{
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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": "code",
      "execution_count": 1,
      "metadata": {
        "id": "wemygSdWlXBD"
      },
      "outputs": [],
      "source": [
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "import numpy as np\n",
        "from sklearn.preprocessing import StandardScaler\n",
        "from sklearn.model_selection import train_test_split\n",
        "from sklearn.metrics import accuracy_score, confusion_matrix\n",
        "from sklearn.linear_model import LogisticRegression\n",
        "from sklearn.neighbors import KNeighborsClassifier\n",
        "from sklearn.svm import SVC\n",
        "from sklearn.tree import DecisionTreeClassifier\n",
        "from sklearn.ensemble import BaggingClassifier\n",
        "from sklearn import tree"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#dataset = pd.read_csv('/content/drive/MyDrive/kaggle/parkinsons.data')\n",
        "dataset = pd.read_csv(\"/content/drive/MyDrive/kaggle/parkinsons.data\", sep=',', index_col='name')"
      ],
      "metadata": {
        "id": "v_iY6YHglfoH"
      },
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "dataset.head()"
      ],
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          "height": 287
        },
        "id": "5keQIbnZm_CA",
        "outputId": "21e4d4d4-ac54-4c9c-d744-42bf4ecc7fa3"
      },
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                MDVP:Fo(Hz)  MDVP:Fhi(Hz)  MDVP:Flo(Hz)  MDVP:Jitter(%)  \\\n",
              "name                                                                      \n",
              "phon_R01_S01_1      119.992       157.302        74.997         0.00784   \n",
              "phon_R01_S01_2      122.400       148.650       113.819         0.00968   \n",
              "phon_R01_S01_3      116.682       131.111       111.555         0.01050   \n",
              "phon_R01_S01_4      116.676       137.871       111.366         0.00997   \n",
              "phon_R01_S01_5      116.014       141.781       110.655         0.01284   \n",
              "\n",
              "                MDVP:Jitter(Abs)  MDVP:RAP  MDVP:PPQ  Jitter:DDP  \\\n",
              "name                                                               \n",
              "phon_R01_S01_1           0.00007   0.00370   0.00554     0.01109   \n",
              "phon_R01_S01_2           0.00008   0.00465   0.00696     0.01394   \n",
              "phon_R01_S01_3           0.00009   0.00544   0.00781     0.01633   \n",
              "phon_R01_S01_4           0.00009   0.00502   0.00698     0.01505   \n",
              "phon_R01_S01_5           0.00011   0.00655   0.00908     0.01966   \n",
              "\n",
              "                MDVP:Shimmer  MDVP:Shimmer(dB)  ...  Shimmer:DDA      NHR  \\\n",
              "name                                            ...                         \n",
              "phon_R01_S01_1       0.04374             0.426  ...      0.06545  0.02211   \n",
              "phon_R01_S01_2       0.06134             0.626  ...      0.09403  0.01929   \n",
              "phon_R01_S01_3       0.05233             0.482  ...      0.08270  0.01309   \n",
              "phon_R01_S01_4       0.05492             0.517  ...      0.08771  0.01353   \n",
              "phon_R01_S01_5       0.06425             0.584  ...      0.10470  0.01767   \n",
              "\n",
              "                   HNR  status      RPDE       DFA   spread1   spread2  \\\n",
              "name                                                                     \n",
              "phon_R01_S01_1  21.033       1  0.414783  0.815285 -4.813031  0.266482   \n",
              "phon_R01_S01_2  19.085       1  0.458359  0.819521 -4.075192  0.335590   \n",
              "phon_R01_S01_3  20.651       1  0.429895  0.825288 -4.443179  0.311173   \n",
              "phon_R01_S01_4  20.644       1  0.434969  0.819235 -4.117501  0.334147   \n",
              "phon_R01_S01_5  19.649       1  0.417356  0.823484 -3.747787  0.234513   \n",
              "\n",
              "                      D2       PPE  \n",
              "name                                \n",
              "phon_R01_S01_1  2.301442  0.284654  \n",
              "phon_R01_S01_2  2.486855  0.368674  \n",
              "phon_R01_S01_3  2.342259  0.332634  \n",
              "phon_R01_S01_4  2.405554  0.368975  \n",
              "phon_R01_S01_5  2.332180  0.410335  \n",
              "\n",
              "[5 rows x 23 columns]"
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              "      <th></th>\n",
              "      <th>MDVP:Fo(Hz)</th>\n",
              "      <th>MDVP:Fhi(Hz)</th>\n",
              "      <th>MDVP:Flo(Hz)</th>\n",
              "      <th>MDVP:Jitter(%)</th>\n",
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              "      <th>MDVP:Shimmer(dB)</th>\n",
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              "      <th>Shimmer:DDA</th>\n",
              "      <th>NHR</th>\n",
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              "      <th>RPDE</th>\n",
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              "      <th>phon_R01_S01_1</th>\n",
              "      <td>119.992</td>\n",
              "      <td>157.302</td>\n",
              "      <td>74.997</td>\n",
              "      <td>0.00784</td>\n",
              "      <td>0.00007</td>\n",
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              "      <td>0.04374</td>\n",
              "      <td>0.426</td>\n",
              "      <td>...</td>\n",
              "      <td>0.06545</td>\n",
              "      <td>0.02211</td>\n",
              "      <td>21.033</td>\n",
              "      <td>1</td>\n",
              "      <td>0.414783</td>\n",
              "      <td>0.815285</td>\n",
              "      <td>-4.813031</td>\n",
              "      <td>0.266482</td>\n",
              "      <td>2.301442</td>\n",
              "      <td>0.284654</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>phon_R01_S01_2</th>\n",
              "      <td>122.400</td>\n",
              "      <td>148.650</td>\n",
              "      <td>113.819</td>\n",
              "      <td>0.00968</td>\n",
              "      <td>0.00008</td>\n",
              "      <td>0.00465</td>\n",
              "      <td>0.00696</td>\n",
              "      <td>0.01394</td>\n",
              "      <td>0.06134</td>\n",
              "      <td>0.626</td>\n",
              "      <td>...</td>\n",
              "      <td>0.09403</td>\n",
              "      <td>0.01929</td>\n",
              "      <td>19.085</td>\n",
              "      <td>1</td>\n",
              "      <td>0.458359</td>\n",
              "      <td>0.819521</td>\n",
              "      <td>-4.075192</td>\n",
              "      <td>0.335590</td>\n",
              "      <td>2.486855</td>\n",
              "      <td>0.368674</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>phon_R01_S01_3</th>\n",
              "      <td>116.682</td>\n",
              "      <td>131.111</td>\n",
              "      <td>111.555</td>\n",
              "      <td>0.01050</td>\n",
              "      <td>0.00009</td>\n",
              "      <td>0.00544</td>\n",
              "      <td>0.00781</td>\n",
              "      <td>0.01633</td>\n",
              "      <td>0.05233</td>\n",
              "      <td>0.482</td>\n",
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              "      <td>0.08270</td>\n",
              "      <td>0.01309</td>\n",
              "      <td>20.651</td>\n",
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              "      <td>0.429895</td>\n",
              "      <td>0.825288</td>\n",
              "      <td>-4.443179</td>\n",
              "      <td>0.311173</td>\n",
              "      <td>2.342259</td>\n",
              "      <td>0.332634</td>\n",
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              "    <tr>\n",
              "      <th>phon_R01_S01_4</th>\n",
              "      <td>116.676</td>\n",
              "      <td>137.871</td>\n",
              "      <td>111.366</td>\n",
              "      <td>0.00997</td>\n",
              "      <td>0.00009</td>\n",
              "      <td>0.00502</td>\n",
              "      <td>0.00698</td>\n",
              "      <td>0.01505</td>\n",
              "      <td>0.05492</td>\n",
              "      <td>0.517</td>\n",
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              "      <td>0.08771</td>\n",
              "      <td>0.01353</td>\n",
              "      <td>20.644</td>\n",
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              "      <td>0.434969</td>\n",
              "      <td>0.819235</td>\n",
              "      <td>-4.117501</td>\n",
              "      <td>0.334147</td>\n",
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              "      <td>116.014</td>\n",
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              "      <td>0.01284</td>\n",
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              "      <td>0.06425</td>\n",
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              "      <td>0.410335</td>\n",
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              "<p>5 rows × 23 columns</p>\n",
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              "        document.querySelector('#df-3addd516-0ebf-4b75-ac54-b2101a27e0da button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "dataset.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "pknFbV87dOxy",
        "outputId": "0c2e25b1-d13b-4d9a-c740-e6f120c34f64"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(195, 23)"
            ]
          },
          "metadata": {},
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Correlation matrix\n",
        "corr = dataset.corr()\n",
        "plt.figure(figsize=(24, 24))\n",
        "sns.heatmap(corr, annot=True, cmap='coolwarm')\n",
        "\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "Ilhl5dx6gTLq",
        "outputId": "39787268-e0eb-4105-f54d-99c5908757d3"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2400x2400 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "x = dataset.iloc[: , np.r_[0:16, 17:23]].values\n",
        "y = dataset.iloc[: , 16].values"
      ],
      "metadata": {
        "id": "91QwpTMipick"
      },
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print(x)\n",
        "dataset.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "l-Jj2PC6ndxf",
        "outputId": "16807f6a-dc25-400e-aec2-ecb61faa83d5"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[[1.199920e+02 1.573020e+02 7.499700e+01 ... 2.664820e-01 2.301442e+00\n",
            "  2.846540e-01]\n",
            " [1.224000e+02 1.486500e+02 1.138190e+02 ... 3.355900e-01 2.486855e+00\n",
            "  3.686740e-01]\n",
            " [1.166820e+02 1.311110e+02 1.115550e+02 ... 3.111730e-01 2.342259e+00\n",
            "  3.326340e-01]\n",
            " ...\n",
            " [1.746880e+02 2.400050e+02 7.428700e+01 ... 1.584530e-01 2.679772e+00\n",
            "  1.317280e-01]\n",
            " [1.987640e+02 3.969610e+02 7.490400e+01 ... 2.074540e-01 2.138608e+00\n",
            "  1.233060e-01]\n",
            " [2.142890e+02 2.602770e+02 7.797300e+01 ... 1.906670e-01 2.555477e+00\n",
            "  1.485690e-01]]\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(195, 23)"
            ]
          },
          "metadata": {},
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "x.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "-1S1e8QsBotT",
