developers_classification.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "numpy.ndarray size changed, may indicate binary incompatibility. Expected 96 from C header, got 88 from PyObject",
     "output_type": "error",
     "traceback": [
      "\u001B[0;31m---------------------------------------------------------------------------\u001B[0m",
      "\u001B[0;31mValueError\u001B[0m                                Traceback (most recent call last)",
      "\u001B[0;32m<ipython-input-1-cf534485364b>\u001B[0m in \u001B[0;36m<module>\u001B[0;34m\u001B[0m\n\u001B[1;32m      2\u001B[0m \u001B[0;34m\u001B[0m\u001B[0m\n\u001B[1;32m      3\u001B[0m \u001B[0;32mimport\u001B[0m \u001B[0mnumpy\u001B[0m \u001B[0;32mas\u001B[0m \u001B[0mnp\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[0;32m----> 4\u001B[0;31m \u001B[0;32mimport\u001B[0m \u001B[0mpandas\u001B[0m \u001B[0;32mas\u001B[0m \u001B[0mpd\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[0m\u001B[1;32m      5\u001B[0m \u001B[0;32mimport\u001B[0m \u001B[0mseaborn\u001B[0m \u001B[0;32mas\u001B[0m \u001B[0msns\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[1;32m      6\u001B[0m \u001B[0;32mimport\u001B[0m \u001B[0mshap\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n",
      "\u001B[0;32m~/PycharmProjects/EDF/venv/lib/python3.10/site-packages/pandas/__init__.py\u001B[0m in \u001B[0;36m<module>\u001B[0;34m\u001B[0m\n\u001B[1;32m     27\u001B[0m \u001B[0;34m\u001B[0m\u001B[0m\n\u001B[1;32m     28\u001B[0m \u001B[0;32mtry\u001B[0m\u001B[0;34m:\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[0;32m---> 29\u001B[0;31m     \u001B[0;32mfrom\u001B[0m \u001B[0mpandas\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0m_libs\u001B[0m \u001B[0;32mimport\u001B[0m \u001B[0mhashtable\u001B[0m \u001B[0;32mas\u001B[0m \u001B[0m_hashtable\u001B[0m\u001B[0;34m,\u001B[0m \u001B[0mlib\u001B[0m \u001B[0;32mas\u001B[0m \u001B[0m_lib\u001B[0m\u001B[0;34m,\u001B[0m \u001B[0mtslib\u001B[0m \u001B[0;32mas\u001B[0m \u001B[0m_tslib\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[0m\u001B[1;32m     30\u001B[0m \u001B[0;32mexcept\u001B[0m \u001B[0mImportError\u001B[0m \u001B[0;32mas\u001B[0m \u001B[0me\u001B[0m\u001B[0;34m:\u001B[0m  \u001B[0;31m# pragma: no cover\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[1;32m     31\u001B[0m     \u001B[0;31m# hack but overkill to use re\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n",
      "\u001B[0;32m~/PycharmProjects/EDF/venv/lib/python3.10/site-packages/pandas/_libs/__init__.py\u001B[0m in \u001B[0;36m<module>\u001B[0;34m\u001B[0m\n\u001B[1;32m     11\u001B[0m \u001B[0;34m\u001B[0m\u001B[0m\n\u001B[1;32m     12\u001B[0m \u001B[0;34m\u001B[0m\u001B[0m\n\u001B[0;32m---> 13\u001B[0;31m \u001B[0;32mfrom\u001B[0m \u001B[0mpandas\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0m_libs\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0minterval\u001B[0m \u001B[0;32mimport\u001B[0m \u001B[0mInterval\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[0m\u001B[1;32m     14\u001B[0m from pandas._libs.tslibs import (\n\u001B[1;32m     15\u001B[0m     \u001B[0mNaT\u001B[0m\u001B[0;34m,\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n",
      "\u001B[0;32mpandas/_libs/interval.pyx\u001B[0m in \u001B[0;36minit pandas._libs.interval\u001B[0;34m()\u001B[0m\n",
      "\u001B[0;31mValueError\u001B[0m: numpy.ndarray size changed, may indicate binary incompatibility. Expected 96 from C header, got 88 from PyObject"
     ]
    }
   ],
   "source": [
    "import pickle\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import shap\n",
    "from imblearn.over_sampling import KMeansSMOTE\n",
    "from matplotlib import pyplot as plt\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.inspection import permutation_importance\n",
    "from sklearn.metrics import f1_score, recall_score, precision_score, classification_report, balanced_accuracy_score\n",
    "from sklearn.model_selection import StratifiedKFold\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.preprocessing import MinMaxScaler\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "Drop unnecessary columns in the dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "def clean_dataframe(df):\n",
    "\n",
    "    df.drop(columns=['name', 'followers', 'commit_count_a', 'source', 'job', 'name_without_spaces',\n",
    "                     'project', 'index'], inplace=True)\n",
    "\n",
    "    df.drop(columns=['AddSM','DelSM','ChurnSM',\"SumAddDelSM\"], inplace=True)\n",
    "    \n",
    "    for column in  df.columns:\n",
    "        if \"SumAddDel\" in column:\n",
    "            df.drop(columns=[column], inplace=True)\n",
    "\n",
    "    df['DiP'] = df['DiP'].round()\n",
    "    df['DiP'].replace(0, 1, inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Log columns in the dataset to reduce the skewness in data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "def log_dataframe(df):\n",
    "\n",
    "    #columns_4_log = ['SumAddDelLOC', 'DiP', 'NoC', 'SumAddDelF',\n",
    "    #                 'SumAddDelSAM', 'SumAddDelSM', 'AddLOC', 'DelLOC', 'AddSAM', 'DelSAM',\n",
    "    #                 'AddSM','DelSM']\n",
    "\n",
    "    columns_4_log = ['SumAddDelLOC', 'DiP', 'NoC', 'SumAddDelF',\n",
    "                     'SumAddDelSAM', 'AddLOC', 'DelLOC', 'AddSAM', 'DelSAM']\n",
    "\n",
    "\n",
    "    for column in columns_4_log:\n",
    "        df[column] = np.log(df[column] + 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "Returns labels (y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "def get_labels(df):\n",
    "    df.loc[df['job'] == \"SA\", 'job'] = \"SSE\"\n",
    "    df.loc[df['job'] != \"SSE\", 'job'] = \"NSSE\"\n",
    "\n",
    "    return df[\"job\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "Scales data according to the scaler given as input"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "def scaling(scaler, X):\n",
    "    return scaler.fit_transform(X)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "Creates synthetic data with original data using smote method."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "def create_synthetic_data(smote, X_scaled, y):\n",
