PlotlyJS_examples.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## まえがき\n",
    "\n",
    "本ノートブックは、個人的なPlotlyJSの使い方のメモ書きであるとともに、同様の疑問点をもった方の助けになればと思い公開しています。\n",
    "\n",
    "私は綺麗に描画する際は[PGFPlotsX](https://github.com/KristofferC/PGFPlotsX.jl)を使い、色々グリグリしたい時は[PlotlyJS](https://github.com/JuliaPlots/PlotlyJS.jl)と使い分けています。多くの人にとっては[Plots](https://github.com/JuliaPlots/Plots.jl)のバックエンドを切り替えて使うやり方が一般的だと思います。本資料は、私のように各ライブラリを直接操作したいという方に適しています。PGFPlotsX, PlotlyJSともにJuliaに依存しない描画ツールのため、ネット上に参考資料が多数存在します。それらを参考にできることが、各ライブラリを直接扱う利点と考えています。\n",
    "\n",
    "本資料は、以前書いた[PGFPlotsXのExample集](https://nbviewer.jupyter.org/gist/nobuta05/edc28f89d290443c72e68c1d314ddea3/PGFPlotsX_Examples.ipynb)をもとにPlotlyJS版として書き換えたものです。そちらも合わせて確認いただければ幸いです。 `lprtl, rprtl` 等の説明は前述のページに記載しているため割愛します。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Julia Version 1.5.2\n",
      "Commit 539f3ce943 (2020-09-23 23:17 UTC)\n",
      "Platform Info:\n",
      "  OS: Linux (x86_64-pc-linux-gnu)\n",
      "  CPU: Intel(R) Core(TM) i5-8400 CPU @ 2.80GHz\n",
      "  WORD_SIZE: 64\n",
      "  LIBM: libopenlibm\n",
      "  LLVM: libLLVM-9.0.1 (ORCJIT, skylake)\n",
      "Environment:\n",
      "  JULIA_NUM_THREADS = 6\n"
     ]
    }
   ],
   "source": [
    "versioninfo()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[32m\u001b[1mStatus\u001b[22m\u001b[39m `~/.julia/environments/v1.5/Project.toml`\n",
      " \u001b[90m [31c24e10] \u001b[39m\u001b[37mDistributions v0.24.3\u001b[39m\n",
      " \u001b[90m [7073ff75] \u001b[39m\u001b[37mIJulia v1.22.0\u001b[39m\n",
      " \u001b[90m [b964fa9f] \u001b[39m\u001b[37mLaTeXStrings v1.2.0\u001b[39m\n",
      " \u001b[90m [f0f68f2c] \u001b[39m\u001b[37mPlotlyJS v0.14.0\u001b[39m\n"
     ]
    }
   ],
   "source": [
    "using Pkg;\n",
    "Pkg.status([\"IJulia\", \"LaTeXStrings\", \"PlotlyJS\", \"Distributions\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "        console.log(\"WebIO detected Jupyter notebook environment.\");\n",
       "        // Jupyter notebook.\n",
       "        var extensions = (\n",
       "            Jupyter\n",
       "            && Jupyter.notebook.config.data\n",
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       "        if (extensions && extensions[\"webio-jupyter-notebook\"]) {\n",
       "            // Extension already loaded.\n",
       "            console.log(\"Jupyter WebIO nbextension detected; not loading ad-hoc.\");\n",
       "            hide();\n",
       "            return;\n",
       "        }\n",
       "    } else if (window.location.pathname.includes(\"/lab\")) {\n",
       "        // Guessing JupyterLa\n",
       "        console.log(\"Jupyter Lab detected; make sure the @webio/jupyter-lab-provider labextension is installed.\");\n",
       "        hide();\n",
       "        return;\n",
       "    }\n",
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       "\n",
       "</script>\n",
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       "    For troubleshooting, please see <a href=\"https://juliagizmos.github.io/WebIO.jl/latest/providers/ijulia/\">\n",
       "    the WebIO/IJulia documentation</a>.\n",
       "    <!-- TODO: link to installation docs. -->\n",
       "</p>\n"
      ],
      "text/plain": [
       "HTML{String}(\"<script>\\n// Immediately-invoked-function-expression to avoid global variables.\\n(function() {\\n    var warning_div = document.getElementById(\\\"webio-warning-2129924394342200336\\\");\\n    var hide = function () {\\n        var script = document.getElementById(\\\"webio-setup-13702102308093148287\\\");\\n        var parent = script && script.parentElement;\\n        var grandparent = parent && parent.parentElement;\\n        if (grandparent) {\\n            grandparent.style.display = \\\"none\\\";\\n        }\\n        warning_div.style.display = \\\"none\\\";\\n    };\\n    if (typeof Jupyter !== \\\"undefined\\\") {\\n        console.log(\\\"WebIO detected Jupyter notebook environment.\\\");\\n        // Jupyter notebook.\\n        var extensions = (\\n            Jupyter\\n            && Jupyter.notebook.config.data\\n            && Jupyter.notebook.config.data.load_extensions\\n        );\\n        if (extensions && extensions[\\\"webio-jupyter-notebook\\\"]) {\\n            // Extension already loaded.\\n            console.log(\\\"Jupyter WebIO nbextension detected; not loading ad-hoc.