        "outputId": "3eaef6b7-6342-4d1b-fa83-beb0e5994cf5"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(195, 22)"
            ]
          },
          "metadata": {},
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# from sklearn.compose import ColumnTransformer\n",
        "# from sklearn.preprocessing import OneHotEncoder\n",
        "\n",
        "# ct = ColumnTransformer(transformers=[('encoder',OneHotEncoder(sparse_output=False),[0])], remainder='passthrough')\n",
        "# x = np.array(ct.fit_transform(x))"
      ],
      "metadata": {
        "id": "MQNWKnpK_AM5"
      },
      "execution_count": 9,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "x.shape[1]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "cGj-zZboAN8g",
        "outputId": "a51c2503-50aa-4298-deb3-fc67547dd69a"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "22"
            ]
          },
          "metadata": {},
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# splitting dataset"
      ],
      "metadata": {
        "id": "xWQyJzallF8G"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "x_train , x_test , y_train , y_test = train_test_split(x,y,test_size=0.2,random_state= 1)\n",
        "# x_train , x_test , y_train , y_test = train_test_split(x,y,test_size=0.2,stratify=y,random_state= 1)"
      ],
      "metadata": {
        "id": "lZeV1nhw0Gwr"
      },
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print(y_train)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "HxJZceuY4Ckq",
        "outputId": "6a2040a8-36c6-4c8b-ba69-8efbfdd509d7"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[0 1 1 1 0 1 1 1 1 1 1 0 0 1 0 0 0 0 0 1 0 1 1 1 1 0 1 1 1 1 1 1 1 1 0 1 1\n",
            " 1 1 1 1 1 0 0 1 1 1 1 1 0 1 0 1 0 1 1 1 1 1 1 1 1 1 1 1 1 1 0 1 1 1 1 0 0\n",
            " 1 1 1 0 1 1 1 1 1 1 0 0 1 1 1 1 1 1 1 1 1 0 1 1 1 1 0 0 1 1 1 1 1 0 1 1 0\n",
            " 1 1 0 0 1 1 0 0 1 1 0 1 0 1 1 1 1 0 0 1 0 1 1 1 1 0 1 1 1 1 1 1 1 1 1 1 1\n",
            " 1 1 1 1 1 1 1 1]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#import sys\n",
        "#np.set_printoptions(threshold=sys.maxsize)\n",
        "print(x_train)"
      ],
      "metadata": {
        "id": "4MyVQK4vFwGc",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "47009d36-6e72-4a53-9e9d-d8879c50a58b"
      },
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[[1.293360e+02 1.398670e+02 1.186040e+02 ... 2.698660e-01 2.223719e+00\n",
            "  1.474910e-01]\n",
            " [1.528450e+02 1.633050e+02 7.583600e+01 ... 2.036530e-01 2.125618e+00\n",
            "  1.701000e-01]\n",
            " [2.171160e+02 2.334810e+02 9.397800e+01 ... 3.892950e-01 2.925862e+00\n",
            "  2.206570e-01]\n",
            " ...\n",
            " [1.200800e+02 1.397100e+02 1.112080e+02 ... 3.290660e-01 2.205024e+00\n",
            "  1.881800e-01]\n",
            " [1.703680e+02 2.687960e+02 7.954300e+01 ... 3.977490e-01 2.963799e+00\n",
            "  2.772270e-01]\n",
            " [1.761700e+02 1.856040e+02 1.635640e+02 ... 1.963710e-01 2.536527e+00\n",
            "  1.732180e-01]]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sc = StandardScaler()\n",
        "# x_train[:,195:] = sc.fit_transform(x_train[:,195:])\n",
        "# x_test[:,195:] = sc.transform(x_test[:,195:])\n",
        "x_train = sc.fit_transform(x_train)\n",
        "x_test = sc.fit_transform(x_test)"
      ],
      "metadata": {
        "id": "kckh0riDyvd4"
      },
      "execution_count": 14,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "x_train"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "MefRIggtvhN7",
        "outputId": "e48bf94f-8846-4ac4-dc16-6d86c3745b19"
      },
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[-0.61443971, -0.61780655,  0.04127923, ...,  0.5029092 ,\n",
              "        -0.40751375, -0.68223215],\n",
              "       [-0.04034851, -0.35415175, -0.98088597, ..., -0.28958497,\n",
              "        -0.65415395, -0.42818012],\n",
              "       [ 1.52915319,  0.43526029, -0.54728793, ...,  1.93233825,\n",
              "         1.357776  ,  0.13991703],\n",
              "       ...,\n",
              "       [-0.84047179, -0.61957265, -0.1354869 , ...,  1.21146574,\n",
              "        -0.45451571, -0.2250194 ],\n",
              "       [ 0.3875642 ,  0.83251984, -0.8922878 , ...,  2.03352299,\n",
              "         1.45315514,  0.77558086],\n",
              "       [ 0.52924939, -0.10330959,  1.11583374, ..., -0.37674221,\n",
              "         0.37893111, -0.39314388]])"
            ]
          },
          "metadata": {},
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def cm_displayer(cm):\n",
        "  # Create a DataFrame from the confusion matrix.\n",
        "  cm_df = pd.DataFrame(cm, index=['Actual Negative', 'Actual Positive'], columns=['Predicted Negative', 'Predicted Positive'])\n",
        "\n",
        "  plt.figure(figsize=(10,7))\n",
        "\n",
        "  # Create a heatmap from the DataFrame.\n",
        "  sns.heatmap(cm_df, annot=True, fmt='g', cmap='Blues')\n",
        "\n",
        "  plt.title('Confusion Matrix')\n",
        "  plt.show()"
      ],
      "metadata": {
        "id": "Z7oZIW5IIntJ"
      },
      "execution_count": 16,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "Logistic Regression"
      ],
      "metadata": {
        "id": "RFJrjSu9qZac"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "lr_classifier = LogisticRegression(random_state=0)\n",
        "lr_classifier.fit(x_train,y_train)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 74
        },
        "id": "0tBV0GM2Doq-",
        "outputId": "3c6e006a-8590-4984-c12c-15b800d83ac4"
      },
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "LogisticRegression(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>LogisticRegression(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\">LogisticRegression</label><div class=\"sk-toggleable__content\"><pre>LogisticRegression(random_state=0)</pre></div></div></div></div></div>"
            ]
          },
          "metadata": {},
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "test_value = [[ 5.29249395e-01, -1.03309592e-01,  1.11583374e+00,\n",
        "        -5.23716022e-01, -6.82179904e-01, -4.29193964e-01,\n",
        "        -4.66158519e-01, -4.28206106e-01, -6.17874540e-01,\n",
        "        -6.05206208e-01, -6.44461440e-01, -5.48107644e-01,\n",
        "        -5.58034900e-01, -6.44471776e-01, -5.39840575e-01,\n",
        "         7.18861885e-01, -1.49332475e+00,  1.18499869e+00,\n",
        "        -3.23304568e-01, -3.76742214e-01,  3.78931110e-01,\n",
        "        -3.93143882e-01]]\n",
        "\n",
        "print(lr_classifier.predict(test_value))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "nkwvUyTWENgE",
        "outputId": "3f832223-384e-4a4d-f8e0-80b8282e2645"
      },
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[1]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "y_pred = lr_classifier.predict(x_test)\n",
        "print(np.concatenate((y_pred.reshape(len(y_pred),1),y_test.reshape(len(y_test),1)),1))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "aKg41IpgABMj",
        "outputId": "9c0afe46-6618-4b2b-c31d-58bde99718b0"
      },
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[[1 1]\n",
            " [1 1]\n",
            " [1 1]\n",
            " [1 0]\n",
            " [1 1]\n",
            " [1 1]\n",
            " [1 1]\n",
            " [1 1]\n",
            " [1 0]\n",
            " [1 1]\n",
            " [1 1]\n",
            " [0 0]\n",
            " [1 1]\n",
            " [1 1]\n",
            " [0 1]\n",
            " [0 0]\n",
            " [1 1]\n",
            " [1 1]\n",
            " [1 1]\n",
            " [1 1]\n",
            " [0 0]\n",
            " [1 1]\n",
            " [1 1]\n",
            " [1 1]\n",
            " [1 1]\n",
            " [1 1]\n",
            " [1 1]\n",
            " [0 1]\n",
            " [1 1]\n",
            " [0 0]\n",
            " [1 1]\n",
            " [0 0]\n",
            " [1 1]\n",
            " [1 0]\n",
            " [1 1]\n",
            " [1 1]\n",
            " [0 0]\n",
            " [1 1]\n",
            " [0 0]]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "cm = confusion_matrix(y_test,y_pred)\n",
        "print(accuracy_score(y_test, y_pred))\n",
        "cm_displayer(cm)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 639
        },
        "id": "G8ITwIg-D0HR",
        "outputId": "893da8bc-d0c6-4874-812c-02ca6ff93511"
      },
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "0.8717948717948718\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x700 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import pickle\n",
        "\n",
        "LR_model_filename = \"LR_model.pkl\"\n",
        "\n",
        "with open(LR_model_filename,\"wb\") as file:\n",
        "  pickle.dump(lr_classifier,file)"
      ],
      "metadata": {
        "id": "4iB5mtl6LXH5"
      },
      "execution_count": 21,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "with open(LR_model_filename,\"rb\") as file:\n",
        "  Pickle_LR_model = pickle.load(file)"
      ],
      "metadata": {
        "id": "muLnEapsMXyF"
      },
      "execution_count": 22,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "test_value = [[ 5.29249395e-01, -1.03309592e-01,  1.11583374e+00,\n",
        "        -5.23716022e-01, -6.82179904e-01, -4.29193964e-01,\n",
        "        -4.66158519e-01, -4.28206106e-01, -6.17874540e-01,\n",
        "        -6.05206208e-01, -6.44461440e-01, -5.48107644e-01,\n",
        "        -5.58034900e-01, -6.44471776e-01, -5.39840575e-01,\n",
        "         7.18861885e-01, -1.49332475e+00,  1.18499869e+00,\n",
        "        -3.23304568e-01, -3.76742214e-01,  3.78931110e-01,\n",
        "        -3.93143882e-01]]\n",
        "\n",
        "print(Pickle_LR_model.predict(test_value))"
      ],
      "metadata": {
        "id": "qY7jBfUfM4z9",
        "outputId": "da724ec5-9371-4f66-ec6d-f17b572b6058",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[1]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "KNN"
      ],
      "metadata": {
        "id": "GbNubqXAqVKc"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "knn_classifier = KNeighborsClassifier(n_neighbors=5)\n",
        "\n",
        "knn_classifier.fit(x_train,y_train)\n",
        "\n",
        "KNN_model_filename = \"KNN_model.pkl\"\n",
        "\n",
        "with open(KNN_model_filename,\"wb\") as file:\n",
        "  pickle.dump(knn_classifier,file)"
      ],
      "metadata": {
        "id": "DvOIPh6ZXbBH"
      },
      "execution_count": 24,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "y_pred = knn_classifier.predict(x_test)\n",
        "#print(np.concatenate((y_pred.reshape(len(y_pred),1),y_test.reshape(len(y_test),1)),1))"
      ],
      "metadata": {
        "id": "-Jt2rukQr3rB"
      },
      "execution_count": 25,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "cm = confusion_matrix(y_test,y_pred)\n",
        "print(accuracy_score(y_test, y_pred))\n",
        "cm_displayer(cm)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 639
        },
        "id": "dvG_3LNosZZe",
        "outputId": "672d50a8-0c35-4c41-96d4-210534b43822"
      },
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "0.8717948717948718\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x700 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "svm_classifier = SVC(kernel = 'linear',random_state = 0)\n",
        "svm_classifier.fit(x_train,y_train)\n",
        "\n",
        "SVM_model_filename = \"SVM_model.pkl\"\n",
