{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "# 可視化モジュール `psiclone.visualization`\n",
        "\n",
        "ここでは,可視化用のモジュール `psiclone.visualiztion`\n",
        "の関数群の使い方を見ていきます.このモジュールの主な関数は以下のとおりです:\n",
        "\n",
        "-   `draw_COT_labels()` …… COT ラベルのみをレーブグラフの各辺近傍に描画\n",
        "-   `draw_barcode()` ……\n",
        "    パーシステントホモロジーとレーブグラフのバーコード図を描画\n",
        "-   `draw_bitmap()` …… `GrayscaleImage` 型と整合する入力データ空間を描画\n",
        "-   `draw_contour()` …… 等高線図を描画\n",
        "-   `draw_geometry()` …… `Geometry` 型の入力データ空間を描画\n",
        "-   `draw_graph()` …… レーブグラフのみを描画 (NetworkX)\n",
        "-   `draw_graph_markers()` ……\n",
        "    レーブグラフのノードとエッジを入力データ空間の座標で描画\n",
        "-   `draw_partition()` …… レーブグラフに対応するパーティション図を描画\n",
        "-   `get_COT_constructions()` …… COT\n",
        "    表現の再帰的構成と対応するパーティション情報を取得\n",
        "-   `get_barcode_data()` …… バーコード図の情報を取得 (`draw_barcode()`\n",
        "    に対応)\n",
        "-   `get_graph_markers_data()` …… レーブグラフの座標情報を取得\n",
        "    (`draw_graph_markers_data()` に対応)\n",
        "-   `get_partition_data()` …… パーティション図の構成情報を取得\n",
        "    (`draw_partition()` に対応)\n",
        "\n",
        "可視化用の関数 `draw_***()`\n",
        "の多くは,あくまで初期的実験やチュートリアル導入を簡易的に行えるように用意されたものです.高度・専門的・発展的な可視化の目的では,これらの**簡易関数を用いることは非推奨**です.高度な可視化を行いたい場合は,[Matplotlib](https://matplotlib.org/)\n",
        "などのライブラリの可視化関数を直接利用することを推奨しています.例えば,`visualization`\n",
        "モジュールは常に現在の Axes (`matplotlib.pyplot.gca()` = get current\n",
        "axes) に対して描画を行います.特定の Axes\n",
        "に描画したいなどより細かなカスタマイズを加えたい場合には,ユーザーが個別に可視化コードを組む必要があります.この場合,描画データ取得用の関数\n",
        "`get_***()` を活用してください.\n",
        "\n",
        "## 入力データの用意"
      ],
      "id": "60e31a31-8811-4a5b-8c96-1345adeb8031"
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {},
      "outputs": [],
      "source": [
        "import matplotlib.pyplot as plt\n",
        "import numpy\n",
        "\n",
        "import psiclone.visualization as vis\n",
        "from psiclone.psi2tree import Psi2tree"
      ],
      "id": "5aa481ab"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "まずは入力データ空間を用意します.[チュートリアル](./quickstart.qmd)と同じ方法で例を構成します."
      ],
      "id": "9fc72d7a-8523-473c-84b7-32965b4e917e"
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "text/plain": [
              "<psiclone.data.geometry.Geometry at 0x7f1a3117a9c0>"
            ]
          }
        }
      ],
      "source": [
        "from psiclone.util.convert import convert_array_to_geometry\n",
        "\n",
        "x0, x1, y0, y1 = -3.0, 3.0, -2.5, 2.5\n",
        "x, y = numpy.mgrid[x0:x1:15j, y0:y1:15j]\n",
        "z = x + y * 1j\n",
        "flow_domain = numpy.abs(z) >= 1.0\n",
        "obstacle_domain = ~flow_domain\n",
        "\n",
        "z = numpy.ma.masked_array(z, obstacle_domain)\n",
        "W = z + 1.0 / z\n",
        "data = numpy.imag(W)\n",
        "\n",
        "table = numpy.ma.masked_array([x, y, data]).reshape((3, -1)).T\n",
        "geom = convert_array_to_geometry(table, obstacles=[(0, 0)], int_grid=False)\n",
        "geom"
      ],
      "id": "9cefbd22"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "予め COT 表現も計算しておきます."
      ],
      "id": "17c95048-b417-49ae-b587-8a0201540a84"
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "text/plain": [
              "'a0(a2(L+,L-))'"
            ]
          }
        }
      ],
      "source": [
        "from psiclone.cot import to_str\n",
        "\n",
        "psi2tree = Psi2tree(geom, threshold=1.0e-2)\n",
        "psi2tree.compute()\n",
        "psi2tree.get_tree().convert(to_str)"
      ],
      "id": "34beb9bc"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## 基本的な描画関数\n",
        "\n",
        "### `psiclone.visualization.draw_bitmap()`\n",
        "\n",
        "`draw_bitmap()` 関数は,`GrayscaleImage`\n",
        "型と整合的な整数座標を持つ入力データ空間の高さ `level` を描画します."
      ],
      "id": "fa0b7198-22eb-465e-8192-ec2e7bbb4912"
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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NatasWXr11VeHHZ9KpZRIJIZsAIDxz9PwOXnypLLZrF588UVt3rxZJ06cUHNzs1avXq19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\n"
          }
        }
      ],
      "source": [
        "vis.draw_bitmap(geom)"
      ],
      "id": "e8c36e53"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "`psiclone`\n",
        "では,基本的に描画座標の原点を左下にとるように統一されています.これは,`psiclone`\n",
        "が流線図を解析するためのライブラリであるからです.`matplotlib.pyplot.contour`\n",
        "のデフォルト座標および数学的な慣習に合わせています.\n",
        "\n",
        "### `psiclone.visualization.draw_geometry()`\n",
        "\n",
        "`draw_geometry()` 関数は,一般の `Geometry`\n",
        "型の入力データ空間を描画します.`bitmap=True`\n",
        "を指定すると`draw_bitmap()` を用います.`bitmap=False` のときは\n",
        "`draw_networkx()` を用います.以降の複数の描画関数でも同様の `bitmap`\n",
        "オプションが存在しています."
      ],
      "id": "0ce89854-8b0b-4eca-a964-fd49733045e9"
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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dLUlauXJlQR0JTZw4UbW1tQW1uOBfdXd369ixY7rrrrtUVVWlQCCgZcuWqba2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\n"
          }
        }
      ],
      "source": [
        "vis.draw_geometry(geom, bitmap=True)"
      ],
      "id": "f19aca32"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "原則として,大きなデータの `bitmap=False` (NetworkX)\n",
        "による可視化は非推奨です.今の入力データ空間例は十分粗いので,`figsize`\n",
        "と `dpi` を大きく指定することで敢えて `bitmap=False` を指定してみます."
      ],
      "id": "f4446636-b50f-46f4-a569-7d3a5602cf07"
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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WOTxnv9h358MfL5Y//z2CybBDmJT27r9d/9c1MhIUQ4nRS+K56NBBCDZYPeVr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r3HcX+LuiZPngyKovzunA4Af/75J+bPn++xaZ/RaMSaNWvQv39/5OfnI0OjxtNt/YfC/F5ajl8v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SdXo27qJ9nb5HcWMzZ3/6a5v8v9x5kM/PPYE4Xee3k9U9ciJ+HijwGhcXJ2+tq9J74j7YeWWl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Prh8ciaNWtYHn3mzBmSlsY4caKioohSqfQ4Nz8/n8hkMtKnTx/yzDPPkI0bN5IOHZjn8k8Z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\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skm6RqGBUhGDSpIlIT4oHIQT3v7IQ+0+e5T3701WbAQBD+vdBl0HDERKsRUiw1qvA+r77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\ntpYVEA4ODm50oETHj1arhc1mA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uG1N3hAP/b/v3//qd72XPEvWLCg0e+6LykpKSE7duwg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LceHP+v4lLGWXpeJBbjw6VL4Pa4MXfBYlzIzIXdz/i57777UFhYSPMEm9LhvHVQzlgSiUT0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\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YJlfhpvvfojqrz9Cp+HG7BcPGM3uQZAoNAKCmkhk/k7pwbSAnEaPc0wPdevRGSkoKoqKi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OX3xXL2Nb+AUG6+73WUShWnDu/guXtGcvTARqd00UV56Xz0ykymDFUzcsRQzp4966Qo1dfXc//9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tLUV1dbXF4CIWi+Hq6goHBwcYIcCJpNaHXyGmR2+JRAKFQgE7OzsoFAoL+ZHJCXiUsVX1yQEA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LRtMJl0TJCKBX9X/g+gzzJgyRQutE2n+6VjXbyhxtQJMehQ3hkZnDD6L6guOor2lhIQYoLU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\n"
          }
        }
      ],
      "source": [
        "plt.figure(figsize=(7, 5), dpi=150)\n",
        "vis.draw_geometry(geom, bitmap=False)"
      ],
      "id": "6f535a4a"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "`Psi2tree`\n",
        "は計算の際にトポロジカルな境界条件を調整するため,入力データ空間の隣接構造を直接書き換えます.このため,内側境界だけでなく外側境界の周りにも複数のエッジが張られていることが確認できます.このようなトポロジー構造を直接確認したい場合以外,`bitmap=False`\n",
        "は指定しないでください.\n",
        "\n",
        "### `psiclone.visualization.draw_contour()`\n",
        "\n",
        "`draw_contour()`\n",
        "関数は入力データ空間の等高線図を描画します.より詳細に描画内容をカスタマイズしたい場合は,`matplotlib.pyplot.contour()`\n",
        "などを用いてください."
      ],
      "id": "24e16fb1-d4dc-4485-b98b-6e3cbf593056"
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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U3dzcWI3Gg2pANLddXFxgb2+vc/sqlQpKpRKnT5/GqFGjUFFRAQsLC1hbW7NQo5GXl4dr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\nRK5CYII=\n"
          }
        }
      ],
      "source": [
        "vis.draw_contour(psi2tree, bitmap=True)"
      ],
      "id": "c4b00a19"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### `psiclone.visualization.draw_partition()`\n",
        "\n",
        "`draw_partition()` 関数は,`Psi2tree`\n",
        "の計算結果からパーティション図を描画します.これはレーブグラフによる同値類分割に対応します."
      ],
      "id": "54e7ce0c-6798-421b-84b1-8dd3baa7a78a"
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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          }
        }
      ],
      "source": [
        "vis.draw_partition(psi2tree, bitmap=True)"
      ],
      "id": "62a57087"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "分割図では別々の同値類を識別しやすいよう色付けられています.数は少ないですがレーブグラフのノードに対応するピクセルも異なる色が割り当てられます.\n",
        "\n",
        "### `psiclone.visualization.draw_graph_markers()`\n",
        "\n",
        "`draw_graph_markers()`\n",
        "関数は入力データ空間の座標でレーブグラフを描画します.以下の例では,入力データ空間の座標に合わせるために,デフォルトの整数座標ではなく描画する座標範囲を指定していることに注意してください."