\\\");\\n            hide();\\n            return;\\n        }\\n    } else if (window.location.pathname.includes(\\\"/lab\\\")) {\\n        // Guessing JupyterLa\\n        console.log(\\\"Jupyter Lab detected; make sure the @webio/jupyter-lab-provider labextension is installed.\\\");\\n        hide();\\n        return;\\n    }\\n})();\\n\\n</script>\\n<p\\n    id=\\\"webio-warning-2129924394342200336\\\"\\n    class=\\\"output_text output_stderr\\\"\\n    style=\\\"padding: 1em; font-weight: bold;\\\"\\n>\\n    Unable to load WebIO. Please make sure WebIO works for your Jupyter client.\\n    For troubleshooting, please see <a href=\\\"https://juliagizmos.github.io/WebIO.jl/latest/providers/ijulia/\\\">\\n    the WebIO/IJulia documentation</a>.\\n    <!-- TODO: link to installation docs. -->\\n</p>\\n\")"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "using LinearAlgebra, PlotlyJS, Random, Distributions\n",
    "Random.seed!(0);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 動作確認\n",
    "簡単なプロットは次のようにして描画できます。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "data": [
        {
         "type": "scatter",
         "x": [
          1,
          2,
          3,
          4
         ],
         "y": [
          0,
          1,
          0,
          2
         ]
        }
       ],
       "frames": [],
       "layout": {
        "autosize": true,
        "margin": {
         "b": 50,
         "l": 50,
         "r": 50,
         "t": 60
        },
        "xaxis": {
         "autorange": true,
         "range": [
          0.8235086064607404,
          4.176491393539259
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         "type": "linear"
        },
        "yaxis": {
         "autorange": true,
         "range": [
          -0.1390284757118928,
          2.1390284757118927
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         "type": "linear"
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",
      "text/plain": [
       "data: [\n",
       "  \"scatter with fields type, x, and y\"\n",
       "]\n",
       "\n",
       "layout: \"layout with field margin\"\n",
       "\n"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X = [\n",
    "  1 0\n",
    "  2 1\n",
    "  3 0\n",
    "  4 2\n",
    "];\n",
    "\n",
    "Plot(\n",
    "  scatter(\n",
    "    x=X[:,1],\n",
    "    y=X[:,2]\n",
    "  )\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 図の保存\n",
    "\n",
    "`savefig` を使うことで保存ができます。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = [\n",
    "  1 0\n",
    "  2 1\n",
    "  3 0\n",
    "  4 2\n",
    "];\n",
    "\n",
    "p = Plot(\n",
    "  scatter(\n",
    "    x=X[:,1],\n",
    "    y=X[:,2]\n",
    "  )\n",
    ");\n",
    "\n",
    "# savefig(p, \"out.pdf\")\n",
    "# savefig(p, \"out.svg\")\n",
    "## pdfはそれほど綺麗でない。綺麗にファイル保存をしたい場合はPGFPlotsXが適する。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## マーカーの指定\n",
    "\n",
    "例えば[こちら](https://plotly.com/python/marker-style/)に使用可能なマーカー一覧が記載されています。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "data": [
        {
         "line": {
          "color": "lightblue"
         },
         "marker": {
          "color": "green",
          "symbol": "square"
         },
         "type": "scatter",
         "x": [
          0.9266219999309768,
          0.7854086758392804,
          0.1563639702460078,
          0.8403436031429723,
          0.0035266489474599094
         ],
         "y": [
          0.8706954808674581,
          0.11753888539763557,
          0.7861044232089971,
          0.6511542742007919,
          0.9134822201245827
         ]
        }
       ],
       "frames": [],
       "layout": {
        "autosize": true,
        "margin": {
         "b": 50,
         "l": 50,
         "r": 50,
         "t": 60
        },
        "xaxis": {
         "autorange": true,
         "range": [
          -0.05077947934077103,
          0.9809281282192077
         ],
         "type": "linear"
        },
        "yaxis": {
         "autorange": true,
         "range": [
          0.06220949110757141,
          0.9688116144146468
         ],
         "type": "linear"
        }
       }
      },
      "image/png": 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",
      "text/plain": [
       "data: [\n",
       "  \"scatter with fields line, marker, type, x, and y\"\n",
       "]\n",
       "\n",
       "layout: \"layout with field margin\"\n",
