decision_tree_test.ipynb

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  "metadata": {
    "colab": {
      "name": "decision_tree_test.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "authorship_tag": "ABX9TyOX2nAs584O4jR7h573uJiL",
      "include_colab_link": true
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    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
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    "language_info": {
      "name": "python"
    }
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  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/raqueeb/data_analyst/blob/main/decision_tree_test.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "pR9L5E4_Pqxl"
      },
      "source": [
        "## ডিসিশন ট্রি হাতেকলমে দেখা\n",
        "\n",
        "### লাইব্রেরি ইম্পোর্ট করছি"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "sy8TydCCPRRV"
      },
      "source": [
        "from matplotlib import pyplot as plt\n",
        "from sklearn import datasets\n",
        "from sklearn.tree import DecisionTreeClassifier \n",
        "from sklearn import tree"
      ],
      "execution_count": 39,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "M_TYzFKtP_AQ"
      },
      "source": [
        "### ডাটাকে তৈরি করছি"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zXwnNmF9P6Lr"
      },
      "source": [
        "iris = datasets.load_iris()\n",
        "X = iris.data\n",
        "y = iris.target"
      ],
      "execution_count": 40,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "QmYia-P4QJhA"
      },
      "source": [
        "### ক্লাসিফায়ারকে ফিট করছি ডিফল্ট হাইপার প্যারামিটার দিয়ে"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3XMIHJQWQTn_"
      },
      "source": [
        "clf = DecisionTreeClassifier(random_state=1234)\n",
        "model = clf.fit(X, y)"
      ],
      "execution_count": 41,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "MXkvIq19QhA3"
      },
      "source": [
        "### ডিসিশন ট্রি প্লট করে দেখা"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8fv01kQRQo89"
      },
      "source": [
        "import graphviz\n",
        "\n",
        "dot_data = tree.export_graphviz(clf, out_file=None, \n",
        "                                feature_names=iris.feature_names,  \n",
        "                                class_names=iris.target_names,\n",
        "                                filled=True)"
      ],
      "execution_count": 42,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "XdEEYI1OQ0I2"
      },
      "source": [
        "### গ্রাফ আঁকি"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 916
        },
        "id": "q4c26Ru_Q4-U",
        "outputId": "94146bfc-08d0-451d-d15a-225e26b99983"
      },
      "source": [
        "graph = graphviz.Source(dot_data, format=\"png\") \n",
        "graph"
      ],
      "execution_count": 43,
      "outputs": [
        {
          "output_type": "execute_result",
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          },
          "metadata": {
            "tags": []
          },
          "execution_count": 43
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 916
        },
        "id": "L-i83RCrXndn",
        "outputId": "eddeb650-bfee-480e-ea77-12d1efcbcda1"
      },
      "source": [
        "dot_data = tree.export_graphviz(clf, out_file=None, \n",
        "                     feature_names=iris.feature_names,  \n",
        "                      class_names=iris.target_names,  \n",
        "                      filled=True, rounded=True,  \n",
        "                      special_characters=True)  \n",
        "graph = graphviz.Source(dot_data)  \n",
        "graph \n"
      ],
      "execution_count": 44,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<graphviz.files.Source at 0x7fdfada15910>"
            ],
