Project_Module_5.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/Harsha-070/FMML_IIITH/blob/main/Project_Module_5.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "UyjeBK7XKs6J",
        "outputId": "df18cbab-8ee9-41a4-ead2-84c4bb62d805"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Cloning into 'counting-fingers-classical'...\n",
            "remote: Enumerating objects: 24, done.\u001b[K\n",
            "remote: Counting objects: 100% (24/24), done.\u001b[K\n",
            "remote: Compressing objects: 100% (19/19), done.\u001b[K\n",
            "remote: Total 24 (delta 5), reused 23 (delta 4), pack-reused 0\u001b[K\n",
            "Receiving objects: 100% (24/24), 2.21 MiB | 7.59 MiB/s, done.\n",
            "Resolving deltas: 100% (5/5), done.\n"
          ]
        }
      ],
      "source": [
        "!git clone https://github.com/Bhuvanesh09/counting-fingers-classical"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import pickle\n",
        "from tqdm import tqdm"
      ],
      "metadata": {
        "id": "XbsbmYMNLtKi"
      },
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "with open(\"./counting-fingers-classical/data/fingerDataSet.pickle\", \"rb\") as infile:\n",
        "    dat = pickle.load(infile, encoding=\"bytes\")"
      ],
      "metadata": {
        "id": "XaHSzFloL686"
      },
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import numpy as np\n",
        "from PIL import Image, ImageDraw\n",
        "from IPython.display import display\n",
        "import matplotlib.pyplot as plt\n",
        "from matplotlib.pyplot import imshow"
      ],
      "metadata": {
        "id": "ZmKv91vXMKQ6"
      },
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "dat[0].keys()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "XK2QSITBMP9R",
        "outputId": "c7a5fb5c-c221-444e-8fcb-a9b6921a4bfb"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "dict_keys([b'box', b'boxHeight', b'handPoints', b'trackingIndices', b'allFingerPoints', b'boxWidth', b'image', b'boxEdges', b'croppedImage', b'numFingers', b'numPointsInBox', b'handEdges', b'indexFingerPoints', b'picCount', b'image1bit'])"
            ]
          },
          "metadata": {},
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def highlightPoints(img, pts, color = \"yellow\"):\n",
        "    draw = ImageDraw.Draw(img)\n",
        "    for y, x in pts:\n",
        "        draw.point((x, y), fill = color)"
      ],
      "metadata": {
        "id": "LUq6LJ_BMftO"
      },
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "imDat = dat[50]\n",
        "for key, item in imDat.items():\n",
        "    try:\n",
        "        print(key, type(item), item.shape)\n",
        "    except:\n",
        "        print(key, type(item), item)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Y-AG5B14MjSu",
        "outputId": "9b178d85-ad94-40e7-be5d-eaf264e708a7"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "b'box' <class 'numpy.ndarray'> (202, 2)\n",
            "b'middleFingerPoints' <class 'numpy.ndarray'> (61, 2)\n",
            "b'handPoints' <class 'numpy.ndarray'> (621, 2)\n",
            "b'trackingIndices' <class 'dict'> {b'1': {b'tipIndices': (array([206, 207, 208]), array([183, 183, 183])), b'baseIndices': (array([213, 213, 214, 214, 215]), array([185, 186, 185, 186, 185]))}, b'3': {b'tipIndices': (array([204, 204, 205, 205, 206, 206]), array([200, 201, 200, 201, 200, 201])), b'baseIndices': (array([213, 214, 215]), array([199, 199, 199]))}, b'2': {b'tipIndices': (array([203, 204, 205]), array([192, 192, 192])), b'baseIndices': (array([211, 212, 213]), array([192, 192, 192]))}}\n",
            "b'allFingerPoints' <class 'numpy.ndarray'> (187, 2)\n",
            "b'boxWidth' <class 'numpy.int64'> ()\n",
            "b'image' <class 'numpy.ndarray'> (400, 400)\n",
            "b'boxEdges' <class 'list'> [173, 211, 192, 253]\n",
            "b'croppedImage' <class 'numpy.ndarray'> (61, 38)\n",
            "b'numFingers' <class 'int'> 3\n",
            "b'numPointsInBox' <class 'numpy.int64'> ()\n",
            "b'handEdges' <class 'list'> [181, 203, 200, 245]\n",
            "b'indexFingerPoints' <class 'numpy.ndarray'> (61, 2)\n",
            "b'picCount' <class 'int'> 91\n",
            "b'image1bit' <class 'numpy.ndarray'> (400, 400)\n",
            "b'ringFingerPoints' <class 'numpy.ndarray'> (65, 2)\n",
            "b'boxHeight' <class 'numpy.int64'> ()\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "imDat = dat[32]\n",
        "img = Image.fromarray(imDat[b'croppedImage'])\n",
        "img = img.convert(mode=\"RGB\")\n",
        "newFingerPoints = [(y - min(imDat[b\"box\"][:,0]), x - min(imDat[b\"box\"][: , 1])) for y, x in imDat[b\"allFingerPoints\"]]\n",