        "\n",
        "with open(SVM_model_filename,\"wb\") as file:\n",
        "  pickle.dump(svm_classifier,file)"
      ],
      "metadata": {
        "id": "hZOlFwC9G8K1"
      },
      "execution_count": 27,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "y_pred = svm_classifier.predict(x_test)\n",
        "#print(np.concatenate((y_pred.reshape(len(y_pred),1),y_test.reshape(len(y_test),1)),1))"
      ],
      "metadata": {
        "id": "7CdBRJKWIkiT"
      },
      "execution_count": 28,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "cm = confusion_matrix(y_test,y_pred)\n",
        "print(accuracy_score(y_test, y_pred))\n",
        "cm_displayer(cm)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 639
        },
        "id": "ICoR7gQ9I5E2",
        "outputId": "c3436019-14cf-4169-f3fd-9b3e7ebaa130"
      },
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "0.8205128205128205\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x700 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Decision Tree"
      ],
      "metadata": {
        "id": "tDogKGKTKGnJ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "dt_classifier = DecisionTreeClassifier(max_depth = 2 , random_state = 1)\n",
        "\n",
        "x_train , x_test , y_train , y_test = train_test_split(x,y,test_size=0.2,stratify=y,random_state= 1)\n",
        "\n",
        "dt_classifier.fit(x_train, y_train)\n",
        "\n",
        "dt_model_filename = \"DT_model.pkl\"\n",
        "\n",
        "with open(dt_model_filename,\"wb\") as file:\n",
        "  pickle.dump(dt_classifier,file)"
      ],
      "metadata": {
        "id": "VDvlecLOJPIQ"
      },
      "execution_count": 30,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "y_pred = dt_classifier.predict(x_test)\n",
        "#print(np.concatenate((y_pred.reshape(len(y_pred),1),y_test.reshape(len(y_test),1)),1))"
      ],
      "metadata": {
        "id": "rQAKo2FELM4T"
      },
      "execution_count": 31,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "cm = confusion_matrix(y_test,y_pred)\n",
        "print(accuracy_score(y_test, y_pred))\n",
        "cm_displayer(cm)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 639
        },
        "id": "aT_jmULDLvCk",
        "outputId": "92a0d44e-bf7d-4215-ee82-86b6a9cb28a7"
      },
      "execution_count": 32,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "0.8461538461538461\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x700 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Bagging"
      ],
      "metadata": {
        "id": "79Mj5TLHP5hn"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "dt_classifier = DecisionTreeClassifier(max_depth = 6, random_state = 1 )\n",
        "\n",
        "bc_classifier = BaggingClassifier(estimator = dt_classifier , n_estimators = 300, n_jobs= -1 , random_state=1)\n",
        "\n",
        "bc_classifier.fit(x_train,y_train)\n",
        "\n",
        "bc_model_filename = \"BC_model.pkl\"\n",
        "\n",
        "with open(bc_model_filename,\"wb\") as file:\n",
        "  pickle.dump(bc_classifier,file)"
      ],
      "metadata": {
        "id": "WJq8Kc6mP4x9"
      },
      "execution_count": 33,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "y_pred = bc_classifier.predict(x_test)\n",
        "#print(np.concatenate((y_pred.reshape(len(y_pred),1),y_test.reshape(len(y_test),1)),1))"
      ],
      "metadata": {
        "id": "zUhkHB6bqgDB"
      },
      "execution_count": 34,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "cm = confusion_matrix(y_test,y_pred)\n",
        "print(accuracy_score(y_test, y_pred))\n",
        "cm_displayer(cm)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 639
        },
        "id": "dBbtkmrOqsN-",
        "outputId": "a5c7d54d-a8fc-4797-ef31-3f743b84d375"
      },
      "execution_count": 35,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "0.9230769230769231\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x700 with 2 Axes>"
            ],
            "image/png": 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DSk1NtTuuR48eSkpKsj3Gjx/v1DysoQcAAICpOZucu8uKFSvsvp89e7ZCQkK0fft2NWzY0DZepEgRhYaG5noeEnoAAADADc6dOydJCg4OthtPSEhQyZIlVbVqVQ0fPlxpaWlOnZeEHgAAAObmxoA+PT1d6enpdmNWq1VWq/WGr8vMzNSAAQNUv359Va1a1TbesWNHRUREKDw8XLt379bQoUO1b98+LVmyxOGaaOgBAAAAB8XHxysuLs5ubNSoURo9evQNX9enTx/99NNP2rhxo914z549bV9Xq1ZNYWFheuCBB3Tw4EFFRkY6VBMNPQAAAEzNnWvohw8frtjYWLuxm6XzL7zwgpYvX64NGzaobNmyNzy2bt26kqQDBw7Q0AMAAACu5sjymusMw1Dfvn31+eefa926dapQocJNX7Nz505JUlhYmMM10dADAADA1ArqLjd9+vTR/Pnz9cUXX6hYsWJKTk6WJAUEBMjPz08HDx7U/Pnz1aJFC5UoUUK7d+/WwIED1bBhQ1WvXt3heWjoAQAAgDwwbdo0SdduHvV3s2bNUpcuXeTj46PvvvtOEydOVGpqqsqVK6fHHntMr7zyilPz0NADAADA1ApqQm8Yxg2fL1eunNavX3/L8+RqH/rvv/9ezzzzjKKjo/XHH39IkubNm5flql0AAAAAecvphn7x4sVq1qyZ/Pz8lJiYaNuH89y5cxo3bpzLCwQAAABuxGKxuO1REDnd0L/22muaPn26PvzwQxUuXNg2Xr9+fe3YscOlxQEAAAC4MafX0O/bt08NGzbMMh4QEKCzZ8+6oiYAAADAcQUzOHcbpxP60NBQHThwIMv4xo0bVbFiRZcUBQAAAMAxTjf0PXr0UP/+/bV161ZZLBYdP35cCQkJGjx4sHr37p0XNQIAAADIgdNLboYNG6bMzEw98MADSktLU8OGDWW1WjV48GD17ds3L2oEAAAAclRQL1Z1F4txsw0yc3D58mUdOHBAKSkpqlKlivz9/W+pkK0Hz93S6wGgoCkT7JvfJQCAS5UNsuZ3CdkKfPpjt811NuEZt83lKKcT+o8//ljt2rVTkSJFVKVKlbyoCQAAAHCYpyf0Tq+hHzhwoEJCQtSxY0d9/fXXysjIyIu6AAAAADjA6YY+KSlJCxYskMViUfv27RUWFqY+ffpo06ZNeVEfAAAAcEPcWMpJhQoVUsuWLZWQkKATJ05owoQJOnLkiJo0aaLIyMi8qBEAAABADpxeQ/93RYoUUbNmzXTmzBkdPXpUe/fudVVdAAAAgEMKanLuLk4n9JKUlpamhIQEtWjRQmXKlNHEiRP16KOP6ueff3Z1fQAAAABuwOmEvkOHDlq+fLmKFCmi9u3ba8SIEYqOjs6L2gAAAICb8+yA3vmG3tvbW59++qmaNWsmb2/vvKgJAAAAgIOcbugTEhLyog4AAAAgVzx9Db1DDf3kyZPVs2dP+fr6avLkyTc8tl+/fi4pDAAAAMDNWQzDMG52UIUKFfTjjz+qRIkSqlChQs4ns1h06NChXBWy9eC5XL0OAAqqMsG++V0CALhU2SBrfpeQrVJdF7ptrpOznnTbXI5yKKE/fPhwtl8DAAAAyF9Ob1s5ZswYpaWlZRm/ePGixowZ45KiAAAAAEdxp1gnxcXFKSUlJct4Wlqa4uLiXFIUAAAAAMc4vcuNYRjZ/naya9cuBQcHu6QoAAAAwGEFMzh3G4cb+qCgINufGu644w67pj4jI0MpKSnq1atXnhQJAAAAIHsON/QTJ06UYRjq1q2b4uLiFBAQYHvOx8dH5cuX546xAAAAgJs53NB37txZ0rUtLOvVq6fChQvnWVEAAACAowrqxaru4vQa+kaNGtm+vnTpki5fvmz3fPHixW+9KgAAAAAOcbqhT0tL04svvqhPP/1Up0+fzvJ8RkaGSwoDAAAAHOHpCb3T21YOGTJEa9as0bRp02S1WjVjxgzFxcUpPDxcc+fOzYsaAQAAAOTA6YR+2bJlmjt3rho3bqyuXbuqQYMGqlSpkiIiIpSQkKCnn346L+oEAAAAskVC76S//vpLFStWlHRtvfxff/0lSbr//vu1YcMG11YHAAAA4IacbugrVqyow4cPS5LuvPNOffrpp5KuJfeBgYEuLQ4AAAC4mev3SnLHoyByuqHv2rWrdu3aJUkaNmyYpkyZIl9fXw0cOFBDhgxxeYEAAAAAcub0GvqBAwfavo6JidGvv/6q7du3q1KlSqpevbpLiwMAAABuqmAG527jdEP/TxEREYqIiHBFLQAAAACc5HRDP3ny5GzHLRaLfH19ValSJTVs2FDe3t63XBwAAABwMwV1bbu7ON3QT5gwQSdPnlRaWpqCgoIkSWfOnFGRIkXk7++vEydOqGLFilq7dq3KlSvn8oIBAAAA/B+nL4odN26c6tSpo/379+v06dM6ffq0fvvtN9WtW1eTJk3SsWPHFBoaarfWHgAAAMgrnr7LjcUwDMOZF0RGRmrx4sWqWbOm3XhiYqIee+wxHTp0SJs2bdJjjz2mpKQkh8+79eA5Z8oAgAKvTLBvfpcAAC5VNsia3yVkq+x/lrptrt+ntnXbXI5yeslNUlKSrl69mmX86tWrSk5OliSFh4frwoULt14dAAAAcBMFNTl3F6eX3DRp0kTPP/+8EhMTbWOJiYnq3bu3mjZtKknas2ePKlSo4LoqAQAAAGTL6YZ+5syZCg4OVq1atWS1WmW1WlW7dm0FBwdr5syZkiR/f3+9/fbbLi8WAAAAyMLixkcB5PSSm9DQUK1atUq//vqrfvvtN0lSVFSUoqKibMc0adLEdRUCAAAAyFGubyxVsWJFWSwWRUZGqlChW74/FQAAAIBccHrJTVpamrp3764iRYrorrvu0rFjxyRJffv21euvv+7yAgEAAIAb8fRtK51u6IcPH65du3Zp3bp18vX9vy3ZYmJitHDhQpcWBwAAAODGnF4rs3TpUi1cuFD33Xef3W8pd911lw4ePOjS4gAAAICbKajJubs4ndCfPHlSISEhWcZTU1M9/ocJAAAAuJvTCX3t2rX11VdfqW/fvpL+7zeiGTNmKDo62rXVAS4Q26WNTp3IetfiBx55XJ37vJgPFQHArfly8UJ9ueRT/Zl0XJIUUTFSz3Z7XnXrNcjnyoD84emhstMN/bhx49S8eXP98ssvunr1qiZNmqRffvlFmzZt0vr16/OiRuCWjJ40W5kZGbbvfz96SONffkH3NnggH6sCgNwrGVJaPfoMUJmyt8mQoW+/+lIjX+yv9+d+qvIVK+V3eQDczOklN/fff7927typq1evqlq1avr2228VEhKizZs3q1atWnlRI3BLigcEKTC4pO2x878bFRJWVndWuye/SwOAXKnXoLHq1mugsrdFqNxt5dW9dz/5FSmiX37and+lAfnC03e5ydUG8pGRkfrwww9dXQuQ565euaJNa7/Rw492LLD/TwkAzsjIyND6Nd/q0sWLqlKtRn6XAyAfcEcoeJTtm9cpLSVFDWJa5ncpAHBLDh34TX17PKvLly/Lz6+I4t6YqPIVIvO7LCB/eHhG53BD7+XlddNE02Kx6OrVqzc9V3p6utLT0+3GLqeny8dqdbQcIFfWf/ulqteOVlCJUvldCgDcknIRFfTB3EVKTU3RhjWr9MaYV/TOtI9o6gEP5HBD//nnn+f43ObNmzV58mRlZmY6dK74+HjFxcXZjXXvO1Q9+g93tBzAaaf+TNLPO7ep38tv5HcpAHDLChcurDLlbpMk3XFnFe375SctWZig2GEj87kywP08fRmtww19mzZtsozt27dPw4YN07Jly/T0009rzJgxDp1r+PDhio2NtRvb9fslR0sBcmXDqmUqHhCkmvfWz+9SAMDlMo1MXbl8Ob/LAJAPcrWG/vjx4xo1apTmzJmjZs2aaefOnapatarDr7darbL+Y3mNj9XITSmAQzIzM/X9quW6P+YReXtz6QgAc5sxdZLuja6vkNJhSktL1Zpvv9GuHT/q9YnT87s0IF+Q0Dvh3LlzGjdunN59913VrFlTq1evVoMG3MQCBd/PO/+r0yeT1fDBVvldCgDcsjNn/tLrca/or9MnVdTfXxUj79DrE6erdl1u8Ah4Iocb+vHjx+uNN95QaGioPvnkk2yX4AAFVbV77tPcr/+b32UAgEsMeTnu5gcBHsTDA3pZDMNwaK2Ll5eX/Pz8FBMTI29v7xyPW7JkSa4K2XrwXK5eBwAFVZlg3/wuAQBcqmxQwdyRsNLgb9w214G3mrttLkc5nNB36tTJ49cnAQAAoODx9B7V4YZ+9uzZeVgGAAAAgNxguw8AAACYmocH9PLK7wIAAAAA5B4NPQAAAGBiLLkBAACAqXn6RbEk9AAAAICJOZTQf/nllw6fsHXr1rkuBgAAAHCWhwf0jjX0bdu2dehkFotFGRkZt1IPAAAAACc41NBnZmbmdR0AAABArnh5eXZEzxp6AAAAwMRytctNamqq1q9fr2PHjuny5ct2z/Xr188lhQEAAACOYA29kxITE9WiRQulpaUpNTVVwcHBOnXqlIoUKaKQkBAaegAAAMCNnF5yM3DgQLVq1UpnzpyRn5+ftmzZoqNHj6pWrVp666238qJGAAAAIEcWi8Vtj4LI6YZ+586dGjRokLy8vOTt7a309HSVK1dO48eP10svvZQXNQIAAADIgdMNfeHCheXlde1lISEhOnbsmCQpICBA//vf/1xbHQAAAHATFov7HgWR02vo7777bm3btk233367GjVqpJEjR+rUqVOaN2+eqlatmhc1AgAAAMiB0wn9uHHjFBYWJkkaO3asgoKC1Lt3b508eVIffPCBywsEAAAAbsTT19A7ndDXrl3b9nVISIhWrFjh0oIAAAAAOC5X+9ADAAAABUVBTc7dxemGvkKFCjf8oR06dOiWCgIAAADgOKcb+gEDBth9f+XKFSUmJmrFihUaMmSIq+oCAAAAHOLhAb3zDX3//v2zHZ8yZYp+/PHHWy4IAAAA+DeIj4/XkiVL9Ouvv8rPz0/16tXTG2+8oaioKNsxly5d0qBBg7RgwQKlp6erWbNmmjp1qkqXLu3wPE7vcpOT5s2ba/Hixa46HQAAAGBq69evV58+fbRlyxatWrVKV65c0UMPPaTU1FTbMQMHDtSyZcu0aNEirV+/XsePH1e7du2cmsdlF8V+9tlnCg4OdtXpAAAAAIcU1Iti/7kb5OzZsxUSEqLt27erYcOGOnfunGbOnKn58+eradOmkqRZs2apcuXK2rJli+677z6H5snVjaX+/kMzDEPJyck6efKkpk6d6uzpAAAAAI9w7tw5SbKF4Nu3b9eVK1cUExNjO+bOO+/Ubbfdps2bN+ddQ9+mTRu7ht7Ly0ulSpVS48aNdeeddzp7OgAAAOCWuDOgT09PV3p6ut2Y1WqV1Wq94esyMzM1YMAA1a9fX1WrVpUkJScny8fHR4GBgXbHli5dWsnJyQ7X5HRDP3r0aGdfAgAAAPwrxMfHKy4uzm5s1KhRN+2R+/Tpo59++kkbN250eU1ON/Te3t5KSkpSSEiI3fjp06cVEhKijIwMlxUHAAAA3Iw719APHz5csbGxdmM3S+dfeOEFLV++XBs2bFDZsmVt46Ghobp8+bLOnj1rl9L/+eefCg0Ndbgmp3e5MQwj2/H09HT5+Pg4ezoAAADANKxWq4oXL273yKmhNwxDL7zwgj7//HOtWbNGFSpUsHu+Vq1aKly4sFavXm0b27dvn44dO6bo6GiHa3I4oZ88ebKka78BzZgxQ/7+/rbnMjIytGHDBtbQAwAAwO0K6CY36tOnj+bPn68vvvhCxYoVs62LDwgIkJ+fnwICAtS9e3fFxsYqODhYxYsXV9++fRUdHe3wBbGSEw39hAkTJF37TWP69Ony9va2Pefj46Py5ctr+vTpDk8MAAAA/JtNmzZNktS4cWO78VmzZqlLly6SrvXYXl5eeuyxx+xuLOUMi5HTGpocNGnSREuWLFFQUJBTE93M1oPnXHo+AMhvZYJ987sEAHCpskE3XiueX+qMXee2uba93NhtcznK6Yti165dmxd1AAAAAMgFpy+Kfeyxx/TGG29kGR8/fryeeOIJlxQFAAAAOMpicd+jIHK6od+wYYNatGiRZbx58+basGGDS4oCAAAA4Binl9ykpKRkuz1l4cKFdf78eZcUBQAAADjKnfvQF0ROJ/TVqlXTwoULs4wvWLBAVapUcUlRAAAAABzjdEI/YsQItWvXTgcPHlTTpk0lSatXr9Ynn3yiRYsWubxAAAAA4EY8PKB3vqFv1aqVli5dqnHjxumzzz6Tn5+fqlevru+++06NGjXKixoBAAAA5MDphl6SHnnkET3yyCNZxn/66SdVrVr1losCAAAAHMUa+lt04cIFffDBB7r33ntVo0YNV9QEAAAAwEG5bug3bNigTp06KSwsTG+99ZaaNm2qLVu2uLI2AAAA4KY8fR96p5bcJCcna/bs2Zo5c6bOnz+v9u3bKz09XUuXLmWHGwAAACAfOJzQt2rVSlFRUdq9e7cmTpyo48eP6913383L2gAAAADchMMJ/TfffKN+/fqpd+/euv322/OyJgAAAMBhXBTroI0bN+rChQuqVauW6tatq/fee0+nTp3Ky9oAAAAA3ITDDf19992nDz/8UElJSXr++ee1YMEChYeHKzMzU6tWrdKFCxfysk4AAAAgW55+UazTu9wULVpU3bp108aNG7Vnzx4NGjRIr7/+ukJCQtS6deu8qBEAAABADm5pH/qoqCiNHz9ev//+uz755BNX1QQAAAA4zGKxuO1REN3yjaUkydvbW23bttWXX37pitMBAAAAcJBT+9ADAAAABU1BTc7dxSUJPQAAAID8QUIPAAAAU/PwgJ6EHgAAADAzEnoAAACYGmvoAQAAAJgWCT0AAABMzcMDehJ6AAAAwMxI6AEAAGBqrKEHAAAAYFok9AAAADA1Dw/oSegBAAAAM6OhBwAAAEyMJTcAAAAwNS8PX3NDQg8AAACYGAk9AAAATM3DA3oSegAAAMDMSOgBAABgatxYCgAAAIBpkdADAADA1Lw8O6AnoQcAAADMjIQeAAAApsYaegAAAACmRUIPAAAAU/PwgJ6EHgAAADAzEnoAAACYmkWeHdGT0AMAAAAmRkIPAAAAU2MfegAAAACmRUIPAAAAU2MfegAAAACmRUIPAAAAU/PwgJ6EHgAAADAzGnoAAADAxFhyAwAAAFPz8vA1NyT0AAAAgImR0AMAAMDUPDygJ6EHAAAAzIyEHgAAAKbGjaUAAAAAmBYJPQAAAEzNwwN6EnoAAADAzEjoAQAAYGrsQw8AAADAtEjoAQAAYGqenc+T0AMAAACmRkIPAAAAU2MfegAAAACmRUIPAAAAU/Py7ICehB4AAAAwMxJ6AAAAmBpr6AEAAACYFg09AAAAYGIsuQEAAICpefiKGxJ6AAAAwMxI6AEAAGBqXBQLAAAAwLRI6AEAAGBq3FgKAAAAgGmR0AMAAMDUWEMPAAAAwLRI6AEAAGBqnp3Pk9ADAAAApkZCDwAAAFPzYg09AAAAgLywYcMGtWrVSuHh4bJYLFq6dKnd8126dJHFYrF7PPzww07NQUIPAAAAUyvIAX1qaqpq1Kihbt26qV27dtke8/DDD