       "\n"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Plot(\n",
    "  scatter(\n",
    "    x=rand(5),\n",
    "    y=rand(5),\n",
    "    marker=attr(\n",
    "      color=\"green\",\n",
    "      symbol=\"square\"\n",
    "    ),\n",
    "    line=attr(\n",
    "      color=\"lightblue\"\n",
    "    )\n",
    "  )\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "data": [
        {
         "marker": {
          "size": 30,
          "symbol": "star-open"
         },
         "type": "scatter",
         "x": [
          0.9396296196473957,
          0.6380194373216093,
          0.8007648207535798,
          0.6466021335321968,
          0.09604140871232003
         ],
         "y": [
          0.05261474249899578,
          0.3674059372573488,
          0.2329064561921117,
          0.8936852606468337,
          0.7942650650926462
         ]
        }
       ],
       "frames": [],
       "layout": {
        "autosize": true,
        "margin": {
         "b": 50,
         "l": 50,
         "r": 50,
         "t": 60
        },
        "xaxis": {
         "autorange": true,
         "range": [
          0.03502844827400679,
          1.0006425800857088
         ],
         "type": "linear"
        },
        "yaxis": {
         "autorange": true,
         "range": [
          -0.059371369321433304,
          1.0056713724672628
         ],
         "type": "linear"
        }
       }
      },
      "image/png": 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",
      "text/plain": [
       "data: [\n",
       "  \"scatter with fields marker, type, x, and y\"\n",
       "]\n",
       "\n",
       "layout: \"layout with field margin\"\n",
       "\n"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Plot(\n",
    "  scatter(\n",
    "    x=rand(5),\n",
    "    y=rand(5),\n",
    "    marker=attr(\n",
    "      symbol=\"star-open\",\n",
    "      size=30\n",
    "    )\n",
    "  )\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## マーカーの除去"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "data": [
        {
         "mode": "lines",
         "type": "scatter",
         "x": [
          0.4877835279637017,
          0.9102633771561071,
          0.5637904344730922,
          0.4738408907727787,
          0.041923699344958765
         ],
         "y": [
          0.767484149181751,
          0.18887017517452898,
          0.5413992011394879,
          0.71852470161141,
          0.17566367434435803
         ]
        }
       ],
       "frames": [],
       "layout": {
        "autosize": true,
        "margin": {
         "b": 50,
         "l": 50,
         "r": 50,
         "t": 60
        },
        "xaxis": {
         "autorange": true,
         "range": [
          0.041923699344958765,
          0.9102633771561071
         ],
         "type": "linear"
        },
        "yaxis": {
         "autorange": true,
         "range": [
          0.142784759075614,
          0.8003630644504951
         ],
         "type": "linear"
        }
       }
      },
      "image/png": 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",
      "text/plain": [
       "data: [\n",
       "  \"scatter with fields mode, type, x, and y\"\n",
       "]\n",
       "\n",
       "layout: \"layout with field margin\"\n",
       "\n"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Plot(\n",
    "  scatter(\n",
    "    x=rand(5),\n",
    "    y=rand(5),\n",
    "    mode=\"lines\"\n",
    "  )\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## マーカーのみ描画(散布図)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "data": [
        {
         "mode": "markers",
         "type": "scatter",
         "x": [
          0.7674259158062062,
          0.7588956714216268,
          0.5737033899783834,
          0.8411306835418981,
          0.7033423847176887
         ],
         "y": [
          0.9937329111720385,
          0.3944590620272117,
          0.09152765507456473,
          0.16410012216552383,
          0.49756891811614756
         ]
        }
       ],
       "frames": [],
       "layout": {
        "autosize": true,
        "margin": {
         "b": 50,
         "l": 50,
         "r": 50,
         "t": 60
        },
        "xaxis": {
         "autorange": true,
         "range": [
          0.5579705180745643,
          0.8568635554457172
         ],
         "type": "linear"
        },
        "yaxis": {
         "autorange": true,
         "range": [