    "    return smote.fit_resample(X_scaled, y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "Train the classifier with synthetic data an create a classification report on original data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "def train_and_classification_report(classifier, X_synthetic, y_synthetic, X_scaled, y):\n",
    "    classifier.fit(X_synthetic, y_synthetic)\n",
    "    print(classification_report(y, classifier.predict(X_scaled)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "Scores the classifier using a k-fold (here a Stratified 4-fold with shuffle)\n",
    "Synthetic data are created to train the classifier for each fold.\n",
    "Real data are used to compute measures for the classifier."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "def stratifiedKFold_scoring(classifier, X_scaled, y, smote = None):\n",
    "    kf = StratifiedKFold(n_splits=4, shuffle=False)#, random_state=0)\n",
    "    print(\"===> Start kfold <===\")\n",
    "    scores = {\"F1\": {\"values\" : []}, \"Recall\": {\"values\" : []},\n",
    "              \"Precision\": {\"values\" : []}, \"Balanced\\nAccuracy\" : {\"values\" : []}}\n",
    "\n",
    "    for fold, (train_index, test_index) in enumerate(kf.split(X_scaled, y), 1):\n",
    "        print(\"=> Fold : \",fold)\n",
    "        #print(\"TRAIN:\", train_index, \"TEST:\", test_index)\n",
    "        X_train = X_scaled[train_index]\n",
    "        y_train = y[train_index]\n",
    "        X_test = X_scaled[test_index]\n",
    "        y_test = y[test_index]\n",
    "\n",
    "        if smote is not None:\n",
    "            X_train_synthetic, y_train_synthetic = smote.fit_resample(X_train, y_train)\n",
    "            classifier.fit(X_train_synthetic, y_train_synthetic)\n",
    "        else:\n",
    "            classifier.fit(X_train, y_train)\n",
    "        y_pred = classifier.predict(X_test)\n",
    "\n",
    "        f1 = f1_score(y_test, y_pred, pos_label=\"SSE\")\n",
    "        recall = recall_score(y_test, y_pred, pos_label=\"SSE\")\n",
    "        precision = precision_score(y_test, y_pred, pos_label=\"SSE\")\n",
    "        accuracy = balanced_accuracy_score(y_test, y_pred)\n",
    "\n",
    "        scores[\"F1\"][\"values\"].append(f1)\n",
    "        scores[\"Recall\"][\"values\"].append(recall)\n",
    "        scores[\"Precision\"][\"values\"].append(precision)\n",
    "        scores[\"Balanced\\nAccuracy\"][\"values\"].append(accuracy)\n",
    "\n",
    "    for key in scores:\n",
    "        scores[key][\"values\"] = np.array(scores[key][\"values\"])\n",
    "        scores[key][\"mean\"] = np.mean(scores[key][\"values\"])\n",
    "        scores[key][\"std\"] = np.std(scores[key][\"values\"])\n",
    "        scores[key][\"ci95\"] = np.std(scores[key][\"values\"]) * 2\n",
    "\n",
    "        print(key, \"mean :%0.4f\" % scores[key][\"mean\"])\n",
    "        print(key, \"std : %0.4f\" % scores[key][\"std\"])\n",
    "        print(key, \"95%% Confidence Interval +/- %0.4f\" % (scores[key][\"ci95\"]))\n",
    "        print(\"\")\n",
    "    return scores"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Function to explain model using SHAP method."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "def explain_model_with_SHAP(smote, classifier, X_scaled, y, feature_names):\n",
    "    list_shap_values = list()\n",
    "    list_test_sets = list()\n",
    "    df_feature_importance_all = None\n",
    "\n",
    "    kf = StratifiedKFold(n_splits=4)#, shuffle=True, random_state=0)\n",
    "    print(\"===> Start kfold <===\")\n",
    "    for fold, (train_index, test_index) in enumerate(kf.split(X_scaled, y), 1):\n",
    "        print(\"=> Fold : \",fold)\n",
    "        X_train = X_scaled[train_index]\n",
    "        y_train = y[train_index]\n",
    "        X_test = X_scaled[test_index]\n",
    "        y_test = y[test_index]\n",
    "\n",
    "        X_train_synthetic, y_train_synthetic = smote.fit_resample(X_train, y_train)\n",
    "        classifier.fit(X_train_synthetic, y_train_synthetic)\n",
    "\n",
    "        explainer = shap.TreeExplainer(classifier)\n",
    "        shap_values = explainer.shap_values(X_test)\n",
    "\n",
    "        #for each iteration we save the test_set index and the shap_values\n",
    "        list_shap_values.append(shap_values)\n",
    "        list_test_sets.append(test_index)\n",
    "\n",
    "    #combining results from all iterations\n",
    "    test_set = list_test_sets[0]\n",
    "    shap_values = np.array(list_shap_values[0])\n",
    "    for i in range(0,len(list_test_sets)):\n",
    "        test_set = np.concatenate((test_set,list_test_sets[i]),axis=0)\n",
    "        shap_values = np.concatenate((shap_values,np.array(list_shap_values[i])),axis=1)\n",
    "    #bringing back variable names\n",
    "    X_test = pd.DataFrame(X_scaled[test_set])\n",
    "    #creating explanation plot for the whole experiment\n",
    "    shap.summary_plot(shap_values[1], X_test, feature_names=feature_names, plot_type='dot',\n",
    "                      max_display=len(feature_names), class_names=classifier.classes_)\n",
    "    shap.summary_plot(shap_values[1], X_test, feature_names=feature_names, plot_type='bar',\n",
    "                      max_display=len(feature_names), class_names=classifier.classes_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "def explain_model_with_permutation_importance(smote, classifier, X_scaled, y, feature_names):\n",
    "    df_feature_importance_all = pd.DataFrame(\n",
    "                {\"feature\": feature_names, \"importance\": [3.0 for _ in range(len(feature_names))]}\n",
    "            ).sort_values(\"importance\", ascending=False)\n",
    "\n",
    "    #df[df['column_name'] == some_value]\n",
    "    df_feature_importance_all.set_index('feature',inplace=True)\n",
    "    print(df_feature_importance_all)\n",
    "    df_feature_importance_all.loc[\"AddLOC\"]['importance'] += 32\n",
    "    print(df_feature_importance_all.loc[\"AddLOC\"]['importance'])\n",
    "    kf = StratifiedKFold(n_splits=4)#, shuffle=True, random_state=0)\n",
    "    print(\"===> Start kfold <===\")\n",