2vWrFm2761Wq1Nz0NADAAAAeaR58+Zq3rz5DY+xWq0KDQ3N9Rw09AAAADA1d+5Dn56ervT0dLsxq9XqdKr+d+vWrVNISIiCgoLUtGlTvfbaaypRooTDr2cNPQAAAOCg+Ph4BQQE2D3i4+Nzfb6HH35Yc+fO1erVq/XGG29o/fr1at68uTIyMhw+Bwk9AAAATM2da+iHDx+u2NhYu7FbSec7dOhg+7patWqqXr26IiMjtW7dOj3wwAMOnYOEHgAAAHCQ1WpV8eLF7R630tD/U8WKFVWyZEkdOHDA4deQ0AMAAMDU/k370P/+++86ffq0wsLCHH4NDT0AAACQR1JSUuzS9sOHD2vnzp0KDg5WcHCw4uLi9Nhjjyk0NFQHDx7Uiy++qEqVKqlZs2YOz0FDDwAAAOSRH3/8UU2aNLF9f339fefOnTVt2jTt3r1bc+bM0dmzZxUeHq6HHnpIr776qlPLeGjoAQAAYGoFecVN48aNZRhGjs+vXLnylufgolgAAADAxEjoAQAAYGruvLFUQURCDwAAAJhYgUnoa0QE5HcJAOBSQXVeyO8SAMClLia+l98lZMvTE2pPf/8AAACAqRWYhB4AAADIDdbQAwAAADAtEnoAAACYmpdnB/Qk9AAAAICZkdADAADA1EjoAQAAAJgWCT0AAABMjV1uAAAAAJgWCT0AAABMjTX0AAAAAEyLhB4AAACm5uFL6EnoAQAAADOjoQcAAABMjCU3AAAAMDUvD19zQ0IPAAAAmBgJPQAAAEzN0xNqT3//AAAAgKmR0AMAAMDUPHwJPQk9AAAAYGYk9AAAADA1drkBAAAAYFok9AAAADA1Dw/oSegBAAAAMyOhBwAAgKl5kdADAAAAMCsSegAAAJgau9wAAAAAMC0SegAAAJiahwf0JPQAAACAmZHQAwAAwNTY5QYAAACAaZHQAwAAwNQs8uyInoQeAAAAMDEaegAAAMDEWHIDAAAAU+OiWAAAAACmRUIPAAAAUyOhBwAAAGBaJPQAAAAwNYvFsyN6EnoAAADAxEjoAQAAYGqsoQcAAABgWiT0AAAAMDUPX0JPQg8AAACYGQk9AAAATM3LwyN6EnoAAADAxEjoAQAAYGrscgMAAADAtEjoAQAAYGoevoSehB4AAAAwMxJ6AAAAmJqXPDuiJ6EHAAAATIyGHgAAADAxltwAAADA1LgoFgAAAIBpkdADAADA1LixFAAAAADTIqEHAACAqXl5+CJ6EnoAAADAxEjoAQAAYGoeHtCT0AMAAABmRkIPAAAAU2MNPQAAAADTIqEHAACAqXl4QE9CDwAAAJgZCT0AAABMzdMTak9//wAAAICpkdADAADA1CwevoiehB4AAAAwMRJ6AAAAmJpn5/Mk9AAAAICpkdADAADA1LhTLAAAAADToqEHAAAATIwlNwAAADA1z15wQ0IPAAAAmBoJPQAAAEzNw6+JJaEHAAAA8sqGDRvUqlUrhYeHy2KxaOnSpXbPG4ahkSNHKiwsTH5+foqJidH+/fudmoOGHgAAAKZmsVjc9nBWamqqatSooSlTpmT7/Pjx4zV58mRNnz5dW7duVdGiRdWsWTNdunTJ4TlYcgMAAADkkebNm6t58+bZPmcYhiZOnKhXXnlFbdq0kSTNnTtXpUuX1tKlS9WhQweH5iChBwAAgKl5ufGRnp6u8+fP2z3S09NzVffhw4eVnJysmJgY21hAQIDq1q2rzZs3O/X+AQAAADggPj5eAQEBdo/4+PhcnSs5OVmSVLp0abvx0qVL255zBEtuAAAAYGq5WdueW8OHD1dsbKzdmNVqddv82clVQv/999/rmWeeUXR0tP744w9J0rx587Rx40aXFgcAAAAUJFarVcWLF7d75LahDw0NlST9+eefduN//vmn7TlHON3QL168WM2aNZOfn58SExNta4bOnTuncePGOXs6AAAA4JZY3PhwpQoVKig0NFSrV6+2jZ0/f15bt25VdHS0w+dxuqF/7bXXNH36dH344YcqXLiwbbx+/frasWOHs6cDAAAA/rVSUlK0c+dO7dy5U9K1C2F37typY8eOyWKxaMCAAXrttdf05Zdfas+ePerUqZPCw8PVtm1bh+dweg39vn371LBhwyzjAQEBOnv2rLOnAwAAAG6JO9fQO+vHH39UkyZNbN9fX3/fuXNnzZ49Wy+++KJSU1PVs2dPnT17Vvfff79WrFghX19fh+dwuqEPDQ3VgQMHVL58ebvxjRs3qmLFis6eDgAAAPjXaty4sQzDyPF5i8WiMWPGaMyYMbmew+klNz169FD//v21detWWSwWHT9+XAkJCRo8eLB69+6d60IAAACA3HDnPvQFkdMJ/bBhw5SZmakHHnhAaWlpatiwoaxWqwYPHqy+ffvmRY0AAAAAcmAxbvQ3gBu4fPmyDhw4oJSUFFWpUkX+/v63VMilq7f0cgAocILqvJDfJQCAS11MfC+/S8jW57sdvwnTrXq0uuPbSbqL0385+Pjjj5WWliYfHx9VqVJF99577y038wAAAAByx+mGfuDAgQoJCVHHjh319ddfKyMjIy/qAgAAAOAApxv6pKQkLViwQBaLRe3bt1dYWJj69OmjTZs25UV9AAAAwA2Z9cZSruJ0Q1+oUCG1bNlSCQkJOnHihCZMmKAjR46oSZMmioyMzIsaAQAAAOTA6V1u/q5IkSJq1qyZzpw5o6NHj2rv3r2uqgsAAABwSAG+r5Rb5Go7zbS0NCUkJKhFixYqU6aMJk6cqEcffVQ///yzq+sDAAAAcANOJ/QdOnTQ8uXLVaRIEbVv314jRoxQdHR0XtQGAAAA3JRXgV3d7h5ON/Te3t769NNP1axZM3l7e+dFTQAAAAAc5HRDn5CQkBd1AAAAALni6WvoHWroJ0+erJ49e8rX11eTJ0++4bH9+vVzSWEAAAAAbs5iGIZxs4MqVKigH3/8USVKlFCFChVyPpnFokOHDuWqkEtXc/UyACiwguq8kN8lAIBLXUx8L79LyNZXP51w21yPVA1x21yOciihP3z4cLZfAwAAAMhfTm9bOWbMGKWlpWUZv3jxosaMGeOSogAAAABHWSzuexRETjf0cXFxSklJyTKelpamuLg4lxQFAAAAwDFO73JjGIYs2fx6smvXLgUHB7ukKAAAAMBR7EPvoKCgIFksFlksFt1xxx12TX1GRoZSUlLUq1evPCkSAAAAQPYcbugnTpwowzDUrVs3xcXFKSAgwPacj4+Pypcvzx1jAQAA4HYFdW27uzjc0Hfu3FnStS0s69Wrp8KFC+dZUQAAAAAc41BDf/78eRUvXlySdPfdd+vixYu6ePFitsdePw4AAABwBxJ6BwQFBSkpKUkhISEKDAzM9qLY6xfLZmRkuLxIAAAAANlzqKFfs2aNbQebtWvX5mlBAAAAgDMs7HJzc40aNcr2awAAAAD5y+kbS61YsUIbN260fT9lyhTVrFlTHTt21JkzZ1xaHAAAAIAbc7qhHzJkiM6fPy9J2rNnj2JjY9WiRQsdPnxYsbGxLi8QAAAAuBEvi/seBZHTd4o9fPiwqlSpIklavHixWrVqpXHjxmnHjh1q0aKFywsEAAAAkDOnE3ofHx+lpaVJkr777js99NBDkqTg4GBbcg8AAAC4i8WN/xVETif0999/v2JjY1W/fn3997//1cKFCyVJv/32m8qWLevyAgEAAADkzOmE/r333lOhQoX02Wefadq0aSpTpowk6ZtvvtHDDz/s8gIBAACAG7FY3PcoiCyGYRj5XYQkXbqa3xUAgGsF1Xkhv0sAAJe6mPhefpeQrbX7TrttriZRJdw2l6OcXnIjSRkZGVq6dKn27t0rSbrrrrvUunVreXt7u7Q4AAAA4GYK6tp2d3G6oT9w4IBatGihP/74Q1FRUZKk+Ph4lStXTl999ZUiIyNdXiQAAACA7Dm9hr5fv36KjIzU//73P+3YsUM7duzQsWPHVKFCBfXr1y8vagQAAAByxD70Tlq/fr22bNmi4OBg21iJEiX0+uuvq379+i4tDgAAAMCNOd3QW61WXbhwIct4SkqKfHx8XFIUAAAA4ChPX0Pv9JKbli1bqmfPntq6dasMw5BhGNqyZYt69eql1q1b50WNAAAAAHLgdEM/efJkRUZGKjo6Wr6+vvL19VX9+vVVqVIlTZo0KS9qBAAAAHLk6fvQO73kJjAwUF988YUOHDhg27aycuXKqlSpksuLA1xpwfwEzZk1U6dOndQdUXdq2EsjVK169fwuCwBuanC3h9S2aQ3dUb60LqZf0dZdh/TypC+0/+gJ2zEVypbU6wMfVfTdFWUtXEirNu1V7BuLdOKvrMtkAfy7OJzQZ2Zm6o033lD9+vVVp04dzZgxQzExMWrVqhXNPAq8Fd98rbfGx+v5//TRgkWfKyrqTvV+vrtOn3bfjSgAILca3FNJ0xduUKNOb6ll7/dUqJC3lk97QUV8r127VsTXR8un9pFhGGre81017TpBPoW9tXjS87IU1EgRcCGLGx8FkcMN/dixY/XSSy/J399fZcqU0aRJk9SnT5+8rA1wmXlzZqnd4+3V9tHHFFmpkl4ZFSdfX18tXbI4v0sDgJtq88JUfbxsq/YeStae3/5Qz1Ef67awYN1dpZwkKbpmRUWEl1CPUR/r5wPH9fOB43pu5DzdU+U2Nb73jnyuHkBec7ihnzt3rqZOnaqVK1dq6dKlWrZsmRISEpSZmZmX9QG37Mrly9r7y8+6L7qebczLy0v33VdPu3cl5mNlAJA7xf19JUlnzqVJkqw+hWQYhtIvX7Udcyn9qjIzDdWryQ0f8e/nZbG47VEQOdzQHzt2TC1atLB9HxMTI4vFouPHj+dJYYCrnDl7RhkZGSpRooTdeIkSJXTq1Kl8qgoAcsdisejNwY9rU+JB/XIwSZL03z1HlHrxssb2byM/38Iq4uuj12MfVaFC3gotWTyfKwaQ1xxu6K9evSpfX1+7scKFC+vKlStOT5qenq7z58/bPdLT050+DwAAnmbi8Pa6q1KYOg2bZRs7dSZFT784Uy0aVtWpH97Wn9+/qQB/P+345ZgyDSMfqwXgDg7vcmMYhrp06SKr1Wobu3Tpknr16qWiRYvaxpYsWXLTc8XHxysuLs5u7OURo/TKyNGOlgM4LCgwSN7e3lkugD19+rRKliyZT1UBgPMmDH1CLRpUVUz3ifrjxFm751Zv+VV3tY5TicCiuno1U+dSLurwqnE6snJ7/hQLuFHBXAjjPg439J07d84y9swzz+Rq0uHDhys2NtZuzPC25nA0cGsK+/iocpW7tHXLZjV9IEbStV2btm7drA5P5e7/hgHA3SYMfUKtm9bQQz0m6ejxnHfoOn02VZLUqM4dCgn21/L1e9xVIoB84nBDP2vWrJsf5CCr1WqX9EvSpas5HAy4wLOdu2rES0N1111VVbVadX08b44uXryoto+2y+/SAOCmJg5vryeb19YTAz9QSuollS5RTJJ0LuWSLqVfW/r6bOv7tO9wsk6eSVHd6hX01pDH9W7CWru96oF/LQ+P6J2+sRRgRg83b6Ezf/2lqe9N1qlTJxV1Z2VNfX+GSrDkBoAJPN++oSRp1YwBduM9Rs7Tx8u2SpLuKB+iMX1bKzigiI4e/0vjZ67U5I/XuLtUAPnAYhgF42oZEnoA/zZBdV7I7xIAwKUuJr6X3yVka+vBc26bq25kgNvmcpTDu9wAAAAAKHhYcgMAAABTK6D3e3IbEnoAAADAxBxK6L/88kuHT9i6detcFwMAAAA4y8MDesca+rZt2zp0MovFooyMjFupBwAAAIATHGroMzMz87oOAAAAIHc8PKJnDT0AAABgYrna5SY1NVXr16/XsWPHdPnyZbvn+vXr55LCAAAAAEdYPDyid7qhT0xMVIsWLZSWlqbU1FQFBwfr1KlTKlKkiEJCQmjoAQAAADdyesnNwIED1apVK505c0Z+fn7asmWLjh49qlq1aumtt97KixoBAACAHFks7nsURE439Dt37tSgQYPk5eUlb29vpaenq1y5cho/frxeeumlvKgRAAAAQA6cbugLFy4sL69rLwsJCdGxY8ckSQEBAfrf//7n2uoAAACAm7C48VEQOb2G/u6779a2bdt0++23q1GjRho5cqROnTqlefPmqWrVqnlRIwAAAIAcOJ3Qjxs3TmFhYZKksWPHKigoSL1799bJkyf1wQcfuLxAAAAA4IY8PKJ3OqGvXbu27euQkBCtWLHCpQUBAAAAcBw3lgIAAABMzOmEvkKFCrLcYM+eQ4cO3VJBAAAAgDO4sZSTBgwYYPf9lStXlJiYqBUrVmjIkCGuqgsAAACAA5xu6Pv375/t+JQpU/Tjjz/eckEAAACAMwrqDZ/cxWVr6Js3b67Fixe76nQAAAAAHOB0Qp+Tzz77TMHBwa46HQAAAOAQDw/oc3djqb9fFGsYhpKTk3Xy5ElNnTrVpcUBAAAAuDGnG/o2bdrYNfReXl4qVaqUGjdurDvvvNOlxQEAAAA35eERvdMN/ejRo/OgDAAAAAC54fRFsd7e3jpx4kSW8dOnT8vb29slRQEAAACOsrjxv4LI6YbeMIxsx9PT0+Xj43PLBQEAAABwnMNLbiZPnixJslgsmjFjhvz9/W3PZWRkaMOGDayhBwAAgNt5+j70Djf0EyZMkHQtoZ8+fbrd8hofHx+VL19e06dPd32FAAAAAHLkcEN/+PBhSVKTJk20ZMkSBQUF5VlRAAAAgKM8PKB3fpebtWvX5kUdAAAAAHLB6YtiH3vsMb3xxhtZxsePH68nnnjCJUUBAAAADrO48VEAOd3Qb9iwQS1atMgy3rx5c23YsMElRQEAAABwjNMNfUpKSrbbUxYuXFjnz593SVEAAACAowrqPvSjR4+WxWKxe+TFrpBON/TVqlXTwoULs4wvWLBAVapUcUlRAAAAwL/BXXfdpaSkJNtj48aNLp/D6YtiR4wYoXbt2ungwYNq2rSpJGn16tX65JNPtGjRIpcXCAAAAJhVoUKFFBoamrdzOPuCVq1aaenSpRo3bpw+++wz+fn5qXr16vruu+/UqFGjvKgRAAAAyJE7byyVnp6u9PR0uzGr1Sqr1Zrt8fv371d4eLh8fX0VHR2t+Ph43XbbbS6tyeklN5L0yCOP6IcfflBqaqpOnTqlNWvWqFGjRvrpp59cWhwAAABQkMTHxysgIMDuER8fn+2xdevW1ezZs7VixQpNmzZNhw8fVoMGDXThwgWX1mQxDMO4lRNcuHBBn3zyiWbMmKHt27crIyMjV+e5dPVWqgCAgieozgv5XQIAuNTFxPfyu4Rs7T2e6ra5KpYo5FRC/3dnz55VRESE3nnnHXXv3t1lNTm95Oa6DRs2aMaMGVqyZInCw8PVrl07TZkyxWWFAQAAAAWNo817dgIDA3XHHXfowIEDLq3JqYY+OTlZs2fP1syZM3X+/Hm1b99e6enpWrp0KTvcAAAAIH8U0Bs+/VNKSooOHjyoZ5991qXndXgNfatWrRQVFaXdu3dr4sSJOn78uN59912XFgMAAAD8WwwePFjr16/XkSNHtGnTJj366KPy9vbWU0895dJ5HE7ov/nmG/Xr10+9e/fW7bff7tIiAAAAgNxy9oZP7vL777/rqaee0unTp1WqVCndf//92rJli0qVKuXSeRxu6Ddu3KiZM2eqVq1aqly5sp599ll16NDBpcUAAAAA/xYLFixwyzwOL7m577779OGHHyopKUnPP/+8FixYoPDwcGVmZmrVqlUu334HAAAAcITF4r5HQeT0PvRFixZVt27dtHHjRu3Zs0eDBg3S66+/rpCQELVu3TovagQAAACQg1zdWOq6qKgojR8/Xr///rs++eQTV9UEAAAAOMzixkdBdEsN/XXe3t5q27atvvzyS1ecDgAAAICDcn1jKQAAAKBAKKjRuZu4JKEHAAAAkD9I6AEAAGBqBXUfenchoQcAAABMjIQeAAAAplZQ94d3FxJ6AAAAwMRI6AEAAGBqHh7Qk9ADAAAAZkZDDwAAAJgYS24AAABgbh6+5oaEHgAAADAxEnoAAACYGjeWAgAAAGBaJPQAAAAwNW4sBQAAAMC0SOgBAABgah4e0JPQAwAAAGZGQg8AAABz8/CInoQeAAAAMDESegAAAJga+9ADAAAAMC0SegAAAJga+9ADAAAAMC0SegAAAJiahwf0JPQAAACAmZHQAwAAwNRYQw8AAADAtGjoAQAAABNjyQ0AAABMzrPX3JDQAwAAACZGQg8AAABT46JYAAAAAKZFQg8AAABT8/CAnoQeAAAAMDMSegAAAJgaa+gBAAAAmBYJPQAAAEzN4uGr6EnoAQAAABMjoQcAAIC5eXZAT0IPAAAAmBkJPQAAAEzNwwN6EnoAAADAzEjoAQAAYGrsQw8AAADAtEjoAQAAYGrsQw8AAADAtEjoAQAAYG6eHdCT0AMAAABmRkMPAAAAmBhLbgAAAGBqHr7ihoQeAAAAMDMSegAAAJgaN5YCAAAAYFok9AAAADA1biwFAAAAwLRI6AEAAGBqrKEHAAAAYFo09AAAAICJ0dADAAAAJsYaegAAAJgaa+gBAAAAmBYJPQAAAEyNfegBAAAAmBYJPQAAAEyNNfQAAAAATIuEHgAAAKbm4QE9CT0AAABgZjT0AAAAgImx5AYAAADm5uFrbkjoAQAAABMjoQcAAICpcWMpAAAAAKZFQg8AAABT48ZSAAAAAEyLhB4AAACm5uEBPQk9AAAAYGYk9AAAADA3D4/oSegBAAAAE6OhBwAAgKlZ3PhfbkyZMkXly5eXr6+v6tatq//+978uff809AAAAEAeWbhwoWJjYzVq1Cjt2LFDNWrUULNmzXTixAmXzUFDDwAAAFOzWNz3cNY777yjHj16qGvXrqpSpYqmT5+uIkWK6KOPPnLZ+6ehBwAAAByUnp6u8+fP2z3S09OzPfby5cvavn27YmJibGNeXl6KiYnR5s2bXVZTgdnlxrfAVIJ/s/T0dMXHx2v48OGyWq35XQ7+5S4mvpffJcAD8LkGuLePHP1avOLi4uzGRo0apdGjR2c59tSpU8rIyFDp0qXtxkuXLq1ff/3VZTVZDMMwXHY2oIA7f/68AgICdO7cORUvXjy/ywGAW8bnGuBe6enpWRJ5q9Wa7S/Ux48fV5kyZbRp0yZFR0fbxl988UWtX79eW7dudUlN5OIAAACAg3Jq3rNTsmRJeXt7688//7Qb//PPPxUaGuqymlhDDwAAAOQBHx8f1apVS6tXr7aNZWZmavXq1XaJ/a0ioQcAAADySGxsrDp37qzatWvr3nvv1cSJE5WamqquXbu6bA4aengUq9WqUaNGceEYgH8NPteAgu3JJ5/UyZMnNXLkSCUnJ6tmzZpasWJFlgtlbwUXxQIAAAAmxhp6AAAAwMRo6AEAAAATo6EHAAAATIyGHnmmS5cuatu2re37xo0ba8CAAW6vY926dbJYLDp79qzb53alI0eOyGKxaOfOnfldCoD/j8+5a0aPHq2aNWve8Bg+w4C8Q0PvYbp06SKLxSKLxSIfHx9VqlRJY8aM0dWrV/N87iVLlujVV1916Fh3/+NUvnx5WSwWbdmyxW58wIABaty4sVtq+Lt/NgmSVK5cOSUlJalq1apurwcwEz7nsnf9c85isaho0aK65557tGjRIpece/DgwXb7bPMZBrgXDb0Hevjhh5WUlKT9+/dr0KBBGj16tN58881sj718+bLL5g0ODlaxYsVcdj5X8/X11dChQ/O7jBx5e3srNDRUhQqx2yxwM3zOZW/MmDFKSkpSYmKi6tSpoyeffFKbNm265fP6+/urRIkSNzyGzzAg79DQeyCr1arQ0FBFRESod+/eiomJ0Zdffinp/1KVsWPHKjw8XFFRUZKk//3vf2rfvr0CAwMVHBysNm3a6MiRI7ZzZmRkKDY2VoGBgSpRooRefPFF/XNH1H/+KTo9PV1Dhw5VuXLlZLVaValSJc2cOVNHjhxRkyZNJElBQUGyWCzq0qWLpGt3V4uPj1eFChXk5+enGjVq6LPPPrOb5+uvv9Ydd9whPz8/NWnSxK7OG+nZs6e2bNmir7/++obHzZgxQ5UrV5avr6/uvPNOTZ061e75TZs2qWbNmvL19VXt2rW1dOlSuz8zZ2RkqHv37rb3EBUVpUmTJtleP3r0aM2ZM0dffPGFLU1bt26d3Z+rMzMzVbZsWU2bNs1u7sTERHl5eeno0aOSpLNnz+q5555TqVKlVLx4cTVt2lS7du1y6OcBmBmfc9krVqyYQkNDdccdd2jKlCny8/PTsmXLJEl79uxR06ZN5efnpxIlSqhnz55KSUmxvXbdunW69957VbRoUQUGBqp+/fq2z5q/L7nhMwxwPxp6yM/Pzy6hWr16tfbt26dVq1Zp+fLlunLlipo1a6ZixYrp+++/1w8//CB/f389/PDDtte9/fbbmj17tj766CNt3LhRf/31lz7//PMbztupUyd98sknmjx5svbu3av3339f/v7+KleunBYvXixJ2rdvn5KSkmwNb3x8vObOnavp06fr559/1sCBA/XMM89o/fr1kq79g9yuXTu1atVKO3fu1HPPPadhw4Y59HOoUKGCevXqpeHDhyszMzPbYxISEjRy5EiNHTtWe/fu1bhx4zRixAjNmTNHknT+/Hm1atVK1apV044dO/Tqq69mSf2v/0O2aNEi/fLLLxo5cqReeuklffrpp5Ku/em6ffv2toQxKSlJ9erVszuHl5eXnnrqKc2fPz9LffXr11dERIQk6YknntCJEyf0zTffaPv27brnnnv0wAMP6K+//nLoZwL8W/A5l1WhQoVUuHBhXb58WampqWrWrJmCgoK0bds2LVq0SN99951eeOEFSdLVq1fVtm1bNWrUSLt379bmzZvVs2dPWSyWLOflMwzIBwY8SufOnY02bdoYhmEYmZmZxqpVqwyr1WoMHjzY9nzp0qWN9PR022vmzZtnREVFGZmZmbax9PR0w8/Pz1i5cqVhGIYRFhZmjB8/3vb8lStXjLJly9rmMgzDaNSokdG/f3/DMAxj3759hiRj1apV2da5du1aQ5Jx5swZ29ilS5eMIkWKGJs2bbI7tnv37sZTTz1lGIZhDB8+3KhSpYrd80OHDs1yrn+KiIgwJkyYYJw4ccIoVqyYMXfuXMMwDKN///5Go0aNbMdFRkYa8+fPt3vtq6++akRHRxuGYRjTpk0zSpQoYVy8eNH2/IcffmhIMhITE3Ocv0+fPsZjjz1m+/7v/ztdd/jwYbvzJCYmGhaLxTh69KhhGIaRkZFhlClTxpg2bZphGIbx/fffG8WLFzcuXbpkd57IyEjj/fffz7EWwOz4nMve9c+56+9t3LhxhiRj+fLlxgcffGAEBQUZKSkptuO/+uorw8vLy0hOTjZOnz5tSDLWrVuX7blHjRpl1KhRw/Y9n2GAe7GQzQMtX75c/v7+unLlijIzM9WxY0eNHj3a9ny1atXk4+Nj+37Xrl06cOBAlnWhly5d0sGDB3Xu3DklJSWpbt26tucKFSqk2rVrZ/lz9HU7d+6Ut7e3GjVq5HDdBw4cUFpamh588EG78cuXL+vuu++WJO3du9euDkmKjo52eI5SpUpp8ODBGjlypJ588km751JTU3Xw4EF1795dPXr0sI1fvXpVAQEBkq4lbdWrV5evr6/t+XvvvTfLPFOmTNFHH32kY8eO6eLFi7p8+fJNd4j4p5o1a6py5cqaP3++hg0bpvXr1+vEiRN64oknJF373y0lJSXLutaLFy/q4MGDTs0FmA2fc9kbOnSoXnnlFV26dEn+/v56/fXX9cgjjyg2NlY1atRQ0aJFbcfWr19fmZmZ2rdvnxo2bKguXbqoWbNmevDBBxUTE6P27dsrLCzM4ff2T3yGAa5DQ++BmjRpomnTpsnHx0fh4eFZLlD6+we6JKWkpKhWrVpKSEjIcq5SpUrlqgY/Pz+nX3N9LedXX32lMmXK2D1ntVpzVUd2YmNjNXXq1Cxr46/P/+GHH2b5x9Tb29vh8y9YsECDBw/W22+/rejoaBUrVkxvvvmmtm7d6nStTz/9tO0fw/nz5+vhhx+2/eOXkpKisLAwrVu3LsvrAgMDnZ4LMBM+57I3ZMgQdenSRf7+/ipdunS2S2ZyMmvWLPXr108rVqzQwoUL9corr2jVqlW67777cl0Pn2GAa9DQe6CiRYuqUqVKDh9/zz33aOHChQoJCVHx4sWzPSYsLExbt25Vw4YNJV1Lra+vd8xOtWrVlJmZqfXr1ysmJibL89eTs4yMDNtYlSpVZLVadezYsRwTr8qVK9sufLvun1tR3oy/v79GjBih0aNHq3Xr1rbx0qVLKzw8XIcOHdLTTz+d7WujoqL08ccfKz093faP77Zt2+yO+eGHH1SvXj395z//sY39M23y8fGxe+856dixo1555RVt375dn332maZPn2577p577lFycrIKFSqk8uXL3/RcwL8Jn3PZK1myZLY/l8qVK2v27NlKTU21/bLzww8/yMvLy3bRsCTdfffduvvuuzV8+HBFR0dr/vz52Tb0fIYB7sVFsbipp59+WiVLllSbNm30/fff6/Dhw1q3bp369eun33//XZLUv39/vf7661q6dKl+/fVX/ec//7nh3srly5dX586d1a1bNy1dutR2zusXhkZERMhisWj58uU6efKkUlJSVKxYMQ0ePFgDBw7UnDlzdPDgQe3YsUPvvvuu7aLUXr16af/+/RoyZIj27dun+fPna/bs2U6/5549eyogICDLBVtxcXGKj4/X5MmT9dtvv2nPnj2aNWuW3nnnHUnX/nHKzMxUz549tXfvXq1cuVJvvfWWJNmSsNtvv10//vijVq5cqd9++00jRozI0vSXL19eu3fv1r59+3Tq1ClduXIlx59jvXr11L17d2VkZNj9AhITE6Po6Gi1bdtW3377rY4cOaJNmzbp5Zdf1o8//uj0zwT4N/PEz7l/vn9fX1917txZP/30k9auXau+ffvq2WefVenSpXX48GENHz5cmzdv1tGjR/Xtt99q//79qly5co7vnc8wwI3yexE/3Cu7C5UceT4pKcno1KmTUbJkScNqtRoVK1Y0evToYZw7d84wjGsXh/Xv398oXry4ERgYaMTGxhqdOnXK8WIxwzCMixcvGgMHDjTCwsIMHx8fo1KlSsZHH31ke37MmDFGaGioYbFYjM6dOxuGce0Ct4kTJxpRUVFG4cKFjVKlShnNmjUz1q9fb3vdsmXLjEqVKhlWq9Vo0KCB8dFHHzl1sdh18+fPNyTZXRRrGIaRkJBg1KxZ0/Dx8TGCgoKMhg0bGkuWLLE9/8MPPxjVq1c3fHx8jFq1atnO8+uvvxqGce2ity5duhgBAQFGYGCg0bt3b2PYsGF2F5SdOHHCePDBBw1/f39DkrF27dosF5RdN3XqVEOS0alTpyzv6/z580bfvn2N8PBwo3Dhwka5cuWMp59+2jh27FiOPwvA7Picy152n3N/t3v3bqNJkyaGr6+vERwcbPTo0cO4cOGCYRiGkZycbLRt29b2PiIiIoyRI0caGRkZhmFkvSiWzzDAvSyGkcPVPABcIiEhQV27dtW5c+dytaYWAADgRlhDD7jY3LlzVbFiRZUpU0a7du3S0KFD1b59e5p5AACQJ2joARdLTk7WyJEjlZycrLCwMD3xxBMaO3ZsfpcFAAD+pVhyAwAAAJgYu9wAAAAAJkZDDwAAAJgYDT0AAABgYjT0AAAAgInR0AMAAAAmRkMPAAAAmBgNPQAAAGBiNPQAAACAidHQAwAAACb2/wBnGLZZxZQ86wAAAABJRU5ErkJggg==\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "col = list(dataset.columns)\n",
        "col.remove('status')\n",
        "print(col)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "hYdV7Zyyj1om",
        "outputId": "11965799-cf4c-4aba-fbf1-e46c9805aae5"
      },
      "execution_count": 36,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "['MDVP:Fo(Hz)', 'MDVP:Fhi(Hz)', 'MDVP:Flo(Hz)', 'MDVP:Jitter(%)', 'MDVP:Jitter(Abs)', 'MDVP:RAP', 'MDVP:PPQ', 'Jitter:DDP', 'MDVP:Shimmer', 'MDVP:Shimmer(dB)', 'Shimmer:APQ3', 'Shimmer:APQ5', 'MDVP:APQ', 'Shimmer:DDA', 'NHR', 'HNR', 'RPDE', 'DFA', 'spread1', 'spread2', 'D2', 'PPE']\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "fig = plt.figure(figsize=(25,20))\n",
        "dt_classifier = DecisionTreeClassifier(max_depth = 2 , random_state = 1)\n",
        "x_train , x_test , y_train , y_test = train_test_split(x,y,test_size=0.2,stratify=y,random_state= 1)\n",
        "dt_classifier.fit(x_train, y_train)\n",
        "tree = tree.plot_tree(dt_classifier ,feature_names = col, class_names = 'status')"
      ],
      "metadata": {
        "id": "VxViaBub5VNZ",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 905
        },
        "outputId": "b44fe1d6-cc71-4866-b45e-38e5b4ee967a"
      },
      "execution_count": 37,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2500x2000 with 1 Axes>"
            ],
            "image/png": 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MGRa3sM7uxo4dq1y5chnGf//9d7trvP3227p3757ZWJs2bfT+++/bXcORTpw4obCwMMP4s88+q+bNm9td54svvjA8N/vy5cvpnvsNAAAAAEBWxlAaAAAAQJYxf/58w7N1g4KC9NJLL9ldY+TIkYbn88bExGjFihV213BX+fPntzhgPX78uF35w8PDDT90kCdPHs2ZM0ceHh521XC0JUuWWIy/9tprDqlTsGBB9e3b1zA+Z84ch9QBAAAAAMAVGEoDAAAAyDK+//57w9iAAQPk5+dnd40yZcqoU6dONvWQEzRo0MAwFhUVZVfujz/+2DA2bNgwlS5d2q78zrB+/XrDWP369VW7dm2H1bJ0F/+OHTt05swZh9UCAAAAACAzmT9MDQAAIJs4efKkwsLCdPz4cV27dk137txRrly5FBgYqJIlS6p69epq2rSpSpQo4epWXebMmTNasWKFdu3apaNHj+r69eu6c+eOPD095e/vr1KlSqlq1apq1qyZunXrpmLFirm6ZWRTp0+ftngn7lNPPeWwWk8//bRWrlxpNrZ+/XolJSUpb968DqvnToKDgw1jRttuZ8SVK1e0ePFiszEvLy8NHz7c5tzOkpaWpvDwcMN4q1atHFqvbt26ypcvn+Li4szGf/nlF7311lsOrQkAAAAAQGZgKA0AALKd+Ph4zZo1S7Nnz9bp06czdE1ISIheeukl9e/fXz4+Pn+LRUVFaeDAgWava9eunUaMGGF1j4MGDdK8efPMxs6fP68yZcpYle/ChQsqW7as2djAgQP17bffPvT46tWr9cEHH1g8KzU5OVm3b99WRESEfvjhB7388svq3r27xo8fr5o1a1rVoyXjx4/XhAkTzMY2b96sli1bOqwWsq4NGzYYxgoWLKhHH33UYbU6duwoT09PpaWlPRRLTk7W1q1b1aFDB4fVcyf/fA/8q6CgIJvz/vTTT0pJSTEb69Spkx555BGbcztLZGSk7t69axh35M+kJHl4eKh+/fqGfxbWrl3LUBoAAAAA4JbYvhsAAGQrc+bMUYUKFfT2229neCAtSfv379fgwYNVqVIlrV279m+xpKQkrV271uzX4cOHHf0UnO7atWvq3r27OnfubHEgbU5aWpqWLl2qkJAQTZgwQSaTyUldIifavHmzYaxVq1YOPWu4QIECqlOnjmF806ZNDqvlbq5fv24YK1y4sM15f/rpJ8NYjx49bM7rTJGRkRbjVatWdXhNSznDwsKUnJzs8JoAAAAAADgbQ2kAAJAtJCQk6IknntALL7ygmzdv2pwnMjJSHTt21JgxYxzYXdYRHh6uevXqafny5XblSUlJ0fjx4/XMM8+YvdMUsMW+ffsMY5bOObZVw4YNDWOWtmzO7o4dO2YYq1+/vk05r1+/bvH1tXTGtyvdunXLYtyeO8eN5M+f3zCWnJzslh+GAgAAAACAoTQAAHB7sbGxatu2rZYuXeqwnO+//76GDRvmsHxZwe7du9WiRQtdvXrVYTl/+uknvf766w7Lh5wrNjZW58+fN4yHhIQ4vGZoaKhhLCIiwuH13MH9+/cf2i3ir2w9Q3nLli2GsdKlS2fZs+qTkpIsxjN7KC3l7A9MAAAAAADcF0NpAADg1u7fv68ePXpo165dDs89Y8YMTZ061eF5XeHUqVPq3LmzEhISzMZz586t0qVLq379+mrVqpVq1qyZ7mDkD19++aVWrFjhyHaRAx05csRi3BnbJFeuXNkwFh0d7dAPcLiL6dOnKz4+3mwsf/78evLJJ23K+/vvvxvG6tWrZ1POzJAVjyg4dOiQq1sAAAAAAMBq3q5uAAAAwB5vvvmmxTvwpP8NXLt3767HH39cISEhKlmypPLmzauEhARduHBBu3fv1tKlS7Vu3bqHtqIeNWqUypcv78Rn4HzJycnq3bu3oqOj//Z4rly5NGDAAHXv3l2tW7eWr6/v3+Imk0l79uzRd999p1mzZik1NdWwxhtvvKEOHTrIx8fHKc8B2Z+lu6R9fX1VvHhxh9esUKGCxfj58+edUjerOnXqlMaPH28Yf/311+Xn52dT7gMHDhjGKlWqZBg7cuSIfv31V+3atUvHjh3TzZs3dffuXeXOnVsBAQEqUaKEKlasqIYNG6p169aqXbu2Tf0ZyZMnj8V4bGysihYt6tCaMTExFuPnzp1zaD0AAAAAADIDQ2kAAOC2Vq9erenTp1tc88QTT+iTTz5RyZIlH4oFBgaqVq1aqlWrlgYPHqyjR49q2LBh2rp1659rUlJS9Oqrrzq898y0ePFipaSk/O2xxx57TFOnTrU4lPPw8FDDhg3VsGFDvfjii+ratasiIyPNrj1//ry+//57Pffccw7tHTmHpaG0uT+/jhAcHKzcuXPr/v37ZuMXLlxQkyZNnFI7qzly5Ig6dOiguLg4s/FatWpp9OjRNuc/evSoYczcB3+WLFmijz76SLt37zZ7TVJSkpKSknTjxg3t379fCxcu/DPXSy+9pMGDByswMNDmfv+Q3vbczhhKx8bGWowzlAYAAAAAuCO27wYAAG7p/v37eu211wzjHh4emjJlihYvXpzhgVb16tW1adOmh4bQly5dsqtXV/vnQHrEiBFavnx5uneJ/lXNmjW1efNmFSlSxHDNzJkzbe7RHV24cEEeHh5u+TVo0CBXf/secuXKFcNYcHCwU2p6eHhY/Jm+fPmyU+pmJdHR0Ro3bpxCQ0MNtysvVqyYFi9erNy5c9tU48qVK7pz545h/K+v79mzZ9WqVSv16tXLcCBtydmzZ/XWW2+pQoUKmjNnjk39/lWJEiUsxk+cOGF3jX86fvy4xbi7/zcJAAAAAJAzMZQGAABu6euvv9aZM2cM4x988IGGDx9udV4vLy99/vnnev755+1pL8t688039fHHH8vDw8Pqa8uVK6cpU6YYxvfu3auLFy/a0x5ysNu3bxvGLA2O7WVp4G2pJ3eTlpamuLg4Xbp0SWFhYfr888/1xBNPqFixYnrvvfcM7xYvV66cNm/erIoVK9pcO73hfqFChSRJa9euVb169dI9kiEjbt68qRdeeEE9evQwvPs7I8qUKSNvb+MNxmwZnFtiMpm0d+9ei2v+uEscAAAAAAB3wlAaAAC4nbS0NH3yySeG8datW2vUqFF21Zg2bZpVdxK7g5CQEE2aNMmuHP369VPNmjUN4xs2bLArP3Kuf555/leO2IbZSEBAgGHMUk9Z0b59+wzvjvfy8lJQUJBKlSql5s2b6/XXX9fSpUsNh9EeHh567rnndODAAVWuXNmuvq5fv24xHhAQoFWrVunxxx9Pd+tqa/3yyy9q1aqVbt68adP1efLkUdWqVQ3jjhig/9XBgwcz9D3ITh+YAAAAAADkDAylAQCA29m0aZPhXdLe3t767LPP7K7h4+NjcfDtjqZPn27z9rt/1a9fP8PYzp077c6PnMnS3ayWBsf2spTb0QNSd5A3b17169dPR44c0Zw5cxzyvb9x44bF+IkTJ/Tkk08aDsj/6KtChQpq2rSpmjRpovLlyytPnjwZqh8REaFOnTopMTHRqr7/0Lx5c8PYrl27LJ6Xba3Zs2dnaF1O/NkEAAAAALg3htIAAMDtLFy40DDWt29f1ahRwyF1unbtqiZNmjgkl6s1btxYDRs2dEiubt26GcYcOZxBzpKcnGwYy+jw0RaWclvqKTvq1KmTDhw4oPnz56tatWoOy5uQkGAxPnToULPbUXt5eWnQoEFavXq1YmNjdfr0aYWFhWnbtm06c+aMYmJitHLlSvXr1y/dIwnCw8P1wgsv2NR/165dLca/+OILm/L+U2xsrBYsWJChtTntZxMAAAAA4P6MD8cCAADIon777TfDWP/+/R1aa8CAAdq+fbtDc7rC4MGDHZarYsWKyps3r9kh0tmzZx1WJ6vLmzevOnTo4Oo2bGJpC3ZXsXSXrKUzfe2VK1cuw5ilnrKj1atXa/Xq1QoNDdWbb76pPn36OOR7f+/ePYtxc1tR16tXT19//bVq165teF2ePHnUpUsXdenSRa+//rqef/55HTp0yHD9jz/+qJ49e6pXr14Zb15S27ZtVaxYMV27ds1sfPbs2Ro4cKAaNWpkVd5/euONNxQfH5+htTntZxMAAAAA4P4YSgMAALdy+vRpXb161WysWLFiatWqlUPrPfnkk3r11VfdfgBgaftZa3l6eqpq1arav3//Q7Hbt28rNTVVXl5eDquXVQUHB2vNmjWubiPbSElJMYw5cyhtKfeDBw+cVjcrCw8PV79+/TR27Fh9/fXXat26tV35rH3/bN26tVasWCE/P78MX1OvXj1t3bpVnTt31o4dOwzXvf3223r88cetOsrA29tbQ4cO1fjx483G09LSNGjQIO3cuVMFChTIcN6/+vnnnzVv3rwMr8+pP5sAAAAAAPfF9t0AAMCthIeHG8ZatmwpT0/H/vUmf/78qlu3rkNzZraiRYuqXLlyDs1ZsGBBs4+npaVZPBsYMGLpz25qaqrT6lrK7cxhuDPky5dPHTp0MPvVqlUr1a1bV+XKlbN4d/hfnT9/Xm3bttWoUaNkMpls7suaD6lUq1ZNq1atsmog/Yd8+fJp7dq1Ft/vzp8/r/nz51ud+4033jB835OkU6dOqWXLloqKirI6908//aRnnnnGqmsy+hoCAAAAAJBVuNdvWQAAQI5n6cxiS9u82qN27dravXu3U3JnhrJlyzo8Z2BgoGEsva16AXMs3blq6S5qe1nKbc3dtFlBxYoVM3T3fnJysg4cOKBt27Zp7ty5Ft9XTSaTJk+erPj4eE2fPj3ds5vNyej30dvbW999951dZ4j7+/tr7ty5atWqldLS0syumT59up5//nmr8ubLl0+TJ0+2eN3hw4cVEhKiyZMnq2/fvunmvH37tt555x3Nnj3bsFcjzjxnHQAAAAAAZ+BOaQAA4FbOnTtnGHPmUNqd5c+f3+E5Ld3FyLaysIWlwaUzf6YsbS2dXe9G9fHxUcOGDTVixAgdOXJEW7ZsUfXq1S1eM3PmTE2cONGmehn9Pj711FMKDQ21qcZfNW/eXN26dTOM79+/3+J/S4w899xz6tmzp8U1V69eVb9+/VSjRg29++672rFjhy5duqTk5GTFxsbq5MmTWrp0qQYOHKjy5ctr1qxZZgfS9evXt1gnb968VvcPAAAAAIArMZQGAABu5fr164ax0qVLO6VmmTJlnJI3szhjKG3pbkl7tvlFzuXv728Yu3PnjtPqWsodEBDgtLpZSYsWLbR//369/vrrFte99957Zs+ST09Gv4/Dhg2zOreRl19+2WJ89erVNuWdP3++6tWrl+66o0eP6j//+Y+aNGmiUqVKKU+ePMqfP7+qVKmiJ554Qt99953hUQe9e/fWc889ZzG/pa3EAQAAAADIihhKAwAAt3L79m3DmKUtpe3h7oMpdzsXFzlTgQIFDGOuGkpb6im7yZ07tz799FO9+eabhmsePHigN954w+rcGRmglilTRo0aNbI6t5E2bdooODjYMG7rkQy+vr5av369Q3v9q44dO+q7775TcnKy4Rpvb28VKlTIKfUBAAAAAHAWhtIAAMCtJCUlGcacNZR2Vl4A/8fS4NLSh1HsZSl3TrwbderUqWrWrJlhPCwsTOHh4VblzMgA9dFHH7UqZ0Y0bNjQMHbgwAGb8wYFBWnz5s0aOnSozTnMGTx4sJYvXy4fHx9FR0cbrgsODrbpbG8AAAAAAFyJoTQAAHArls6W9fX1dUpNS9sKA3CMokWLGsYsbdtvr2vXrhnGLPWUnX3++efy9DT+p+K3335rVb6MfB8bNGhgVc6MsJTz4sWLduX28fHRzJkztXHjRtWqVcuuXCVLltSSJUv01Vdf/Xm2+q1btwzXV6pUya56AAAAAAC4AkNpAADgVnLlymUYS0xMdErNhIQEp+QF8H8snd1+9epVp9SMj4+3+Oe7bNmyTqmb1dWpU8fiXcZbt261Kl/p0qUtDrklqVixYlblzIjixYsbxtJ77TOqdevWOnjwoFavXq0nn3xSfn5+Gb62Vq1amjlzpk6ePKmePXv+LXbp0iXD66pXr25zvwAAAAAAuAoHDAIAALeSN29ew1h8fLxTzn+Oj493eE64v6ioKA0cONDVbdikXbt2GjFihKvb+BtLA+Bbt24pLi5O+fLlc2jNs2fP2txTdvf4449r586dZmNHjhxRQkJChgewuXLlUokSJRQZGWm4Jn/+/Db1aUlQUJDFuDXPIT0dO3ZUx44dlZycrP379ys8PFznzp3TtWvXlJCQIJPJpICAAD3yyCOqUaOGWrZsqdKlSxvmO336tGGsZs2aDukZAAAAAIDMxFAaAAC4lQIFChjG4uPj9cgjjzi8JkNpmJOUlKS1a9e6ug2bZMVtqatUqWIxfurUKdWvX9+hNS0N/nx8fCwODbO72rVrG8bS0tIUFRWlcuXKZThftWrVLA6lnXFMQnofUkpOTnZ4TR8fHzVq1EiNGjWyOce9e/csfmCiadOmNucGAAAAAMBV2L4bAAC4FUtbvFoaeNjD3rNHAaSvVKlSKliwoGE8IiLC4TUt5axZs6a8vXPuZ3iDg4Mtxm/fvm1VvtDQUIvxO3fuWJUvI9LL6ePj4/CajrB//349ePDAbCw4OFjVqlXL5I4AAAAAALAfQ2kAAOBWLG2ne/DgQafUdFZeAH8XEhJiGAsPD3d4vX379hnG6tat6/B67iS9ba2NhqZG6tWrZzEeGxtrVb6MiImJsRh3xt3ZjrB582bDWLt27TKxEwAAAAAAHIehNAAAcCvVq1c3jDGUBtxbs2bNDGOWBnW2uH//vnbs2GEYb9GihUPruZubN29ajFs70G3WrJk8PY3/+Xn16lWr8mWEpZwFChSQr6+vw2s6wooVKwxjTz31VCZ2AgAAAACA4zCUBgAAbsXSFrCbN29WWlqaQ+vFxMRo//79Ds0JwLy2bdsaxk6fPq3z5887rFZYWJgSExPNxjw8PCz2khNcv37dYjy97b3/qWDBghbvlt6zZ49V+TLCUk5rzsPOTMePHzfsu0CBAmrfvn0mdwQAAAAAgGMwlAYAAG6lUqVKKl68uNnYtWvXHH435c8//6z79+87NCeyhzJlyshkMrnl17fffuvqb59ZDRo0sHiu9MKFCx1Wy1KuunXrWj10zW7CwsIMY/7+/jZ9f7p27WoY27lzp9X5LDGZTNq9e7dhPL0zrl1l2rRphrEhQ4YoV65cmdgNAAAAAACOw1AaAAC4nU6dOhnG5s+f79Ba3333nUPzATDm5eWl3r17G8bnzp0rk8lkd527d+/q559/Now/88wzdtdwd5a2kK5fv75NOfv16ycPDw+zscjISG3fvt2mvOZs2LBBN27cMIxb2ireVS5evKjZs2ebjeXKlUuvvvpqJncEAAAAAIDjMJQGAABup0+fPoax77//XkeOHHFInZUrVzp0SAIgff379zeMnTp1yuKwNKO+/vprxcbGmo15eXnl+HN7lyxZogsXLhjG27RpY1PesmXLqnnz5obxGTNm2JTXnOnTpxvGvL291blzZ4fVcpSXX37ZcGeOIUOGGO4SAgAAAACAO2AoDQAA3E6bNm0MzwNNSUnR66+/bneN+/fv680337Q7DwDrNGrUSA0aNDCM/+tf/1JKSorN+WNjYzVx4kTD+JNPPqlHHnnE5vzuLiEhweJ7n4eHh55++mmb848YMcIwtnDhQu3bt8/m3H/YunWrli9fbhjv2rWr8ufPb3cdR/rkk0+0atUqs7H8+fNrwoQJmdwRAAAAAACOxVAaAAC4HU9PTw0fPtwwvmnTJn344Yd21Xj55Zd15swZu3IAsM2oUaMMYydOnNC4ceNszj1s2DDdvn3bMP7222/bnFuStmzZIg8PD8Ov8ePH25T3yJEjSk1Ntau39CQlJalbt266dOmS4ZoOHToYfigoI7p27aratWubjaWkpGjgwIG6d++ezfnv3r2rQYMGWdzm/Y033rA5vzMsWLBAb731lmF80qRJFs9aBwAAAADAHTCUBgAAbmnw4MGqUKGCYXz06NH65JNPrM6blpam119/XV9//bU97QGwQ48ePdS4cWPD+KRJk7RgwQKr877//vv68ccfDePPPPOM6tata3XezPDxxx+rSpUq+u6775wynI6MjFSnTp20ceNGwzUeHh5677337Krj4eFh8b352LFj6tq1qxISEqzOHRcXpw4dOuj8+fOGazp27KgWLVpYnfsPW7ZsUVpams3X/1VaWpomTpyoAQMGGOZ8/PHHNWTIEIfUAwAAAADAlRhKAwAAt5Q7d259/vnnhnGTyaThw4frySeftHjX318dPXpUrVq1eihvyZIl7eoVgHU8PDz05ZdfysvLy2zcZDJp0KBBmjRpUoYGhPfv39frr7+uMWPGGK4JCAjQ5MmTbe45M5w5c0YDBw5UxYoV9c477+jgwYN254yNjdWkSZNUrVo1/f777xbXvv7666pXr57dNVu1aqV+/foZxjdu3KhWrVrp0KFDGc4ZHh6u5s2ba8eOHYZrfH199dlnn1nV6z/169dP5cqV0wcffKCLFy/anGfbtm1q0qSJxo4da3hXd/ny5fXNN9/YXAMAAAAAgKyEoTQAAHBbnTp10rBhwyyuWbx4sSpUqKCnnnpKP/zwg06ePKmEhASlpqbqzp07Onz4sL7++mt17txZtWrV0tatW/92vbe3t7744gtnPg0AZtStW1f/+c9/DOOpqakaPXq0QkND9dNPPykxMfGhNTExMZo9e7aqVq1q8UMskjRr1iy3OUv6/Pnz+u9//6s6deqocuXKevXVVzVnzhyFh4crOTnZ4rUPHjzQoUOH9N1336lXr14qWrSoRo8ene6dyY0bN9YHH3zgsOcwbdo0VaxY0TC+d+9ehYSE6Nlnn9W6det0//79h9YkJydr9erV6t+/vxo0aJDuEPuzzz5TpUqV7O794sWL+ve//60yZcqodu3aGjt2rH777TdduXLF8BqTyaRjx47piy++UMOGDdWsWTPt2rXLcH3hwoW1Zs0atu0GAAAAAGQb3q5uAAAAwB5Tp07VkSNHHhom/9X9+/e1cOFCLVy40Or8H374oeH5p5IM7+QEYL/Ro0drz549Wr58ueGaAwcO6Omnn5a3t7eqVKmiwoULKzU1VdevX9fp06ctni38h9dee01PP/20I1vPNKdOndKpU6f+/P/e3t4qUKCAgoKClC9fPgUGBur+/fuKj49XfHy8rly5YnbAa0ndunW1YsUK5cmTx2F9BwYGaunSpWrevLliYmLMrklNTdW3336rb7/9Vr6+vipRooSCg4NlMpkUFRWly5cvKykpKUP1Ro4cqRdeeMFh/f/h0KFDfxuGFyhQQEWKFFFQUJACAgJ07949RUdH69y5cxnutWjRolqzZo3FIyoAAAAAAHA3DKUBAIBb8/Hx0fLly9WxY0ft3r3bobmHDRum4cOH68KFCxbrA3AODw8PLVy4UF27dtWGDRssrk1JSdGRI0esrjFo0CB9+umnNnaY9aSkpOjGjRu6ceOGQ/J17txZP/30kwICAhyS769q1Kih9evXq127doaD6T8kJiY+NIDPqJEjR2ba1uzR0dGKjo62+fqqVatq1apVKlu2rAO7AgAAAADA9di+GwAAuL2goCBt3LhRPXv2dFjOd955R9OmTZMkxcfHG65z5J2DAB7m4+OjVatW6bnnnnNoXg8PD40bN07ffPONPDw8HJo7OwgMDNTnn3+ulStXOmUg/YfQ0FDt2rVL1atXd3juvHnzavbs2Vn+rPA/vPjiiwoPD2cgDQAAAADIlhhKAwCAbMHPz09LlizR7NmzVahQIZvzlCpVSmvWrNHEiRP/fCw2NtZwfYECBWyuBSBjcufOrTlz5mjBggUqWrSo3fkqVKigtWvXasKECW4zkG7ZsqWqVq3q9Dr+/v567bXXdPr0ab366quZ8v2pVKmSdu/erbffflu5c+d2SM4OHTooIiLC4Vt2O+P70bhxY23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3vB9//LEmTZpkt3zmhISEqGXLltq7d6/y5s2bLnNmVPfv33d2CVaLi4vL9A3pqVOn6v3330+XuS5fvqxmzZrpwIEDKlOmjNV5ChcurE2bNpkdM3v2bPXr18/qOQAAAAAA/4emNAAAAIAMrXTp0mrYsKEqV66sKlWqqFKlSsqXL5/y5MmjPHnyKD4+XtHR0bpz545CQkIUFBSk5cuX6/r162bzxsfHq3Pnzjp69KjKly9vc50LFixIU0M6Z86c6t69u5o3b6769eurUKFC8vHx0ePHjxUVFaWzZ89q3759WrZsmU6ePGk21+nTp9WzZ09t3LjR5voBawQGBuqDDz5IdVz27NnVuXNnPffcc3r22WdVpEgR5cuXT4mJiYqMjFRYWJj27dun1atX68CBA2ZzRUREqFOnTjp8+LDc3d3t9VQAAAAAAA5EUxoAAABAhlKgQAG99NJLatmypZo3b66SJUuaHe/m5qZcuXKpaNGiqlmzpnr37q3vvvtOGzZs0JAhQ3T27FmT18bExKh3797au3evTTVHRkZq4MCBZse4uLho0KBBGj58uNFt0LNnzy4vLy+VKlVKrVu31qhRo7Rp0ya98847Cg8PN5l306ZNmjt3rnr37m3TcwAslZiYqDfeeCPVLbt79+6t8ePHq3jx4k/E3N3dlStXLpUsWVLNmjXTsGHDdODAAQ0YMEChoaEmcx47dkxfffWVRo4cafPzAAAAAAA4nquzCwAAAACAAgUK6P3339eOHTt069Yt/f777/L390+1IW2Kq6urXnzxRYWGhmrAgAFmx+7bt0/Lly+3ap4/TZo0yewW0h4eHlq/fr0mTZpk0bncbdu2VWhoqJ5//nmz40aOHKmkpKQ0531alS9fXt27d9fEiRPVsmVLZ5djkdy5c6tJkyb68MMP022L+NTMmjVLFy9eNBl3cXHRjBkzNGfOHKMNaVP8/Px08OBB9erVy+y4SZMmKSoqKs15AQAAAADOw0ppAAAAAE7Xtm1btW3b1u55PTw8NG3aNCUlJWnGjBkmx02ZMkVdu3a1ao7ExET9/vvvZsfMmTNH7dq1syp/njx5tGLFCjVp0kTHjh0zOuby5csKCAhQhw4drJojKypbtqzq1q2revXq/fWfPj4+f8VT2xrdmXLlyiVfX99/1F+lShW5uv7vvvLw8HANGTLEyVVK06dPNxufMGGC3nzzTatye3h4aObMmYqIiNDmzZuNjomJidHChQv13nvvWTUHAAAAACD90JQGAAAAkOV9//33CggI0NWrV43GAwMDdefOHRUsWNDi3Pv379ft27dNxtu2basePXpYnPfvvLy8NHXqVDVt2tTkmNWrVz+1TelSpUqpfPnyqlev3l9NXEtWpDtTjhw51LBhw380oKtWraps2bI5uzSzrly5oqNHj5qMV69eXR9//LFNc7i5uWn69OmqUqWKEhISjI5ZvXo1TWkAAAAAyARoSgMAAADI8nLlyqVPPvnE5LnPBoNBgYGBVq2WTu086k8//dTinMY0adJEzZo1U2BgoNH4nj177DJPZrRmzRpnl2A1R+0S4Gipve6HDh3618puW5QtW1avvvqq5s6da7IOg8EgFxcXm+cCAAAAADgOZ0oDAAAAeCp06tTJbPz06dNW5T179qzJmLe3txo1amRVXmPat29vMnbhwgUlJyfbbS7AHHOvexcXF7s22s297uPi4nTt2jW7zQUAAAAAcAya0gAAAACeCiVKlFDRokVNxiMiIqzKe+fOHZOxWrVqyc3NfhtU1atXz2QsMTFRUVFRdpsLMMfc675kyZIqVKiQ3eYy97qXrP/ZBQAAAACkH7bvBgDgKWUwGHT8+HEFBwfrzJkzOn36tC5duqQHDx4oOjpaDx8+VPbs2eXp6amCBQuqRIkSql69uurVq6fnn39exYoVc/ZTgBHR0dEKDAzU3r17dfz4cYWFhSkiIkKxsbFKTExUzpw5lTdvXpUpU0bVqlVT48aN1aZNG6vO0QUyo8KFC+vmzZtGY48fP7YqZ3x8vMmYvX+2Ustn7XMALMXrHgAAAABgCZrSAACYMXDgQE2dOtVobNiwYZowYYJD51+/fr1efPFFo7EaNWro+PHjFuW7efOmVq5cqe3bt2vnzp26d++e2fHJycl6/PixoqKidO7cOW3fvv2vWIMGDfT222/L399f7u7uFtXhDGXKlNHly5efeLx06dIKDw+361yzZ89Wv379jMZmzZqlvn372nU+SdqyZYumTZumjRs3mv1wPiYmRjExMbpy5YoCAwM1ffp0ZcuWTc8//7wGDRqkF154we61ARmJh4eHyZiPj49VOb29vU3GsmfPblVOU1L7fWvtcwAsxeseAAAAAGAJtu8GAMCMPn36mIzNnz9fKSkpDp1/zpw5JmPmavu7uLg4zZgxQ88995xKlCih9957T8uXL0+1IZ2aQ4cO6c0331TlypW1YsUKm3LBevv27VP9+vX1wgsvaOXKlVatFktOTlZAQIDatGmj5s2bW32uLpAZ3Lp1y2TM2tWd5q67e/euVTlNMbdlsoeHh3Lnzm3X+QBTMsrrXpIKFChg1/kAAAAAAPZHUxoAADPq16+v6tWrG41du3ZN27Ztc9jcUVFRWrNmjdGYm5ub/P3905QnODhYb731lrZv3+6QJnp4eLi6du2q/v37KzEx0e75YVxCQoI++OADNWnSREeOHLFb3sDAQNWuXVuzZs2yW04go3jw4IGuX79uMl6/fn2r8tauXdtk7Ny5c1blNOX8+fMmY76+vnadCzDH3Ov+6tWrevTokd3mMve6L1KkiIoUKWK3uQAAAAAAjkFTGgCAVJhbkWxuJbOtlixZYvK8xjZt2mS4D2B///13derUSQkJCc4uJcu7e/eumjdvrilTpshgMNg9f3x8vN544w2NHj3a7rkBZ9q0aZOSkpKMxjw9PeXn52dV3ubNm5uMXblyRWfPnrUqrzEBAQEmY02bNrXbPEBqGjVqJDc34yeCxcfHKzAw0G5zmXvdN2nSxG7zAAAAAAAch6Y0AACp8Pf3V7Zs2YzGVq5cqZiYGIfMa4+tuy3h7e2tsmXLqnbt2mrRooWaNWummjVrqlixYmnOsXHjRr3zzjt2rw3/5/bt22rZsqUOHDiQpvG5cuVShQoV1KBBA7Vq1Uq1atVK8w0NY8aM0VdffWVLuUCGkZKSookTJ5qM9+rVS56enlblrlKliho0aGAyPn36dKvy/tu1a9dM7qAhSb1797bLPEBaeHl5qUuXLibj9nrdx8bGau7cuSbjvO4BAAAAIHOgKQ0AQCqKFi2qF154wWgsLi5Oy5Yts/uc586dM9l0zJcvn1566SWb8mfLlk3NmzfXuHHjtG7dOl29elX379/XpUuXFBwcrB07dmjXrl0KDQ3V9evXdefOHW3YsEF9+vRJtWkzc+ZM/fHHHzbVB+MeP36sjh076sSJE2bHValSRZMnT9aRI0f04MEDnT9/XgcPHtS2bdsUEhKimzdvKiwsTNOnTze5Pf2fPvvsM23cuNGeTwNwim+++UbBwcFGY+7u7ho8eLBN+QcNGmQyNm3aNLuslv7kk09Mnhv/3HPP6ZlnnrF5DsASH330kcnYqlWrtHPnTpvnGD9+vMmz4CtWrKgOHTrYPAcAAAAAwPFoSgMAkAZ9+/Y1GXPEFt7mcr766qvy8PCwKm/jxo3122+/6datW9q5c6eGDx+uDh06qESJEmavK1CggNq1a6fZs2fr+vXrevPNN82O/+9//2uycQLrvfvuuzp06JDJeKlSpbR69WqdOnVKgwYNUt26dU2u8i9TpozefvttHTt2TLNmzVLu3LmNjktJSdGbb76p+/fv2+MpAE7x7bffatiwYSbjX3zxhSpVqmTTHD169FDr1q2NxuLj49W+fXtFRERYnX/s2LFauHCh0ZiHh4emTJlidW7AWn5+furfv7/J+CuvvGLTDRnz5s3ThAkTjMZcXFw0ffp0ubrysQYAAAAAZAb8vzcAANKgU6dO8vHxMRrbvXu3wsLC7DZXSkqK5s2bZzJu6dbdrq6u6tChg/bs2aM9e/aof//+KlCggNX15c2bVzNmzNAff/xh8izJGzdu6Pfff7d6Djxp/fr1mjVrlsl4586dFRoaqpdeekkuLi5pzuvq6qq+fftqz549Jm9OuHnzpkaOHGlxzelh586dcnFxyZRfnNnteEePHtVzzz1ndhV09+7d9fHHH9tlvpkzZ5o88uDSpUuqW7euduzYYVHO6Oho9enTRyNGjDA5ZtKkSapatapFeQF7+fbbb03uunHv3j35+flp6dKlFuVMSEjQxx9/rD59+shgMBgdM3jwYLVq1criegEAAAAAzkFTGgCANPDw8NCrr75qNGYwGMyedWipHTt26OrVq0Zj1apVM3tuqTGNGjXSunXr1LhxY3uU95euXbuabZL+8ssvdp3vaZaQkKCBAweajHfs2FF//PGHyRsn0qJWrVpat26dye3Zf/31V127ds3q/IAjJSQk6O7duzp//rxWr16tUaNGydfXV3Xq1NH27dtNXte7d28tWLDAbistS5Qooe3bt5s8t/369etq1aqVnnvuOS1dulS3b982Oi4xMVGHDh3Sxx9/rNKlS5v9GzNmzBizvx8AR/Py8tK2bdtUpUoVo/H79++rR48eql+/vmbPnm3yPU5KSoqOHTumL7/8UmXKlNGkSZNMNqTfeOMNs2fEAwAAAAAyHuPLmwAAwBP69u2r6dOnG43NnTtXI0eOtGiFqinmtu62dJW0o/n7+2vhwoVGzxw+fvy4Tpw4oRo1ajihsqzlt99+U3h4uNFYjRo1tGTJEpPbdFuiVq1a+u677zRgwIAnYvHx8frll1/05Zdf2jwPYI2BAwdq6tSpdsmVP39+ff/99/L397dLvr+rXLmygoKC1KtXL5MN8e3bt/8VK1WqlAoWLCgfHx89fvxYUVFRCgsL06NHj8zOkzt3bk2dOlW9e/e2+3MALFW4cGEdOHBAb7/9tpYsWWJ0zJEjR9SvXz9JUtGiRVWkSBH5+PgoKSlJUVFRunz5smJiYszOkz17do0dO1Yff/yxXd5zAQAAAADSDyulAQBIo2effdbkKqBLly5p9+7dNs/x8OFDrVixwmgsW7Zs6tWrl81z2NsXX3xhMrZly5Z0rCRrMhgM+u6770zGp0yZYnJ1szX69++v8uXLG43Nnj3b5Ko1IDMoXbq0vvrqK4WHhzukIf2nYsWKacuWLZozZ06qZ1VfuXJFQUFB2rZtm/bu3atTp06ZbUj/+bfg2LFjNKSRoXh7e2vx4sVas2aN6tata3bszZs3dfToUe3YsUO7d+/WiRMnUm1Id+zYUYcPH9bQoUNpSAMAAABAJkRTGgAAC5hbqWxuhXNa/fHHH4qNjTUaa926tYoWLWrzHPZWr149k2eo7tmzJ52ryXp27typixcvGo21a9dOLVq0sOt82bJl00cffWQ0du3aNR07dsyu8wHpwdPTU19++aVOnz6tTz75RLlz53b4nK6ururdu7dOnTqlgIAA9e/fX+7u7lbnq1GjhsaNG6dz585p7ty5Klu2rB2rBeynY8eOOnLkiPbs2aOPPvpIXl5eVucqW7ashg8frmPHjmnNmjWqVauWHSsFAAAAAKQntu8GAMACvXr10meffaaUlJQnYsuWLdOUKVOUM2dOq/Oba2z37dvX6ryO1qhRI/3xxx9PPH78+HEnVJO1LFu2zGTMUask27ZtazK2devWDNUUyJcvn9q0aePsMqxSoUIFZ5fw1Hj06JFGjBih8ePH6+WXX9bQoUPT7XUcGBiopUuXat26dUpISLA6T1hYmI4cOaKSJUuqePHi8vDwsGOVgH0FBQVpyZIlWrNmTaoroM25fv26goKCVKJECZUpU8amBjcAAAAAwLloSgMAYIHixYurdevWCggIeCIWExOjlStX6vXXX7cq9+XLl7Vr1y6jMR8fH3Xq1MmqvOmhcOHCRh+/ePGikpOT7XLe8dPK2Hnd0v9Wfr700ksOmbN8+fIqUaKErl279kQsKCjIIXNaq2bNmtq0aZOzy0Am8ejRIy1cuFALFy5U165dNW3aNBUsWNAhc23evFkjR47UwYMH7ZIvNjZWK1eu1MqVKzVs2DANGTJEAwcOVPbs2e2SH7CHw4cP6/PPP9fmzZvtki8hIUEBAQEKCAjQZ599pg8++EBDhgxJl90OAAAAAAD2xfbdAABYyFFbeM+dO9fkeb09evRQjhw5rM7taPnz5zf6eEpKiiIiItK5mqzj+vXrCg8PNxqrXr26TavyU1OmTBmjj7P6Hc5SrVo1tWnTxuhX48aNVb16dYuOOFi+fLmeeeYZ7dy50651xsXF6d1331WbNm3s1pD+txs3bmjQoEFq1KiRzp0755A5AEskJSVp9OjRatiwod0a0v8WFRWlMWPGqHbt2jp06JBD5gAAAAAAOA4rpQEAsNDLL78sb29vPXjw4InYtm3bdP36dRUvXtzivHPnzjUZc9TW3cnJyQoJCdHBgwd14sQJXbhwQTdu3NDdu3f18OFDxcfHKykpyaY57t69a/LMaZgXHBxsMlatWjWHzm3qRoOrV686dF7AlHfffVfvvvtuquNu376tw4cPa+PGjZo/f77R39V/ioiIUPv27bVu3Tq1atXK5hqjo6PVunXrVBtmRYsWVefOndWsWTP5+voqX758yps3r2JjYxUZGanw8HDt3r1bAQEB2r9/v8k8R44cUd26dRUQEKBGjRrZXD9gjcTERHXt2lVr1641O87Hx0ddunRR06ZNVa9ePRUoUED58uVTfHy87t27p2vXrmnv3r3aunWrtm3bZvJGvQsXLqhx48ZasmSJunTp4oinBAAAAABwAJrSAABYKEeOHOrRo4d+/fXXJ2IpKSmaN2+ehg0bZlHOvXv36sKFC0ZjVapUkZ+fn1W1mpvv999/19q1a3X37l275v63R48eOTR/VnbmzBmTsT179pg9+9lWplZEP3jwQI8ePZKnp6fD5gZsUahQIXXo0EEdOnTQxIkTNW3aNI0YMcLk76JHjx6pY8eOCg4OVuXKla2eNy4uTm3atDHbkC5cuLDGjRunXr16yd3d/Ym4j4+PfHx8VK5cObVq1UqjRo3SgQMH9Pnnn2vbtm1Gcz58+FDt2rXT1q1bVb9+favrB6yRkpKi7t27m21I586dW6NHj9Z//vMfo2dCu7u7y8vLS2XKlFGTJk30ySef6OTJkxozZoyWLVtmNGdSUpJeffVVrVixQi+++KLdng8AAAAAwHFoSgMAYIW+ffsabUpL/9vC29KmtLltv81tF26pvXv36uOPPza78s7e4uPj022urMbcquRLly7p0qVL6VjN/4mNjaUpjUwhZ86cGjx4sDp16qQuXbqYvNkiLi5OvXv31r59+5QtWzar5vrkk0904MABk/FmzZpp8eLFFm0xLkl+fn7asmWLxo8frxEjRhhdPRodHa0ePXro2LFjnLWLdPXdd99p1apVJuM1atTQ8uXLValSJYvyVq9eXUuXLtXvv/+ugQMH6vHjx0+MSUxMVK9evXTixAmrdqgBAAAAAKQvzpQGAMAKDRs2NPkB65kzZyw66/Dx48daunSp0Zirq6t69eplVY1/l5ycrMGDB6tp06bp2pCW/reKCta5deuWs0switXvyGwqVKigrVu3qkqVKibHHDp0yOwNQuYEBgZq6tSpJuP169fXpk2bLG5I/8nFxUWfffaZvvrqK5NjwsLCLL4hCrDF+fPn9fnnn5uMly1bVtu3b7e4If13b775pmbPni0XFxej8fv37+vtt9+2Oj8AAAAAIP3QlAYAwErmVjBb0thYtWqVyTNPn3/+eZtX/yQkJKhTp0769ttvTZ7PiIwpNjbW2SUYlZyc7OwSAIsVKlRIK1euVPbs2U2O+f77763KPW7cOJO/X/PkyaPVq1fbZXeBoUOH6pVXXjEZ/+233zLszSzIeiZNmmR0BbMkZcuWTatXr1bBggVtnqdHjx4aPHiwyfj69esVHBxs8zwAAAAAAMeiKQ0AgJV69+4tV1fjf0oXL16c5m2rzTWw+/bta01p//DWW29p/fr1Fl2TPXt2FS9eXDVr1lSjRo3UsmVLvfDCC2rTpo3Rr/Lly9tcJ57E1ueAfVWpUkXvv/++yfjx48cVFBRkUc4zZ85oy5YtJuODBw+2eoW0MRMmTJCbm/FTmBISEvTzzz/bbS7AlKioKM2bN89kvHfv3nrmmWfsNt9nn30mHx8fk3FrbygBAAAAAKQfmtIAAFipRIkSatWqldFYZGSk1q5dm2qOmzdvmmxmeHt7q3PnzraUqKVLl2ru3Llmx7i4uKhJkyb68ssvFRAQoKtXryo+Pl7Xrl1TaGio9u7dq+3btysgIECbNm0y+uXv729TnTDO1E0PAKyX2la/gYGBFuXbsGGDyVXS2bJlM9sEt0aFChXUsWNHk/F169bZdT7AmB07dpg9yuGjjz6y63w+Pj7q16+fyfj69evZDQYAAAAAMjjjt9gDAIA06du3r7Zu3Wo0NmfOHLPbrErS/PnzTW6F3L17d5u2e01MTEz1fNHu3btrwoQJKleunNXzSP9bnQf7M/fvP3ToUH399dfpWE3GdOzYMQ0dOtTZZVjF39+fGzqcoFKlSqpcubLOnj1rNH7gwAGL8plrYjdo0EB58+a1KF9avPDCC1q5cqXRWGhoqKKjo5UnTx67zwv8ydzrvlixYnZdJf2nF154Qd99953RWGRkpE6dOqXq1avbfV4AAAAAgH3QlAYAwAZdunRRnjx5FB0d/URs06ZNun37tgoVKmTyekdu3b127VqFhYWZjE+ePFmDBg2yaY4/RUZG2iVPVpGUlGSXPOa2KuV7/j+RkZEKCAhwdhlW8fPzc3YJT61atWqZbErfvHnTolynT582GWvYsKFFudLKXN6UlBSdPn1azz77rEPmBiTzr3tH/W5L7efpxIkTNKUBAAAAIANjT0gAAGzg6empbt26GY0lJSVpwYIFJq8NCgrSyZMnjcYqVqyoRo0a2VTb0qVLTcZ69+5tt4a0lDkapC4uLuk2l72+H6VKlXL4HMDTqHDhwiZj9+7dsyiXufHmbkqyhbn6JcufA2ApZ7zuvb295eHhYTLO6x4AAAAAMjaa0gAA2MjcimZzK6HNxfr06WNLSZKkXbt2GX3cxcVF48aNszn/3125csWu+RzB1FbYsbGxdp/LXg1jc9uqZ4bvOZBR5cqVy2QsMTHRolz37983GcuXL59FudIqf/78ZuNRUVEOmRf4kzNe95L51z6vewAAAADI2GhKAwBgoyZNmqhChQpGY6GhoQoNDX3i8cTERC1atMjoNa6ururdu7dNNUVGRurWrVtGY35+fipRooRN+f/u8ePHOnr0qN3yOYq3t7fRx2NiYuw+V3h4uF3y1KlTx2QsJCREDx8+tMs8wNPmzp07JmO5c+e2KFf27NlNxhz1M5ra7y1zNQH24IzXvWT+tc/rHgAAAAAyNprSAADYgbmVzcZWRK9fv1537941Or5Vq1YqWbKkTfVcvXrVZKxq1ao25f63w4cPKyEhwa45HcFUUzo+Pt7uH6Dv3bvXLnlq1KhhskGWlJSkPXv22GUe4Glj6qYdKfWtsf/Ny8vLZMzU73lbmWuqS+ZrAuzBGa/7+Ph4s01pXvcAAAAAkLHRlAYAwA569+5t8sziBQsWKCkp6R+POXrrbnNNVksbLqlZuHChXfM5io+Pj8nYiRMn7DbPpUuXdO3aNbvkypYtm9q2bWsyvmzZMrvMk5m1aNFCBoMhU36NHj3a2d++p1JycrL2799vMm5q5wtTzN1EdOzYMYtypZWxHTj+ztYbm4DU8LoHAAAAAFiKpjQAAHZQqlQptWzZ0mjs9u3b2rRp01//++7du1q/fr3RsXny5FGXLl1srsfd3d1kzJ5nKEdFRWnu3Ll2y+dIVapUMRlL7YNuS/z66692yyVJr7zyisnYvHnzzK6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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Lightgbm"
