852855, 1.0006041439810665, 0.24950232089024862, 1.824582338513296, -0.33503434728787385, -0.10390476120042613, 2.0558297587310213, 2.4705327300888382, 0.24641029074204315, 0.891406383668593, -0.4460375336323596, -0.05403819614345976, 0.6069379690402813, -0.6584213592294729, -0.6804624868343676, 0.3554374013526221, -0.6197422292201394, -1.4363793854686329, 0.6391732419232593, 1.5260538377224617, -1.327403466180733, 0.46678698493924725, 1.5618372075729798, 0.1771511713172017, -0.1471852825641017, 0.758092470021777, -1.531560505955019, -0.5331876622432652, -1.8806673130309681, 0.4339395458758081, 0.7287842973459717, 0.5843657299612066, 0.5675425116136315, 1.5051957081584857, 0.9984576089198394, -1.361450265891984, -0.05477528106219799, 0.651652184054883, 1.8956547523097942, 0.960325494070041, 0.6333460121494614, -0.23176142161827948, -1.4147891851188463, -0.47355461876870314, 0.24759608652395304, 0.6919142969542673, -0.33833598108215074, 0.1537146391163577, -0.9427824418183438, -1.0535415962258836, -0.46097231553426254, -2.5076551988203275, -0.43772317036284325, 0.7570175143322317, 0.4828692956441521], \"xaxis\": \"x14\", \"y\": [0.16576029040650397, 0.7353781184301128, -0.39635288312626415, 0.8460923805492866, 0.5834280340395386, 0.022668873850809287, -0.7232984540044319, -1.3150340581479074, -0.34117426376557675, -2.2039151686405045, -0.5540034393317983, -0.5365510263084331, 0.9514694148660698, 1.6093071684143965, 0.5349031444835803, 0.8762223684320477, 1.4173775406277183, -0.45892366941253027, 0.7759706357601053, -0.5231570619640878, -0.7912812214498252, 1.1391103980200354, 1.040790199323024, -0.730873434869637, 1.3493645268911796, 0.9317563929515158, 0.7580306180283228, 0.5878386227634674, 1.4326486013465392, -0.20720218629137235, 0.24776731941903588, 0.07369409703522996, 0.5523389535964915, -1.4225823164676166, -0.31366079651470147, 0.2462780623614397, -0.9525515029157212, -1.5060095118808454, 0.16157669330880778, 0.2202473096122514, 0.25515230298668984, 0.1415806575371722, 1.0454826460039028, -1.6395532056044337, -1.1480878621577313, -0.21767196576881243, 0.6097280023008594, 1.0273906539859419, -1.2546164856141788, 1.6795186133330808, -1.2917753905896583, 1.4376577079402262, 2.042611479515502, 0.17051851887980343, 0.02899488058209822, 0.24876373421094727, 0.06601973384186423, 0.22350253848511487, 0.8241801220068634, 0.03501063486091633, 0.7539071353594212, 0.03488923989617106, -1.45547407467105, -0.5359645108060322, -1.284504149525958, 0.7162679959699161, -0.5031833256993665, 1.8929389937029355, 0.09901562576215357, -0.10940178309595011, 2.1374057165810063, -0.2027529518230585, -0.04669371402278774, -1.1166007758302954, -1.110979136920132, 0.9459463660753293, 0.27097005719316825, -1.7625289736087093, 0.8351417325563205, -1.6945826582379722, -0.2656569433609975, -0.8769678330899084, -0.8152967764266832, 0.19939256166508265, 0.5460777371186833, 1.458413440508323, -0.533553934042059, 0.936768896712938, -1.5020610105474623, -0.3740943538418646, -0.46449150985624155, 0.09247526313675637, 0.4408967762354214, -0.6062745194800315, -0.0868526946804238, 0.2379988912040208, -0.34447098504535295, 1.4294961780936741, -0.010673807091225312, 0.04162518036338937], \"yaxis\": \"y14\"}, {\"line\": {\"color\": \"rgba(128, 128, 128, 1.0)\", \"dash\": \"solid\", \"shape\": \"linear\", \"width\": 1.3}, \"marker\": {\"size\": 2, \"symbol\": \"circle\"}, \"mode\": \"markers\", \"name\": \"D\", \"text\": \"\", \"type\": \"scatter\", \"x\": [-0.4490965191707045, -1.3566624199171347, 