    "    for fold, (train_index, test_index) in enumerate(kf.split(X_scaled, y), 1):\n",
    "        print(\"=> Fold : \",fold)\n",
    "        #print(\"TRAIN:\", train_index, \"TEST:\", test_index)\n",
    "        X_train = X_scaled[train_index]\n",
    "        y_train = y[train_index]\n",
    "        X_test = X_scaled[test_index]\n",
    "        y_test = y[test_index]\n",
    "\n",
    "        X_train_synthetic, y_train_synthetic = smote.fit_resample(X_train, y_train)\n",
    "        classifier.fit(X_train_synthetic, y_train_synthetic)\n",
    "\n",
    "        r = permutation_importance(classifier, X_test, y_test,\n",
    "                           n_repeats=2,\n",
    "                           random_state=0)\n",
    "\n",
    "        for i in r.importances_mean.argsort()[::-1]:\n",
    "            df_feature_importance_all.loc[feature_names[i]]['importance'] += r.importances_mean[i]\n",
    "            #df_feature_importance_all.loc[df_feature_importance_all[\"feature\"]==feature_names[i]] += r.importances_mean[i]\n",
    "            #df_feature_importance_all.loc[df_feature_importance_all[feature_names[i]] == feature_names[i]] += r.importances_mean[i]\n",
    "            # if r.importances_mean[i] - 2 * r.importances_std[i] > 0:\n",
    "            #     print(f\"{X.columns[i]}\"\n",
    "            #           f\"{r.importances_mean[i]:.3f}\"\n",
    "            #           f\" +/- {r.importances_std[i]:.3f}\")\n",
    "    df_feature_importance_all[\"importance\"].divide(4).round(4)\n",
    "    print(df_feature_importance_all.sort_values(\"importance\", ascending=True))\n",
    "    ax = df_feature_importance_all.plot.barh()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "Init SHAP, scaler, SMOTE and RandomForestClassifier."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
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n.childContextTypes?u(\"107\",this.getName()||\"ReactCompositeComponent\"):void 0;for(var i in e)i in n.childContextTypes?void 0:u(\"108\",this.getName()||\"ReactCompositeComponent\",i);return c({},t,e)}return t},_checkContextTypes:function(t,e,n){},receiveComponent:function(t,e,n){var r=this._currentElement,i=this._context;this._pendingElement=null,this.updateComponent(e,r,t,i,n)},performUpdateIfNecessary:function(t){null!=this._pendingElement?v.receiveComponent(this,this._pendingElement,t,this._context):null!==this._pendingStateQueue||this._pendingForceUpdate?this.updateComponent(t,this._currentElement,this._currentElement,this._context,this._context):this._updateBatchNumber=null},updateComponent:function(t,e,n,r,i){var o=this._instance;null==o?u(\"136\",this.getName()||\"ReactCompositeComponent\"):void 0;var a,c=!1;this._context===i?a=o.context:(a=this._processContext(i),c=!0);var s=e.props,l=n.props;e!==n&&(c=!0),c&&o.componentWillReceiveProps&&o.componentWillReceiveProps(l,a);var f=this._processPendingState(l,a),p=!0;this._pendingForceUpdate||(o.shouldComponentUpdate?p=o.shouldComponentUpdate(l,f,a):this._compositeType===_.PureClass&&(p=!m(s,l)||!m(o.state,f))),this._updateBatchNumber=null,p?(this._pendingForceUpdate=!1,this._performComponentUpdate(n,l,f,a,t,i)):(this._currentElement=n,this._context=i,o.props=l,o.state=f,o.context=a)},_processPendingState:function(t,e){var n=this._instance,r=this._pendingStateQueue,i=this._pendingReplaceState;if(this._pendingReplaceState=!1,this._pendingStateQueue=null,!r)return n.state;if(i&&1===r.length)return r[0];for(var o=c({},i?r[0]:n.state),a=i?1:0;a<r.length;a++){var u=r[a];c(o,\"function\"==typeof u?u.call(n,o,t,e):u)}return o},_performComponentUpdate:function(t,e,n,r,i,o){var a,u,c,s=this._instance,l=Boolean(s.componentDidUpdate);l&&(a=s.props,u=s.state,c=s.context),s.componentWillUpdate&&s.componentWillUpdate(e,n,r),this._currentElement=t,this._context=o,s.props=e,s.state=n,s.context=r,this._updateRenderedComponent(i,o),l&&i.getReactMountReady().enqueue(s.componentDidUpdate.bind(s,a,u,c),s)},_updateRenderedComponent:function(t,e){var n=this._renderedComponent,r=n._currentElement,i=this._renderValidatedComponent(),o=0;if(y(r,i))v.receiveComponent(n,i,t,this._processChildContext(e));else{var a=v.getHostNode(n);v.unmountComponent(n,!1);var u=d.getType(i);this._renderedNodeType=u;var c=this._instantiateReactComponent(i,u!==d.EMPTY);this._renderedComponent=c;var s=v.mountComponent(c,t,this._hostParent,this._hostContainerInfo,this._processChildContext(e),o);this._replaceNodeWithMarkup(a,s,n)}},_replaceNodeWithMarkup:function(t,e,n){l.replaceNodeWithMarkup(t,e,n)},_renderValidatedComponentWithoutOwnerOrContext:function(){var t,e=this._instance;return t=e.render()},_renderValidatedComponent:function(){var t;if(this._compositeType!==_.StatelessFunctional){f.current=this;try{t=this._renderValidatedComponentWithoutOwnerOrContext()}finally{f.current=null}}else t=this._renderValidatedComponentWithoutOwnerOrContext();return null===t||t===!1||s.isValidElement(t)?void 0:u(\"109\",this.getName()||\"ReactCompositeComponent\"),t},attachRef:function(t,e){var n=this.getPublicInstance();null==n?u(\"110\"):void 0;var r=e.getPublicInstance(),i=n.refs===g?n.refs={}:n.refs;i[t]=r},detachRef:function(t){var e=this.getPublicInstance().refs;delete e[t]},getName:function(){var t=this._currentElement.type,e=this._instance&&this._instance.constructor;return t.displayName||e&&e.displayName||t.name||e&&e.name||null},getPublicInstance:function(){var t=this._instance;return this._compositeType===_.StatelessFunctional?null:t},_instantiateReactComponent:null};t.exports=x},function(t,e,n){\"use strict\";var r=n(4),i=n(358),o=n(163),a=n(24),u=n(11),c=n(371),s=n(387),l=n(167),f=n(395);n(1);i.inject();var p={findDOMNode:s,render:o.render,unmountComponentAtNode:o.unmountComponentAtNode,version:c,unstable_batchedUpdates:u.batchedUpdates,unstable_renderSubtreeIntoContainer:f};\"undefined\"!=typeof __REACT_DEVTOOLS_GLOBAL_HOOK__&&\"function\"==typeof __REACT_DEVTOOLS_GLOBAL_HOOK__.inject&&__REACT_DEVTOOLS_GLOBAL_HOOK__.inject({ComponentTree:{getClosestInstanceFromNode:r.getClosestInstanceFromNode,getNodeFromInstance:function(t){return t._renderedComponent&&(t=l(t)),t?r.getNodeFromInstance(t):null}},Mount:o,Reconciler:a});t.exports=p},function(t,e,n){\"use strict\";function r(t){if(t){var e=t._currentElement._owner||null;if(e){var n=e.getName();if(n)return\" This DOM node was rendered by `\"+n+\"`.