        "# highlightPoints(img, [(173, 211), (192, 253)])\n",
        "highlightPoints(img, newFingerPoints)\n",
        "# highlightPoints(img, imDat[b\"box\"], \"blue\")\n",
        "\n",
        "\n",
        "imshow(img)\n",
        "plt.gcf().set_dpi(70)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 308
        },
        "id": "a43Hj2FdMnP0",
        "outputId": "fb8d8699-9348-43d1-ca00-8766422ab4ed"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 448x336 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "FILTER = 11"
      ],
      "metadata": {
        "id": "YEmOC0LVMrZL"
      },
      "execution_count": 9,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "class PointDat:\n",
        "    def __init__(self, imgAr, isFinger : bool, coor = None, idx = None):\n",
        "        self.imgAr = imgAr\n",
        "        self.isFinger = isFinger\n",
        "        self.idx = idx\n",
        "        self.coor = coor\n",
        "\n",
        "    def __str__(self):\n",
        "        return \"Coors {} on idx {}\".format(self.coor, self.idx)\n",
        "\n",
        "    def data(self):\n",
        "        return self.imgAr.reshape(-1)\n",
        "\n",
        "    def getPointGrid(self):\n",
        "        return self.imgAr\n",
        "\n",
        "    def getBoolean(self):\n",
        "        return self.isFinger\n",
        "\n",
        "    def getCoors(self):\n",
        "        return self.coor"
      ],
      "metadata": {
        "id": "kVojj0qnMxiC"
      },
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def highlightPoints(img, pts, color = \"yellow\"):\n",
        "    draw = ImageDraw.Draw(img)\n",
        "    for y, x in pts:\n",
        "        draw.point((x, y), fill = color)\n",
        "\n",
        "class ImgDat:\n",
        "    def __init__(self, dat, idx = None):\n",
        "        self.idx = idx\n",
        "        self.fullImage = dat[b\"image\"]\n",
        "        self.box = dat[b\"box\"]\n",
        "        self.topLeft = (int(min(dat[b\"box\"][:, 0])), int(min(dat[b\"box\"][:, 1])))\n",
        "        self.bottomRight = (int(max(dat[b\"box\"][:, 0])), int(max(dat[b\"box\"][:, 1])))\n",
        "\n",
        "        self.bitImage = dat[b\"image1bit\"][self.topLeft[0]:self.bottomRight[0], self.topLeft[1]:self.bottomRight[1]]\n",
        "        self.numFingers = dat[b\"numFingers\"]\n",
        "        self.boundImage = dat[b\"croppedImage\"]\n",
        "\n",
        "        self.fingerPoints = [(p1 - self.topLeft[0], p2 - self.topLeft[1]) for p1, p2 in dat[b\"allFingerPoints\"]]\n",
        "\n",
        "    def showImage(self):\n",
        "        img = Image.fromarray(self.boundImage)\n",
        "        img = img.convert(mode = \"RGB\")\n",
        "        return img\n",
        "\n",
        "    def showFingers(self):\n",
        "        COLS = [\"orange\", \"pink\", \"lime\"]\n",
        "        img = Image.fromarray(self.boundImage)\n",
        "        img = img.convert(mode = \"RGB\")\n",
        "        highlightPoints(img, self.fingerPoints, COLS[self.numFingers - 1])\n",
        "        return img\n",
        "\n",
        "    def showFullImage(self):\n",
        "        img = Image.fromarray(self.fullImage)\n",
        "        img = img.convert(mode = \"RGB\")\n",
        "        highlightPoints(img, self.box, \"yellow\")\n",
        "        return img\n",
        "\n",
        "    def makePointsDataset(self):\n",
        "        F = FILTER//2\n",
        "\n",
        "        collection = []\n",
        "        for r in range(F, self.bitImage.shape[0] - F):\n",
        "            for c in range(F, self.bitImage.shape[1] - F):\n",
        "#                 collection.append([self.bitImage[r-F:r+F, c-F:c+F], (r, c) in self.fingerPoints, (r, c)])\n",
        "                collection.append(PointDat(self.bitImage[r - F : r + F+1, c - F: c + F+1], (r, c) in self.fingerPoints, (r, c),\\\n",
        "                                            self.idx))\n",
        "\n",
        "        return np.array(collection, dtype=object)\n"
      ],
      "metadata": {
        "id": "JtCk9hFSM0E5"
      },
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "sampleIndices = [0, 10, 52, 30, 40]\n",
        "fig, axs = plt.subplots(5, 3, figsize=(8, 16), gridspec_kw={'width_ratios': [3, 1, 1]})\n",
        "for r in range(5):\n",
        "    p = ImgDat(dat[sampleIndices[r]], sampleIndices[r])\n",
        "    axs[r][0].imshow(p.showFullImage())\n",
        "    axs[r][1].imshow(p.showImage())\n",
        "    axs[r][2].imshow(p.showFingers())\n",
        "fig.set_dpi(100)"
      ],
      "metadata": {