0.11010174114668976, -1.2059230985671745, -1.293518642299254, 0.0768114429111746, 2.0713794720510563, -1.6136102766998872, -2.1183418088097254, 0.6584018977466556, -0.5819428441757667, 0.5471898408441686, -1.8244706216056903, -0.35890916630399583, 1.138641041310387, 0.31611546567849097, 1.0559771602321337, 0.33767317562215937, 0.3033628923796153, -1.4335836985969974, 1.2096368994544906, 0.20689061625255836, 0.09488785762250992, 0.5617887062170834, 0.023154308790518715, 0.15168789975164204, -0.6180336191881293, 0.20622837757895413, 0.6485714799411542, 1.1963676140509656, 0.1654910893430052, 0.5749779562163441, 0.16108900684868976, 0.3485567916805989, 0.3152055370319175, 0.08180464812136456, 0.020620326956704384, -1.5596986546230043, -0.2778496376241181, -0.8177813904604749, -0.047248911278135124, -0.26675964256587714, 0.33145366006431287, 0.4435718943527746, 1.0834591102193718, 1.1181927159205571, 0.4670669747598463, -0.5329526643065524, -0.44635128706169075, 0.014871920137131739, 1.3812612374583608, 1.8920639380885012, 0.5653173636965959, -1.098288205522477, -0.382976691456405, -2.0462213086186645, -0.20451968519589875, 0.07856773595182073, 0.6306289545841886, -0.8110523405607823, -2.0899974454372776, 0.056410401765543884, -0.47904391491468185, 0.9888181876263, 0.7921507229057528, 0.6588455707730912, -1.0117051153143026, -0.7401670941766406, -1.1019512930005688, -0.2330072114146048, 0.14678659128359187, -0.016972325384005515, 0.538226961324923, -0.5527431124284627, 0.21787234394765675, 0.5775448863301242, -0.18725702030590544, 0.2586947836219987, -0.2720062991616586, 0.4956980999399173, -0.2248874208324263, 1.046876962247096, 0.8739057120388894, -1.324810905399333, -1.8895230890311145, 0.8985423817325691, -0.4134721022129727, 0.07172149869464005, -1.6381683038387536, 0.42538928588685265, -1.1191856963454359, 0.32398329622996735, -1.3591175956603858, -1.9028566688666586, -0.6817634816272062, 0.2312632966984241, 0.6224618814324517, -0.8694786005425781, 0.847084292335929, -0.8414877548342978], \"xaxis\": \"x15\", \"y\": [0.16576029040650397, 0.7353781184301128, -0.39635288312626415, 0.8460923805492866, 0.5834280340395386, 0.022668873850809287, -0.7232984540044319, -1.3150340581479074, -0.34117426376557675, -2.2039151686405045, -0.5540034393317983, -0.5365510263084331, 0.9514694148660698, 1.6093071684143965, 0.5349031444835803, 0.8762223684320477, 1.4173775406277183, -0.45892366941253027, 0.7759706357601053, -0.5231570619640878, -0.7912812214498252, 1.1391103980200354, 1.040790199323024, -0.730873434869637, 1.3493645268911796, 0.9317563929515158, 0.7580306180283228, 0.5878386227634674, 1.4326486013465392, -0.20720218629137235, 0.24776731941903588, 0.07369409703522996, 0.5523389535964915, -1.4225823164676166, -0.31366079651470147, 0.2462780623614397, -0.9525515029157212, -1.5060095118808454, 0.16157669330880778, 0.2202473096122514, 0.25515230298668984, 0.1415806575371722, 1.0454826460039028, -1.6395532056044337, -1.1480878621577313, -0.21767196576881243, 0.6097280023008594, 1.0273906539859419, -1.2546164856141788, 1.6795186133330808, -1.2917753905896583, 1.4376577079402262, 2.042611479515502, 0.17051851887980343, 0.02899488058209822, 0.24876373421094727, 0.06601973384186423, 0.22350253848511487, 0.8241801220068634, 0.03501063486091633, 0.7539071353594212, 0.03488923989617106, -1.45547407467105, -0.5359645108060322, -1.284504149525958, 