\"}}return\"\"}function i(t,e){e&&(G[t._tag]&&(null!=e.children||null!=e.dangerouslySetInnerHTML?v(\"137\",t._tag,t._currentElement._owner?\" Check the render method of \"+t._currentElement._owner.getName()+\".\":\"\"):void 0),null!=e.dangerouslySetInnerHTML&&(null!=e.children?v(\"60\"):void 0,\"object\"==typeof e.dangerouslySetInnerHTML&&V in e.dangerouslySetInnerHTML?void 0:v(\"61\")),null!=e.style&&\"object\"!=typeof e.style?v(\"62\",r(t)):void 0)}function o(t,e,n,r){if(!(r instanceof I)){var i=t._hostContainerInfo,o=i._node&&i._node.nodeType===H,u=o?i._node:i._ownerDocument;F(e,u),r.getReactMountReady().enqueue(a,{inst:t,registrationName:e,listener:n})}}function a(){var t=this;C.putListener(t.inst,t.registrationName,t.listener)}function u(){var t=this;S.postMountWrapper(t)}function c(){var t=this;A.postMountWrapper(t)}function s(){var t=this;P.postMountWrapper(t)}function l(){var t=this;t._rootNodeID?void 0:v(\"63\");var e=U(t);switch(e?void 0:v(\"64\"),t._tag){case\"iframe\":case\"object\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topLoad\",\"load\",e)];break;case\"video\":case\"audio\":t._wrapperState.listeners=[];for(var n in q)q.hasOwnProperty(n)&&t._wrapperState.listeners.push(k.trapBubbledEvent(n,q[n],e));break;case\"source\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topError\",\"error\",e)];break;case\"img\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topError\",\"error\",e),k.trapBubbledEvent(\"topLoad\",\"load\",e)];break;case\"form\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topReset\",\"reset\",e),k.trapBubbledEvent(\"topSubmit\",\"submit\",e)];break;case\"input\":case\"select\":case\"textarea\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topInvalid\",\"invalid\",e)]}}function f(){N.postUpdateWrapper(this)}function p(t){Z.call(X,t)||($.test(t)?void 0:v(\"65\",t),X[t]=!0)}function h(t,e){return t.indexOf(\"-\")>=0||null!=e.is}function d(t){var e=t.type;p(e),this._currentElement=t,this._tag=e.toLowerCase(),this._namespaceURI=null,this._renderedChildren=null,this._previousStyle=null,this._previousStyleCopy=null,this._hostNode=null,this._hostParent=null,this._rootNodeID=0,this._domID=0,this._hostContainerInfo=null,this._wrapperState=null,this._topLevelWrapper=null,this._flags=0}var v=n(2),g=n(3),m=n(332),y=n(334),_=n(20),b=n(82),x=n(21),w=n(156),C=n(22),M=n(83),k=n(51),E=n(157),T=n(4),S=n(351),P=n(352),N=n(158),A=n(355),O=(n(9),n(364)),I=n(369),D=(n(8),n(54)),R=(n(0),n(94),n(80),n(96),n(1),E),L=C.deleteListener,U=T.getNodeFromInstance,F=k.listenTo,j=M.registrationNameModules,B={string:!0,number:!0},W=\"style\",V=\"__html\",z={children:null,dangerouslySetInnerHTML:null,suppressContentEditableWarning:null},H=11,q={topAbort:\"abort\",topCanPlay:\"canplay\",topCanPlayThrough:\"canplaythrough\",topDurationChange:\"durationchange\",topEmptied:\"emptied\",topEncrypted:\"encrypted\",topEnded:\"ended\",topError:\"error\",topLoadedData:\"loadeddata\",topLoadedMetadata:\"loadedmetadata\",topLoadStart:\"loadstart\",topPause:\"pause\",topPlay:\"play\",topPlaying:\"playing\",topProgress:\"progress\",topRateChange:\"ratechange\",topSeeked:\"seeked\",topSeeking:\"seeking\",topStalled:\"stalled\",topSuspend:\"suspend\",topTimeUpdate:\"timeupdate\",topVolumeChange:\"volumechange\",topWaiting:\"waiting\"},Y={area:!0,base:!0,br:!0,col:!0,embed:!0,hr:!0,img:!0,input:!0,keygen:!0,link:!0,meta:!0,param:!0,source:!0,track:!0,wbr:!0},K={listing:!0,pre:!0,textarea:!0},G=g({menuitem:!0},Y),$=/^[a-zA-Z][a-zA-Z:_\\.\\-\\d]*$/,X={},Z={}.hasOwnProperty,Q=1;d.displayName=\"ReactDOMComponent\",d.Mixin={mountComponent:function(t,e,n,r){this._rootNodeID=Q++,this._domID=n._idCounter++,this._hostParent=e,this._hostContainerInfo=n;var o=this._currentElement.props;switch(this._tag){case\"audio\":case\"form\":case\"iframe\":case\"img\":case\"link\":case\"object\":case\"source\":case\"video\":this._wrapperState={listeners:null},t.getReactMountReady().enqueue(l,this);break;case\"input\":S.mountWrapper(this,o,e),o=S.getHostProps(this,o),t.getReactMountReady().enqueue(l,this);break;case\"option\":P.mountWrapper(this,o,e),o=P.getHostProps(this,o);break;case\"select\":N.mountWrapper(this,o,e),o=N.getHostProps(this,o),t.getReactMountReady().enqueue(l,this);break;case\"textarea\":A.mountWrapper(this,o,e),o=A.getHostProps(this,o),t.getReactMountReady().enqueue(l,this)}i(this,o);var a,f;null!=e?(a=e._namespaceURI,f=e._tag):n._tag&&(a=n._namespaceURI,f=n._tag),(null==a||a===b.svg&&\"foreignobject\"===f)&&(a=b.html),a===b.html&&(\"svg\"===this._tag?a=b.svg:\"math\"===this._tag&&(a=b.mathml)),this._namespaceURI=a;var p;if(t.useCreateElement){var h,d=n._ownerDocument;if(a===b.html)if(\"script\"===this._tag){var v=d.createElement(\"div\"),g=this._currentElement.type;v.innerHTML=\"<\"+g+\"></\"+g+\">\",h=v.removeChild(v.firstChild)}else h=o.is?d.createElement(this._currentElement.type,o.is):d.createElement(this._currentElement.type);else h=d.createElementNS(a,this._currentElement.type);T.precacheNode(this,h),this._flags|=R.hasCachedChildNodes,this._hostParent||w.setAttributeForRoot(h),this._updateDOMProperties(null,o,t);var y=_(h);this._createInitialChildren(t,o,r,y),p=y}else{var x=this._createOpenTagMarkupAndPutListeners(t,o),C=this._createContentMarkup(t,o,r);p=!C&&Y[this._tag]?x+\"/>\":x+\">\"+C+\"</\"+this._currentElement.type+\">\"}switch(this._tag){case\"input\":t.getReactMountReady().enqueue(u,this),o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"textarea\":t.getReactMountReady().enqueue(c,this),o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"select\":o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"button\":o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"option\":t.getReactMountReady().enqueue(s,this)}return p},_createOpenTagMarkupAndPutListeners:function(t,e){var n=\"<\"+this._currentElement.type;for(var r in e)if(e.hasOwnProperty(r)){var i=e[r];if(null!=i)if(j.hasOwnProperty(r))i&&o(this,r,i,t);else{r===W&&(i&&(i=this._previousStyleCopy=g({},e.style)),i=y.createMarkupForStyles(i,this));var a=null;null!