      ],
      "id": "6cf80000-1b4c-49ea-811e-990820479235"
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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MWYqpufoyjau8I+syymoAUBwI8DITsPbqyDHna0zwmYzjlNUAoLh4PsB3vder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\n"
          }
        }
      ],
      "source": [
        "vis.draw_bitmap(\n",
        "    geom,\n",
        "    # 入力データ空間の座標と整合するよう extent を指定する\n",
        "    extent=[x0, x1, y0, y1],\n",
        ")\n",
        "vis.draw_graph_markers(psi2tree, lw=3, edge_color=\"y-\", node_color=\"g*\")"
      ],
      "id": "150d0381"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### `psiclone.visualization.draw_COT_labels()`\n",
        "\n",
        "`draw_COT_labels()` 関数は,レーブグラフの各エッジ周辺に,対応する COT\n",
        "ラベルを描画します."
      ],
      "id": "a5f78131-a3f7-49d3-9493-7c5b0ba23a8d"
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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8x09BMBjkdUoBr1NqeJ3OjtcoNbxOqfko89L6GQvmAAAAFiPAAQBwIccGeG5u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\nAC5EgAMA4EL/H3GOehvLwRg2AAAAAElFTkSuQmCC\n"
          }
        }
      ],
      "source": [
        "vis.draw_partition(\n",
        "    psi2tree,\n",
        "    bitmap=True,\n",
        "    # 入力データ空間の座標と整合するよう extent を指定する\n",
        "    extent=[numpy.amin(x), numpy.amax(x), numpy.amin(y), numpy.amax(y)],\n",
        ")\n",
        "vis.draw_graph_markers(psi2tree, lw=1)\n",
        "vis.draw_COT_labels(psi2tree)"
      ],
      "id": "bcf01e70"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### `psiclone.visualization.draw_barcode()`\n",
        "\n",
        "`draw_barcode()`\n",
        "関数は,入力データ空間から計算されたパーシステントホモロジーおよびレーブグラフのバーコード図を描画します."
      ],
      "id": "42ca5b7c-6d91-4bca-8762-ea7b92866507"
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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kd/+0B/L5PVepnO/ecD6f76effjpmzZoVzz33XNx1112nXfeqq66KsrKyTq+N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\nr80cVYOwAAAAAElFTkSuQmCC\n"
          }
        }
      ],
      "source": [
        "vis.draw_barcode(psi2tree)"
      ],
      "id": "95a3686b"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "左から順に,\n",
        "\n",
        "-   サブレベルフィルトレーションパーシステントホモロジーのバーコード図\n",
        "-   スーパーレベルフィルトレーションパーシステントホモロジーのバーコード図\n",
        "-   レーブグラフのバーコード図\n",
        "\n",
        "になっています.バーコード図とは,高さ付きグラフの各エッジを対応する高さのバーで描画したものです.\n",
        "\n",
        "## 発展的な描画の方法\n",
        "\n",
        "より高度な可視化をするための関数の使い方を見ていきます.まずは,少し入力データを複雑なものに変更します."
      ],
      "id": "326d4f84-5595-4f8f-9abc-2f949c412728"
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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+ntNBKclBsy2kOWuliUoExKzbpxnk52uuGNEIOX3mM5/BG9/4xvL/IjK6/vrr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\n"
          }
        }
      ],
      "source": [
        "x0, x1, y0, y1 = -3.0, 3.0, -2.5, 2.5\n",
        "dx, dy = 129j, 129j  # 分割幅は実数,整数の虚数倍は分割数の指定\n",
        "x, y = numpy.mgrid[x0:x1:dx, y0:y1:dy]\n",
        "z = x + y * 1j\n",
        "flow_domain = numpy.abs(z) >= 1.0\n",
        "obstacle_domain = ~flow_domain\n",
        "\n",
        "z = numpy.ma.masked_array(z, obstacle_domain)\n",
        "W = z + 1.0 / z\n",
        "perturbation = numpy.zeros_like(x)\n",
        "perturbation += 0.2 * y\n",
        "perturbation += 0.3 * numpy.ma.log(numpy.abs(z - (2.0 + 2.0j)))\n",
        "perturbation -= 0.3 * numpy.ma.log(numpy.abs(z - (2.0 - 1.5j)))\n",
        "data = numpy.imag(W) + flow_domain * perturbation\n",
        "\n",
        "table = numpy.ma.masked_array([x, y, data]).reshape((3, -1)).T\n",
        "geom = convert_array_to_geometry(table, obstacles=[(0, 0)], int_grid=False)\n",
        "next(node for node in geom.nodes if node.geotype == 2).level = 0.0\n",
        "psi2tree = Psi2tree(geom, threshold=0.1)\n",
        "psi2tree.compute()\n",
        "\n",
        "vis.draw_bitmap(geom)\n",
        "plt.title(psi2tree.get_tree().convert(to_str))\n",
        "plt.show()"
      ],
      "id": "c01c86aa"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### `psiclone.visualization.get_partition_data()`\n",
        "\n",
        "`get_partition_data()`\n",
        "関数はレーブグラフの同値類分割の情報を取得します.これは\n",
        "`draw_partition()` に対応したデータで,`partition`, `vmin`, `vmax`\n",
        "の三つ組です.`partition` は入力データ空間の高さ `level`\n",
        "値に由来する分類値のリストになっています."
      ],
      "id": "a8149929-5cf7-483a-8fdf-ee49dec0791b"
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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54PV6IQSvgdOTFEWB2WyGyWSC1WqF0fjtLDxFF27jqYoeIaHnybZ0TgwnSgiK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\n"
          }
        }
      ],
      "source": [
        "partition, vmin, vmax = vis.get_partition_data(psi2tree)\n",
        "\n",
        "# flow_domain を転置 (ij-indexing) して描画\n",
        "plt.imshow(flow_domain.T, origin=\"lower\", cmap=\"gray\")\n",
        "vis.draw_bitmap(geom, node_color=partition, vmin=vmin, vmax=vmax)"
      ],
      "id": "a911d993"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "ここでは `Psi2tree` が一様流れの計算を行ったため,入力データ空間 `geom`\n",
        "に `level` 値 $\\pm\\infty$\n",
        "の仮想点(無限遠点)が追加されています.そのため,一部の同値類は値が\n",
        "$\\pm\\infty$\n",
        "になっています.トポロジカルには流れの下流に向かって最も左側が $+\\infty$\n",
        "の同値類,最も右側が $-\\infty$ の同値類に分類されます.\n",
        "\n",
        "`vmin` と `vmax` は,`partition` ではなく元の入力データの有界な `level`\n",
        "値の中での最小値および最大値です.外側境界までトポロジカルに近いところに最小値・最大値があると\n",
        "$\\pm\\infty$ のいずれかに分類されるため,実際には `partition` の中に\n",
        "`vmin`, `vmax`\n",
        "が含まれないことがあります.元のデータと整合するカラーレンジでパーティション図を描画したい場合は\n",
        "`vmin` と `vmax` を適切に利用するのが良いでしょう."
      ],
      "id": "2c103ac1-728a-44db-a1be-75f64769c20d"
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "text/plain": [
              "(np.float64(-2.763353687123051),\n",
              " np.float64(-2.7529496539518234),\n",
              " np.float64(2.763353687123051),\n",
              " np.float64(2.763353687123051))"
            ]
          }
        }
      ],
      "source": [
        "vmin, numpy.amin(data), vmax, numpy.amax(data)"
      ],
      "id": "d2f3e77c"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "また,ノイズ除去の影響でパーティションには「どこにも分類されない部分」が含まれます.これは\n",
        "`partition` の中では `None` として表現されます."
      ],
      "id": "31620383-284a-4713-b7ac-5256d63bac06"
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "text/plain": [
              "5"
            ]
          }
        }
      ],
      "source": [
        "# None の個数をカウント\n",
        "len([i for i, x in enumerate(partition) if x is None])"
      ],
      "id": "d8b57995"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "`discrete=True` を指定すると,入力データの `level`\n",
        "値の代わりに新たに割り振る整数値によって同値類の分割を表現します.この場合,$\\pm\\infty$\n",
        "の値は含まれません.この場合,`partition` は `optional int`\n",
        "値のリストになります."
      ],
      "id": "b019d6f8-161d-4cf2-81f7-33ef0c6ca609"
    },
    {
      "cell_type": "code",
      "execution_count": 16,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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77jls2rQJU6ZMwac//WlIpS6KLIfhRGWhp6cHv//97/HSSy8hl8txVIgytnv3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\n"
          }
        }
      ],
      "source": [
        "plt.imshow(flow_domain.T, origin=\"lower\", cmap=\"gray\")\n",
        "partition, vmin, vmax = vis.get_partition_data(psi2tree, discrete=True)\n",
        "vis.draw_bitmap(geom, node_color=partition, vmin=vmin, vmax=vmax)"
      ],
      "id": "9d6d1932"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### `psiclone.visualization.get_COT_constructions()`\n",
        "\n",
        "`get_COT_constructions()` 関数は,COT\n",
        "表現の再帰的構成と対応するレーブグラフ同値類の情報を取得します.COT\n",
        "ノードオブジェクトをキーとして,同値類の情報が格納された辞書式リストが得られます."
      ],
      "id": "2aa7d6f8-aa32-41bc-881b-0a23db12f6d9"
    },
    {
      "cell_type": "code",
      "execution_count": 17,
      "metadata": {},
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "a0: key=<psiclone.cot.TreeA0 object at 0x7f19d204d490>  value=[3 3 3 ... 4 2 0]\n",
            "a+: key=<psiclone.cot.TreeA object at 0x7f19d23104d0>   value=[1 1 1 ... None 0 None]\n",
            "s+: key=<psiclone.cot.Genus object at 0x7f19d202ec30>   value=[None None None ... None None None]\n",
            "a2: key=<psiclone.cot.TreeA2 object at 0x7f19d1532d20>  value=[None None None ... 0 None None]\n",
            "a-: key=<psiclone.cot.TreeA object at 0x7f19d1532d50>   value=[None None None ... 0 None None]\n",
            "s-: key=<psiclone.cot.Genus object at 0x7f19d15311c0>   value=[None None None ... None None None]"
          ]
        }
      ],
      "source": [
        "constructions = vis.get_COT_constructions(psi2tree)\n",
        "\n",
        "for cot_node, partition in constructions.items():\n",
        "    print(f\"{cot_node.label()}: key={cot_node}\\tvalue={numpy.array(partition)}\")"
      ],
      "id": "602eef33"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "各同値類は,入力データ空間のノード配列と対応するサイズ・並びの\n",
        "`optional float` 値のリストです."
      ],
      "id": "ea5fd2b9-b95b-4f97-8949-9ffc0b07af9d"
    },
    {
      "cell_type": "code",
      "execution_count": 18,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "text/plain": [
              "True"
            ]
          }
        }
      ],
      "source": [
        "cot_node = next(iter(constructions.keys()))\n",
        "len(constructions[cot_node]) == len(geom.nodes)"
      ],
      "id": "a78a707e"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "これらのリストは,`draw_bitmap` または `draw_geometry` の `node_color`\n",
        "オプションに渡すことができます."