          0.0288115443073199,
          1.0564490219392835
         ],
         "type": "linear"
        }
       }
      },
      "image/png": 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",
      "text/plain": [
       "data: [\n",
       "  \"scatter with fields mode, type, x, and y\"\n",
       "]\n",
       "\n",
       "layout: \"layout with field margin\"\n",
       "\n"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Plot(\n",
    "  scatter(\n",
    "    x=rand(5),\n",
    "    y=rand(5),\n",
    "    mode=\"markers\"\n",
    "  )\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## マーカーサイズの指定"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "data": [
        {
         "marker": {
          "size": 20
         },
         "type": "scatter",
         "x": [
          0.04005188924234249,
          0.16248551249709786,
          0.5990350964855811,
          0.5481914184750583,
          0.9386346164723427
         ],
         "y": [
          0.3966600374283953,
          0.06292329420945264,
          0.09497477644128005,
          0.45477165381691376,
          0.5777773815724832
         ]
        }
       ],
       "frames": [],
       "layout": {
        "autosize": true,
        "margin": {
         "b": 50,
         "l": 50,
         "r": 50,
         "t": 60
        },
        "xaxis": {
         "autorange": true,
         "range": [
          -0.019815433037246297,
          0.9985019387519315
         ],
         "type": "linear"
        },
        "yaxis": {
         "autorange": true,
         "range": [
          0.008872776141091783,
          0.631827899640844
         ],
         "type": "linear"
        }
       }
      },
      "image/png": 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",
      "text/plain": [
       "data: [\n",
       "  \"scatter with fields marker, type, x, and y\"\n",
       "]\n",
       "\n",
       "layout: \"layout with field margin\"\n",
       "\n"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Plot(\n",
    "  scatter(\n",
    "    x=rand(5),\n",
    "    y=rand(5),\n",
    "    marker=attr(\n",
    "      size=20\n",
    "    )\n",
    "  )\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## マーカーの色指定"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "data": [
        {
         "marker": {
          "color": "red"
         },
         "mode": "markers",
         "type": "scatter",
         "x": [
          0.6611266779315774,
          0.5374199080667279,
          0.3455833920290121,
          0.1295603813142816,
          0.19392847055160445
         ],
         "y": [
          0.9631484730432212,
          0.7976178933437919,
          0.27989134120632997,
          0.05587488200752455,
          0.39016814947656386
         ]
        }
       ],
       "frames": [],
       "layout": {
        "autosize": true,
        "margin": {
         "b": 50,
         "l": 50,
         "r": 50,
         "t": 60
        },
        "xaxis": {
         "autorange": true,
         "range": [
          0.09828808916478496,
          0.6923989700810741
         ],
         "type": "linear"
        },
        "yaxis": {
         "autorange": true,
         "range": [
          -0.007193550200149501,
          1.0262169052508952
         ],
         "type": "linear"
        }
       }
      },
      "image/png": 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",
      "text/plain": [
       "data: [\n",
       "  \"scatter with fields marker, mode, type, x, and y\"\n",
       "]\n",
       "\n",
       "layout: \"layout with field margin\"\n",
       "\n"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Plot(\n",
    "  scatter(\n",
    "    x=rand(5),\n",
    "    y=rand(5),\n",
    "    mode=\"markers\",\n",
    "    marker=attr(\n",
    "      color=\"red\"\n",
    "    )\n",
    "  )\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 白抜きマーカー\n",
    "\n",
    "シンボル名に `-open` をつけると白抜きとなる。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "data": [
        {
         "marker": {
          "size": 20,
          "symbol": "circle-open"
         },
         "type": "scatter",
         "x": [
          0.4166485961045747,
          0.7262250749909944,
          0.8863531068443542,
          0.3430861500869824,
          0.9711257069841772
         ],
         "y": [
          0.23501417118168688,
          0.6436904482852117,
          0.21456850071285705,
          0.33085721807734303,