=this._tag&&h(this._tag,e)?z.hasOwnProperty(r)||(a=w.createMarkupForCustomAttribute(r,i)):a=w.createMarkupForProperty(r,i),a&&(n+=\" \"+a)}}return t.renderToStaticMarkup?n:(this._hostParent||(n+=\" \"+w.createMarkupForRoot()),n+=\" \"+w.createMarkupForID(this._domID))},_createContentMarkup:function(t,e,n){var r=\"\",i=e.dangerouslySetInnerHTML;if(null!=i)null!=i.__html&&(r=i.__html);else{var o=B[typeof e.children]?e.children:null,a=null!=o?null:e.children;if(null!=o)r=D(o);else if(null!=a){var u=this.mountChildren(a,t,n);r=u.join(\"\")}}return K[this._tag]&&\"\\n\"===r.charAt(0)?\"\\n\"+r:r},_createInitialChildren:function(t,e,n,r){var i=e.dangerouslySetInnerHTML;if(null!=i)null!=i.__html&&_.queueHTML(r,i.__html);else{var o=B[typeof e.children]?e.children:null,a=null!=o?null:e.children;if(null!=o)\"\"!==o&&_.queueText(r,o);else if(null!=a)for(var u=this.mountChildren(a,t,n),c=0;c<u.length;c++)_.queueChild(r,u[c])}},receiveComponent:function(t,e,n){var r=this._currentElement;this._currentElement=t,this.updateComponent(e,r,t,n)},updateComponent:function(t,e,n,r){var o=e.props,a=this._currentElement.props;switch(this._tag){case\"input\":o=S.getHostProps(this,o),a=S.getHostProps(this,a);break;case\"option\":o=P.getHostProps(this,o),a=P.getHostProps(this,a);break;case\"select\":o=N.getHostProps(this,o),a=N.getHostProps(this,a);break;case\"textarea\":o=A.getHostProps(this,o),a=A.getHostProps(this,a)}switch(i(this,a),this._updateDOMProperties(o,a,t),this._updateDOMChildren(o,a,t,r),this._tag){case\"input\":S.updateWrapper(this);break;case\"textarea\":A.updateWrapper(this);break;case\"select\":t.getReactMountReady().enqueue(f,this)}},_updateDOMProperties:function(t,e,n){var r,i,a;for(r in t)if(!e.hasOwnProperty(r)&&t.hasOwnProperty(r)&&null!=t[r])if(r===W){var u=this._previousStyleCopy;for(i in u)u.hasOwnProperty(i)&&(a=a||{},a[i]=\"\");this._previousStyleCopy=null}else j.hasOwnProperty(r)?t[r]&&L(this,r):h(this._tag,t)?z.hasOwnProperty(r)||w.deleteValueForAttribute(U(this),r):(x.properties[r]||x.isCustomAttribute(r))&&w.deleteValueForProperty(U(this),r);for(r in e){var c=e[r],s=r===W?this._previousStyleCopy:null!=t?t[r]:void 0;if(e.hasOwnProperty(r)&&c!==s&&(null!=c||null!=s))if(r===W)if(c?c=this._previousStyleCopy=g({},c):this._previousStyleCopy=null,s){for(i in s)!s.hasOwnProperty(i)||c&&c.hasOwnProperty(i)||(a=a||{},a[i]=\"\");for(i in c)c.hasOwnProperty(i)&&s[i]!==c[i]&&(a=a||{},a[i]=c[i])}else a=c;else if(j.hasOwnProperty(r))c?o(this,r,c,n):s&&L(this,r);else if(h(this._tag,e))z.hasOwnProperty(r)||w.setValueForAttribute(U(this),r,c);else if(x.properties[r]||x.isCustomAttribute(r)){var l=U(this);null!=c?w.setValueForProperty(l,r,c):w.deleteValueForProperty(l,r)}}a&&y.setValueForStyles(U(this),a,this)},_updateDOMChildren:function(t,e,n,r){var i=B[typeof t.children]?t.children:null,o=B[typeof e.children]?e.children:null,a=t.dangerouslySetInnerHTML&&t.dangerouslySetInnerHTML.__html,u=e.dangerouslySetInnerHTML&&e.dangerouslySetInnerHTML.__html,c=null!=i?null:t.children,s=null!=o?null:e.children,l=null!=i||null!=a,f=null!=o||null!=u;null!=c&&null==s?this.updateChildren(null,n,r):l&&!f&&this.updateTextContent(\"\"),null!=o?i!==o&&this.updateTextContent(\"\"+o):null!=u?a!==u&&this.updateMarkup(\"\"+u):null!=s&&this.updateChildren(s,n,r)},getHostNode:function(){return U(this)},unmountComponent:function(t){switch(this._tag){case\"audio\":case\"form\":case\"iframe\":case\"img\":case\"link\":case\"object\":case\"source\":case\"video\":var e=this._wrapperState.listeners;if(e)for(var n=0;n<e.length;n++)e[n].remove();break;case\"html\":case\"head\":case\"body\":v(\"66\",this._tag)}this.unmountChildren(t),T.uncacheNode(this),C.deleteAllListeners(this),this._rootNodeID=0,this._domID=0,this._wrapperState=null},getPublicInstance:function(){return U(this)}},g(d.prototype,d.Mixin,O.Mixin),t.exports=d},function(t,e,n){\"use strict\";function r(t,e){var n={_topLevelWrapper:t,_idCounter:1,_ownerDocument:e?e.nodeType===i?e:e.ownerDocument:null,_node:e,_tag:e?e.nodeName.toLowerCase():null,_namespaceURI:e?e.namespaceURI:null};return n}var i=(n(96),9);t.exports=r},function(t,e,n){\"use strict\";var r=n(3),i=n(20),o=n(4),a=function(t){this._currentElement=null,this._hostNode=null,this._hostParent=null,this._hostContainerInfo=null,this._domID=0};r(a.prototype,{mountComponent:function(t,e,n,r){var a=n._idCounter++;this._domID=a,this._hostParent=e,this._hostContainerInfo=n;var u=\" react-empty: \"+this._domID+\" \";if(t.useCreateElement){var c=n._ownerDocument,s=c.createComment(u);return o.precacheNode(this,s),i(s)}return t.renderToStaticMarkup?\"\":\"<!--\"+u+\"-->\"},receiveComponent:function(){},getHostNode:function(){return o.getNodeFromInstance(this)},unmountComponent:function(){o.uncacheNode(this)}}),t.exports=a},function(t,e,n){\"use strict\";var r={useCreateElement:!0,useFiber:!1};t.exports=r},function(t,e,n){\"use strict\";var r=n(81),i=n(4),o={dangerouslyProcessChildrenUpdates:function(t,e){var n=i.getNodeFromInstance(t);r.processUpdates(n,e)}};t.exports=o},function(t,e,n){\"use strict\";function r(){this._rootNodeID&&f.updateWrapper(this)}function i(t){var e=this._currentElement.props,n=c.executeOnChange(e,t);l.asap(r,this);var i=e.name;if(\"radio\"===e.type&&null!=i){for(var a=s.getNodeFromInstance(this),u=a;u.parentNode;)u=u.parentNode;for(var f=u.querySelectorAll(\"input[name=\"+JSON.stringify(\"\"+i)+'][type=\"radio\"]'),p=0;p<f.length;p++){var h=f[p];if(h!==a&&h.form===a.form){var d=s.getInstanceFromNode(h);d?void 0:o(\"90\"),l.asap(r,d)}}}return n}var o=n(2),a=n(3),u=n(156),c=n(85),s=n(4),l=n(11),f=(n(0),n(1),{getHostProps:function(t,e){var n=c.getValue(e),r=c.getChecked(e),i=a({type:void 0,step:void 0,min:void 0,max:void 0},e,{defaultChecked:void 0,defaultValue:void 0,value:null!=n?n:t._wrapperState.initialValue,checked:null!=r?r:t._wrapperState.initialChecked,onChange:t._wrapperState.onChange});return i},mountWrapper:function(t,e){var n=e.defaultValue;t._wrapperState={initialChecked:null!=e.checked?e.checked:e.defaultChecked,initialValue:null!=e.value?e.value:n,listeners:null,onChange:i.bind(t)}},updateWrapper:function(t){var e=t._currentElement.props,n=e.checked;null!