        "id": "7zEuSsJbM3a-",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "3a7585cf-3ace-467f-fde4-20688c4b11af"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x1600 with 15 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "p = ImgDat(dat[52], 52)\n",
        "d = p.makePointsDataset()"
      ],
      "metadata": {
        "id": "ej3ZFtXCM8bm"
      },
      "execution_count": 13,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "posPoints = [point for point in d if point.getBoolean()]\n",
        "negPoints = [point for point in d if not point.getBoolean()]"
      ],
      "metadata": {
        "id": "E-XiDouRM_V2"
      },
      "execution_count": 14,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "np.random.seed(0)\n",
        "fig, axs = plt.subplots(3, 5, figsize=(15, 9))\n",
        "for ax in axs:\n",
        "    for a in ax:\n",
        "        point = np.random.choice(posPoints)\n",
        "        a.imshow(point.getPointGrid())\n",
        "        a.title.set_text(str(point))\n",
        "        a.set_xticks([FILTER//2])\n",
        "        a.set_yticks([FILTER//2])"
      ],
      "metadata": {
        "id": "07pouN67NCZM",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 772
        },
        "outputId": "6b041e6b-cd75-40cb-f870-043173e56605"
      },
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x900 with 15 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "np.random.seed(0)\n",
        "fig, axs = plt.subplots(3, 5, figsize=(15, 9))\n",
        "for ax in axs:\n",
        "    for a in ax:\n",
        "        point = np.random.choice(negPoints)\n",
        "        a.imshow(point.getPointGrid())\n",
        "        a.title.set_text(str(point))\n",
        "        a.set_xticks([FILTER//2])\n",
        "        a.set_yticks([FILTER//2])"
      ],
      "metadata": {
        "id": "aXg7FP86NFRJ",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 772
        },
        "outputId": "d41ebad6-ef12-48f3-df25-170174706ac2"
      },
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x900 with 15 Axes>"
            ],
            "image/png": 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WkydP6saNG/W+++5TEdEvvvjCza3lWnp6ugYEBGj//v1dtp09e7aKiK5bt87utn79+ml0dLTLdaxZs0b9/Py0evXq+uqrr+q4ceM0OjpaIyMjbX7JsTx/9erV0/vvv19nzpyp/fr1UxHRESNGuOwnNTVVExISrP/OycnRpk2bqo+Pjw4aNEjffPNNbd68uTXD1x6JtWjRIhURnTZtmqqqXrlyRe+44w4tW7as/v3333n2azlax5JhX19fbdasmcujKy3y2sZGVJLy6+5z+/vvv6uI6AsvvKAPP/ywBgQEqIho7dq19auvvnJ7W+UlryOxnHnwwQc1ODhYs7Oz7W6rWrWqdurUyeU6PHle4uLiND4+XocNG6YzZ87U5s2bq4joqlWrXPaTkJCgqamp1n8fP35cY2JiNDIyUseOHauTJk3SatWqWfN77XvHo48+qn5+frp582ZVVT127JhGRUVpixYtNCcnx63HZ3mOQ0JCtHv37nrixAmXY1bNext7k5KUa9WrR0TXqVPHelZBXkdi5eTk6KlTp/T48eP63XffaePGjdXX11d37tzp7uayMXLkSBURHT16tO7evVv37Nmj48ePV19fX12yZIld+xdeeEF9fHxsjjBxZNu2bRoSEqKxsbE6YcIEffnllzUxMVHNZrNu2LDB2s7yubNevXravHlzffPNN/WJJ55QX19f/fe//+1y/Jbn9Fo9evRQEdEHH3xQp0+frvfff781q9ceibVhwwb19fXV4cOHW5d17dpVg4KC9M8//8yzX8uRWJasmkwmveWWW9w+yuaLL75QEdEPP/zQrfZGRVbts/rDDz+oiOjChQvt7t+kSZM8P597Kq/XUWZmpp46dUoPHTqk//nPf7RcuXKakJCgly9ftmvLPtj28RX1PrjIi1jnzp1TEdH27du71X7Lli0qItqvXz+b5U8++aSKiPXD5V9//aUBAQHasmVLm1Nvpk+friKic+fOtS5LSUlREdG33nrLZp1Lly5167QwRypUqJDnC3nAgAEqIioi6uPjo507d9Z//vknz3V26tRJzWazTaEnv2rUqGHtPzQ0VEePHm13itK13Cli9e/fX4OCgvJsk5WVpWXKlNFatWrpxYsXrctXrFihIqLPP/+8dZnlTXr8+PE266hXr55bxbLcRaypU6eqiOgnn3xiXXb+/HmtWrWqXRHrypUr2qRJE+sXXkuY3XktLFy4UHv16qXvvfeeLl26VEePHq3BwcEaHR2thw4dyvO+p0+f1jJlyuidd97psh+jIMOuM2w2m61tS5curW+88YbH48nLhAkT3DqdNzMzU2vWrKmJiYkOd8AvvviiioiePHkyz/XUrVtXy5Qpo6dPn7Yu27p1q/r4+GjPnj2tyyw7sj59+tjcv2PHjlq6dGmXjyt3EWvZsmUqIvrqq69al2VnZ+udd97p8HTCbt26aXBwsO7atctamF62bJnLfn/88Uft1KmTvvvuu7p8+XJ96aWXtHTp0hoYGKi//PJLnvd1tY2NpqTl193n1vKjUenSpbVatWo6b948nTdvnlarVk0DAgJ069atHo8pN0+LWLt379bAwEB96KGHHN7esmVLl18u8vO8vP/++9ZlmZmZWq5cObc+qOf+AP3YY4+piNicnvnXX39pRESE3Qdoy745OTlZL126pG3bttXw8HA9ePCgy36nTp2qgwcP1gULFujixYt12LBh6ufnp9WqVXNZNHC1jb1FScu1ZQwRERH6119/Wft3VsQ6fvy4dZ8sIlqhQgWHX5bdlZGRof/+97/VZDJZ1xkcHOx0f/Phhx/aZcGRDh06aEBAgM0pSseOHdOwsDBt2rSpdZmliJX7C+bw4cPV19dXz549m2c/uYtYltfDoEGDbNo9+OCDdkUsVdWnn35afXx89LvvvrP+gOTO6W8HDx7Uli1b6qxZs/S///2vTp06VStWrKg+Pj66YsUKl/dv0aKFhoeHF8r3ouJCVh1n1fI6+u677+zu/8ADD2i5cuU8HpMzeb2OPvroI5v3iltuuUV/++03h+thH3xVce2Di7yIdfjwYRUR7dGjh1vtLV+yduzYYbPcskN64oknVPV/O4jclcrMzEwNDw+3efJTUlLUbDZrZmamTVvLL7ZjxoyxqYy6IygoyO4N5lo7d+7UNWvW6Hvvvadt27bVjh075lmhPHfunAYGBmrHjh09Gocz69at088//1xnzpypDRs21CeeeCLPx+hOEcvyS1Re51GvW7dORRwfSZWUlGRTnLIUsSxvchZDhw7VyMjIPMeial/EatmypcbGxtpVkF999VW7Ipaq6p49ezQkJEQbNmyoJpOpQPMXfP/992oymezmHbvWlStXtHXr1hoQEKBbtmzJd19FjQy7zvBXX32lq1at0tdee03r1auX7/mwHPn222/Vz8/PrV9bH374YRURXblypcPbZ82apSKi27dvd7qOY8eOqYjjI6latWplcySX5YPxzz//bNNuypQpKiIud2a5i1j9+/dXPz8/TU9Pt2n3ySefOCxinT59WmNjY7VOnToF/mK6e/duDQoK0latWuXZztU2NpqSmt9rOXpu33//fRW5