0.7162679959699161, -0.5031833256993665, 1.8929389937029355, 0.09901562576215357, -0.10940178309595011, 2.1374057165810063, -0.2027529518230585, -0.04669371402278774, -1.1166007758302954, -1.110979136920132, 0.9459463660753293, 0.27097005719316825, -1.7625289736087093, 0.8351417325563205, -1.6945826582379722, -0.2656569433609975, -0.8769678330899084, -0.8152967764266832, 0.19939256166508265, 0.5460777371186833, 1.458413440508323, -0.533553934042059, 0.936768896712938, -1.5020610105474623, -0.3740943538418646, -0.46449150985624155, 0.09247526313675637, 0.4408967762354214, -0.6062745194800315, -0.0868526946804238, 0.2379988912040208, -0.34447098504535295, 1.4294961780936741, -0.010673807091225312, 0.04162518036338937], \"yaxis\": \"y15\"}, {\"histfunc\": \"count\", \"histnorm\": \"\", \"marker\": {\"color\": \"rgba(128, 0, 128, 1.0)\", \"line\": {\"color\": \"#4D5663\", \"width\": 1.3}}, \"name\": \"D\", \"nbinsx\": 10, \"opacity\": 0.8, \"orientation\": \"v\", \"type\": \"histogram\", \"x\": [0.16576029040650397, 0.7353781184301128, -0.39635288312626415, 0.8460923805492866, 0.5834280340395386, 0.022668873850809287, -0.7232984540044319, -1.3150340581479074, -0.34117426376557675, -2.2039151686405045, -0.5540034393317983, -0.5365510263084331, 0.9514694148660698, 1.6093071684143965, 0.5349031444835803, 0.8762223684320477, 1.4173775406277183, -0.45892366941253027, 0.7759706357601053, -0.5231570619640878, -0.7912812214498252, 1.1391103980200354, 1.040790199323024, -0.730873434869637, 1.3493645268911796, 0.9317563929515158, 0.7580306180283228, 0.5878386227634674, 1.4326486013465392, -0.20720218629137235, 0.24776731941903588, 0.07369409703522996, 0.5523389535964915, -1.4225823164676166, -0.31366079651470147, 0.2462780623614397, -0.9525515029157212, -1.5060095118808454, 0.16157669330880778, 0.2202473096122514, 0.25515230298668984, 0.1415806575371722, 1.0454826460039028, -1.6395532056044337, -1.1480878621577313, -0.21767196576881243, 0.6097280023008594, 1.0273906539859419, -1.2546164856141788, 1.6795186133330808, -1.2917753905896583, 1.4376577079402262, 2.042611479515502, 0.17051851887980343, 0.02899488058209822, 0.24876373421094727, 0.06601973384186423, 0.22350253848511487, 0.8241801220068634, 0.03501063486091633, 0.7539071353594212, 0.03488923989617106, -1.45547407467105, -0.5359645108060322, -1.284504149525958, 0.7162679959699161, -0.5031833256993665, 1.8929389937029355, 0.09901562576215357, -0.10940178309595011, 2.1374057165810063, -0.2027529518230585, -0.04669371402278774, -1.1166007758302954, -1.110979136920132, 0.9459463660753293, 0.27097005719316825, -1.7625289736087093, 0.8351417325563205, -1.6945826582379722, -0.2656569433609975, -0.8769678330899084, -0.8152967764266832, 0.19939256166508265, 0.5460777371186833, 1.458413440508323, -0.533553934042059, 0.936768896712938, -1.5020610105474623, -0.3740943538418646, -0.46449150985624155, 0.09247526313675637, 0.4408967762354214, -0.6062745194800315, -0.0868526946804238, 0.2379988912040208, -0.34447098504535295, 1.4294961780936741, -0.010673807091225312, 0.04162518036338937], \"xaxis\": \"x16\", \"yaxis\": \"y16\"}],\n",