=n&&u.setValueForProperty(s.getNodeFromInstance(t),\"checked\",n||!1);var r=s.getNodeFromInstance(t),i=c.getValue(e);if(null!=i){var o=\"\"+i;o!==r.value&&(r.value=o)}else null==e.value&&null!=e.defaultValue&&r.defaultValue!==\"\"+e.defaultValue&&(r.defaultValue=\"\"+e.defaultValue),null==e.checked&&null!=e.defaultChecked&&(r.defaultChecked=!!e.defaultChecked)},postMountWrapper:function(t){var e=t._currentElement.props,n=s.getNodeFromInstance(t);switch(e.type){case\"submit\":case\"reset\":break;case\"color\":case\"date\":case\"datetime\":case\"datetime-local\":case\"month\":case\"time\":case\"week\":n.value=\"\",n.value=n.defaultValue;break;default:n.value=n.value}var r=n.name;\"\"!==r&&(n.name=\"\"),n.defaultChecked=!n.defaultChecked,n.defaultChecked=!n.defaultChecked,\"\"!==r&&(n.name=r)}});t.exports=f},function(t,e,n){\"use strict\";function r(t){var e=\"\";return o.Children.forEach(t,function(t){null!=t&&(\"string\"==typeof t||\"number\"==typeof t?e+=t:c||(c=!0))}),e}var i=n(3),o=n(26),a=n(4),u=n(158),c=(n(1),!1),s={mountWrapper:function(t,e,n){var i=null;if(null!=n){var o=n;\"optgroup\"===o._tag&&(o=o._hostParent),null!=o&&\"select\"===o._tag&&(i=u.getSelectValueContext(o))}var a=null;if(null!=i){var c;if(c=null!=e.value?e.value+\"\":r(e.children),a=!1,Array.isArray(i)){for(var s=0;s<i.length;s++)if(\"\"+i[s]===c){a=!0;break}}else a=\"\"+i===c}t._wrapperState={selected:a}},postMountWrapper:function(t){var e=t._currentElement.props;if(null!=e.value){var n=a.getNodeFromInstance(t);n.setAttribute(\"value\",e.value)}},getHostProps:function(t,e){var n=i({selected:void 0,children:void 0},e);null!=t._wrapperState.selected&&(n.selected=t._wrapperState.selected);var o=r(e.children);return o&&(n.children=o),n}};t.exports=s},function(t,e,n){\"use strict\";function r(t,e,n,r){return t===n&&e===r}function i(t){var e=document.selection,n=e.createRange(),r=n.text.length,i=n.duplicate();i.moveToElementText(t),i.setEndPoint(\"EndToStart\",n);var o=i.text.length,a=o+r;return{start:o,end:a}}function o(t){var e=window.getSelection&&window.getSelection();if(!e||0===e.rangeCount)return null;var n=e.anchorNode,i=e.anchorOffset,o=e.focusNode,a=e.focusOffset,u=e.getRangeAt(0);try{u.startContainer.nodeType,u.endContainer.nodeType}catch(t){return null}var c=r(e.anchorNode,e.anchorOffset,e.focusNode,e.focusOffset),s=c?0:u.toString().length,l=u.cloneRange();l.selectNodeContents(t),l.setEnd(u.startContainer,u.startOffset);var f=r(l.startContainer,l.startOffset,l.endContainer,l.endOffset),p=f?0:l.toString().length,h=p+s,d=document.createRange();d.setStart(n,i),d.setEnd(o,a);var v=d.collapsed;return{start:v?h:p,end:v?p:h}}function a(t,e){var n,r,i=document.selection.createRange().duplicate();void 0===e.end?(n=e.start,r=n):e.start>e.end?(n=e.end,r=e.start):(n=e.start,r=e.end),i.moveToElementText(t),i.moveStart(\"character\",n),i.setEndPoint(\"EndToStart\",i),i.moveEnd(\"character\",r-n),i.select()}function u(t,e){if(window.getSelection){var n=window.getSelection(),r=t[l()].length,i=Math.min(e.start,r),o=void 0===e.end?i:Math.min(e.end,r);if(!n.extend&&i>o){var a=o;o=i,i=a}var u=s(t,i),c=s(t,o);if(u&&c){var f=document.createRange();f.setStart(u.node,u.offset),n.removeAllRanges(),i>o?(n.addRange(f),n.extend(c.node,c.offset)):(f.setEnd(c.node,c.offset),n.addRange(f))}}}var c=n(6),s=n(392),l=n(168),f=c.canUseDOM&&\"selection\"in document&&!(\"getSelection\"in window),p={getOffsets:f?i:o,setOffsets:f?a:u};t.exports=p},function(t,e,n){\"use strict\";var r=n(2),i=n(3),o=n(81),a=n(20),u=n(4),c=n(54),s=(n(0),n(96),function(t){this._currentElement=t,this._stringText=\"\"+t,this._hostNode=null,this._hostParent=null,this._domID=0,this._mountIndex=0,this._closingComment=null,this._commentNodes=null});i(s.prototype,{mountComponent:function(t,e,n,r){var i=n._idCounter++,o=\" react-text: \"+i+\" \",s=\" /react-text \";if(this._domID=i,this._hostParent=e,t.useCreateElement){var l=n._ownerDocument,f=l.createComment(o),p=l.createComment(s),h=a(l.createDocumentFragment());return a.queueChild(h,a(f)),this._stringText&&a.queueChild(h,a(l.createTextNode(this._stringText))),a.queueChild(h,a(p)),u.precacheNode(this,f),this._closingComment=p,h}var d=c(this._stringText);return t.renderToStaticMarkup?d:\"<!--\"+o+\"-->\"+d+\"<!--\"+s+\"-->\"},receiveComponent:function(t,e){if(t!==this._currentElement){this._currentElement=t;var n=\"\"+t;if(n!==this._stringText){this._stringText=n;var r=this.getHostNode();o.replaceDelimitedText(r[0],r[1],n)}}},getHostNode:function(){var t=this._commentNodes;if(t)return t;if(!this._closingComment)for(var e=u.getNodeFromInstance(this),n=e.nextSibling;;){if(null==n?r(\"67\",this._domID):void 0,8===n.nodeType&&\" /react-text \"===n.nodeValue){this._closingComment=n;break}n=n.nextSibling}return t=[this._hostNode,this._closingComment],this._commentNodes=t,t},unmountComponent:function(){this._closingComment=null,this._commentNodes=null,u.uncacheNode(this)}}),t.exports=s},function(t,e,n){\"use strict\";function r(){this._rootNodeID&&l.updateWrapper(this)}function i(t){var e=this._currentElement.props,n=u.executeOnChange(e,t);return s.asap(r,this),n}var o=n(2),a=n(3),u=n(85),c=n(4),s=n(11),l=(n(0),n(1),{getHostProps:function(t,e){null!=e.dangerouslySetInnerHTML?o(\"91\"):void 0;var n=a({},e,{value:void 0,defaultValue:void 0,children:\"\"+t._wrapperState.initialValue,onChange:t._wrapperState.onChange});return n},mountWrapper:function(t,e){var n=u.getValue(e),r=n;if(null==n){var a=e.defaultValue,c=e.children;null!=c&&(null!=a?o(\"92\"):void 0,Array.isArray(c)&&(c.length<=1?void 0:o(\"93\"),c=c[0]),a=\"\"+c),null==a&&(a=\"\"),r=a}t._wrapperState={initialValue:\"\"+r,listeners:null,onChange:i.bind(t)}},updateWrapper:function(t){var e=t._currentElement.props,n=c.getNodeFromInstance(t),r=u.getValue(e);if(null!=r){var i=\"\"+r;i!==n.value&&(n.value=i),null==e.defaultValue&&(n.defaultValue=i)}null!=e.defaultValue&&(n.defaultValue=e.defaultValue)},postMountWrapper:function(t){var e=c.getNodeFromInstance(t),n=e.textContent;\n",