          0.1984446739769712
         ]
        }
       ],
       "frames": [],
       "layout": {
        "autosize": true,
        "margin": {
         "b": 50,
         "l": 50,
         "r": 50,
         "t": 60
        },
        "xaxis": {
         "autorange": true,
         "range": [
          0.30124354014387955,
          1.01296831692728
         ],
         "type": "linear"
        },
        "yaxis": {
         "autorange": true,
         "range": [
          0.15170179019728047,
          0.6904333320649024
         ],
         "type": "linear"
        }
       }
      },
      "image/png": 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",
      "text/plain": [
       "data: [\n",
       "  \"scatter with fields marker, type, x, and y\"\n",
       "]\n",
       "\n",
       "layout: \"layout with field margin\"\n",
       "\n"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Plot(\n",
    "  scatter(\n",
    "    x=rand(5),\n",
    "    y=rand(5),\n",
    "    marker=attr(\n",
    "      symbol=\"circle-open\",\n",
    "      size=20\n",
    "    )\n",
    "  )\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上記は塗りつぶしのない白抜きマーカーになります。\n",
    "\n",
    "しかしline+marker図の場合、上記のようにmarker内のlineの色が見えてしまい、見栄えが悪いです。下記のようにすることで期待した結果が得られます。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "data": [
        {
         "line": {
          "color": "blue"
         },
         "marker": {
          "color": "white",
          "line": {
           "color": "black",
           "width": 5
          },
          "size": 20
         },
         "type": "scatter",
         "x": [
          0.7671998751804037,
          0.07685140901631926,
          0.134553376529573,
          0.7455957549248431,
          0.41908187921318096
         ],
         "y": [
          0.8427831422912513,
          0.3541006537758913,
          0.4981280581524863,
          0.3133789668535498,
          0.17655468349030845
         ]
        }
       ],
       "frames": [],
       "layout": {
        "autosize": true,
        "margin": {
         "b": 50,
         "l": 50,
         "r": 50,
         "t": 60
        },
        "xaxis": {
         "autorange": true,
         "range": [
          0.03085752013257887,
          0.813193764064144
         ],
         "type": "linear"
        },
        "yaxis": {
         "autorange": true,
         "range": [
          0.10661254991512051,
          0.9127252758664393
         ],
         "type": "linear"
        }
       }
      },
      "image/png": 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",
      "text/plain": [
       "data: [\n",
       "  \"scatter with fields line, marker, type, x, and y\"\n",
       "]\n",
       "\n",
       "layout: \"layout with field margin\"\n",
       "\n"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Plot(\n",
    "  scatter(\n",
    "    x=rand(5),\n",
    "    y=rand(5),\n",
    "    marker=attr(\n",
    "      color=\"white\",\n",
    "      size=20,\n",
    "      line=attr(\n",
    "        color=\"black\",\n",
    "        width=5\n",
    "      )\n",
    "    ),\n",
    "    line=attr(\n",
    "      color=\"blue\"\n",
    "    )\n",
    "  )\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 線の種類変更"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "data": [
        {
         "line": {
          "dash": "dash"
         },
         "type": "scatter",
         "x": [
          0.8001962906722786,
          0.4682374700370042,
          0.44296558008804876,
          0.14210016025016814,
          0.4597454179724141
         ],
         "y": [
          0.8029940918070357,
          0.021037913928598106,
          0.1411328920256958,
          0.4242328400313997,
          0.3932245010474231
         ]
        }
       ],
       "frames": [],
       "layout": {
        "autosize": true,
        "margin": {
         "b": 50,
         "l": 50,
         "r": 50,
         "t": 60
        },
        "xaxis": {
         "autorange": true,
         "range": [
          0.10338405920317062,
          0.8389123917192761
         ],
         "type": "linear"
        },
        "yaxis": {
         "autorange": true,
         "range": [
          -0.033319173813370344,
          0.8573511795490042
         ],
         "type": "linear"
        }
       }
      },
      "image/png": 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",
      "text/plain": [