              "                        {\"bargap\": 0.02, \"legend\": {\"bgcolor\": \"#F5F6F9\", \"font\": {\"color\": \"#4D5663\"}}, \"paper_bgcolor\": \"#F5F6F9\", \"plot_bgcolor\": \"#F5F6F9\", \"showlegend\": false, \"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"contour\"}], \"contourcarpet\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"contourcarpet\"}], \"heatmap\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmap\"}], \"heatmapgl\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmapgl\"}], \"histogram\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"histogram\"}], \"histogram2d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2d\"}], \"histogram2dcontour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"#E5ECF6\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"white\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"#E5ECF6\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"title\": {\"font\": {\"color\": \"#4D5663\"}}, \"xaxis\": {\"anchor\": \"y\", \"domain\": [0.0, 0.2125], \"gridcolor\": \"#E1E5ED\", \"showgrid\": false, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"font\": {\"color\": \"#4D5663\"}, \"text\": \"\"}, \"zerolinecolor\": \"#E1E5ED\"}, \"xaxis10\": {\"anchor\": \"y10\", \"domain\": [0.2625, 0.475], \"gridcolor\": \"#E1E5ED\", \"showgrid\": false, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"font\": {\"color\": \"#4D5663\"}, \"text\": \"\"}, \"zerolinecolor\": \"#E1E5ED\"}, \"xaxis11\": {\"anchor\": \"y11\", \"domain\": [0.525, 0.7375], \"gridcolor\": \"#E1E5ED\", \"showgrid\": false, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"font\": {\"color\": \"#4D5663\"}, \"text\": \"\"}, \"zerolinecolor\": \"#E1E5ED\"}, \"xaxis12\": {\"anchor\": \"y12\", \"domain\": [0.7875, 1.0], \"gridcolor\": \"#E1E5ED\", \"showgrid\": false, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"font\": {\"color\": \"#4D5663\"}, \"text\": \"\"}, \"zerolinecolor\": \"#E1E5ED\"}, \"xaxis13\": {\"anchor\": \"y13\", \"domain\": [0.0, 0.2125], \"gridcolor\": \"#E1E5ED\", \"showgrid\": false, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"font\": {\"color\": \"#4D5663\"}, \"text\": \"\"}, \"zerolinecolor\": \"#E1E5ED\"}, \"xaxis14\": {\"anchor\": \"y14\", \"domain\": [0.2625, 0.475], \"gridcolor\": \"#E1E5ED\", \"showgrid\": false, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"font\": {\"color\": \"#4D5663\"}, \"text\": \"\"}, \"zerolinecolor\": \"#E1E5ED\"}, \"xaxis15\": {\"anchor\": \"y15\", \"domain\": [0.525, 0.7375], \"gridcolor\": \"#E1E5ED\", \"showgrid\": false, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"font\": {\"color\": \"#4D5663\"}, \"text\": \"\"}, \"zerolinecolor\": \"#E1E5ED\"}, \"xaxis16\": {\"anchor\": \"y16\", \"domain\": [0.7875, 1.0], \"gridcolor\": \"#E1E5ED\", \"showgrid\": false, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"font\": {\"color\": \"#4D5663\"}, \"text\": \"\"}, \"zerolinecolor\": \"#E1E5ED\"}, \"xaxis2\": {\"anchor\": \"y2\", \"domain\": [0.2625, 0.475], \"gridcolor\": \"#E1E5ED\", \"showgrid\": false, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"font\": {\"color\": \"#4D5663\"}, \"text\": \"\"}, \"zerolinecolor\": \"#E1E5ED\"}, \"xaxis3\": {\"anchor\": \"y3\", \"domain\": [0.525, 0.7375], \"gridcolor\": \"#E1E5ED\", \"showgrid\": false, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"font\": {\"color\": \"#4D5663\"}, \"text\": \"\"}, \"zerolinecolor\": \"#E1E5ED\"}, \"xaxis4\": {\"anchor\": \"y4\", \"domain\": [0.7875, 1.0], \"gridcolor\": \"#E1E5ED\", \"showgrid\": false, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"font\": {\"color\": \"#4D5663\"}, \"text\": \"\"}, \"zerolinecolor\": \"#E1E5ED\"}, \"xaxis5\": {\"anchor\": \"y5\", \"domain\": [0.0, 