       "n===t._wrapperState.initialValue&&(e.value=n)}});t.exports=l},function(t,e,n){\"use strict\";function r(t,e){\"_hostNode\"in t?void 0:c(\"33\"),\"_hostNode\"in e?void 0:c(\"33\");for(var n=0,r=t;r;r=r._hostParent)n++;for(var i=0,o=e;o;o=o._hostParent)i++;for(;n-i>0;)t=t._hostParent,n--;for(;i-n>0;)e=e._hostParent,i--;for(var a=n;a--;){if(t===e)return t;t=t._hostParent,e=e._hostParent}return null}function i(t,e){\"_hostNode\"in t?void 0:c(\"35\"),\"_hostNode\"in e?void 0:c(\"35\");for(;e;){if(e===t)return!0;e=e._hostParent}return!1}function o(t){return\"_hostNode\"in t?void 0:c(\"36\"),t._hostParent}function a(t,e,n){for(var r=[];t;)r.push(t),t=t._hostParent;var i;for(i=r.length;i-- >0;)e(r[i],\"captured\",n);for(i=0;i<r.length;i++)e(r[i],\"bubbled\",n)}function u(t,e,n,i,o){for(var a=t&&e?r(t,e):null,u=[];t&&t!==a;)u.push(t),t=t._hostParent;for(var c=[];e&&e!==a;)c.push(e),e=e._hostParent;var s;for(s=0;s<u.length;s++)n(u[s],\"bubbled\",i);for(s=c.length;s-- 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r(){C||(C=!0,y.EventEmitter.injectReactEventListener(m),y.EventPluginHub.injectEventPluginOrder(u),y.EventPluginUtils.injectComponentTree(p),y.EventPluginUtils.injectTreeTraversal(d),y.EventPluginHub.injectEventPluginsByName({SimpleEventPlugin:w,EnterLeaveEventPlugin:c,ChangeEventPlugin:a,SelectEventPlugin:x,BeforeInputEventPlugin:o}),y.HostComponent.injectGenericComponentClass(f),y.HostComponent.injectTextComponentClass(v),y.DOMProperty.injectDOMPropertyConfig(i),y.DOMProperty.injectDOMPropertyConfig(s),y.DOMProperty.injectDOMPropertyConfig(b),y.EmptyComponent.injectEmptyComponentFactory(function(t){return new h(t)}),y.Updates.injectReconcileTransaction(_),y.Updates.injectBatchingStrategy(g),y.Component.injectEnvironment(l))}var i=n(331),o=n(333),a=n(335),u=n(337),c=n(338),s=n(341),l=n(343),f=n(346),p=n(4),h=n(348),d=n(356),v=n(354),g=n(357),m=n(361),y=n(362),_=n(367),b=n(372),x=n(373),w=n(374),C=!1;t.exports={inject:r}},function(t,e,n){\"use strict\";var r=\"function\"==typeof 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v={_enabled:!0,_handleTopLevel:null,WINDOW_HANDLE:s.canUseDOM?window:null,setHandleTopLevel:function(t){v._handleTopLevel=t},setEnabled:function(t){v._enabled=!!t},isEnabled:function(){return v._enabled},trapBubbledEvent:function(t,e,n){return n?c.listen(n,e,v.dispatchEvent.bind(null,t)):null},trapCapturedEvent:function(t,e,n){return n?c.capture(n,e,v.dispatchEvent.bind(null,t)):null},monitorScrollValue:function(t){var e=a.bind(null,t);c.listen(window,\"scroll\",e)},dispatchEvent:function(t,e){if(v._enabled){var n=i.getPooled(t,e);try{p.batchedUpdates(o,n)}finally{i.release(n)}}}};t.exports=v},function(t,e,n){\"use strict\";var r=n(21),i=n(22),o=n(50),a=n(86),u=n(159),c=n(51),s=n(161),l=n(11),f={Component:a.injection,DOMProperty:r.injection,EmptyComponent:u.injection,EventPluginHub:i.injection,EventPluginUtils:o.injection,EventEmitter:c.injection,HostComponent:s.injection,Updates:l.injection};t.exports=f},function(t,e,n){\"use strict\";var r=n(385),i=/\\/?>/,o=/^<\\!\\-\\-/,a={CHECKSUM_ATTR_NAME:\"data-react-checksum\",addChecksumToMarkup:function(t){var e=r(t);return o.test(t)?t:t.replace(i,\" \"+a.CHECKSUM_ATTR_NAME+'=\"'+e+'\"$&')},canReuseMarkup:function(t,e){var n=e.getAttribute(a.CHECKSUM_ATTR_NAME);n=n&&parseInt(n,10);var i=r(t);return i===n}};t.exports=a},function(t,e,n){\"use strict\";function r(t,e,n){return{type:\"INSERT_MARKUP\",content:t,fromIndex:null,fromNode:null,toIndex:n,afterNode:e}}function i(t,e,n){return{type:\"MOVE_EXISTING\",content:null,fromIndex:t._mountIndex,fromNode:p.getHostNode(t),toIndex:n,afterNode:e}}function o(t,e){return{type:\"REMOVE_NODE\",content:null,fromIndex:t._mountIndex,fromNode:e,toIndex:null,afterNode:null}}function a(t){return{type:\"SET_MARKUP\",content:t,fromIndex:null,fromNode:null,toIndex:null,afterNode:null}}function u(t){return{type:\"TEXT_CONTENT\",content:t,fromIndex:null,fromNode:null,toIndex:null,afterNode:null}}function c(t,e){return e&&(t=t||[],t.push(e)),t}function s(t,e){f.processChildrenUpdates(t,e)}var l=n(2),f=n(86),p=(n(40),n(9),n(15),n(24)),h=n(342),d=(n(8),n(388)),v=(n(0),{Mixin:{_reconcilerInstantiateChildren:function(t,e,n){return h.instantiateChildren(t,e,n)},_reconcilerUpdateChildren:function(t,e,n,r,i,o){var a,u=0;return a=d(e,u),h.updateChildren(t,a,n,r,i,this,this._hostContainerInfo,o,u),a},mountChildren:function(t,e,n){var r=this._reconcilerInstantiateChildren(t,e,n);this._renderedChildren=r;var i=[],o=0;for(var a in r)if(r.hasOwnProperty(a)){var u=r[a],c=0,s=p.mountComponent(u,e,this,this._hostContainerInfo,n,c);u._mountIndex=o++,i.push(s)}return i},updateTextContent:function(t){var e=this._renderedChildren;h.unmountChildren(e,!1);for(var n in e)e.hasOwnProperty(n)&&l(\"118\");var r=[u(t)];s(this,r)},updateMarkup:function(t){var e=this._renderedChildren;h.unmountChildren(e,!1);for(var n in e)e.hasOwnProperty(n)&&l(\"118\");var r=[a(t)];s(this,r)},updateChildren:function(t,e,n){this._updateChildren(t,e,n)},_updateChildren:function(t,e,n){var r=this._renderedChildren,i={},o=[],a=this._reconcilerUpdateChildren(r,t,o,i,e,n);if(a||r){var u,l=null,f=0,h=0,d=0,v=null;for(u in a)if(a.hasOwnProperty(u)){var g=r&&r[u],m=a[u];g===m?(l=c(l,this.moveChild(g,v,f,h)),h=Math.max(g._mountIndex,h),g._mountIndex=f):(g&&(h=Math.max(g._mountIndex,h)),l=c(l,this._mountChildAtIndex(m,o[d],v,f,e,n)),d++),f++,v=p.getHostNode(m)}for(u in i)i.hasOwnProperty(u)&&(l=c(l,this._unmountChild(r[u],i[u])));l&&s(this,l),this._renderedChildren=a}},unmountChildren:function(t){var e=this._renderedChildren;h.unmountChildren(e,t),this._renderedChildren=null},moveChild:function(t,e,n,r){if(t._mountIndex<r)return i(t,e,n)},createChild:function(t,e,n){return r(n,e,t._mountIndex)},removeChild:function(t,e){return o(t,e)},_mountChildAtIndex:function(t,e,n,r,i,o){return t._mountIndex=r,this.createChild(t,n,e)},_unmountChild:function(t,e){var n=this.removeChild(t,e);return t._mountIndex=null,n}}});t.exports=v},function(t,e,n){\"use strict\";function r(t){return!(!t||\"function\"!=typeof t.attachRef||\"function\"!