      ],
      "metadata": {
        "id": "OikVyxH8kDml"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from lightgbm import LGBMClassifier\n",
        "\n",
        "lgbm_classifier = LGBMClassifier(random_state=1)\n",
        "\n",
        "lgbm_classifier.fit(x_train,y_train)\n",
        "\n",
        "lgbm_model_filename = \"LGBM_model.pkl\"\n",
        "\n",
        "with open(lgbm_model_filename,\"wb\") as file:\n",
        "  pickle.dump(lgbm_classifier,file)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "FWETa1xNkIZr",
        "outputId": "53dad8a1-d930-4600-e996-379c5c138f64"
      },
      "execution_count": 38,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[LightGBM] [Info] Number of positive: 118, number of negative: 38\n",
            "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000204 seconds.\n",
            "You can set `force_col_wise=true` to remove the overhead.\n",
            "[LightGBM] [Info] Total Bins 1112\n",
            "[LightGBM] [Info] Number of data points in the train set: 156, number of used features: 22\n",
            "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.756410 -> initscore=1.133098\n",
            "[LightGBM] [Info] Start training from score 1.133098\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "y_pred = lgbm_classifier.predict(x_test)\n",
        "#print(np.concatenate((y_pred.reshape(len(y_pred),1),y_test.reshape(len(y_test),1)),1))"
      ],
      "metadata": {
        "id": "uuUxo38Xk_hs"
      },
      "execution_count": 39,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "cm = confusion_matrix(y_test,y_pred)\n",
        "print(accuracy_score(y_test, y_pred))\n",
        "cm_displayer(cm)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 639
        },
        "id": "MEMmqlw4la9Q",
        "outputId": "3d150624-8773-413b-de2f-bd8281de17a4"
      },
      "execution_count": 40,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "0.9230769230769231\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x700 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Ada Boost"
      ],
      "metadata": {
        "id": "u-J-e_5qmlCL"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.ensemble import AdaBoostClassifier\n",
        "\n",
        "abc_classifier = AdaBoostClassifier(n_estimators=50)\n",
        "\n",
        "abc_classifier.fit(x_train,y_train)\n",
        "\n",
        "abc_model_filename = \"ABC_model.pkl\"\n",
        "\n",
        "with open(abc_model_filename,\"wb\") as file:\n",
        "  pickle.dump(abc_classifier,file)"
      ],
      "metadata": {
        "id": "CgLsG9ahl2Tr"
      },
      "execution_count": 41,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "y_pred = abc_classifier.predict(x_test)\n",
        "#print(np.concatenate((y_pred.reshape(len(y_pred),1),y_test.reshape(len(y_test),1)),1))"
      ],
      "metadata": {
        "id": "YrK0-m0BmVJX"
      },
      "execution_count": 42,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "cm = confusion_matrix(y_test,y_pred)\n",
        "print(accuracy_score(y_test, y_pred))\n",
        "cm_displayer(cm)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 639
        },
        "id": "rOD6lsFjmbZ4",
        "outputId": "7acfe5bf-9a59-4222-c2e4-f49bee1c0683"
      },
      "execution_count": 43,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "0.8461538461538461\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x700 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "ANN\n"
      ],
      "metadata": {
        "id": "a7_reUBsEojo"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# ANN"
      ],
      "metadata": {
        "id": "qHTim5EotFOa"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from tensorflow import keras\n",
        "from keras.layers import Dense, Flatten\n",
        "from keras.models import Sequential\n",
        "from keras.utils import to_categorical\n",
        "\n",
        "\n",
        "n_cols = x_train.shape[1]\n",
        "\n",
        "model = Sequential()\n",
        "model.add(Flatten(input_shape=(n_cols,)))\n",
        "model.add(Dense(100,activation = 'relu'))\n",
        "model.add(Dense(100,activation = 'relu'))\n",
        "model.add(Dense(2,activation = 'sigmoid'))\n",
        "model.compile(optimizer='adam',loss = 'categorical_crossentropy',metrics=['accuracy'])\n",
        "\n",
        "model.fit(x_train,to_categorical(y_train),epochs=20)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "RCPjYTIREm3d",
        "outputId": "d1af0a22-7581-4c0e-eace-7ef73d863b91"
      },
      "execution_count": 44,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/20\n",
            "5/5 [==============================] - 1s 4ms/step - loss: 6.8715 - accuracy: 0.6731\n",
            "Epoch 2/20\n",
            "5/5 [==============================] - 0s 4ms/step - loss: 3.2460 - accuracy: 0.5577\n",
            "Epoch 3/20\n",
            "5/5 [==============================] - 0s 3ms/step - loss: 1.8451 - accuracy: 0.6538\n",
            "Epoch 4/20\n",
            "5/5 [==============================] - 0s 4ms/step - loss: 1.4981 - accuracy: 0.5769\n",
            "Epoch 5/20\n",
            "5/5 [==============================] - 0s 3ms/step - loss: 0.9743 - accuracy: 0.7372\n",
            "Epoch 6/20\n",
            "5/5 [==============================] - 0s 4ms/step - loss: 0.7345 - accuracy: 0.7115\n",
            "Epoch 7/20\n",
            "5/5 [==============================] - 0s 3ms/step - loss: 0.7720 - accuracy: 0.6859\n",
            "Epoch 8/20\n",
            "5/5 [==============================] - 0s 3ms/step - loss: 0.5737 - accuracy: 0.7051\n",
            "Epoch 9/20\n",
            "5/5 [==============================] - 0s 3ms/step - loss: 0.5321 - accuracy: 0.7692\n",
            "Epoch 10/20\n",
            "5/5 [==============================] - 0s 3ms/step - loss: 0.5112 - accuracy: 0.7756\n",
            "Epoch 11/20\n",
            "5/5 [==============================] - 0s 3ms/step - loss: 0.5379 - accuracy: 0.7564\n",
            "Epoch 12/20\n",
            "5/5 [==============================] - 0s 3ms/step - loss: 0.5519 - accuracy: 0.7564\n",
            "Epoch 13/20\n",
            "5/5 [==============================] - 0s 3ms/step - loss: 0.4987 - accuracy: 0.7564\n",
            "Epoch 14/20\n",
            "5/5 [==============================] - 0s 3ms/step - loss: 0.4491 - accuracy: 0.8269\n",
            "Epoch 15/20\n",
            "5/5 [==============================] - 0s 4ms/step - loss: 0.6274 - accuracy: 0.7244\n",
            "Epoch 16/20\n",
            "5/5 [==============================] - 0s 3ms/step - loss: 0.5399 - accuracy: 0.7628\n",
            "Epoch 17/20\n",
            "5/5 [==============================] - 0s 4ms/step - loss: 0.5270 - accuracy: 0.7756\n",
            "Epoch 18/20\n",
            "5/5 [==============================] - 0s 3ms/step - loss: 0.5831 - accuracy: 0.7244\n",
            "Epoch 19/20\n",
            "5/5 [==============================] - 0s 3ms/step - loss: 0.5863 - accuracy: 0.7308\n",
            "Epoch 20/20\n",
            "5/5 [==============================] - 0s 3ms/step - loss: 0.9979 - accuracy: 0.6410\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<keras.src.callbacks.History at 0x7d4ced32caf0>"
            ]
          },
          "metadata": {},
          "execution_count": 44
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "np.set_printoptions(precision=4, suppress=True)\n",
        "y_pred = model.predict(x_test)\n",
        "y_pred\n",
        "\n",
        "#print(np.concatenate((y_pred.reshape(len(y_pred),1),y_test.reshape(len(y_test),1)),1))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "bKZm6EzYMYpw",
        "outputId": "5921ae70-a741-4098-deca-cfd44d655124"
      },
      "execution_count": 45,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "2/2 [==============================] - 0s 5ms/step\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[0.0086, 0.276 ],\n",
              "       [0.2165, 0.8514],\n",
              "       [0.1547, 0.2144],\n",
              "       [0.058 , 0.8185],\n",
              "       [0.0703, 0.4545],\n",
              "       [0.2319, 0.1999],\n",
              "       [0.1422, 0.1914],\n",
              "       [0.1747, 0.791 ],\n",
              "       [0.1478, 0.069 ],\n",
              "       [0.0462, 0.368 ],\n",
              "       [0.2451, 0.8722],\n",
              "       [0.0184, 0.3193],\n",
              "       [0.099 , 0.8852],\n",
              "       [0.1385, 0.0578],\n",
              "       [0.1119, 0.2039],\n",
              "       [0.0873, 0.1988],\n",
              "       [0.0696, 0.9907],\n",
              "       [0.1683, 0.2618],\n",
              "       [0.0362, 0.661 ],\n",
              "       [0.2184, 0.7726],\n",
              "       [0.0998, 0.3186],\n",
              "       [0.1284, 0.8151],\n",
              "       [0.071 , 0.8314],\n",
              "       [0.0212, 0.3527],\n",
              "       [0.09  , 0.7869],\n",
              "       [0.017 , 0.5092],\n",
              "       [0.1024, 0.561 ],\n",
              "       [0.2057, 0.7896],\n",
              "       [0.0026, 0.042 ],\n",
              "       [0.038 , 0.3708],\n",
              "       [0.0373, 0.3266],\n",
              "       [0.0002, 0.0013],\n",
              "       [0.1133, 0.7378],\n",
              "       [0.1084, 0.4667],\n",
              "       [0.0039, 0.0506],\n",
              "       [0.3338, 0.8418],\n",
              "       [0.    , 0.    ],\n",
              "       [0.3192, 0.9321],\n",
              "       [0.278 , 0.1021]], dtype=float32)"
            ]
          },
          "metadata": {},
          "execution_count": 45
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "y_pred_bin = []\n",
        "for i in range(len(y_pred)):\n",
        "   print(i)\n",
        "\n",
        "   if(y_pred[i][0] > y_pred[i][1]):\n",
        "      print(\"healthy\")\n",
        "      y_pred_bin.append(0)\n",
        "   else:\n",
        "      print(\"parkinson\")\n",
        "      y_pred_bin.append(1)\n",
        "\n",
        "# print(y_pred[0][1])\n",
        "# y_pred_bin[0] = 1\n",
        "print(np.concatenate((np.array(y_pred_bin).reshape(len(y_pred),1),y_test.reshape(len(y_test),1)),1))\n",
        "#y_pred_bin"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "dV5sVfytx8Br",
        "outputId": "c219c141-7f11-45f9-ca52-33e581e54d18"
      },
      "execution_count": 46,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "0\n",
            "parkinson\n",
            "1\n",
            "parkinson\n",
            "2\n",
            "parkinson\n",
            "3\n",
            "parkinson\n",
            "4\n",
            "parkinson\n",
            "5\n",
            "healthy\n",
            "6\n",
            "parkinson\n",
            "7\n",
            "parkinson\n",
            "8\n",
            "healthy\n",
            "9\n",
            "parkinson\n",
            "10\n",
            "parkinson\n",
            "11\n",
            "parkinson\n",
            "12\n",
            "parkinson\n",
            "13\n",
            "healthy\n",
            "14\n",
            "parkinson\n",
            "15\n",
            "parkinson\n",
            "16\n",
            "parkinson\n",
            "17\n",
            "parkinson\n",
            "18\n",
            "parkinson\n",
            "19\n",
            "parkinson\n",