0.2125], \"gridcolor\": \"#E1E5ED\", \"showgrid\": false, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"font\": {\"color\": \"#4D5663\"}, \"text\": \"\"}, \"zerolinecolor\": \"#E1E5ED\"}, \"xaxis6\": {\"anchor\": \"y6\", \"domain\": [0.2625, 0.475], \"gridcolor\": \"#E1E5ED\", \"showgrid\": false, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"font\": {\"color\": \"#4D5663\"}, \"text\": \"\"}, \"zerolinecolor\": \"#E1E5ED\"}, \"xaxis7\": {\"anchor\": \"y7\", \"domain\": [0.525, 0.7375], \"gridcolor\": \"#E1E5ED\", \"showgrid\": false, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"font\": {\"color\": \"#4D5663\"}, \"text\": \"\"}, \"zerolinecolor\": \"#E1E5ED\"}, \"xaxis8\": {\"anchor\": \"y8\", \"domain\": [0.7875, 1.0], \"gridcolor\": \"#E1E5ED\", \"showgrid\": false, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"font\": {\"color\": \"#4D5663\"}, \"text\": \"\"}, \"zerolinecolor\": \"#E1E5ED\"}, \"xaxis9\": {\"anchor\": \"y9\", \"domain\": [0.0, 0.2125], \"gridcolor\": \"#E1E5ED\", \"showgrid\": false, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"font\": {\"color\": \"#4D5663\"}, \"text\": \"\"}, \"zerolinecolor\": \"#E1E5ED\"}, \"yaxis\": {\"anchor\": \"x\", \"domain\": [0.8025, 1.0], \"gridcolor\": \"#E1E5ED\", \"showgrid\": false, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"font\": {\"color\": \"#4D5663\"}, \"text\": \"\"}, \"zerolinecolor\": \"#E1E5ED\"}, \"yaxis10\": {\"anchor\": \"x10\", \"domain\": [0.2675, 0.465], \"gridcolor\": \"#E1E5ED\", \"showgrid\": false, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"font\": {\"color\": \"#4D5663\"}, \"text\": \"\"}, \"zerolinecolor\": \"#E1E5ED\"}, \"yaxis11\": {\"anchor\": \"x11\", \"domain\": [0.2675, 0.465], \"gridcolor\": \"#E1E5ED\", \"showgrid\": false, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"font\": {\"color\": \"#4D5663\"}, \"text\": \"\"}, \"zerolinecolor\": \"#E1E5ED\"}, \"yaxis12\": {\"anchor\": \"x12\", \"domain\": [0.2675, 0.465], \"gridcolor\": \"#E1E5ED\", \"showgrid\": false, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"font\": {\"color\": \"#4D5663\"}, \"text\": \"\"}, \"zerolinecolor\": \"#E1E5ED\"}, \"yaxis13\": {\"anchor\": \"x13\", \"domain\": [0.0, 0.1975], \"gridcolor\": \"#E1E5ED\", \"showgrid\": false, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"font\": {\"color\": \"#4D5663\"}, \"text\": \"\"}, \"zerolinecolor\": \"#E1E5ED\"}, \"yaxis14\": {\"anchor\": \"x14\", \"domain\": [0.0, 0.1975], \"gridcolor\": \"#E1E5ED\", \"showgrid\": false, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"font\": {\"color\": \"#4D5663\"}, \"text\": \"\"}, \"zerolinecolor\": \"#E1E5ED\"}, \"yaxis15\": {\"anchor\": \"x15\", \"domain\": [0.0, 0.1975], \"gridcolor\": \"#E1E5ED\", \"showgrid\": false, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"font\": {\"color\": \"#4D5663\"}, \"text\": \"\"}, \"zerolinecolor\": \"#E1E5ED\"}, \"yaxis16\": {\"anchor\": \"x16\", \"domain\": [0.0, 0.1975], \"gridcolor\": \"#E1E5ED\", \"showgrid\": false, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"font\": {\"color\": \"#4D5663\"}, \"text\": \"\"}, \"zerolinecolor\": \"#E1E5ED\"}, \"yaxis2\": {\"anchor\": \"x2\", \"domain\": [0.8025, 1.0], \"gridcolor\": \"#E1E5ED\", \"showgrid\": false, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"font\": {\"color\": \"#4D5663\"}, \"text\": \"\"}, \"zerolinecolor\": \"#E1E5ED\"}, \"yaxis3\": {\"anchor\": \"x3\", \"domain\": [0.8025, 