       "data: [\n",
       "  \"scatter with fields line, type, x, and y\"\n",
       "]\n",
       "\n",
       "layout: \"layout with field margin\"\n",
       "\n"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Plot(\n",
    "  scatter(\n",
    "    x=rand(5),\n",
    "    y=rand(5),\n",
    "    line=attr(\n",
    "      dash=\"dash\"\n",
    "    )\n",
    "  )\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "data": [
        {
         "line": {
          "dash": "dot"
         },
         "type": "scatter",
         "x": [
          0.9769003285521993,
          0.4185927111366623,
          0.036768700551764955,
          0.6391283408235728,
          0.1712428984419918
         ],
         "y": [
          0.6679169535893521,
          0.8486063350753572,
          0.7759054853833023,
          0.3038934292360167,
          0.944847372609017
         ]
        }
       ],
       "frames": [],
       "layout": {
        "autosize": true,
        "margin": {
         "b": 50,
         "l": 50,
         "r": 50,
         "t": 60
        },
        "xaxis": {
         "autorange": true,
         "range": [
          -0.018539679826944863,
          1.032208708930909
         ],
         "type": "linear"
        },
        "yaxis": {
         "autorange": true,
         "range": [
          0.25933800436167914,
          0.9894027974833545
         ],
         "type": "linear"
        }
       }
      },
      "image/png": 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",
      "text/plain": [
       "data: [\n",
       "  \"scatter with fields line, type, x, and y\"\n",
       "]\n",
       "\n",
       "layout: \"layout with field margin\"\n",
       "\n"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Plot(\n",
    "  scatter(\n",
    "    x=rand(5),\n",
    "    y=rand(5),\n",
    "    line=attr(\n",
    "      dash=\"dot\"\n",
    "    )\n",
    "  )\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 線の太さ変更"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "data": [
        {
         "line": {
          "width": 10
         },
         "type": "scatter",
         "x": [
          0.4853260190353508,
          0.4275774644310104,
          0.4021707801549803,
          0.210185949552961,
          0.47237573036771474
         ],
         "y": [
          0.47905564399675105,
          0.42833864027175284,
          0.29741742488415435,
          0.3491152706209586,
          0.3482529715763947
         ]
        }
       ],
       "frames": [],
       "layout": {
        "autosize": true,
        "margin": {
         "b": 50,
         "l": 50,
         "r": 50,
         "t": 60
        },
        "xaxis": {
         "autorange": true,
         "range": [
          0.1939993314591491,
          0.5015126371291627
         ],
         "type": "linear"
        },
        "yaxis": {
         "autorange": true,
         "range": [
          0.2847909825170308,
          0.4916820863638746
         ],
         "type": "linear"
        }
       }
      },
      "image/png": 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",
      "text/plain": [
       "data: [\n",
       "  \"scatter with fields line, type, x, and y\"\n",
       "]\n",
       "\n",
       "layout: \"layout with field margin\"\n",
       "\n"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Plot(\n",
    "  scatter(\n",
    "    x=rand(5),\n",
    "    y=rand(5),\n",
    "    line=attr(\n",
    "      width=10\n",
    "    )\n",
    "  )\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 線の色変更"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "data": [
        {
         "line": {
          "color": "green"
         },
         "type": "scatter",
         "x": [
          0.9510272957412889,
          0.37824261895989353,
          0.20572665189218675,
          0.7441106066942154,
          0.9120772735262894
         ],
         "y": [
          0.29034408161290615,
          0.11901784234599111,
          0.6744038657709459,
          0.7402310047802878,
          0.07972552856115267
         ]
        }
       ],
       "frames": [],
       "layout": {
        "autosize": true,
        "margin": {
         "b": 50,
         "l": 50,
         "r": 50,
         "t": 60
        },
        "xaxis": {
         "autorange": true,
         "range": [
          0.16188026881264161,
          0.994873678820834
         ],
         "type": "linear"