      ],
      "id": "24113579-a329-4c9c-8201-e9ec6a8fa473"
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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rhd/vh9nc8TE8ZdecamtrUVNTk9DMN3LkSOzcuRM+nw9CCOzevRujRo068eGyjJqaGqxf\nv77DcJo1axZmzpyZqjIpiygGGQWFFuS59JBOasEbkN+E4FGvZsZDI9ICNSKgfqfpTkQEcOwQhgxS\nYTW7ccwbRd0xf1Y08aUsnHw+H1wuV8I0t9sdn3f8BC3ZMj5fx8PQT58+HVOnTo3/fPzMiXKfK8+E\nmy84gLIv3wKiJzosRL49gh2f5uCNHUQpFguo2Pfuclw+tgX6/AJsvuAW/PljG3yN2r9PL2Xh5HA4\nsH///oRpDQ0N8XnHw6mxsbHdMn379u1wvYqiQFGUVJVJWcRq0aNs13J8ev/LCU8XVSO9Z2RmojOh\nRgS2vrkLW9/cBcfZFlTPPwtG0/cyXVaXpCycqqursXDhQkSj0XjT3rp16zBgwAA4HA4AQEVFBdau\nXYvRo0cDaLvmVFtb22GTHuUuSZJQWGxDRakMkyF52BQ7gxBf7kUsoDKQiM5QpDUKw6GduGjY99A4\n0BWfHgxL2HMwisMHWjT1SI5uhVMsFkMkEkE4HAYAhEIhRKNRGAwGTJw4EdOmTcOMGTPw6KOPYseO\nHZg9ezbuv//++PsnT56M2bNnY+zYsaisrMSvfvUrKIqCCRMmpHSjSPsknYSLh8Vw8Y65iOzbm3SZ\naKsfOz//VrOPNCDKJuH6KPYsfBcXjtgMvckYn66UluKzof+Gt49o6wGR3QqnV155BT/5yU/iPx/v\n/v3xxx/jsssuw9KlSzFlyhR4PB44HA7cfffd8W7kAPDggw+iubkZ48aNg8/nw/nnn48PP/yQ3ch7\nIZ1OQomlHrv//B62L0oeTkSUOjG/im1/3Y1tf92dML3/+FL0nT0RkuTKSF0dOa2u5JkUCARgsVjY\nlVzjHC4zqgabUOAMJ50v61Rc0LIU22Y8jQMfd++5SESUOiWX5uPsmQ9gteMaRNXkN7Yf8xmwaUsQ\njfVn3pGix7uSE52svMyEifIitL7xTtL5QhU4sOtIzj98j0jr6jc3Yf9zL+G8/u9C0iUfKNl61Xj4\nym5KSTh1FcOJTsvxIak6YrMAYtM6/N9Tq3uoIiI6HcEjkX809e3ucJnLSovgOO+mpH/36Wp8YzhR\ntykGGVXn2VFV2gxZl/wCapm6Hs3v7+nhyogoHXzb9uCfL1uHs68fGJ+mCgnbjjrxxcZWBFqTN9+f\nCYYTdZvJLGPcgB2wvDgTAW/yG6gbfX4c/aauhysjonTY/rctKNj/CPIdlvg02aRg4N0PYLtzFMOJ\neoYkSZCVxCGDTmYyy3A1H8Dm//0W9Ruae7Y4Iupxvi1++LYk9qo1FSq46MbdsFpHw2BKHiVCBWIx\nFWqs+7eDMJyonQEDnbhkiA/5Sn3S+caYH8aVyxBqSv23JSLKDrGAitC61fiX8YPQMiz5kHLNMTs+\n3Z6PTZsau31tiuFE7ZxTHsO5f/9/2PXBmqTzW1WBPYdaEDjAcCLqrSK+GDYu+ASO/90AvZK8maX0\n/IEYcfPT+PobCSLGcKJTkCQJJosCWdZ12OMuzxxE84592PPhoR6ujoiySVtzX8cP9DRYjXArTXC6\nChD7RzhFuvidluHUyzjdJnz/QuBc/Sbo1OQ97ew7vsS2LQd7uDIiyjVNB5pQtfbP+MWFl0Kg7ctw\nIBjEM114L8Opl3G5DLiw4S18/egziAaTPw8p0hpF675gD1dGRLmm7otGrHniLzDa/xqfFlK71jmC\n4ZQDTGYFdqcRsnzqG2MBoLiPDjrvEdRvakLEp51BHoko96gRgZZtQbTgxJfdkGA49QqSJGHoeTZc\nXbwetobOB1DVt9Sj7u+rONI3EWkawykHDCpqgZj3NNYu+qrTZdWoQLg+yucjEZGmMZw0QqfXwZ1n\nhtutoIOxF5OSdECxcTf8R5vQujuUvgKJiHoQw0kjTGYF11wYRs3B1yAFWrv13tCizfjm2yNpqoyI\nqOcxnDTCaNRjcOQL1D7yPBo3t3TrvSIi2ExHRDmF4XSaZEWPkr5WFHj06OTpEV3itKow1+1BpDWK\nmJ+dFYiod2M4nSab3YAbRhxF/zULoIbO/J4gEQrj0P9tQuAQrxsRETGcTpPJJKOs7gusnvEXdkQg\nIkqxnAsnnV6HfuV29O8rwSCn7zpMniUE+dutvF+IiCgNci6cDAY9vjfUhyGfPoPw0fQ97C4WDGFn\n7S6E65MPAURERKcv58JJp9ehBPuw+U8f4dAn3kyXQ73c+OiWHv28JfLZPfp5ROmSteF081VGGE3G\ndtMNuig8Oz7HnmY+a4iIKFtlbTgNmH83zHL78tVoDNt2HUPzro6fMUJERNqWteFU+8IGGKXkT18k\n6gk93WTXFV2piU1/lA14dCciIs1hOBERkeZkbbMeUU/RYvPdmehoe9jcR1rCMyciItIchhMREWkO\nm/WIksi1pryuOHmb2cRHmcYzJyIi0hyGExERaQ6b9ajX641NeJ1J9jthUx/1JJ45ERGR5jCciIhI\nc9isR70Sm/K6j735qCfxzImIiDSH4URERJrDZj3qNdiUlzps4qN045kTERFpDsOJiIg0h816lNPY\nlJd+bOKjdOCZExERaQ7DiYiINIfhREREmsNwIiIizUl5OB05cgS33norCgsL4XK5MHr0aKxYsSI+\nf/ny5Rg+fDgsFgv69++PuXPnproE6uXGR7fEX9Sz+LunVEl5OE2ePBn79u3Dpk2b4PV6cdNNN2H8\n+PGor6/Hnj17cM0112DSpElobGzE/PnzMW3aNCxatCjVZRARURZLeTht374dN910E/r06QO9Xo9/\n+7d/Q0tLC7Zt24b58+dj0KBBmDJlCgwGAy699FLceeedeP755ztcXyQSQSAQSHgREVFuS3k4TZ06\nFYsXL8ahQ4cQiUQwZ84cVFZWYujQoaitrcWoUaMSlh85ciTWr1/f4fpmzZoFi8USf3k8nlSXTDmA\nzUnaw31CZyLl4XTRRRfBZDKhpKQEZrMZTz/9NBYsWACz2QyfzweXy5WwvNvths/n63B906dPh9/v\nj7+8Xm+qSyYiIo1JaTipqoqxY8eiqKgIXq8XwWAQL730Eq6++mrU1tbC4XCgsbEx4T0NDQ1wOBwd\nrlNRFJjN5oQXERHltpQOX9TQ0ICdO3firbfeQl5eHgDg+uuvR2VlJZYuXYrq6mq88847Ce9Zt24d\nampqUlkGERFluZSeOXk8HpxzzjmYM2cOfD4fVFXFkiVL8PXXX2PEiBG44447sHnzZsydOxfhcBir\nVq3CvHnzMGXKlFSWQUREWS7l15zeeecd1NXVYeDAgXC5XJg6dSqee+45jBs3DuXl5fjggw/wX//1\nX3A6nbj99tvx61//GhMnTkx1GURElMUkIYTIdBHdEQgEYLFY8JZuIIwSB7jozdgLLPtw1HIKCRU3\nqdvh9/tP2YeAR3ciItIchhMREWkOw4mIiDSH4URERJrDcCIiIs1J6U24RD2BvfSy18n7jj336FR4\n5kRERJrDcCIiIs1hOBERkeYwnIiISHMYTkREpDkMJyIi0hyGExERaQ7vc6KswHubcg/veaJT4ZkT\nERFpDsOJiIg0h+FERESaw3AiIiLNYTgREZHmMJyIiEhzGE5ERKQ5DCciItIchhMREWkOw4mIiDSH\n4URERJrDsfVIszieXu/Bcfbou3jmREREmsNwIiIizWE4ERGR5jCciIhIcxhORESkOQwnIiLSHIYT\nERFpDsOJiIg0h+FERESaw3AiIiLNYTgREZHmMJyIiEhzGE5ERKQ5WTsqualQgVFitmaDWEBFLKBC\njYhMl0JEWSJrw2nQ9YNhlvWZLoO6IFDfgkO1h+Hb4s90KUSUJbI2nDwjh8JsUDJdBnVBcN8BNO5r\nhA8MJyLqmqwNJ8hK24s0T2c0wOwywXaWKel8ERGINMcQ9kZ7uDIi6ik6RYIhT4Zik4CtnS+fveFE\nWUN22FE8chD6DAkkna/GYqjfdhj7Vx5CxBfr4eqIqCdYKowoG1UGfb4D+N2mTpdnOFHa6axWWAb2\nB9TkHSJELAo1HMUh8xGGE1GOMtoNcA3sC6m0b5eWZzhR+h3vVdlB/xVJqFCsJjgr7TAXhHuuLqJe\nwOCRYS40QqeXMlqHvcgGvdEAVd+1jmwMJ8o8vR6WshIM+GcTRIxnTkSp1GdoHoprKiBbjBmtQ28y\nQslzIdTF5dMSTp9//jmmT5+OtWvXQq/XY8iQIfjkk0+g0+mwceNG3HPPPfjiiy/gdDpx1113YcaM\nGZCkzKY6ZZCkg97thsXlzHQlRDlFp0iw5lthP6scOpst0+W0taKEI11aNOXh9Pnnn+Oqq67Cs88+\niyVLlsBgMOCLL76AJElobm7GFVdcgTvuuANLly7F9u3bcdVVV8HpdOKBBx5IdSmUbXhTNWUxnSLB\nUmGExWPOdClxkk6CJd8O6PVZ9/eV8nD65S9/iUmTJuFf/uVf4tMuuOACAMDbb7+NWCyGJ598ErIs\no6qqCg899BCeffZZhhMRZTXZoUff4SXwDCmH1MXrKukm6XSQbRboDIZMl9JtKQ0nv9+Pzz77DKNH\nj8aoUaOwY8cOVFRU4JFHHsGNN96I2tpa1NTUQJZPfOzIkSOxc+dO+Hw+OByOduuMRCKIRk/c/xII\nJO+OTESUSTpZgrXACXN5Ge/BTIGUhlN9fT1UVcWCBQuwZMkS1NTU4N1338WPfvQjrFixAj6fDy6X\nK+E9brcbADoMp1mzZmHmzJmpLJOIeimdIsF+lgW2QiskXWqvcytmBUaXPeuaz7QqpeFkt9sBAHfc\ncQdGjhwJAJg4cSIuv/xyLF68GA6HA/v37094T0NDAwAkDSYAmD59OqZOnRr/ORAIwOPxpLJsIuol\n9GYdiocVo8+wSkhKas9uJEmCzmYFUhx6vVVKw8npdKKysrLDnnfV1dVYuHAhotFovGlv3bp1GDBg\nQIfhpCgKlBT/J6LsEHjtqfi/zT/6ZQYroXRbIp/dI5+jN+tgclmgFPSBZMhs12o6tZSff957772Y\nP38+amtroaoq3n33XaxYsQITJ07ExIkTodfrMWPGDAQCAWzatAmzZ8/GlClTUl0GEfVC1gojSr9X\niMrry5K++l1SCnNBHiQdm960LuW99e677z74/X5ce+21aGxsxFlnnYXXX3893mNv6dKlmDJlCjwe\nDxwOB+6++2721COilHD1d6LfJUNgyHMnX0AntfVc00hvOupYWm7Cffjhh/Hwww8nnTd06FCsWrUq\nHR9LRL2ITml/+UAxy1CcDujdHYQTZQ0OX0REWcdUqKBgmAcWT+KoB7biPOhMvJaUCxhORJR1LEUm\nFFVXwDqgX8J0Sa9nR4ccwXAioqyht+igkyUoVgWK3QqdzZ7pkihNGE5ElBUMHhnFI/vA0dcNg8MC\nxclgymUMJyLKCoY8GX2GlMFxTiWg10PS8/CVy7h3iUjTFIceerMOZpcRssUIyWTiEEG9AMOJiDRL\ncejR9+JCuPsXQLGaYCrg0GW9BcOJiDRLdujh7l8A9/BzIclK27h1PGvqFRhOlBU4zl7u6ep4ejpZ\n3/Z8JI7q0KvwKwgREWkOw4mIiDSHzXpEpDnmUgPMHiNMLiNks5HXmXohhhMRaYreokNRdQEKhpZD\nNpug5Ln4AL9eiOFERJqikyXYCh2wVlZAMpoyXQ5lCMOJiDTBWmGErcQKxazA5LYDHTxRm3oHhhMR\nZZxOkdBniAfFIwdBtpoh222QFCXTZVEGMZwo6xy/54n3O2WfU93bZHJaYCou4EjjBCCLw0ntWwHV\nmL7ntuiCrUCjF4hG0/YZRL2dtcIIV38nFLMMW3Eez5YoLmvDaX/hKJhM6blYKkHAEzwAW3ADRIsv\nLZ9BRIC70oV+lwyB4nRAZzK2DVFEhCwOp6aoDaGoOS3rliBgNdhhPT6WVzqpIr3rJ9Iwo80AQ54b\nerc706WQxmRtOKWTgISA3oZg0QDI7sI0fpCA3FIPNNQBsVj6PoeIKMswnDrgizoQsA6BZE3fmY1e\nUlFk3g5LcxMEw4mIKI7h1IGo0CEaS1+HCwDQSQIRxQzIMhA9gxGXhdormwc5Unn2+G4vPZ0iQVIk\nSBz5gTrAcMogIYAWowdKv/Ogi4VPez2KvxH6YwchQsEUVkeUHo6zLegz2AOjwwx733zoTOn9EkjZ\nieGUQQISGqMuNJtP/74OSRIosByEq7kBYDhRFrAVWVA08mwYC/sAej27j1NSDKcMiwodouLMRlwO\n602AwQTJYOjS8iIa6ZXNgJQ5OkWC3qyDpEgwWA2QLWZIZkumyyINYzjlAL9kR1PJECgFnZ856aNB\nGOv2Ad6jPVAZURtLhRHFQ4tgybfD5HFAZ7NmuiTSOIZTDmiOWuDX9Ydk7PxsyGwOojQcgNxwjGdP\n1GMsHjP6DO0PU1lfSDodH7lOnWI45QABCVEhAV3IGlmSETOYoZitbT0ykonFICKhrAov9tzTng/M\ngyE79FDsengGuaE3GiAZ2PmBuobh1MtEhQyvoz+sA10dLmP2e2E8uB2itaXnCqOcYyxUUDa6Lxxl\nfaBYTZBdzkyXRFmE4dTLRFQ9vKob9bqOh4spcFhRUH8QYDjRGTC5DXCfVQLb2We1TeA9TdQNDKde\nSEDqsEUPAKI6A1SLA7poJOl8SahAKKTZ+6rYxJc5H5gHw1iowOBQYC+2QTab2kJJOrMeqZRFdFLb\nE4wVA0Sy/R7q2j2dDCdqp0W14WhhFZQ+oaTz9WoU9vrd0B/YwTEBKYEhT0bZ6L5wn1UC2WyCIT+P\nwdTLSLKCSFF/NLvKoErtO74Egl37UstwonaCMQNCyO9wvqxTYbT6YNHv5piAlEBv1sFR1qetKY9n\nTL2TXo+gNR+HUIaY2r4pN6gGurQahhMlJdDx9QEhJIQNNpjyCiCd3PSnxiC1tmi2uY/SzzPIDcVu\nYTDlMMlogrDaAF3y2wFUgwlhxQIVUtLjyKmOLSdjOFG3xYSEOqUY/jIHpJMuXpmirXAe2Qzp0N4M\nVkeZVD52GHvl5TjVnY+moiEIyslvpBaShFbVBnGGjSoMJ+o2AQmtUTNakfiwR6tsg824j/+pejFD\naWmmS6A0U41WNMgFaI6md/gpHkcoZVShQ8iWD31JecINvlI4CKm5ESJ8+iOvny723CM6PZLBAGF3\nQRhMJ02UELLlIyrSP8IHw4lSJqQacNhUAWPf4oTp9rAXzn0bgPq6DFVGRN0lLHb4+p4Ln7FPwvSQ\nMCIU69og02eC4UQpo4rkzX06gwqnnPlha3gWlR4n/14phygGtBrdqI+4MvLxDCdKu7AwIpBXCoPJ\nCn2gGVKTNyNNfET0DzoJcHmgWl3Jb5QFELa4ERaZ+1LJcKK088fMOGA9G7IthrzwQThDXwIMJ6KM\nkWQFwT7lOGI/CyqSXz+KCj3CPdB81xGGE6VdVOgQjbVdVLUqNgjF2H6ctR4eAZ1NfGeGTXlZ5rt/\nb3o9IooVLTHbGT/sNF0YTtSjApIV/sKBUFyF8WmSEJCbvUD9UQ6HRJRqTjei7iII/YnDvapX0GLy\nQI1pdzBehhP1qJaYDUHzIEjmE2dKshRDkWEbLL4GDodElEo6CTFXAQ73qUJATeyoFFXlUw4AnWkM\nJ+pRbU18ie3YsqQiqpgBWQZi3/kvqcbS3uSXrImKTX1t2HyXpf4xfJSk10NVTAioZgRime8x2x0M\nJ8o4FRKaTfnQlw+FTj0xVp8uFoGh/iDgPZrB6oiykN2FSH4poooFrZZ8xHrgptlUS+uVsAkTJkCS\nJCxbtiw+bfny5Rg+fDgsFgv69++PuXPnprMEygKqkFAfdWOvaTB2W6rir0POcxB15PMhdUTdpNpc\nOJJ3DvZYzsVRUYyImn3hlLYzpz/96U/w+/0J0/bs2YNrrrkGTz31FH7605/i888/x3XXXYeioiJM\nmDAhXaVQFlCFhLBI/O+olwyIKSYoJgsQjbRdj+qha1K9vTcfm/OyhE6CJCuJI8DrJKgGMyLCgLCa\nvY1jaal8//79ePTRR/HJJ5+gvLw8Pn3+/PkYNGgQpkyZAgC49NJLceedd+L5559nOFE7USGjwVEO\n2wAblEgrjMf2cAgkopNIZisihRUIWvISpgeMToRVJUNVpUbKw0kIgTvvvBOPPvoo+vXrlzCvtrYW\no0aNSpg2cuRILFiwoMP1RSIRRKPR+M+BQNceVEXZL6rqUCfyUa94YDO1oNTfBB3DiShOmCxocPfH\nMbUwYbqqSpruidcVKQ+nuXPnQgiBu+66q908n8+HQYMGJUxzu93w+Xwdrm/WrFmYOXNmqsukLCDQ\n9gemQkIECmJGK/Q2R+JCsUjbww3T2KOvoyaubG3uY5NdltNJkBQjIMuImayI6hREY9q8kfZMpDSc\nduzYgSeffBKrV69OOt/hcKCxsTFhWkNDAxwOR9LlAWD69OmYOnVq/OdAIACPx5OSeil7RFQFde5K\nmG2J3xDN/jqYDm6HaOn4Cw5RLpGMJoRLBsJvK0RYNqNFtWe6pLRIaTitWrUKXq8XI0aMSJh+4403\n4uabb0Z1dTXeeeedhHnr1q1DTU1Nh+tUFAWKkt1tp3TmwqqMOtUDIPGLSYHDgsL6AwDDiXoLxYAW\nRwkOoN8ZP21Wy1IaTj/84Q8xbty4hGllZWV48cUX8f3vfx/Nzc34zW9+g7lz52LSpElYs2YN5s2b\nh3nz5qWyDMpRAu27lEclBTGrC/poFFIkBBEMZKRHX0d6uumPTXY5SidBMlkgDCbErA5EdEaIWPK/\niVyR0nCyWCywWNo/ujc/Px95eXnIy8vDBx98gAceeAA///nPUVhYiF//+teYOHFiKsugXqRVteJI\nQRUMngDsrYdh2rcZwt+a6bKIUkqSFYSLB6DJ2Q9RnQHNwpHTwQT0wAgR4jtdRi677DKsX78+3R9L\nvUQwZkAwlgcJApJVwKjsBMBwohwjKwhY83FYlECN5nYoHZe9d2gRfUdYb0LMVQC98aSzd6FC8jdD\nBFp7/LEcAJvZqPskixXCYgN0Jw7PMYMRYdkCZHn38O5gOFFOEJDgizkRKxgGHdT4dL2IwlO/HfLe\nzYAaPcUaiDRAJyHmKYa34BxEdCcGahWQ4FctEOop3ptjGE6UM0KqgpDqSpim6GKwm49B0el605dO\nylaSDlGTDQ3wIBjJ3FNotYDhRDlNCAkBoxPGogpIsRMjnkuxCHTNjRCtLRmsjjql1wN2F4TFBiFl\n9kZTXbAVaKoHoqk/A5csVqgON4RsQMDigarRp9P2JIYT5bSYkODVFaClwAnppHMnk/Aj/8gm6BhO\nmibJCoKFFTjmqMz4AdsTPABbaENabviOuQtQV1SFoGRBSBgRiWXfKOKpxnCinCYgtfXoQ2ITiVVW\nkKeYoNNJGekoQV2k1yNssKMx6oQqMtdLTYKAxeCAVU7PgACqYkKz5ERr1Nz5wr0Ew4l6pagqo9VR\nDGs5cPIImfqwH7qGoxAcYDhtJIsVMXcBVMXU6bJCNsBvdAEZHglBQEJQb0WosAJ6V0HSZSQ1Br3P\nC/jq+YUnBRhO1CtFhIwjchn0npKE6S7VC084CDCc0kbYXPAWnQef5Op8WSEhqsqaGGG7OWZH0HYu\nJHvyYgxSGMXy15CbG5HxNM0BDCfqlVTR1tz3XSbFCqEYIem/0+YvVH4bPhWdlPjAu1NQDUYEdRa0\nRrKrCSui6hFBx9eCojoZUYMZil6f2DP0VP93jv/epN5xY213MJyIThIUJrTkD4DRlvjwNqW1Abq6\nQxDhcIYq0zC9HsgrQMRZANGFg2zA4kFINXa6XLaJCT2arUWQ+quQ1BNnTrpICEr9QQhfU8Lyks2B\nqKcYUaMVfmsfRLP4qbXpwN8G0UkCMRMOKAOgM5y421GCQJFpDxxNXoDh1I6k18Pv6YeDtkGIic57\nmalCh6iae73RYkJCnShAgy1x5HybrgVFkSB03wkn1e7C0YJz0aw6EBN6RFV2Hz8Zw4noJKqQEBaJ\nfxYSBCKyCcJoghTpPJyEqgJqLLubAXUSoNND0nXhgGkwISYbEYoZEe3F9+cISEmb/gySEUI2QDL8\noxlZ0rWNBGEwIyyMSZuXieFE1CUteheUvudBH+s8nOSIH4Zj+4BGbw9Ulh6SxY5IQT+ETR0/CPQ4\nodOjyVzYawYk7a6QakCjpxJmqwcxvQEBgwNRnQERocCvtn+KA7VhOBF1om3cPjtaFSvQhdtcrJZW\nlAZboMvicBIWO+ryzkKDmtf5wgBiUV1G70PSsrAq44hUAslUDH/UgCP1FviDOlhMKvrYgjDqI52v\npBdiOBF1gSokqF24ngIAEZ2CmMEMvcV6+h8oVIhIpOtD5ej1kGSlrXNCCsSMZkQkAyI5eG2opwlI\niAoJEMDFQ05+pLoegBVrNjdmqDJtYzgRpVhEVVDvroTZmn/a65BjYZjr90E6sq9r167sLgSKBiBs\nsJ32Z54sLFsQULOrqzflFoYTUYqFVRlH1T6Q9H1Oex1GJYx+9gCMRw+gKzd0CosNdfb+aIw6T/sz\nE1eIXvV4BtIehhNRGghIZzSqQUzoETVYYbS7IHXhOVRRkx1RofC6jwZdMNjV5fls4juB4USkQVGh\nh9fUF8EBdkhdOIUJyRYEY7l3Yyv1XgwnIg1ShYSmqB1NsHe+MABE2s7WiHIFw4lIoxg2vQ+b+E7o\nvbdzExGRZjGciIhIcxhORESkOQwnIiLSHIYTERFpDsOJiIg0h+FERESaw3AiIiLNYTgREZHmMJyI\niEhzGE5ERKQ5DCciItIchhMREWkOw4mIiDSH4URERJrDcCIiIs1hOBERkeYwnIiISHMYTkREpDly\npgsgIsplazY3xv99wWBXl5ft7XjmREREmsNwIiIizWGzHhFRD2GzXdfxzImIiDSH4URERJrDcCIi\nIs1hOBERkeakNJymTZuGqqoqOBwOFBcX45ZbbsG+ffsSltm7dy/Gjx8Pu92O/Px83HPPPQiHw6ks\ng4iIslxKw0mSJMyfPx91dXX49ttvIUkSrr322vh8VVUxfvx45OXl4cCBA/jiiy+wcuVKPPTQQ6ks\ng4iIspwkhBDpWnltbS1qampQX18Pt9uNFStWYNy4cTh06BDy8/MBAO+88w5uvfVWeL1emEymduuI\nRCKIRqPxnwOBADweD5avPwiTyZyu0omIKA2CwQAuqymB3++H2dzxMTyt15z+9re/oby8HG63G0Bb\nWA0YMCAeTAAwcuRI+P1+bN26Nek6Zs2aBYvFEn95PJ50lkxERBqQtnBatmwZZs6ciT/84Q/xaT6f\nDy6XK2G548Hl8/mSrmf69Onw+/3xl9frTVfJRESkEWkZIWLJkiW47bbb8Oqrr+LKK6+MT3c4HGhs\nbExYtqGhIT4vGUVRoChKOsokIiKNSvmZ08KFC/HjH/8Yr7/+OiZMmJAwr7q6Grt27Uo4+1m3bh0s\nFgsGDRqU6lKIiChLpTScnn/+edxzzz1YsmQJrrjiinbzx4wZg8GDB+MXv/gFmpubsXfvXvz7v/87\nJk2alLQzBBER9U4pDad7770XLS0tuOqqq2Cz2eKvVatWtX2YTof33nsPx44dQ3FxMWpqanDxxRfj\nt7/9bSrLICKiLJfSa05d6ZVeXl6O999/P5UfS0REOYbDFxERkeYwnIiISHMYTkREpDkMJyIi0hyG\nExERaQ7DiYiINIfhREREmsNwIiIizWE4ERGR5jCciIhIcxhORESkOQwnIiLSHIYTERFpDsOJiIg0\nh+FERESaw3AiIiLNYTgREZHmMJyIiEhzGE5ERKQ5DCciItIchhMREWkOw4mIiDSH4URERJrDcCIi\nIs1hOBERkeYwnIiISHMYTkREpDkMJyIi0hyGExERaQ7DiYiINIfhREREmsNwIiIizWE4ERGR5jCc\niIhIcxhORESkOQwnIiLSHIYTERFpDsOJiIg0h+FERESaw3AiIiLNYTgREZHmMJyIiEhzGE5ERKQ5\nDCciItIchhMREWkOw4mIiDSH4URERJqTkXASQmDGjBkoKSmB1WrFJZdcgk2bNmWiFCIi0qCMhNPs\n2bMxb948LF26FHV1dbjoootwxRVXoKWlpcvrCMcURFQ9hJDSWCkREWVCRsLphRdewIMPPoiqqiqY\nzWY8+eSTCIfDWLRoUZfXcdhnRmPAhKhgyyQRUa7p8SN7U1MTdu/ejVGjRsWnybKMmpoarF+/vt3y\nkUgEgUAg4QUATa0SWkN6qAwnIqKcI/f0B/p8PgCAy+VKmO52u+PzTjZr1izMnDmz3fRwKIBwSCAU\nDEDoI2mplYiIUisUbDvBEEKccrkeDyeHwwEAaGxsTJje0NCAvn37tlt++vTpmDp1avzn+vp6lJaW\n4hc35ae1TiIiSp9gMAiLxdLh/B4PJ6fTiYqKCqxduxajR48GAESjUdTW1uL2229vt7yiKFAUJf5z\ncXEx9u/fj9LSUni9XpjN5h6rvScFAgF4PJ6c3kagd2wntzF39IbtTPc2CiEQDAbbtZ59V4+HEwBM\nnjwZs2fPxtixY1FZWYlf/epXUBQFEyZM6PS9Op0OeXl5AACz2Zyz/0GO6w3bCPSO7eQ25o7esJ3p\n3MZTnTEdl5FwevDBB9Hc3Ixx48bB5/Ph/PPPx4cffgibzZaJcoiISGMyEk6SJOGJJ57AE088kYmP\nJyIijcvKftiyLGPGjBmQ5Yxka4/oDdsI9I7t5Dbmjt6wnVrZRkl01p+PiIioh2XlmRMREeU2hhMR\nEWkOw4mIiDSH4URERJqTdeGUa8+CmjZtGqqqquBwOFBcXIxbbrkF+/btS1hm7969GD9+POx2O/Lz\n83HPPfcgHA5nqOIzN2HCBEiShGXLlsWnLV++HMOHD4fFYkH//v0xd+7cDFZ4+j7//HOMHTsWdrsd\nLpcL//RP/wRVVQEAGzduxCWXXAKr1YqSkhI8/vjjnY4vpkVHjhzBrbfeisLCQrhcLowePRorVqyI\nz8+2ffnaa69hzJgxcDgckCQJ0Wg0YX5n+y0bjkmn2sY1a9bg2muvRVFRERwOB6qqqvDyyy+3W8ec\nOXNQUVEBi8WC4cOHY+XKlektWmSZp556SpSWloqNGzcKv98vpk2bJkpKSkRzc3OmSzst06ZNE+vW\nrROhUEg0NDSIW265RQwbNiw+PxaLiaqqKnH77beLpqYmsXv3blFVVSV+9rOfZa7oM7BgwQLx/e9/\nXwAQH330kRBCiN27dwuLxSKef/55EQqFxPLly4XD4RBvv/12hqvtns8++0w4nU6xYMEC0draKiKR\niFi9erVQVVX4fD5RVFQkpk2bJvx+v9i4caPo27ev+N3vfpfpsrtt4sSJ4uKLLxZHjx4V0WhUzJ49\nW9hsNuH1erNyX3744Yfiz3/+s/jjH/8oAIhIJBKf15X9lg3HpFNt4/vvvy9efvllceTIEaGqqvj7\n3/8u7Ha7WLRoUXyZN954QzgcDrF8+XIRCoXE888/L6xWq9i7d2/aas66cKqoqBDPPPNM/OdIJCLy\n8/PFn/70pwxWlTrr168XAER9fb0QQojly5cLWZbFsWPH4sssXrxYWCwWEQgEMlXmadm3b58oKysT\ne/bsSQinxx9/XFRXVycse//994uxY8dmoszTdvHFF4uf//znSefNnz9f9OnTJ+Gg8Mwzz4gBAwb0\nVHkpM3To0IS/webmZgFArF69Oqv35ccff9zuwN2V/ZZNx6Rk25jM9ddfn/AF+LLLLhP3339/wjLV\n1dXiiSeeSEudQojsehhSd58FlY3+9re/oby8HG63GwBQW1uLAQMGID//xCjsI0eOhN/vx9atWzNV\nZrcJIXDnnXfi0UcfRb9+/RLm1dbWJuxToG0bs2mf+v1+fPbZZ9Dr9Rg1ahQ8Hg9GjBiBv/71rwDa\ntrGmpibhxsaRI0di586dSR8Vo2VTp07F4sWLcejQIUQiEcyZMweVlZUYOnRoTuzLk3W233LxmOTz\n+bBmzRrU1NTEp2Viv2bVbc7dfRZUtlm2bBlmzpwZP6ABbducbHuPz8sWc+fOhRACd911V7t5Pp8P\ngwYNSpiWbfu0vr4eqqpiwYIFWLJkCWpqavDuu+/iRz/6EVasWNHpfjz+KJlscNFFF+GVV15BSUkJ\n9Ho98vLysGjRIpjN5pzYlyfrbL+Jf1x7ypVjUjgcxs0334zBgwfjtttui0/v6Pewc+fOtNWSVWdO\np3oWVDb9cSezZMkS3HTTTXj11Vdx5ZVXxqc7HI6k23t8XjbYsWMHnnzySfz3f/930vkdbWO2bB8A\n2O12AMAdd9yBkSNHQpZlTJw4EZdffjkWL16cE/sRAFRVxdixY1FUVASv14tgMIiXXnoJV199NWpr\na3NiX56ss/2WS8ckv9+P6667DqFQCO+9917C2WIm9mtWhdPJz4I67vizoE4+Bc02CxcuxI9//GO8\n/vrr7R4bUl1djV27dsHr9canrVu3DhaLpd03VK1atWoVvF4vRowYgfz8/HgT5Y033oi77roL1dXV\nCfsUaNvGbNqnTqcTlZWVkCQp6fzq6mqsX78+oZfUunXrMGDAgKw6iDU0NGDnzp342c9+hry8PMiy\njOuvvx6VlZVYunRpTuzLk3W233LlmNTQ0IBx48ZBlmV88MEH7Z4QkZH9mrarWWny1FNPibKyMvHV\nV18Jv98vHnnkEc31jOmO5557TrhcLrFy5cqk84/31vvXf/1X4fP5xJ49e8SwYcPEvffe28OVnr7W\n1laxb9++hBcA8Ze//CXew8tsNosXXnhBhEIhsXLlSuF0OsVf//rXTJfeLc8884woLCwU69evF7FY\nTLzzzjvCaDSK1atXx3t9PfLII8Lv94uvvvpKlJWViaeffjrTZXfbOeecIyZNmiSamppELBYT7733\nnjAYDOKjjz7Kyn0ZjUZFIBAQS5cuFQBES0uLCAQCIhaLdWm/ZcMx6VTbeOjQIVFVVSV++MMfinA4\nnPT9b7zxhnA6nWLlypUiFAqJF154gb31vktVVfHYY4+JwsJCYTabxZgxY8TGjRszXdZpAyBkWRZW\nqzXhdXJY7d69W1x99dXCarWKvLw8MWXKFBEMBjNY9ZnDSb31hGjrRVRdXS1MJpMoLy8Xc+bMyWB1\np+/Xv/61KC0tFTabTdTU1IjFixfH523YsEFcfPHFwmw2i8LCQjFjxgyhqmoGqz09W7duFddff73o\n06ePsNvtYsiQIeLFF1+Mz8+2ffnyyy8LAO1eH3/8sRCi8/2WDcekU23j448/LgAIi8WScAy68sor\nE9bx3HPPiX79+gmTySRqamrE8uXL01ozRyUnIiLNyaprTkRE1DswnIiISHMYTkREpDkMJyIi0hyG\nExERaQ7DiYiINIfhREREmsNwIiIizWE4ERGR5jCciIhIcxhORESkOf8/UpbK92tbyiUAAAAASUVO\nRK5CYII=\n"
          }
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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TOB08eFDhcFgrV67U4sWLVV1drVmzZmny5MnasmWL/H6/MjIyor4mMzNTktqN07x58+Tx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\n8nq9ys/P1/Lly48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          }
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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          }