eiTttT8+HDx4UP39/bV79+4ejccRT4pY58+f17p162pkZKQePXrUYZsuXbpoTExMnuvx9HkJDQ2122e2a9dO69Wr53LMuT9AV69eXW+77Ta7doMGDbL7AK169Zd4Hx8fbdSokYpIgebrW7BggYrkPRehO9vYW5S0XP/9998aFRWlkydPtunfWRErMzNT16xZo59++qmOHz9e69atW6DX1+XLl3X06NH6wAMP6EcffaT/93//p02bNtXQ0FBdv369XfvPPvvM5X4iOztbg4ODHe7bBwwYYHMkl6WIde2PtKr/K8a7KrrnLmJZXg9//PGHTbuff/7ZYRErMzNTa9eurYmJiRoTE6MpKSkuj9Zw5vTp01q2bFmXc4xOnDjR6fcJb0JWHWfVsg92VOh96KGHNCIiwqPxOOPqdXTixAlds2aNLlq0SB955BG9/fbbHWZalX1wXopiH1zkc2JZznN197zHgwcPio+Pj91VhMqVKyelSpWSgwcPWtuJiNSoUcOmXUBAgFSuXNl6u0X58uUlICDAZllKSop06tRJxo0bJ9HR0dK+fXuZN2+ew3OOHVEn54CKiCQlJUmLFi2kZ8+esmLFCsnIyJD77rvP6X2WLFkily5dku7du7vVtyu33367tGrVSgYOHCirV6+W//u//5Onn366QOu0jD2vK4Q4e15Erm6T3M9LYGCgxMTE2CyLjIyUM2fOeDy+gwcPStWqVe3G52gsIiJVqlSRsWPHysaNGyU5OVmee+45j/u0aNKkidx66615XjZ0yJAh8vnnn8s777xjc5VIoyPDrjN81113yb/+9S95/PHHZdGiRTJu3DiZPn26W2PIyx9//CEdO3aUWrVqyTvvvJNn20mTJsmcOXNkwoQJdlcBsihohm+66Sb5+++/5fz58zbLK1asaPPvyMhIERGPc3zw4EGJjY21udqJs7GIiERFRckbb7whv/32m0RERMgbb7zhUX/Xqlq1qrRv316+/vprp3N8uLONjaak5vdajp5byzw2d9xxh8THx1vbVqxYUZo0aSLr1q1za92F4cqVK9ar1i5evNjpVU1V1eUVujx9XipUqGC3zoLsg6tVq2a33Fl+77jjDhk4cKD8/PPP0qpVK7fmYXHmwQcflHLlyjndB7u7jb1FScv16NGjJSoqSoYMGeLWOgICAqRFixZy7733ynPPPSczZsyQvn37yooVK9y6f26DBw+WTz/9VD7++GPp2rWrdO/eXdauXSuxsbE2cxnlfgx55fXUqVNy4cIFp/vanJwcOXz4sM3ywtzX+vj42F090VlWAwICZO7cubJ//35JT0+XefPm5ftqgVFRUdK7d2/5888/7ebgsli4cKGMHj1a+vbtKwMHDsxXP0ZBVh2z7IMd9XXp0iW35pZ0xZ3XUdmyZaVFixbSuXNnmTVrltx7771yzz33yIkTJ+zasg92rij2wcVSxIqLi5Nt27Z5dL/CvpSqozCYTCZZvHixrF+/XgYPHixHjx6VPn36SIMGDSQjIyPP9ZUuXdqjF1jnzp1l48aNTi+3vWDBAomIiJB7773X7XW6KzIyUpo3by4LFiwo0HrOnDkjwcHBhfLGYpH7cpxF7YsvvhARkWPHjsnp06cLtK74+Hj5559/HN42btw4mTlzprz88svy0EMPFaifokaGr3KVYYsqVapIvXr1Cpy3w4cPS8uWLSUiIkJWrVolYWFhTtvOnz9fRo4cKY888oiMHj3aaTvL48090WJBOcuxu0WGgli9erWIXH1szj4Quys+Pl6ysrLsinQi7m9joyG/V+V+bi0foMqWLWvXtkyZMvn6AJlfDz/8sKxYsULmz58vzZs3d9ruzJkzN1R2MzMz5ZtvvhERkb179xZ4Yv289sHubmNvUZJyvXv3bpk9e7YMHTpUjh07JgcOHJADBw7IpUuX5PLly3LgwAGnz7tF48aNJTY2Nl/75aysLHn33Xelbdu2Nhdd8ff3l3/961+yadMmuwnLb+R97aVLl2T37t0FWpflhwNHz9uaNWukZ8+e0rZtW3nrrbcK1I8RkFXHWbVMcH/8+HG7dR8/frzAPzTk93XUuXNnycjIcDiBO/vgvF3vfXCxXJ3w3nvvlb1798r69etdtk1ISJCcnBy7N8iTJ0/K2bNnrVd7s/z3zz//tGmXlZUl+/fvt7sqXF5uu+02mThxomzatEkWLFgg27dvl48//jjP+yQlJcn+/fvd7sNyVY9z587Z3Xb8+HH5+uuvpVOnTjZXPilMFy9edNi3J/bv3y833XRTnm2cPS+WZZ48L55KSEiQvXv32gXf0VhERN566y1Zs2aNTJw4UbKysmTAgAEF6n/fvn12R5WJiMyYMUPGjh0rjz32mEdXPjQSMpx3hh21LUjeTp8+LS1btpTMzExZvXq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Xp06dqhUrVlQfHx9dsWKFy/u3aNFCw8PDC+UzldGUtAxbuLNvHjVqlI4cOVIXLlyoH330kXVfdccdd+Qrw6qef3cjw1cZKcNFXsQ6fPiwioj26NHDrfaWI5R27Nhhs/z48eMqIvrEE0+o6v9eXLmP2MnMzNTw8HCbAKWkpKjZbNbMzEybtpZfdsaMGWNTmXZHUFCQ3RuJ6tUjoKKionTy5Mk2/ecuYl28eFETEhK0bNmyumTJEj1w4IAuXLhQS5curX5+flqlShWPxpPbV199patWrdLXXntN69WrZzMfliPnz5/XunXramRkpB49etRhmy5dumhMTEye6/H0eQkNDbU78qldu3Zar169PPtRtS9iVa9eXW+77Ta7doMGDbIrYqmq/vDDD+rj46ONGjVSEdF3333XZZ/OLFiwQEUkz+3szjY2opKW4Wt5UsQ6d+6cBgYGaseOHT0ahzPr1q3Tzz//XGfOnKkNGzbUJ554Is/H6E4Ra+TIkSoiec55sG7dOqdHYiQlJdl8ubV8sLAU7C2GDh2qkZGReY5F1f5LcMuWLTU2NtbuPeHVV1+1+xKsqrpnzx4NCQnRhg0bqslkKtD8Bd9//72aTKY85y26cuWKtm7dWgMCAnTLli357qsoldT87ty5U9esWaPvvfeetm3bVjt27Gj3i+vcuXM1KCjIWvgozCKWu/k9d+6crlmzRpctW6YjRozQ+vXr66effupwneTXuRs1v86U1Fxfa/fu3RoUFOTyzIWHH35YRURXrlzp0VgsDh06ZP3S/fHHH1uXX7lyRWvWrOlwjtPPPvvMZZ/Z2dkaHBzs8CiMAQMG2BwFYvkCfG2BWPV/R3+7mkc39xdgy+vhjz/+sGlnma839xfgzMxMrV27tiYmJmpMTIympKS4PGvBmdOnT2vZsmWdzlFoMXHiRKfvZTeCkpphd/bNjlheDx999JFH48lLXt/dyLBzxZXhIp8TKzw8XETE7fl/Dh48KD4+PjZXGxG5eoW8UqVKycGDB63tRERq1Khh0y4gIEAqV65svd2ifPnyEhAQYLMsJSVFOnXqJOPGjZPo6Ghp3769zJs3z+G5xY6og/NpR48eLVFRUTJkyJA87xsYGCgrV66U0qVLS6dOnaRSpUrSs2dPef755yUqKsrmygn5cdddd8m//vUvefzxx2XRokUybtw4mT59usO2V65csV6tZ/HixdYrGOamqi6vLODp81KhQgW7dUZGRsqZM2fy7MdZ39WqVbNbnnssFnfccYcMHDhQfv75Z2nVqpVb53o78+CDD0q5cuVk7dq1Dm93dxsbUUnLcH4tWbJELl26JN27dy+U9d1+++3SqlUrGThwoKxevVr+7//+T55++ukCrdPyePPKsbPnRUQkKSnJ7nkJDAyUmJgYm2UFyXDVqlXtxucsw1WqVJGxY8fKxo0bJTk5WZ577jmP+7Ro0qSJ3HrrrU4zLCIyZMgQ+fzzz+Wdd96xucqckZXU/CYlJUmLFi2kZ8+esmLFCsnIyJD77rvPep+0tDR5+umn5amnnpL4+Hi3+vOEu/kNDw+XFi1aSPv27eWVV16RJ554Qtq3by9bt261a0t+nbtR8+tMSc31tapWrSrt27eXr7/+2umcLpMmTZI5c+bIhAkT7K6s5a6goCARuTpPTufOna3LfXx8pEuXLnLkyBG7K5u6k9VTp07JhQsXHObjpptukpycHDl8+LDN8ooVK9r8OzIyUkTE47xaXg+5r7zmLKsBAQEyd+5c2b9/v6Snp8u8efPyfaWxqKgo6d27t/z555928/dYLFy4UEaPHi19+/aVgQMH5qsfoyupGXa1b3Zm+PDh4uPjk+d7vKfy+u5Ghp0rrgwXSxErLi5Otm3b5tH9CvtSqpadUO4+Fi9eLOvXr5fBgwfL0aNHpU+fPtKgQYM8J20UESldurTdC2737t0ye/ZsGTp0qBw7dkwOHDggBw4ckEuXLsnly5flwIED8s8//1jbJycny7Zt22Tbtm3y/fffy7Fjx+Thhx+Wv//+W6pXr144D1yuflCsV6+eLFiwwOHtDz/8sKxYsULmz58vzZs3d7qeM2fO2E1UXlCOLm0qUrjFBWcyMzPlm2++ERGRvXv3yoULFwq0vvj4eJvn91rubmMjKkkZLogFCxZIRESE3HvvvYW2TovIyEhp3ry50wy768yZMxIcHOxwW+aXswwXlS+++EJERI4dOyanT58u0LryyvC4ceNk5syZ8vLLL8tDDz1UoH6KEvm9qnPnzrJx40bZtWuXiIhMnjxZsrKypEuXLtZ9teXD2JkzZ+TAgQNOJzD1lCf5vf/++0VE5OOPP7a7jfzm7UbMrzPk+qr4+HjJysqS8+fP2902f/58GTlypDzyyCMyevRot9eZW1RUlAQGBkrp0qXt8lKmTBkRsf8Cavn3jfSZefXq1SIicunSJdm9e3eB1mX54cBRXtesWSM9e/aUtm3byltvvVWgfoyMDF+Ve9+c1zhLly7t9D0+v5ztN8hw3oojw8VydcJ7771X9u7dK+vXr3fZNiEhQXJycuw27smTJ+Xs2bPWK81Y/vvnn3/atMvKypL9+/fbXZEmL7fddptMnDhRNm3aJAsWLJDt27c7/AB5raSkJNm/f7/NsqNHj0pOTo4MHTpUEhMTrX8//fST7Nq1SxITE2X8+PE29zGZTJKcnCxNmjSRqKgo+frrryUnJ8d6NcDCcvHiRTl37pzd8qeeekrmzZsnr7/+unTr1i3Pdezfv19uuummPNsU5vPiqYSEBIehzD0WizFjxsjOnTtl8uTJsn//fhk1alS++1ZVOXDggN0v2iKebWOjKikZzq/jx4/L119/LZ06dRKz2Vwo68zNWYY9UZAMW5Zd7wzv3bvXbmfuLMNvvfWWrFmzRiZOnChZWVkyYMCAAvW/b98+hxmeMWOGjB07Vh577DGPrpxmFORXrFflsWTo0KFDcubMGUlOTrbuq++8804REXnxxRclMTFRduzY4fb63enfnfxmZmZKTk6Ow7bkN283an6dIddXn/PAwEC7sxeWL18u/fr1k/vvv19mzJjh9voc8fHxkbp168qpU6fsCtvHjh0TEbF73e3fv198fHzy/EE6JiZGgoODHebjjz/+EB8fn+tylKjI/14Pe/futVnuLKu//fabjB8/Xnr37i316tWTfv36FejziOXKoLm3208//SQdO3aUW265RT755BPx8/PLdx/egAzb75udSU9Pl7///tvhe3x+5fXdjQznrVgyXCgnJXrIMu9BzZo1HZ73umfPHuvkYpaJyvr372/TZsSIESoOJq5r3bq1zTmdM2fOVHEwcV3uOalUr07WmPt8UMvVAadPn57nY3ruuefU39/f5io6p06d0qVLl9r9JScna8WKFXXp0qX622+/OV3nhQsXtH79+hobG6tpaWl59u/I5cuX7SbHU7169SVfX1+7ycQt81Q888wzLtd99uxZNZlM+tprr+XZrjCel9TUVE1ISHA5poJM7G65UsPjjz+uqlcnETSZTPrNN9+47Df3/CGqqjNmzFAR0SlTptgs92QbG1lJyXBu7s6JNWXKFBUR/fLLL/Ns546TJ0/aLdu/f7+GhYXlORmxO3NiRUVF6ZAhQ/JsY5kYuk6dOjbbZtWqVSoOJoYOCQmxW4ejq6g4UpCJofft26ehoaHW+R0sF8V47733XPbrKMMrV65UEdGhQ4faLP/444/Vx8dHu3fvnu/5A4pbScqvo/xkZWVp/fr1NSgoyHp1o82bN9vtq99++20VEe3Vq5cuXbrU5USrjrib3zNnzjica2Ty5MkqTuZoJL9XlbT8OlOScu3oOd+yZYv6+/tru3btbJZ/++23GhgYqHfddZfLK1266/XXX1cR2yuMXrx4UStXrqw1a9a0a9+xY0etXbu2y/V26NBBzWazzefTEydOaHh4uMNJoXNPtG2Zu8jZxSAscmf6119/VXFzUuisrCytV6+eVqpUSdPS0nTr1q0aEBCgvXv3dvn4HD1vR44c0cjISK1Tp47N8h07dmjp0qU1OTnZ4XeZG1FJyrC7++aLFy86/A781FNPqYjof/7znzz7d8aT726qZNjCSBkulpJ2lSpV5MMPP5QuXbrITTfdJD179pRatWpJVlaWrFu3ThYtWiS9evUSEZGbb75ZUlNTZfbs2XL27FlJSUmRn3/+Wd577z3p0KGD3HXXXSJytfL39NNPy7hx46R169bSrl07+fPPP2XmzJnSsGFD6dGjh8txvffeezJz5kzp2LGjVKlSRdLT02XOnDkSHh7u8tz59u3by4QJE+Tbb7+Vli1bisjVQw47dOhg13bq1KkiIna3/fvf/5a4uDipWbOmpKWlydy5c2Xfvn2ycuVKCQsLs2lrMpkkJSXFevqbIxkZGRIfHy9dunSR5ORkCQkJkd9//13mzZsnERERNvNNLF26VEaMGCHVqlWTm266Sf7v//7PZl333HOPlC1b1vrvtWvXiqpK+/bt89wuhfG85NeIESPkgw8+kNatW8uwYcMkJCREZs+eLQkJCfLbb79Z2126dElSU1OlWrVqMnHiRBG5eqrBp59+Kr1795bff/9dQkJCnPaTkJAgXbp0kdq1a0tgYKD88MMP8vHHH0vdunVtfkn2dBsbWUnJsMX06dPl7Nmz1l9ZP/30U+upRkOGDJGIiAib9gsWLJC4uDhp1qyZ0/4qVaokIiIHDhzIc1y1a9eWu+++W+rWrSuRkZGye/dueffdd+Xy5cvy8ssv27T97rvv5LvvvhORq+fmnz9/Xl544QUREWnatKk0bdrU2nbz5s3yzz//uMywv7+/vPLKK9K7d29JSUmRbt26ycmTJ2XatGlSqVIlGT58eJ73L4iHH35Ypk+fLj179pTNmzdLbGysfPDBBxIcHGzTTlWlT58+EhQUJLNmzRIRkQEDBsiSJUtk2LBh0qJFizznnWvcuLHUq1dPbrnlFomIiJBffvlF5s6dK/Hx8fLMM89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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def singleton(cls, *args, **kw):\n",
        "    instances = {}\n",
        "    def _singleton(*args, **kw):\n",
        "        if cls not in instances:\n",
        "            instances[cls] = cls(*args, **kw)\n",
        "        return instances[cls]\n",
        "    return _singleton\n",
        "\n",
        "@singleton\n",
        "class fingersFromPoints:\n",
        "\n",
        "    def findAdjacent(self, coordinates, coordinate, cluster):\n",
        "        distances = np.sqrt(np.sum((coordinates-coordinate)**2,1))\n",
        "        newCoordIndices = np.where(np.logical_and(distances<1.3, distances >0))[0]\n",
        "\n",
        "        for newCoordIndex in newCoordIndices:\n",
        "            if newCoordIndex not in cluster:\n",
        "                cluster.append(newCoordIndex)\n",
        "                self.findAdjacent(coordinates, coordinates[newCoordIndex, :], cluster)\n",
        "\n",
        "    def findClusters(self, coordinates):\n",
        "        allIndices = np.arange(len(coordinates))\n",
        "        clusters = []\n",
        "\n",
        "        while len(allIndices) > 0:\n",
        "\n",
        "            cluster = [allIndices[0]]\n",
        "            self.findAdjacent(coordinates, coordinates[allIndices[0],:], cluster)\n",
        "            allIndices = np.setdiff1d(allIndices, np.array((cluster)))\n",
        "            clusters.append(cluster)\n",
        "\n",
        "        return clusters\n",
        "\n",
        "    def findClusterCoors(self, coors):\n",
        "\n",
        "        clusters = self.findClusters(coors)\n",
        "        newClus = []\n",
        "        for c in clusters:\n",
        "            temp = []\n",
        "            for idx in c:\n",
        "                temp.append(coors[idx])\n",
        "            newClus.append(temp)\n",
        "        return newClus\n",
        "\n",