        },
        "yaxis": {
         "autorange": true,
         "range": [
          0.03381099378210056,
          0.78614553955934
         ],
         "type": "linear"
        }
       }
      },
      "image/png": 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",
      "text/plain": [
       "data: [\n",
       "  \"scatter with fields line, type, x, and y\"\n",
       "]\n",
       "\n",
       "layout: \"layout with field margin\"\n",
       "\n"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Plot(\n",
    "  scatter(\n",
    "    x=rand(5),\n",
    "    y=rand(5),\n",
    "    line=attr(\n",
    "      color=\"green\"\n",
    "    )\n",
    "  )\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## タイトル、xラベル、yラベル"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "data": [
        {
         "type": "scatter",
         "x": [
          0.26236831916238956,
          0.039276649904567806,
          0.0009708830017145509,
          0.49508297796349776,
          0.3408340446375888
         ],
         "y": [
          0.3211229457075784,
          0.8647552308423376,
          0.9275788617593108,
          0.9644606640814908,
          0.10917278219728899
         ]
        }
       ],
       "frames": [],
       "layout": {
        "autosize": true,
        "margin": {
         "b": 50,
         "l": 50,
         "r": 50,
         "t": 60
        },
        "title": {
         "font": {
          "size": 30
         },
         "text": "title"
        },
        "xaxis": {
         "automargin": true,
         "autorange": true,
         "range": [
          -0.028097961066421477,
          0.5241518220316338
         ],
         "title": {
          "font": {
           "size": 40
          },
          "text": "X axis"
         },
         "type": "linear"
        },
        "yaxis": {
         "autorange": true,
         "range": [
          0.04903298603929604,
          1.0246004602394838
         ],
         "title": {
          "text": "Y axis"
         },
         "type": "linear"
        }
       }
      },
      "image/png": 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",
      "text/plain": [
       "data: [\n",
       "  \"scatter with fields type, x, and y\"\n",
       "]\n",
       "\n",
       "layout: \"layout with fields margin, title, titlefont, xaxis, and yaxis\"\n",
       "\n"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X = [1 0; 2 1; 3 0; 4 2]\n",
    "\n",
    "s = scatter(\n",
    "  x=rand(5),\n",
    "  y=rand(5)\n",
    ")\n",
    "\n",
    "layout = Layout(\n",
    "  xaxis=attr(\n",
    "    title = \"X axis\",\n",
    "    automargin = true,\n",
    "    titlefont = attr(\n",
    "      size = 40\n",
    "    )\n",
    "  ),  \n",
    "  yaxis_title = \"Y axis\",\n",
    "  title = \"title\",\n",
    "  titlefont = attr(\n",
    "    size=30\n",
    "  )\n",
    ")\n",
    "\n",
    "Plot(s, layout)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 描画範囲の変更"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "data": [
        {
         "type": "scatter",
         "x": [
          1,
          2,
          3,
          4
         ],
         "y": [
          0,
          1,
          0,
          2
         ]
        }
       ],
       "frames": [],
       "layout": {
        "autosize": true,
        "margin": {
         "b": 50,
         "l": 50,
         "r": 50,
         "t": 60
        },
        "xaxis": {
         "range": [
          -1,
          5
         ],
         "type": "linear"
        },
        "yaxis": {
         "range": [
          -1,
          1
         ],
         "type": "linear"
        }
       }
      },
      "image/png": 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",
      "text/plain": [
       "data: [\n",
       "  \"scatter with fields type, x, and y\"\n",
       "]\n",
       "\n",
       "layout: \"layout with fields margin, xaxis, and yaxis\"\n",
       "\n"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X=[1 0;2 1;3 0; 4 2];\n",
    "\n",
    "s = scatter(\n",
    "  x=X[:,1],\n",
    "  y=X[:,2]\n",
    ")\n",
    "\n",
    "layout = Layout(\n",
    "  xaxis = attr(\n",
    "    range = [-1, 5]\n",
    "  ),\n",
    "  yaxis = attr(\n",
    "    range = [-1, 1]\n",
    "  )\n",
    ")\n",
    "\n",
    "Plot(s, layout)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 目盛のフォントサイズ"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "data": [