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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          }
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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Lp379+pmlS5eGfm5oaDCZmZnmhRdeiGJVkVNRUWEkmePHjxtjjCkrKzNOp9P8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\nALAO4QQAsA7hBACwzv8HWqSAvqTt4toAAAAASUVORK5CYII=\n"
          }
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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6JUnPPvusnnvuOe3bt++M9h8Oh+V2uxUKheRyueI5dQBAFzvTa3hc75xCoZA++ugj9ejR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\n"
          }
        }
      ],
      "source": [
        "for cot_node, partition in constructions.items():\n",
        "    tex = cot_node.label(tex=True)\n",
        "    vis.draw_bitmap(geom, title=f\"${tex}$\", node_color=partition)\n",
        "    plt.show()"
      ],
      "id": "cc5cf132"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## `psiclone.visualization.get_graph_markers_data()`\n",
        "\n",
        "`get_graph_markers_data()`\n",
        "関数は,レーブグラフを入力データ空間の座標で描画するための情報を取得します.これは\n",
        "`draw_graph_markers()` 関数に対応したデータで,`lines`, `points`\n",
        "の二つ組です."
      ],
      "id": "623a874f-4018-4183-9165-8104b4d4edde"
    },
    {
      "cell_type": "code",
      "execution_count": 20,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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kj+MAFj93NbyuZlz0g3eRmV+ldEl0EjzuEOqbNXB6zei5hXkwwACnARYU1Wjq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\n"
          }
        }
      ],
      "source": [
        "lines, points = vis.get_graph_markers_data(psi2tree)\n",
        "\n",
        "vis.draw_partition(psi2tree, bitmap=True, extent=[x0, x1, y0, y1])\n",
        "for line in lines:\n",
        "    plt.plot(line[0], line[1], \"black\", lw=1)"
      ],
      "id": "3ca3ee1e"
    },
    {
      "cell_type": "code",
      "execution_count": 21,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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tAMw3XkfXwWa7y6E8wgAnIhoASZJQUubHmGovSguBqpIUSroOIJVK210a5RkG\nOBHRAEiyhKmTvLhq7CaU7l4F0RRDuuEQ0qGo3aVRnmGAU147+p5wgPeF0xHHu++7rNBCycH1aHt3\nKSdpIds4PsCLbrkVfp93xI4nCQGt9SBSWzYjcqARwhIjdmwiciaPT8WECUHUVAsUeE1MK9oP7G7m\n9wPZyvEBft8H50LV/CN2PFmRcPmMyzC79ilEDjSO2HGJyLkKC724+KQIzqhfCNHYADMURqSplQFO\ntnJ8gG9cthmKMnItcFlRMGHCRbi0shyKRx3xf6DCsiAswS8GIgdRVQmlWgj69k/QtaPO7nKIALgg\nwEeasCwcqIvioxPmYtoPp0AWIxekkjBR1LoHxserEdpTzxAnIqI+McC/QAiB7et249G6EvgLKkb0\n2Kqm4Oq50/GVU2PAnvoRPTYREbkLA/wYEuEoEuGRvyVE1VTUT6+EOboc3uKCYRvdauk6zLTBFn0G\nuFJZ/vriyHNZkaEoMhRFgtcrQ5FMwOKIc3IOBriDWJbArp1d+Ou4q3Hi350zLO/pQxxVB1Yj/sFy\nxJoyXxKRKN+Nri7AWdMkTCjuQFBuxZi6lYiFOMc5OQcD3EEs08TOdbtwcFcQXv/wDNyrGFOK71/3\nFZxStZ0BTjQA46tVzFTeg/T66zASKYRjCeixhN1lEXVjgDtMOplCOpkatvczDROt8SlQK6tQMKY9\n49cJ04QeS8CIp9j1TnlBkiRoXgVerwpFkVBWaMITbkXXoRYYSd3u8oh6YYDnuHgkhhUfG7Cmz0Pp\ntMxbDxWeLkzctxjh995HKhTLYoVEzuD1qTizNojp41pRgg6Uhg5A7P4ElmHaXRrRMTHAc1wiHMXq\ndzZi/TIvJFnO+HXTzp6M/+8rs1CyZg0DnPKCx6vilOounLjuSUS2bEfcsGCm0pwqlRyLAZ4H9FQa\n+gBXSupsjaJdL8WYqZOgFQX73tGyoIejSHVFcq6bkSPSc99P/j2MgqAGn09FdbUXpVozzK4Qkp1c\nmIScjwFOx9Te2IHXV52AfdN+Cd/UvlsgAY+Js5T1CC5+CV27Do5ghURDN7oqgC+dnsSJ0lZ4U2H4\ntm5DtLnV7rKIMsIAp2MKtbRj+RtdWKkq/e5XXFmGv//eObi08n2AAU4uU1aq4DR9LYxXnkM8EkfU\nMDlok1yDAU59skwTltn/AJ5kNIHWkApjai0qTKPffc1wBMmmViTaw8NZ5ojgsqO54Ue/6USwyIvS\nUg98XhknTzTgibQhmUjl3CUgspesyvBXlsFXNQqSt+/bghNpHfjj64M6BgOchiQVT2DZ8ha01l6F\nsrFX97mfJAHTx7Xj5K3PI7V0JQcGkS00r4IzT/VjZtUOlLbvgdrWDmP7Vljp/n/5JBooT2EA3tlX\nYWVgLurbPH3ul04lADw4qGMwwGlI9FQau9btwK51OyBJUp/7KaqCthsvwNSxUwCsHLkCiY6iKDIm\nlMUw6uM/o23FRwDALnPKCsXvQ1Pl6VjwUhTbPvykz/1Mc/DzfjDAadiIflZuMw0TbW1pNJ55OiZc\nORs4+ktTWLDaWhDbfxCJ1tAIVEr56uzTCzDWtxdWNMLgpkHxFAYQnDQO6pgxgKL1uZ9VWIKNsSrE\nwu39fjf2t+14GOA0IoQQ2LHhAB7Tx6Gy8ns4urGuqhK+dFEIpxX8Eclla/jFSlnz9dgfIT5oRKyu\nwe5SyKWCNWPQcsWteHv3FIQjfV8K1MMCB1d2obW+JWu1MMBpxLQfakb7oeZez2teDwLfuwCnlVXa\nUBXlk9Y33ra7BHI5pagI20MT8ZeF29DZ1GZrLQxwsp2wLBxuTOPAzEsx/juFgPj8t1rJMiEdPoDY\njl2IN3faWGVPnOSFKHd5CgMoOnkKpIknwPL0HEHeMepE7NujQk/Zf9cCA5xsZxomNq7ag5amKhSX\nzu2xLRBQcfV5MdQaf3BUgBNR7vJXlaN55o1YsHkKWlqSPbYl4joO79+LZNT+KaYZ4GQ7IQQ6m9qO\n2R3lLwrixEln4fSiEkjykQvnTrtGznvEne2Lfz+U3z77HumPUhDAoXQVPly6D811h0agqsFhgJOj\nmWkdu+sM7LrgGxg3sRbeSAvEJ+sR2rYXJu/dJaIBKJxYBd8ZZyJZPRVC6nuWydaCamzeE0QyfmAE\nqxs4Bjg5mp5KY81727Fnezn8wVNw5pkzceO5JVD3NzDAiWhA/NOmYVn1/8LrSxLQ+/n+0FMGOpp3\nItbp7NtaGeDkaEIIhNs6EW47cv3bXzAd0alV8Pu9ML+wwpqwBCwHzGXNAW72Ypd5fpNkCbKq9Ooq\nl2QZoqgUdS0ebF+zAenk4CdQcQoGOLlK6+EQVrScgnNuugseq+fgktLQASgbP0Dnph2cqpUoTwXH\nVcJ3/gx0jK2FIX8+hamQZKxOjsPOZfHjrvHgFgxwcpXGvQ34n+eieK0wAEkO9Nh2yaVX4OZaHfIn\nuxngRHnKVzMBqyquwwsvRRGPJHpsS8UPIdIZhqHnxuU3Bji5ip5Ko+NwCzqOsa3+xEokxlfCV1EC\nM9Gze8xMGzBT6RG/bt5fdy671weP3eR0NNWnQfF6IKsKUFKOxi4fGnZuRywUsbu0rGKAU86o39eO\nv0w5F7XfmApF+ryLTJIExiV3o3DN2+jYsN32a+RENHxUn4bSC89G5xlXoFEag8ZYMdavikP/whiZ\nXMQAp5xRv6MOf2poxQJvzwUGFE3FVV+7CDefUA9p0w4GOFEOkTUN8ZMuxBMfn4o1S3fCNBqRjMZz\nYpDa8TDAKWcYuoHoMW77kBUFLW1TkDx1DAonVsNMpaFH4tBjCVuvlXMCmIFht3l+0wJeeIoKIHt7\nrq2tBgvQFhiNlua47XOTjzQGOOU8YVnYubUZL5XPxNQrzkO5L4ppTX9FbMk7XL6UyAVkVUbJ+dPR\nePa12B8bC4HPbxEzLBlbt6g4XLffxgrtwQCnnCeEwIFt+3Fodz1kVcHk2kn42TdnYmzRSgY4kQvI\nqgJ98ul4af0kLHltI4TVs+fMMsy8uOb9RQxwyguWaSL96b2fka44WpMVmHziNJQVBnvul0wh1d6J\nVGdkxLvX++oizvWudXaN07EoHhW+ihJ4SoshB/xoL56Ajo40EuGo3aU5RlYCfNOmTbjzzjuxYcMG\nNDc3Y/HixZg9e3Y2DkU0YJ1NHXh9WTn2njwPBbU9B7SNLYnhrNY3Yb31F6RC9q82RJSv/JWlkK/8\nBj5UZqI9omHvOgt7tzl7bvKRlpUA93g8uO666/Dggw/i3HPPzcYhiAYt2hnCR+98jLWL5V7bTrvo\nVIy97mwU+f/KACeykVZchE/85+LJp5pxaNdBAMiZGdSGS1YC/OSTT8bJJ5+cjbcmGhZCCIhjfBlE\nwwk0pqtQdf4FCHS2wmhtQ6yhGelI3IYqjxhIF7NTutvZLU6D4S8vgn98NZTSUljVNWiMBJGINjG4\n++CYa+C6rsMwPp8lK5FI9LM3UXa0NrTiT+8EsXrSd1FcKeFL59Wh+r0n0L5+u92lEeU0SZYQPLMW\n20//W3y0vwzhFgu7tncg0s6Bpn3p3YfYj1tuuQWSJPX5mDVr1qALeeihhxAIBLof5eXlg34vosGK\ntHdh/XsbsPCJFXjxqQ34uHkilPIKu8siynmSLMEaPR7LdpTiT/+1Cq8//QG2r9mGVJyNub4MqAX+\n6KOP4uGHH+5zu6ZpfW47nrvuugt33HFH98+JRIIhTrYyTROHWoCOU7+MUYUlPTcaOqxDBxHdc8BR\n18rZdU1O5x9VjOCJU4DKakA6qg0pSThYfT7aduuwOFtiRgYU4MFgEMFg8Pg7DoKmaUP6BYBouKUT\nKaxcuh8Nh6aiqOiUHtuKixV85csHUZX8A1KhvTZVSOQ+wZNPxNazfoAlm4qQSvW8VbN9SwIHdu7n\nNe8MZeUauBACqdTn89Dquo5kMglVVaGqjrnsTtQvyzTRtK8BTfsaem0rrarASeNPwNjC7PxCS5Sz\nSsqxuaEEixeuZff4EGUlTQ8cOIBJkyZ1/3zVVVcBAO69917cd9992Tgk0YjSUzp2H9Jw6kXXo/Sk\ns3psk9MJSPt3ILx1l62j12nkyaqMosnjoJ1aC6O40u5y+qSG22Bs34rQ7gNZn7BI8agoPmkylBNP\ngREsRV35dBxcpbOVPQyyEuA1NTUQgtcwKHfFw1H89S+7sHVLJXyBsT22VVUF8O0ZdShve5QBnmcU\njwbl3Bl4RXwda1Y7dy3qs88oxHXnLYJSPx9WNJnVY3kKA0hfOBcvNV+CbasjiIZTaDm4G0Zaz+px\n8wH7s4kGwTJNtNU3oa2+qde26qnjcUntaFQWBCCrvW/0EJbgkqYuIMlSj/9mQtZUJIuqsPWjFD5e\nsiFbpQ2Z13su5l5SBUVTYR7jM3q0oX5eJVVBpGA0Nm3qwuYVmwf9PtQbA5xomMXDcWzYH0Tl7B+g\neGZLj23eZAjenevQtX4L9Cy3fGhoiiaNgWf6uYhUTYOQMgtxU/FgXewUNB3qyHJ1Q9N8OITV8ek4\n52//NzSz73WzPekofHs2ILxuY8Z3WwghsKGlE9MrSyFleN5ocBjgRMMs0t6Fd17bhtUVxdA843ts\nq5l6Jv7ugrEI7qtjgDuYJEvwTjsJi4tvwBuvd0FPGcd/EQBLCMRCB9HZ1J7lCoemYWc9nnkmhoWl\noyD3E7LV40vw3S9PxuiDBzMO8NWH2/DtP6/A/Gtm4sKxo4arZDoGBjjRMLNME51Nbehsauu1zdCn\nouP8CpQWF0Hr+sI1UkvAMkyY6czCgjIjyRIUjwpJVTJ/jSTDKi7HwRYFu9fvzrmlKlPxBJrrDqG5\nrv/9ouHxaLtoFMYWFUIL+nptt9IGLMPs0cX+5r5DAIC3DzbikmnjoQb8MGQPTHNkV/fLBwxwohEU\n7ohg+a5pEFf8EgVKzxZNcaoFJZ8sR9fqj6HH++7WpIEpGFMB34xL0DLuHKQlb8av2xCuxo6PIzCN\n/B0tHeuKYuWOGmgzf47iL4d7bCvUO1G+cwW6Vn7UPVjTEgJv7j1y2+Wf65rxq+/fg1apBB/tr0RH\ny/4Rrz/XMcCJRlBnUxvefCmJpUUFkJWeg4dOO/sM/PA8DeqWTxjgw8g3pgrrK6/Bk39KItQWPv4L\ncGTglp7ei1hXJK9vd4p2hrHktc34YIkfqtYzLqacMg0/uqwAxVs/6Q7wj5s60JE80lvRHorgJ/+y\nC97ASUhEm7iOdxYwwIlGkGWaiHaGEO3svUBD2ehihC4qx9iKMkhy5ssUWGkdRiIFI5nbt+VIsgQ1\n4IXq9w7o/MgVlWiNBtBUdwChFmdfm3aa/j6vgUI/Oq0yVFZWwNINmMk03l69BZosQbcEFFXDtjUv\nYezk79lQeX5ggBM5RNvhTvxl6xScfekD8CqZh/EEuQ6laxehfc3GrE/KYSdvcQEKL70UB2ouRZde\nlPHrWmMFWLUuxVm/htGBHU9gz6aDWPdWECWFFlTJQkBE8OGOg9A/vR5uGjoadr+KcFvvqYYDRVMx\n8aRbR7rsnMMAJ3KI1oONWPSnTrzrz/w6rSRJuPyrtfj+1IOQP96S0wHuKSlCXc1s/OcrAezfVpfx\n6yzDRDqZyrmBaHYy9DBa6pehpb7//Uw9hs6WD3s97/WPzlJl+YUBTuQQQgik4okBtRQlSUJ7h47Y\ntLEonDIBQh96N7oQAno4inQoOqBueVmV4S0thKcoCEnJfMR3prSxY9CeLkJnWyci7V3D/v6UuSm1\nP0NR6anYu/m3sIQBiAzGCUgKZEnFlNN/gVHjLs9+kXmAAU7kYkII7NnWhD9VnIkTLqzFcMyb4dcM\nnIH1CC5ZgK5dBzN/XWUZPHO+ik3BmQgle99yNFTxlIL1q9Loaukc9vemgRs17goES0/Bzo/vQzyy\nDxD99f7IKCicjGln3wdfwdh+9qOBYIATudyhXQfw2r4GyMPU6i0sL8H3v3c+ZletAAYQ4J7SYmwr\nugiPPRPC4T2fDEstX2ToRl6PCncaf8E4nH7xYziw/VE07n+9z/1GT7gak077KWSZS0YPJwY4kcsJ\nIWDoBqAPzwQwqXgSLSEFxqRTUZHMfLY4afwktESDiEdakU7yNrhcp2oqAsWFKCgJIhqqQctBDabZ\n+5KLJKsoLBsLj9d/5HNKw4YBTkQ9pOIJfPBBC0JnXI2ymq9k/LpYAtj6XhfCvD6dFwrLS3DR7Gk4\n72QD3331zz3CW5YkWJ+uSCksA10tf8UpF95+zMV/aPAY4ETUg55KY9e6Hdj98c4Bv5bLCOePQGEA\np0wGinY9j4YD+wAAyqf353/78hmYv3glAMC0LLQd3g3LZHgPt8xnQyCivCKEGPCD8oskAX/+6woA\nR8J7XGU5lj32AP7vnT/EsscewLjK8u5Qj3Usw7TzTsGEUyajsLzExqpzBwOciIgG7ZXFywEAN1w+\nAx89+S+YfuIkAMD0Eyfhoyf/Bd++/GIAwKHN/4Pbv23hO9dX44QzJvWampUGjmeQiIgG7cIzT8U/\n3HA1vnnZRb22Bf0+/N87f4DZ59Zi5eYdmHrorwiOPw8bR9cMaDpcOjYGOBERDdq/3fkTqNH+55j/\n5mUXHTPgaWj4KxAREZELMcCJiIhciAFORERZI4TAR9t28y6FLGCAExFR1qzYtB1f/vF9WLFpu92l\n5BwGOBERZc2r768BALy27CObK8k9DHAiIsoKy7Kw8NMAX7B0NSwrd9ertwMDnIiIsmLNJ7vRHooA\nANpDEXy0bY/NFeUWBjgREQ07yRJ4bdlH0NQjy9xqqoJX2Y0+rDiRCxERDcn9T7yELXuPWjteCEAI\nfLBlJ3TjyPrtumHimb+8j23tf4+GrgDaGrsgPu1SDxRNxcSTbrWjdFdjgBMR0ZB0RmJ468MNx90v\nEk/gvaVLez3v9Y/ORlk5j13oREQ0JI/c/l388R9/BL/XA1VRMnqNJCmQZS9OOPMuTK69PbsF5igG\nOBERDdkNl1+MNU/8M06ZNK57CdG+SLKCQNEUnPmlJzFq3OUjVGHuYYATEdGwmDK2Csv+8AD+11Vf\n6ne/s2d9F2dd+t/wFYwdocpyE6+BExHRgJmmhUhcQWR0NfyaH6qegJKMwANgdGkJNEWBbpq9Xqeq\nKnwFlZBlDSbSI194DmELnIiIBizSHsLylR14bvOpeKFhJtZ5L0Gi5EiL+uX3VvUIb0mSuv/fMAxs\nXPEnGGl9xGvONQxwIiIasFgogm0ffoI3X/gQrz2/Dh/t8CDqK8eOA4ew91AzAECRZSiKjMuvuRGS\npADSkQFu0a79iEXqbKw+NzDAiYhoUIQQsEwTpm6gqyuNJn00XlxfBwBQFAVjqqvw2sIFuOUfnsHs\nG1+H1zcKkI7ETkfjchsrzw0McCIiGhIjrWPX5kOYv1jG068sAwCcduF3cOM9W/Bh+1VYvLQdENVH\nRp2POTLqvO3we3aWnBM4iI2IiIZECIHmukNorjsESZ6CE6Zfh4KSy7D8z1t67KeoAZww/f9HSeV5\nCLdvsqna3MEAJyKiYTPl9J8fd59RYy/DqLGXjUA1uY1d6ERERC7EACciInIhBjgREZELMcCJiIhc\niAFORETkQgxwIiIiF2KAExERuRADnIiIyIUY4ERERC7EACciInIhBjgREZELMcCJiIhciAFORETk\nQgxwIiIiF2KAExERuRADnIiIyIUY4ERERC7EACciInIhBjgREZELMcCJiIhciAFORETkQgxwIiIi\nF2KAExERuRADnIiIyIUY4ERERC6UlQB/9tlnMWPGDJSVlaG8vByzZs3CypUrs3EoIiKivJSVAI9E\nIrjnnntw4MABNDU14Wtf+xrmzp2LhoaGbByOiIgo72QlwH/84x9jzpw5KCwshKZpuP3226EoCtau\nXZuNwxEREeUddSQOsmbNGkSjUZxxxhl97qPrOgzD6P45kUiMRGlERESuNKAW+C233AJJkvp8zJo1\nq9dr6uvr8a1vfQt33nknJk+e3Od7P/TQQwgEAt2P8vLyAf9hiIiI8oUkhBCZ7hyNRpFMJvvcrmka\niouLu3/es2cPLr/8clx//fX4zW9+0+97H6sFXl5ejvOvfAeK4s20RCIiItcwzRTWvDUH8Xgcfr9/\nQK8dUBd6MBhEMBjMaN/Nmzdjzpw5mDdvHu6+++7j7q9pGjRNG0g5REREeSsrg9hWrVqFWbNm4Y47\n7sgovImIiGhgshLgd911F7q6uvCrX/2qu9UeDAbx61//OhuHIyIiyjtZGYW+dOnSbLwtERERfYpT\nqRIREbkQA5yIiMiFGOBEREQuxAAnIiJyIQY4ERGRCzHAiYiIXIgBTkRE5EIMcCIiIhdigBMREbkQ\nA5yIiMiFGOBEREQuxAAnIiJyIQY4ERGRCzHAiYiIXIgBTkRE5EIMcCIiIhdigBMREbkQA5yIiMiF\nGOBEREQuxAAnIiJyIQY4ERGRCzHAiYiIXMjxAS6EsLsEIiIix3F8gEc6NtldAhERkeM4PsA7Gj+w\nuwQiIiLHcXyAtzUtgxCW3WUQERE5iuMD3NTDiHRus7sMIiIiR3F8gEuyCln+BKNrxkLVVLvLISIi\ncgTHJ6KwDOzf8Cwkox6NhyLQU+nubYGiqZh40q02VkdERGQPxwc4AERiMWxavajX817/aBuqISIi\nsp9jA7zv+79lSJKKybW3o2LsZTDN1IjWRURENFysTzNsMHOeSMKhM6U0NzejqqrK7jKIiIiyrqmp\nCaNHD6xX2bEt8GAwCABoa2tDIBCwuRrnSiQSKC8vR3t7O/x+v93lOBbPU2Z4no6P5ygzPE+Zicfj\nqKio6M68gXBsgMvykQHygUCAf/kZ8Pv9PE8Z4HnKDM/T8fEcZYbnKTOfZd6AXpOFOoiIiCjLGOBE\nREQu5NgAV1UV9957L1TVsb38jsDzlBmep8zwPB0fz1FmeJ4yM5Tz5NhR6ERERNQ3x7bAiYiIqG8M\ncCIiIhdigBMREbkQA5yIiMiFHB/gr7/+Ok4//XSUlpaipKQEZ511FhYsWGB3WY7z7LPPYsaMGSgr\nK0N5eTlmzZqFlStX2l2W42zatAlXXnklqqqqIEkSlixZYndJjiCEwL333osxY8agoKAAl1xyCbZu\n3Wp3WY4zf/58zJw5E0VFRZAkCYZh2F2S49x5552ora1FUVERqqurccMNN6C+vt7ushzn/vvvx5Qp\nU1BcXIyKigrMmTMHGzduHNB7OD7AzznnHLz11lvo6OhAZ2cnHnnkEdx8883YtGmT3aU5SiQSwT33\n3IMDBw6gqakJX/va1zB37lw0NDTYXZqjeDweXHfddVi0qPfqdvns4YcfxpNPPol33nkHbW1tmDFj\nBubMmYNoNGp3aY5SWlqKefPm4ZFHHrG7FMeSJAlPP/002trasH37dkiShGuuucbushzn29/+Ntat\nW4dQKITDhw/jiiuuwJw5c2CaZuZvIlzENE2xYsUK4fV6xcsvv2x3OY5XXFwsXnnlFbvLcCwAYvHi\nxXaX4Qg1NTXikUce6f5Z13VRUVEhnn32WRurcq6lS5cKAELXdbtLcbwNGzYIAKKjo8PuUhwrmUyK\nf//3fxcAREtLS8avc3wLHABCoRBKSkrg9Xoxc+ZMnHvuubj66qvtLsvR1qxZg2g0ijPOOMPuUsjh\nQqEQ6urqcN5553U/p6oqpk+fjg0bNthYGeWCd999FxMnTkRpaandpTjOm2++iZKSEvh8Pvz85z/H\nz372M4waNSrj19sW4LfccgskSerzMWvWrO59i4uL0dXVhUgkggULFuCqq66Cx+Oxq/QRNZDz9Jn6\n+np861vfwp133onJkyePfNE2GMx5oiPC4TAAoKSkpMfzpaWl3duIBmPJkiW4//778fjjj9tdiiNd\nffXV6OrqQnt7O37729/iwgsvHNDrbZuJLRqNIplM9rld0zQUFxcfc9tVV12FK6+8Ej/5yU+yVZ5j\nDPQ87dmzB5dffjmuv/56/OY3vxmJEh1hMJ8nSZKwePFizJ49O9vlOdpnPVyrVq3q8QVyxRVX4LTT\nTsO//du/2VidM73//vv48pe/DF3XOVVoHxYtWoSbbroJTz31FK699lq7y3E8y7JQWlqK5cuXZ9xz\natsnLxgMDmr9UwDQdR07d+4c5oqcaSDnafPmzZgzZw7mzZuHu+++O8uVOctQPk/5rri4GDU1NVi7\ndm13gBuGgY0bN+Lmm2+2uTpyoxdeeAHz5s3DSy+9hDlz5thdjitYlgVd17F79+6MA9zx18CfffZZ\n7Nq1C6ZpIpFI4PHHH8d7772HK6+80u7SHGXVqlWYNWsW7rjjjrwL74EQQiCZTHa31nVdRzKZzPvb\ngebNm4eHH34YW7duRSKRwL333gtN09hy+gLTNJFMJpFOpwEAqVQKyWQSlmXZXJlzPProo7jtttuw\naNEihnc//uM//gPNzc0AgNbWVsybNw8ejwczZszI/E2yNapuuNxzzz2ipqZGBAIBUVZWJi644AIx\nf/58u8tynFmzZglJkkRBQUGPx0MPPWR3aY6yf/9+AaDX495777W7NFtZliXuvvtuMXr0aOH3+8XM\nmTPF5s2b7S7LcZ566qljfn6WLl1qd2mOAUCoqtrru2j58uV2l+YoV199taisrBSBQEBUVVWJa665\nRqxdu3ZA78HVyIiIiFzI8V3oRERE1BsDnIiIyIUY4ERERC7EACciInIhBjgREZELMcCJiIhciAFO\nRETkQgxwIiIiF2KAExERuRADnIiIyIUY4ERERC70/wAn8X7X/tRbKwAAAABJRU5ErkJggg==\n"
          }
        }
      ],
      "source": [
        "vis.draw_partition(psi2tree, bitmap=True, extent=[x0, x1, y0, y1])\n",
        "plt.scatter(points[:, 0], points[:, 1], s=150, c=\"black\", marker=\"*\")"
      ],
      "id": "d40f606d"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## `psiclone.visualization.get_barcode_data()`\n",
        "\n",
        "`get_barcode_data()` 関数はバーコードの情報を取得します.これは\n",
        "`draw_barcode()` に対応したデータで,文字列 ‘sub’, ‘sup’, ‘reeb’\n",
        "をキーとする辞書式リストが得られます.これはそれぞれ,サブレベルパーシステントホモロジー,スーパーレベルパーシステントホモロジー,レーブグラフに対応するバーコードを表現します.各バーコードは,配列\n",
        "`x`, `y0`, `y1` の三つ組で構成されています.`x` はバーの系列番号,`y0`\n",
        "はバーの下限値,`y1` はバーの上限値です."
      ],
      "id": "6e757577-0180-429f-acc1-6eb905668d8c"
    },
    {
      "cell_type": "code",
      "execution_count": 22,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "text/plain": [
              "{'sub': (array([0, 1]),\n",
              "  array([-2.75294965,  0.55322506]),\n",
              "  array([2.76335369, 1.08143079])),\n",
              " 'sup': (array([ 2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15]),\n",
              "  array([-0.02617826,  0.00358474,  0.01381636,  0.02492754,  0.03030266,\n",
              "          0.03121934,  0.05834316,  0.06569003,  0.06629733,  0.07192172,\n",
              "          0.07369314,  0.07440814,  0.07892039,  2.76335369]),\n",
              "  array([-0.50588341, -2.75294965, -2.75294965, -2.75294965, -2.75294965,\n",
              "         -2.75294965,  0.02752536,  0.06562705,  0.02152453,  0.03687794,\n",
              "          0.05984956,  0.04302202,  0.05388596, -2.75294965])),\n",
              " 'reeb': (array([16, 17, 18, 19, 20, 21]),\n",
              "  array([-2.75294965, -0.50588341, -0.50588341,  0.        ,  0.55322506,\n",
              "          1.08143079]),\n",
              "  array([-0.50588341, -0.02617826,  0.        ,  1.08143079,  1.08143079,\n",
              "          2.76335369]))}"
            ]
          }
        }
      ],
      "source": [
        "vis.get_barcode_data(psi2tree)"
      ],
      "id": "cb245141"
    },
    {
      "cell_type": "code",
      "execution_count": 23,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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ISeQAACmJHAAgJZEDAKQkcgCAlEQOAJCSyAEAUhI5AEBKIgcASEnkAAApiRwAICWRAwCk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\n"
          }
        }
      ],
      "source": [
        "x, y_bottom, y_top = vis.get_barcode_data(psi2tree)[\"reeb\"]\n",
        "\n",
        "plt.bar(x, y_top - y_bottom, bottom=y_bottom)"
      ],
      "id": "86042519"
    }
  ],
  "nbformat": 4,
  "nbformat_minor": 5,
  "metadata": {
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3 (ipykernel)",
      "language": "python",
      "path": "/opt/build/repo/.venv/share/jupyter/kernels/python3"
    },
    "language_info": {
      "name": "python",
      "codemirror_mode": {
        "name": "ipython",
        "version": "3"
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.12.3"
    }
  }
}