            "20\n",
            "parkinson\n",
            "21\n",
            "parkinson\n",
            "22\n",
            "parkinson\n",
            "23\n",
            "parkinson\n",
            "24\n",
            "parkinson\n",
            "25\n",
            "parkinson\n",
            "26\n",
            "parkinson\n",
            "27\n",
            "parkinson\n",
            "28\n",
            "parkinson\n",
            "29\n",
            "parkinson\n",
            "30\n",
            "parkinson\n",
            "31\n",
            "parkinson\n",
            "32\n",
            "parkinson\n",
            "33\n",
            "parkinson\n",
            "34\n",
            "parkinson\n",
            "35\n",
            "parkinson\n",
            "36\n",
            "healthy\n",
            "37\n",
            "parkinson\n",
            "38\n",
            "healthy\n",
            "[[1 1]\n",
            " [1 1]\n",
            " [1 0]\n",
            " [1 0]\n",
            " [1 1]\n",
            " [0 1]\n",
            " [1 0]\n",
            " [1 1]\n",
            " [0 0]\n",
            " [1 1]\n",
            " [1 1]\n",
            " [1 1]\n",
            " [1 1]\n",
            " [0 0]\n",
            " [1 1]\n",
            " [1 0]\n",
            " [1 0]\n",
            " [1 1]\n",
            " [1 1]\n",
            " [1 1]\n",
            " [1 1]\n",
            " [1 1]\n",
            " [1 1]\n",
            " [1 1]\n",
            " [1 1]\n",
            " [1 1]\n",
            " [1 1]\n",
            " [1 1]\n",
            " [1 0]\n",
            " [1 1]\n",
            " [1 1]\n",
            " [1 1]\n",
            " [1 1]\n",
            " [1 0]\n",
            " [1 1]\n",
            " [1 1]\n",
            " [0 1]\n",
            " [1 1]\n",
            " [0 0]]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "cm = confusion_matrix(y_test,y_pred_bin)\n",
        "print(accuracy_score(y_test, y_pred_bin))\n",
        "cm_displayer(cm)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 639
        },
        "id": "56bBljJB2Fp3",
        "outputId": "d6a2cd9c-ee34-4459-e47a-a610101923ff"
      },
      "execution_count": 47,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "0.7692307692307693\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x700 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Naive Bayes"
      ],
      "metadata": {
        "id": "UO7F7IRB0sDI"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.naive_bayes import GaussianNB\n",
        "\n",
        "nb_classifier = GaussianNB()\n",
        "\n",
        "nb_classifier.fit(x_train,y_train)\n",
        "\n",
        "nb_model_filename = \"NB_model.pkl\"\n",
        "\n",
        "with open(nb_model_filename,\"wb\") as file:\n",
        "  pickle.dump(nb_classifier,file)"
      ],
      "metadata": {
        "id": "K2tflp0M0q9B"
      },
      "execution_count": 48,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "y_pred = nb_classifier.predict(x_test)\n",
        "#print(np.concatenate((y_pred.reshape(len(y_pred),1),y_test.reshape(len(y_test),1)),1))"
      ],
      "metadata": {
        "id": "_p9UcI541U5r"
      },
      "execution_count": 49,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "cm = confusion_matrix(y_test,y_pred)\n",
        "print(accuracy_score(y_test, y_pred))\n",
        "cm_displayer(cm)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 639
        },
        "id": "IKa2848R1he6",
        "outputId": "efd063e2-0bce-4c14-b404-91474f6669c2"
      },
      "execution_count": 50,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "0.7435897435897436\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x700 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Random Forest"
      ],
      "metadata": {
        "id": "JySkbMfvm4wh"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.ensemble import RandomForestClassifier\n",
        "\n",
        "rf_classifier = RandomForestClassifier(n_estimators=30,criterion='entropy',random_state=1)\n",
        "\n",
        "rf_classifier.fit(x_train,y_train)\n",
        "\n",
        "rf_model_filename = \"RF_model.pkl\"\n",
        "\n",
        "with open(rf_model_filename,\"wb\") as file:\n",
        "  pickle.dump(rf_classifier,file)"
      ],
      "metadata": {
        "id": "_7wSiV9R2Mov"
      },
      "execution_count": 51,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "y_pred = rf_classifier.predict(x_test)\n",
        "#print(np.concatenate((y_pred.reshape(len(y_pred),1),y_test.reshape(len(y_test),1)),1))"
      ],
      "metadata": {
        "id": "Gca_6b7766oo"
      },
      "execution_count": 52,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "cm = confusion_matrix(y_test,y_pred)\n",
        "print(accuracy_score(y_test, y_pred))\n",
        "cm_displayer(cm)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 639
        },
        "id": "tnxYfmJm7M2t",
        "outputId": "531cea2d-7d38-4f55-9826-8a86586269e3"
      },
      "execution_count": 53,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "0.9230769230769231\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x700 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "XGBoost"
      ],
      "metadata": {
        "id": "Rvkv-zAV-srK"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from xgboost import XGBClassifier\n",
        "\n",
        "xgb_classifier = XGBClassifier()\n",
        "\n",
        "xgb_classifier.fit(x_train,y_train)\n",
        "\n",
        "xgb_model_filename = \"XG_model.pkl\"\n",
        "\n",
        "with open(xgb_model_filename,\"wb\") as file:\n",
        "  pickle.dump(xgb_classifier,file)"
      ],
      "metadata": {
        "id": "J3M9KICy961z"
      },
      "execution_count": 54,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "y_pred = xgb_classifier.predict(x_test)\n",
        "#print(np.concatenate((y_pred.reshape(len(y_pred),1),y_test.reshape(len(y_test),1)),1))"
      ],
      "metadata": {
        "id": "bH_gwpUyAVXJ"
      },
      "execution_count": 55,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "cm = confusion_matrix(y_test,y_pred)\n",
        "print(accuracy_score(y_test, y_pred))\n",
        "cm_displayer(cm)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 639
        },
        "id": "FXz4KcqSAhzo",
        "outputId": "60d5741e-0f04-43f1-b515-95b8b1e667b2"
      },
      "execution_count": 56,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "0.8974358974358975\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x700 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# PCA Random Forests"
      ],
      "metadata": {
        "id": "4ruSScUBpMXm"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.decomposition import PCA\n",
        "from sklearn.ensemble import RandomForestClassifier\n",
        "from sklearn.model_selection import train_test_split\n",
        "\n",
        "x_train , x_test , y_train , y_test = train_test_split(x,y,test_size=0.2,random_state= 1,stratify=y)\n",
        "\n",
        "pca = PCA(n_components = 9)\n",
        "\n",
        "x_train = pca.fit_transform(x_train)\n",
        "x_test = pca.transform(x_test)\n",
        "\n",
        "rf_classifier = RandomForestClassifier(n_estimators=30,criterion='entropy',random_state=1)\n",
        "\n",
        "rf_classifier.fit(x_train,y_train)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 74
        },
        "id": "RdCDYr-WfQJO",
        "outputId": "311a06a6-e426-46ff-d6d3-ba4f40d5895f"
      },
      "execution_count": 57,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "RandomForestClassifier(criterion='entropy', n_estimators=30, random_state=1)"
            ],
            "text/html": [
              "<style>#sk-container-id-2 {color: black;background-color: white;}#sk-container-id-2 pre{padding: 0;}#sk-container-id-2 div.sk-toggleable {background-color: white;}#sk-container-id-2 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-2 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-2 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-2 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-2 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-2 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-2 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-2 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-2 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 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-2 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-2 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-2 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-2 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 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-2 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-2 div.sk-item {position: relative;z-index: 1;}#sk-container-id-2 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-2 div.sk-item::before, #sk-container-id-2 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-2 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-2 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-2 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-2 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-2 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-2 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-2 div.sk-label-container {text-align: center;}#sk-container-id-2 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-2 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-2\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>RandomForestClassifier(criterion=&#x27;entropy&#x27;, n_estimators=30, random_state=1)</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-2\" type=\"checkbox\" checked><label for=\"sk-estimator-id-2\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">RandomForestClassifier</label><div class=\"sk-toggleable__content\"><pre>RandomForestClassifier(criterion=&#x27;entropy&#x27;, n_estimators=30, random_state=1)</pre></div></div></div></div></div>"
            ]
          },
          "metadata": {},
          "execution_count": 57
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "y_pred = rf_classifier.predict(x_test)\n",
        "#print(np.concatenate((y_pred.reshape(len(y_pred),1),y_test.reshape(len(y_test),1)),1))"
      ],
      "metadata": {
        "id": "9sSci1N7l4j3"
      },
      "execution_count": 58,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "cm = confusion_matrix(y_test,y_pred)\n",
        "print(accuracy_score(y_test, y_pred))\n",
        "cm_displayer(cm)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 639
        },
        "id": "9LhJvFKTmAQ4",
        "outputId": "e7ee252c-1f26-40c7-adde-882d933f60a8"
      },
      "execution_count": 59,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "0.8974358974358975\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x700 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "\n",
        "coefficients = lr_classifier.coef_[0]\n",
        "\n",
        "features = col\n",
        "\n",
        "plt.figure(figsize = (10,5))\n",
        "plt.xlabel(\"Features\")\n",
        "plt.ylabel(\"contirbution\")\n",
        "plt.bar(features,coefficients)\n",
        "plt.xticks(rotation = 90)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 588
        },
        "id": "ShZKOuzJqU30",
        "outputId": "45964b27-6c80-402d-a7b0-dd011de570d3"
      },
      "execution_count": 60,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "SgvqHuenq3JM"
      },
      "execution_count": 60,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "2IOlvnbFx8nA"
      },
      "execution_count": 60,
      "outputs": []
    }
  ]
}