        {
         "type": "scatter",
         "x": [
          0.39354345574646743,
          0.7419560977427302,
          0.5627884501241605,
          0.33142013047139596,
          0.4328488221044824
         ],
         "y": [
          0.27364569582555287,
          0.4697685979485384,
          0.8498878046269809,
          0.9212555013149601,
          0.8513198535209459
         ]
        }
       ],
       "frames": [],
       "layout": {
        "autosize": true,
        "margin": {
         "b": 50,
         "l": 50,
         "r": 50,
         "t": 60
        },
        "xaxis": {
         "autorange": true,
         "range": [
          0.30726810881749406,
          0.766108119396632
         ],
         "tickfont": {
          "size": 20
         },
         "type": "linear"
        },
        "yaxis": {
         "autorange": true,
         "range": [
          0.22862759376891903,
          0.966273603371594
         ],
         "type": "linear"
        }
       }
      },
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABfIAAAHCCAYAAACkMjj/AAAgAElEQVR4Xuy9CZBd1Xmo+5/T8ySpJfUgMQ9CrZbAkGASD2BLaKCoOHkuUkCZBCc4dlHUTa7hBuMkdXlUvSqCcZE8HEjySAwPKlUvTj0KO/UqFwkQNklugh2uh6g1WcxG6m5N3a2eB+nVWmfo05p6nf777L3W3t+p6hLq/v+9/vX9C4G+vfdamVOnTp0SPhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCHhJIIPI97IvFAUBCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQsAQQ+SwECEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgIDHBBD5HjeH0iAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACiHzWAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEDAYwKIfI+bQ2kQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAUQ+awACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQg4DEBRL7HzaE0CEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAinzUAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEPCYACLf4+ZQGgQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAkc8agAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQh4TACR73FzKA0CEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQggMhnDUAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEPCaAyPe4OZQGAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEEDkswYgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAh4TQOR73BxKgwAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQgg8lkDEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAGPCSDyPW4OpUEAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEEPmsAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEICAxwQQ+R43h9IgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAoh81gAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAwGMCiHyPm0NpEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAFEPmsAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIOAxAUS+x82hNAhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAAIp81AAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhDwmAAi3+PmUBoEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAJHPGoAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIeEwAke9xcygNAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIIDIZw1AAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABDwmgMj3uDmUBgEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhBA5LMGIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIeE0Dke9wcSoMABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIIPJZAxCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABjwkg8j1uDqVBAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABBD5rAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAgMcEEPkeN4fSIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAKIfNYABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQMBjAoh8j5tDaRCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABRD5rAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCDgMQFEvsfNoTQIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAACKfNQABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQ8JgAIt/j5lAaBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQACRzxqAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCHhMAJHvcXMoDQIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCCAyGcNQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQ8JoDI97g5lAYBCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQQOSzBiAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACHhNA5HvcHEqDAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCCDyWQMQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAY8JIPI9bg6lQQ