1.0], \"gridcolor\": \"#E1E5ED\", \"showgrid\": false, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"font\": {\"color\": \"#4D5663\"}, \"text\": \"\"}, \"zerolinecolor\": \"#E1E5ED\"}, \"yaxis4\": {\"anchor\": \"x4\", \"domain\": [0.8025, 1.0], \"gridcolor\": \"#E1E5ED\", \"showgrid\": false, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"font\": {\"color\": \"#4D5663\"}, \"text\": \"\"}, \"zerolinecolor\": \"#E1E5ED\"}, \"yaxis5\": {\"anchor\": \"x5\", \"domain\": [0.535, 0.7325], \"gridcolor\": \"#E1E5ED\", \"showgrid\": false, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"font\": {\"color\": \"#4D5663\"}, \"text\": \"\"}, \"zerolinecolor\": \"#E1E5ED\"}, \"yaxis6\": {\"anchor\": \"x6\", \"domain\": [0.535, 0.7325], \"gridcolor\": \"#E1E5ED\", \"showgrid\": false, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"font\": {\"color\": \"#4D5663\"}, \"text\": \"\"}, \"zerolinecolor\": \"#E1E5ED\"}, \"yaxis7\": {\"anchor\": \"x7\", \"domain\": [0.535, 0.7325], \"gridcolor\": \"#E1E5ED\", \"showgrid\": false, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"font\": {\"color\": \"#4D5663\"}, \"text\": \"\"}, \"zerolinecolor\": \"#E1E5ED\"}, \"yaxis8\": {\"anchor\": \"x8\", \"domain\": [0.535, 0.7325], \"gridcolor\": \"#E1E5ED\", \"showgrid\": false, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"font\": {\"color\": \"#4D5663\"}, \"text\": \"\"}, \"zerolinecolor\": \"#E1E5ED\"}, \"yaxis9\": {\"anchor\": \"x9\", \"domain\": [0.2675, 0.465], \"gridcolor\": \"#E1E5ED\", \"showgrid\": false, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"font\": {\"color\": \"#4D5663\"}, \"text\": \"\"}, \"zerolinecolor\": \"#E1E5ED\"}},\n",
              "                        {\"showLink\": true, \"linkText\": \"Export to plot.ly\", \"plotlyServerURL\": \"https://plot.ly\", \"responsive\": true}\n",
              "                    ).then(function(){\n",
              "                            \n",
              "var gd = document.getElementById('0151e059-3d8a-4e1b-ac86-e1aa488a8f0b');\n",
              "var x = new MutationObserver(function (mutations, observer) {{\n",
              "        var display = window.getComputedStyle(gd).display;\n",
              "        if (!display || display === 'none') {{\n",
              "            console.log([gd, 'removed!']);\n",
              "            Plotly.purge(gd);\n",
              "            observer.disconnect();\n",
              "        }}\n",
              "}});\n",
              "\n",
              "// Listen for the removal of the full notebook cells\n",
              "var notebookContainer = gd.closest('#notebook-container');\n",
              "if (notebookContainer) {{\n",
              "    x.observe(notebookContainer, {childList: true});\n",
              "}}\n",
              "\n",
              "// Listen for the clearing of the current output cell\n",
              "var outputEl = gd.closest('.output');\n",
              "if (outputEl) {{\n",
              "    x.observe(outputEl, {childList: true});\n",
              "}}\n",
              "\n",
              "                        })\n",
              "                };\n",
              "                \n",
              "            </script>\n",
              "        </div>\n",
              "</body>\n",
              "</html>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "86XuKe8U5dqZ",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    }
  ]
}