        "    def countFingers(self, clusters, minFingerSize = 15, fingerCutoff = 0.5):\n",
        "        sizes = []\n",
        "        for cluster in clusters:\n",
        "            sizes.append(len(cluster))\n",
        "\n",
        "        sizes = np.array(sizes)\n",
        "\n",
        "        if len(sizes) > 0:\n",
        "            if np.max(sizes) > minFingerSize:\n",
        "                fingerCluster = np.argmax(sizes)\n",
        "                numFingers = sum(sizes>fingerCutoff*sizes[fingerCluster])\n",
        "            else:\n",
        "                numFingers = 0\n",
        "        else:\n",
        "            numFingers = 0\n",
        "\n",
        "        return numFingers\n",
        "\n",
        "    def predictNumFingers(self, coors):\n",
        "        newCoors = np.array(coors)\n",
        "        clusters = self.findClusters(newCoors)\n",
        "        #print(clusters)\n",
        "        return self.countFingers(clusters)\n"
      ],
      "metadata": {
        "id": "mKae7pA7NJK7"
      },
      "execution_count": 17,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "predObj = fingersFromPoints()\n",
        "\n",
        "imgObj = ImgDat(dat[52], 52)\n",
        "\n",
        "assert imgObj.numFingers == predObj.predictNumFingers(imgObj.fingerPoints), \"Clustering has failed for the dataimage \\\n",
        "with index {}. Something is wrong! {} is being predicted instead of {})\".format(imgObj.idx, predObj.predictNumFingers(imgObj.fingerPoints),\\\n",
        "                                                                               imgObj.numFingers)"
      ],
      "metadata": {
        "id": "S-6SpEzKNQnN"
      },
      "execution_count": 18,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "cor, tot = 0, 0\n",
        "incor = []\n",
        "for idx, d in enumerate(dat):\n",
        "    imgObj = ImgDat(d, idx)\n",
        "    if imgObj.numFingers == predObj.predictNumFingers(imgObj.fingerPoints):\n",
        "        cor += 1\n",
        "    else:\n",
        "        incor.append(imgObj)\n",
        "    tot += 1\n",
        "\n",
        "print(\"The Clustering is correct for: {:.2f} % of the datapoints' ground truth\".format(cor * 100 / tot))"
      ],
      "metadata": {
        "id": "m90oPcH1NVPU",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "b0c1da82-5c7b-45e2-a71f-fa509e47d893"
      },
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "The Clustering is correct for: 96.30 % of the datapoints' ground truth\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(len(incor))"
      ],
      "metadata": {
        "id": "gsml5QHcNYi2",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "e2581355-7ccd-477d-d6f7-452e6a7508d2"
      },
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "2\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "fig, axs = plt.subplots(2, 3, figsize = (12, 10))\n",
        "incorIndices = []\n",
        "for idx, (ax, imObj) in enumerate(zip(axs, incor)):\n",
        "    print(\"Incorrect for {}\".format(imObj.idx))\n",
        "    incorIndices.append(imObj.idx)\n",
        "    ax[0].imshow(imObj.showImage())\n",
        "    ax[1].imshow(imObj.showFingers())\n",
        "    img = imObj.showImage()\n",
        "    clusters = predObj.findClusterCoors(np.array(imObj.fingerPoints))\n",
        "    COLS = [\"green\", \"red\", \"blue\", \"yello\", \"orange\", \"pink\"]\n",
        "    for idx2, c in enumerate(clusters):\n",
        "        highlightPoints(img, c, COLS[idx2])\n",
        "    ax[2].imshow(img)"
      ],
      "metadata": {
        "id": "9qmD1mCHNbwW",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 868
        },
        "outputId": "adbd55e5-c2c4-46d3-eb72-72305623db4a"
      },
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Incorrect for 42\n",
            "Incorrect for 45\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x1000 with 6 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "allImg = [ImgDat(d, idx) for idx, d in enumerate(dat)]"
      ],
      "metadata": {
        "id": "7pKVEoWYNeS1"
      },
      "execution_count": 22,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.model_selection import train_test_split"
      ],
      "metadata": {
        "id": "Z9CbVI7uNhmv"
      },
      "execution_count": 23,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "trainImg, testImg = train_test_split(allImg, test_size = 10, train_size = 44, random_state = 0)"
      ],
      "metadata": {
        "id": "okvogvh7Nkpa"
      },
      "execution_count": 24,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "trainPoints = np.array([], dtype=object)\n",
        "for imgObj in tqdm(trainImg):\n",