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font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = versicolor</text>\n</g>\n<!-- 4&#45;&gt;5 -->\n<g id=\"edge5\" class=\"edge\">\n<title>4&#45;&gt;5</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M156.3353,-222.8796C142.1642,-211.0038 126.743,-198.0804 112.6342,-186.2568\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"114.8598,-183.5554 104.9472,-179.8149 110.3637,-188.9206 114.8598,-183.5554\"/>\n</g>\n<!-- 6 -->\n<g id=\"node7\" class=\"node\">\n<title>6</title>\n<path fill=\"#8139e5\" stroke=\"#000000\" d=\"M253.5,-179.5C253.5,-179.5 158.5,-179.5 158.5,-179.5 152.5,-179.5 146.5,-173.5 146.5,-167.5 146.5,-167.5 146.5,-123.5 146.5,-123.5 146.5,-117.5 152.5,-111.5 158.5,-111.5 158.5,-111.5 253.5,-111.5 253.5,-111.5 259.5,-111.5 265.5,-117.5 265.5,-123.5 265.5,-123.5 265.5,-167.5 265.5,-167.5 265.5,-173.5 259.5,-179.5 253.5,-179.5\"/>\n<text text-anchor=\"start\" x=\"176.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" 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289.5,-179.5 283.5,-173.5 283.5,-167.5 283.5,-167.5 283.5,-123.5 283.5,-123.5 283.5,-117.5 289.5,-111.5 295.5,-111.5 295.5,-111.5 390.5,-111.5 390.5,-111.5 396.5,-111.5 402.5,-117.5 402.5,-123.5 402.5,-123.5 402.5,-167.5 402.5,-167.5 402.5,-173.5 396.5,-179.5 390.5,-179.5\"/>\n<text text-anchor=\"start\" x=\"313.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"303.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 3</text>\n<text text-anchor=\"start\" x=\"293.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 0, 3]</text>\n<text text-anchor=\"start\" x=\"291.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = virginica</text>\n</g>\n<!-- 7&#45;&gt;8 -->\n<g id=\"edge8\" class=\"edge\">\n<title>7&#45;&gt;8</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M402.1726,-222.8796C393.5116,-211.5536 384.1219,-199.2748 375.428,-187.9058\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"378.0956,-185.6324 369.2408,-179.8149 372.5351,-189.8846 378.0956,-185.6324\"/>\n</g>\n<!-- 9 -->\n<g id=\"node10\" class=\"node\">\n<title>9</title>\n<path fill=\"#9cf2c0\" stroke=\"#000000\" d=\"M579.5,-187C579.5,-187 432.5,-187 432.5,-187 426.5,-187 420.5,-181 420.5,-175 420.5,-175 420.5,-116 420.5,-116 420.5,-110 426.5,-104 432.5,-104 432.5,-104 579.5,-104 579.5,-104 585.5,-104 591.5,-110 591.5,-116 591.5,-116 591.5,-175 591.5,-175 591.5,-181 585.5,-187 579.5,-187\"/>\n<text text-anchor=\"start\" x=\"428.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">sepal length (cm) ≤ 6.95</text>\n<text text-anchor=\"start\" x=\"468\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.444</text>\n<text text-anchor=\"start\" x=\"466.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 3</text>\n<text text-anchor=\"start\" x=\"456.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 2, 1]</text>\n<text text-anchor=\"start\" x=\"450\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = versicolor</text>\n</g>\n<!-- 7&#45;&gt;9 -->\n<g id=\"edge9\" class=\"edge\">\n<title>7&#45;&gt;9</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M459.1821,-222.8796C464.4133,-214.2335 469.9805,-205.0322 475.3823,-196.1042\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"478.5283,-197.6658 480.7104,-187.2981 472.5392,-194.0421 478.5283,-197.6658\"/>\n</g>\n<!-- 10 -->\n<g id=\"node11\" class=\"node\">\n<title>10</title>\n<path fill=\"#39e581\" stroke=\"#000000\" d=\"M487,-68C487,-68 383,-68 383,-68 377,-68 371,-62 371,-56 371,-56 371,-12 371,-12 371,-6 377,0 383,0 383,0 487,0 487,0 493,0 499,-6 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          },
          "metadata": {
            "tags": []
          },
          "execution_count": 44
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "TUm8sUyTRGY9"
      },
      "source": [
        "### ডিসিশন ট্রি একদম ভেতর থেকে দেখা"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "X8zNb4QMR65O"
      },
      "source": [
        "# !pip install dtreeviz"
      ],
      "execution_count": 45,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 553
        },
        "id": "0IUm-0VBRp9m",
        "outputId": "4775187c-c4c8-4a54-b0d0-f75a7ac39bd7"
      },
      "source": [
        "import warnings\n",
        "warnings.filterwarnings('ignore')\n",
        "\n",
        "from dtreeviz.trees import dtreeviz \n",
        "\n",
        "viz = dtreeviz(clf, X, y,\n",
        "                target_name=\"target\",\n",
        "                feature_names=iris.feature_names,\n",
        "                class_names=list(iris.target_names))\n",
        "viz"
      ],
      "execution_count": 48,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<dtreeviz.trees.DTreeViz at 0x7fdfae2fe390>"
            ],
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          "metadata": {
            "tags": []
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          "execution_count": 48
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    {
      "cell_type": "code",
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        "id": "Orw8QvISbeDn"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}