        "    trainPoints = np.append(trainPoints, imgObj.makePointsDataset())"
      ],
      "metadata": {
        "id": "uy4Q8joqNmrk",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "d32fd948-eb15-416c-a663-1ed1af174663"
      },
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "100%|██████████| 44/44 [00:02<00:00, 15.44it/s]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "X_train, y_train = np.array([p.data() for p in trainPoints]), np.array([p.getBoolean() for p in trainPoints])"
      ],
      "metadata": {
        "id": "kZuus8IWNpT3"
      },
      "execution_count": 26,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "X_train.shape, y_train.shape"
      ],
      "metadata": {
        "id": "OfyaV6nlN1sh",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "71b64674-eb8e-4ff1-fdf8-fbe809f57183"
      },
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "((70206, 121), (70206,))"
            ]
          },
          "metadata": {},
          "execution_count": 27
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.tree import DecisionTreeClassifier\n",
        "clf = DecisionTreeClassifier(random_state = 0, max_depth = 3)"
      ],
      "metadata": {
        "id": "kTTJ5O-tN3rN"
      },
      "execution_count": 28,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "clf.fit(X_train, y_train)"
      ],
      "metadata": {
        "id": "KCCtPSlHN58N",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 75
        },
        "outputId": "c089c84e-020d-4ec9-9e83-127214dbc9ad"
      },
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "DecisionTreeClassifier(max_depth=3, random_state=0)"
            ],
            "text/html": [
              "<style>#sk-container-id-1 {color: black;background-color: white;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>DecisionTreeClassifier(max_depth=3, random_state=0)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">DecisionTreeClassifier</label><div class=\"sk-toggleable__content\"><pre>DecisionTreeClassifier(max_depth=3, random_state=0)</pre></div></div></div></div></div>"
            ]
          },
          "metadata": {},
          "execution_count": 29
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#Training Error in terms of points:\n",
        "from sklearn.metrics import accuracy_score\n",
        "print(\"{:.2f} % of the training points classified correctly\".format(100*accuracy_score(clf.predict(X_train), y_train)))"
      ],
      "metadata": {
        "id": "_uFnMt36N8Q9",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "e8bc7d4c-abd8-45a5-e430-8d8aef7d63b9"
      },
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "95.86 % of the training points classified correctly\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "fig, axs = plt.subplots(10, 3, figsize = (9, 50))\n",
        "for idx, imgObj in enumerate(testImg):\n",
        "    testPoints = imgObj.makePointsDataset()\n",
        "    axs[idx][0].imshow(imgObj.showImage())\n",
        "    axs[idx][1].imshow(imgObj.showFingers())\n",
        "\n",
        "    coors = []\n",
        "    for point in testPoints:\n",
        "        if clf.predict([point.data()])[0]:\n",
        "            coors.append(point.getCoors())\n",
        "    clusters = predObj.findClusterCoors(np.array(coors))\n",
        "#     clusters = sorted(clusters, key = lambda c : len(c))\n",
        "#     clusters = clusters[::-1]\n",
        "#     clusters = clusters[:5]\n",
        "    img = imgObj.showImage()\n",
        "    COLS = [\"green\", \"red\", \"blue\", \"yellow\", \"orange\", \"pink\"]\n",
        "    for idx2, c in enumerate(clusters):\n",
        "#         pass\n",
        "        highlightPoints(img, c, COLS[idx2%6])\n",
        "    axs[idx][2].imshow(img)\n",
        "    if predObj.predictNumFingers(coors) == imgObj.numFingers:\n",
        "        print(\"Predicted correctly for idx : {}, the number: {}\".format(imgObj.idx, imgObj.numFingers))\n",
        "    else:\n",
        "        print(\"Predicted incorrectly for idx : {}, the number: {}\".format(imgObj.idx, imgObj.numFingers))\n",
        "#     print(\"Num clusters seen: {}\".format(len(clusters)))\n"
      ],
      "metadata": {
        "id": "uqP-1vTLN_Vp",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "10e2e8f8-8b64-4058-9c7b-2cef6291aca5"
      },
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Predicted correctly for idx : 53, the number: 3\n",
            "Predicted correctly for idx : 33, the number: 2\n",
            "Predicted correctly for idx : 48, the number: 3\n",
            "Predicted correctly for idx : 26, the number: 2\n",
            "Predicted correctly for idx : 11, the number: 1\n",
            "Predicted correctly for idx : 2, the number: 1\n",
            "Predicted correctly for idx : 32, the number: 2\n",
            "Predicted correctly for idx : 42, the number: 3\n",
            "Predicted correctly for idx : 45, the number: 3\n",
            "Predicted correctly for idx : 30, the number: 2\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 900x5000 with 30 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn import tree"
      ],
      "metadata": {
        "id": "UiEWLXaXOIdI"
      },
      "execution_count": 32,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "fig, ax = plt.subplots(figsize=(20, 7))\n",
        "imgObj = tree.plot_tree(clf, filled=True, ax=ax, impurity=False, proportion=True, rounded=True, fontsize = 10)\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "uKngjADTOQ6n",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 456
        },
        "outputId": "9c030f6d-e1d8-42a7-ff11-5c96c71399ad"
      },
      "execution_count": 33,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2000x700 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "blank = np.ones((11, 11))\n",
        "img = Image.fromarray(blank)\n",
        "img = img.convert(mode=\"RGB\")\n",
        "\n",
        "imDraw = ImageDraw.Draw(img)\n",
        "imDraw.point((12%11, 12//11), fill = \"red\")\n",
        "imDraw.point((54%11, 54//11), fill = \"red\")\n",
        "imDraw.point((60%11, 60//11), fill = \"green\")\n",
        "plt.imshow(img)"
      ],
      "metadata": {
        "id": "GtNaeE2nORcj",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 447
        },
        "outputId": "a57f1cda-49b4-45e0-c2b0-b85d4c370cfe"
      },
      "execution_count": 34,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.image.AxesImage at 0x7928d342ceb0>"
            ]
          },
          "metadata": {},
          "execution_count": 34
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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epb29PXskAI6AigZozJgxERGxe/fuPut3797d+9h/qqmpibq6uj4LAENfRQPU1NQUY8aMiba2tt515XI5NmzYEBdccEEldwXAIDf86z7h448/jrfeeqv35127dsW2bdvi+OOPj3HjxsXs2bPjjjvuiNNOOy2amppi/vz50dDQ0PtNOQCI+B8CtHnz5rj44ot7f54zZ05ERMyYMSMeffTRuOWWW2Lfvn1x/fXXx0cffRQXXXRRPP/88zFy5MjKTQ3AoPeN/g6oP/g7IIDBLeXvgADgqxIgAFIIEAApBAiAFAIEQAoBAiCFAAGQQoAASCFAAKT42pfi6W///8IMA+wiDQB8DYd7DR9wZ0B79+7NHgGACjjc6/mAuxZcT09PvPfeezFq1Kj/+Vpw5XI5Ghsbo729/ai/v5Bj0ZfjcYBjcYBjcUAljkVRFLF3795oaGiIYcMOfZ4z4N6CGzZsWJx00kkV+V1ucHeAY9GX43GAY3GAY3HANz0W+y8q/d8MuLfgADg6CBAAKYZkgGpqamLhwoVRU1OTPUo6x6Ivx+MAx+IAx+KAI3ksBtyXEAA4OgzJMyAABj4BAiCFAAGQQoAASDEkA7RkyZI45ZRTYuTIkTF58uTYuHFj9khHXGtra5x33nkxatSoGD16dFx55ZWxffv27LEGhLvuuiuqqqpi9uzZ2aOkePfdd+Oaa66JE044IWpra+Oss86KzZs3Z4+Voru7O+bPnx9NTU1RW1sbp556atx+++1HxXUoX3rppbj88sujoaEhqqqq4umnn+7zeFEUsWDBghg7dmzU1tZGc3Nz7Ny5s6IzDLkAPfnkkzFnzpxYuHBhbNmyJSZOnBhTp06NPXv2ZI92RK1ZsyZaWlpi/fr1sXr16vj888/j0ksvjX379mWPlmrTpk3x4IMPxtlnn509SooPP/wwpkyZEt/61rfiueeeizfeeCP++Mc/xnHHHZc9WorFixfH0qVL4/77749//OMfsXjx4rj77rvjvvvuyx6t3+3bty8mTpwYS5YsOejjd999d9x7773xwAMPxIYNG+KYY46JqVOnxqefflq5IYoh5vzzzy9aWlp6f+7u7i4aGhqK1tbWxKny7dmzp4iIYs2aNdmjpNm7d29x2mmnFatXry5+9KMfFbNmzcoe6Yi79dZbi4suuih7jAFj2rRpxXXXXddn3U9+8pNi+vTpSRPliIhi5cqVvT/39PQUY8aMKX7/+9/3rvvoo4+Kmpqa4vHHH6/YfofUGdBnn30Wr7zySjQ3N/euGzZsWDQ3N8e6desSJ8vX2dkZERHHH3988iR5WlpaYtq0aX3+fRxtnn322Zg0aVJcddVVMXr06DjnnHPi4Ycfzh4rzYUXXhhtbW2xY8eOiIh49dVXY+3atXHZZZclT5Zr165d0dHR0ef/SqlUismTJ1f0tXTAXYz0m/jggw+iu7s76uvr+6yvr6+PN998M2mqfD09PTF79uyYMmVKTJgwIXucFE888URs2bIlNm3alD1KqrfffjuWLl0ac+bMid/+9rexadOmmDlzZowYMSJmzJiRPd4RN3fu3CiXyzF+/Piorq6O7u7uWLRoUUyfPj17tFQdHR0REQd9Ld3/WCUMqQBxcC0tLfH666/H2rVrs0dJ0d7eHrNmzYrVq1fHyJEjs8dJ1dPTE5MmTYo777wzIiLOOeeceP311+OBBx44KgP01FNPxfLly2PFihVx5plnxrZt22L27NnR0NBwVB6PI21IvQV34oknRnV1dezevbvP+t27d8eYMWOSpsp14403xqpVq+KFF16o2G0uBptXXnkl9uzZEz/4wQ9i+PDhMXz48FizZk3ce++9MXz48Oju7s4e8YgZO3ZsnHHGGX3WnX766fHOO+8kTZTrN7/5TcydOzeuvvrqOOuss+LnP/953HzzzdHa2po9Wqr9r5f9/Vo6pAI0YsSIOPfcc6Otra13XU9PT7S1tcUFF1yQONmRVxRF3HjjjbFy5cr429/+Fk1NTdkjpbnkkkvitddei23btvUukyZNiunTp8e2bduiuro6e8QjZsqUKV/6Ov6OHTvi5JNPTpoo1yeffPKlG6ZVV1dHT09P0kQDQ1NTU4wZM6bPa2m5XI4NGzZU9rW0Yl9nGCCeeOKJoqampnj00UeLN954o7j++uuLY489tujo6Mge7Yi64YYbilKpVLz44ovFv/71r97lk08+yR5tQDhavwW3cePGYvjw4cWiRYuKnTt3FsuXLy++/e1vF4899lj2aClmzJhRfPe73y1WrVpV7Nq1q/jzn/9cnHjiicUtt9ySPVq/27t3b7F169Zi69atRUQU99xzT7F169bin//8Z1EURXHXXXcVxx57bPHMM88Uf//734srrriiaGpqKv79739XbIYhF6CiKIr77ruvGDduXDFixIji/PPPL9avX5890hEXEQddHnnkkezRBoSjNUBFURR/+ctfigkTJhQ1NTXF+PHji4ceeih7pDTlcrmYNWtWMW7cuGLkyJHF9773veJ3v/td0dXVlT1av3vhhRcO+hoxY8aMoii++Cr2/Pnzi/r6+qKmpqa45JJLiu3bt1d0BrdjACDFkPoMCIDBQ4AASCFAAKQQIABSCBAAKQQIgBQCBEAKAQIghQABkEKAAEghQACkECAAUvwfSQvHaX3twFgAAAAASUVORK5CYII=\n"
          },
          "metadata": {}
        }
      ]
    }
  ]
}