=typeof t.detachRef)}var i=n(2),o=(n(0),{addComponentAsRefTo:function(t,e,n){r(n)?void 0:i(\"119\"),n.attachRef(e,t)},removeComponentAsRefFrom:function(t,e,n){r(n)?void 0:i(\"120\");var o=n.getPublicInstance();o&&o.refs[e]===t.getPublicInstance()&&n.detachRef(e)}});t.exports=o},function(t,e,n){\"use strict\";var r=\"SECRET_DO_NOT_PASS_THIS_OR_YOU_WILL_BE_FIRED\";t.exports=r},function(t,e,n){\"use strict\";function r(t){this.reinitializeTransaction(),this.renderToStaticMarkup=!1,this.reactMountReady=o.getPooled(null),this.useCreateElement=t}var i=n(3),o=n(155),a=n(17),u=n(51),c=n(162),s=(n(9),n(53)),l=n(88),f={initialize:c.getSelectionInformation,close:c.restoreSelection},p={initialize:function(){var t=u.isEnabled();return u.setEnabled(!1),t},close:function(t){u.setEnabled(t)}},h={initialize:function(){this.reactMountReady.reset()},close:function(){this.reactMountReady.notifyAll()}},d=[f,p,h],v={getTransactionWrappers:function(){return d},getReactMountReady:function(){return this.reactMountReady},getUpdateQueue:function(){return l},checkpoint:function(){return this.reactMountReady.checkpoint()},rollback:function(t){this.reactMountReady.rollback(t)},destructor:function(){o.release(this.reactMountReady),this.reactMountReady=null}};i(r.prototype,s,v),a.addPoolingTo(r),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n){\"function\"==typeof t?t(e.getPublicInstance()):o.addComponentAsRefTo(e,t,n)}function i(t,e,n){\"function\"==typeof t?t(null):o.removeComponentAsRefFrom(e,t,n)}var o=n(365),a={};a.attachRefs=function(t,e){if(null!==e&&\"object\"==typeof e){var n=e.ref;null!=n&&r(n,t,e._owner)}},a.shouldUpdateRefs=function(t,e){var n=null,r=null;null!==t&&\"object\"==typeof 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      "text/plain": [
       "<IPython.core.display.HTML object>"
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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.initjs()\n",
    "\n",
    "scaler = MinMaxScaler(feature_range=(-1,1))\n",
    "smote = KMeansSMOTE(sampling_strategy='minority', random_state=9090)\n",
    "\n",
    "classifier = RandomForestClassifier(criterion='gini', max_depth=None, max_features='log2', n_estimators=75, random_state=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "pycharm": {
     "name": "#%% \n"
    }
   },
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"merged_2_annotated.csv\")\n",
    "y = get_labels(df)\n",
    "\n",
    "log_dataframe(df)\n",
    "clean_dataframe(df)\n",
    "\n",
    "X = df\n",
    "X_scaled = scaling(scaler, X)\n",
    "#X_synthetic, y_synthetic = create_synthetic_data(smote,X_scaled,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Start kfold <===\n",
      "=> Fold :  1\n",
      "=> Fold :  2\n",
      "=> Fold :  3\n",
      "=> Fold :  4\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x770.4 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x770.4 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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vk5XreL6cC3aljBPOIGFmXU1DzaTyWgi6bZJ0vqTpkuZKOrmF0waSG1wi4qmIWAGQysJ/FhgHHCSpb9G5dwOF/4u3WfjQzMyqr2EHKVgn6PYEYGlEDAeGA1+StE3RKdcC35b0sKT/lrRdbt9ewLMRsZDsGVTxtGIycEwavIaQK+FRzMG8Zma10dCDVJFRwNi0Su8vZAUN84MQETGbLEvE+cDGwHRJhTiolkrU58+dCzSn7XeX6ojLx5uZ1UajPZNaS1HQrYDxEXFP0THN+fcR8Qbwa+DXktYAn5S0ADgSOFzSOamtTSRtGBHLc6ffAVwAjCQbBM3MrI4adpAqDrqVdA9wiqQpqTz89hQtbpC0N/B4RPxTUm9gZ7JbewcAcyPi4Nyx1wOfISvbUXAt8HpEzJM0spx+OuOEmVn1tDlIpQUHxwGDIuK/JH0Y2DIiHqlCf0oF3f6M7HbcrNSnl4HRRedvC1yZ9vcC7iIrRX8tWbn4vF8Bp5AbpCJiCXBpxX4aMzPrlDbLx0u6ElgD7B8RO0n6AHBvWsDQ47l8vJlZ+1WyfPxHIuIrwDsAEfFPsqq1NZOCbS/MvT9D0oROtLe9pLslPS1plqRbJG2RakstTQHFha8DK/JDmJlZu5XzTGqlpCYg4N1nRWuq2qt1rQCOkHReRLzSmYbSEvO7gG9ExG/TtpHAZumQByLi0HLbq3cwrwN0zaw7K2cmdSnZ85zNJZ1LlrHhB1Xt1bpWkdVv+nrxjpQWaUoK8L0/PTND0kRJl0qaJmmRpKPSKccCDxcGKMjy90XEY7X4QczMrHxt5cXrBTwLfAs4D3gRGB0Rt9agb8WuAI6TVByYdBlwfUQMAW5k7YUPA4F9gEOBH6ZtuwIzS1xn36LbfdtWpvtmZtZeJW/3RcQaSVdExO7AkzXqU2t9WSbpBuCrwNu5XR8FjkivJwE/zu27PSLWAI9L2qLMS7V5u0/SSWQpm2gasFmpQ83MrBPKud13v6Qj07LueruYLD3S+8o8fkXudaH/84E9O9MJZ5wwM6uNchZOnAx8A1gl6R2y/9lHRAyoas9aEBGvSbqFbKC6Nm2eBhxDNos6DnigjWZuAs6W9KmIuAtA0seA1zrSJwfzmplVT5szqYjYMCJ6RUTviBiQ3td8gMq5ENg09348cLykucAXyMp1tCqV4jgUGJ+WoD8OnEoWHAzrPpM6qtXGzMysqsrJOPGxlrZHxP9Wvjsti4j+udf/ADbIvX8O2L+Fc8aVaONJ4JDic4B/AL5/Z2bWIMq53Xdm7nVfYATZ6rh1BgYzM7NKKud236dzXweRLeH+Z/W71rbOZKJIt/ImF22bKOnZtO9JSeVWBDYzsyroSBb0JcBObR5VGx3KRJFqTDWRPX96X0S8mdt9ZkTcljJTPC7phoh4trW2nHHCzKx6ynkmdRkpJRLZzGsoMKuKfWqPfCaKc/I7Up2pa8kWWbwMHB8Rf027x5CtBtwJOJxsxV+xQnn5N1vYZ2ZmNVBOnNQMsmdQM4GHgW9HxOer2qv26UgmiqPJqvP+kqIKvcD5qVzIEmByRLxUfEGXjzczq41yBqn3R8T16evGiHhIUsll3rUUEcvIakJ9tWjXR3lvhjSJLD0SkoYBr6RZ1f3A7pI2zp13ZkQMBbYEDpC0VwvXdDCvmVkNlPNM6ovAJUXbxrWwrZ4uJrsFeV0Zx44BdpS0OL0fQFZa/pr8QRHxhqSpZIPbtNYaczCvmVn1tDqTkjRG0m+BbSTdkfv6Ix3MzlAtEfEaUMhEUVDIRAEpE0VKmPs5YHBENEdEM9kzqeJbfkhaD/gIsLCKXTczsxJKzaSmkWU935Qsy0PBcmBuNTvVQRcCp+Xejweuk3QmaeEEsC/wfES8kDvuf4GdJQ1M78+X9B2ywo73A7+ues/NzKxFbZaPt9JcPt7MrP0qVj5e0r9Lmi7pDUn/krRa0rLKdLNzOhrMK2mspMckzZP0qKQz0vZ8MO9sSa0+izIzs+orZ+HE5WTPdm4FhgFjge2r2al2aHcwr6RPAKcDoyLiBUl9yH6mgjMj4rZyO1CPYF4H8JpZT1HOEnQi4hmgKSJWR8R1tJyctR7aXVYeOBs4o/BcKiJWRMQ1xeebmVn9lTNIvSWpNzBb0o8lfb3M82qlvcG8bZWPPz93u+/GynfXzMzKVc5g84V03GlkKYI+RBZX1BDaG8xbhjMjYmj6Oq6lA5xxwsysNtp8JhURz0nqBwyMiO/XoE8dcTHlB/MWysdP6ejFIuJqstuM9Bm4nZdHmplVSTkJZj8NXEAWN7SNpKHAf0XEYVXuW9naWVb+PLJbep+KiL+nW5ljI+JnHbm2M06YmVVPObf7JpAVOnwdICJmA9tUrUcdV1ZZ+Yi4m2zF4n2S5pPNwAbkzss/k5qdBjEzM6uDcpagr4yIpZLy2xriFldHysqnfdfRwq3B4pLzZmZWX+UMUvMlHQs0SdqObIGCg1zNzKzqSiWYnZReLgR2IQuc/SWwjCwYtuo6klFC0gRJb0naPLftjaJjRqe2d8xta5b0drrFN0fSNEk7VPDHMTOzdio1k9pT0gfJCgTux9pJZjcA3qlmx5IOlYcHXgG+CXy7lf1jgAfT9+/lti9MtaSQdDLwH2SlSlpVy4wTzjRhZj1NqYUTV5FlAd+RrDpv4Wtm+l4LHckoAdkKv6OLihkWzutPFjN1Au+V8mjJAOCfneq9mZl1SquDVERcGhE7AddGxKDc1zYRMaiGfexIefg3yAaqlioIHw78PiIWAK9K2jO3b9t0u28h8A3gJy11yMG8Zma10eYS9Ig4pRYdKXH9jmaUuBT4oqQNi7aPASan15NZu+DhwpRpYluy525Xt9Inl483M6uBclb3NYKLKT+jBAAR8bqkm4CvFLal23/7A4MlBdAERCqMWOyOcq7nYF4zs+pppESxrSq3PHwLp/4EOJn3BuOjgEkRsXUqH/8h4Fmyir3F9sGl483M6qpLDFJJWRkl8tKKwN8AfdKmMel93q9475Zf4ZnUHOAHwImV676ZmbWXy8d3ksvHm5m1X8XKxzeKTgT2ntHGMSMlLS3K13dg2vdGqXPNzKy6usrCCeh4YG85HoiIQztyooN5zcyqp8vMpOh4YG/hmKmSfiTpEUkLJLW0WMLMzBpIVxqkoGOBvXnrRcQIshiofDqkfYtu921bqhMO5jUzq42udLuPiFgmqRDY+3Zu10eBI9LrScCPW2ni1+n7TKA5t71dt/tcmdfMrDa62kwKssDeE4D3deDcFen7arrYAG1m1hN1uf9Rt7NUfNU544SZWfV0xZkUdCCwtw3Fz6SOqlRHzcys4xzM20kO5jUza79uF8xrZmY9T0MNUpJWp9tt81MJ929KKtnHFCP1WHo9UtKdLRyznqQfSHo6d0vvnNz+kPSLouNfbqktMzOrnUZbOPF2rnz75mT1ogawdkxTR/w3sCUwOCLeSTWmvpnb/yawq6R+EfE2cBDwfDkNVzvjhLNMmFlP1lAzqbyIeAk4CThNmSZJ50uanjJLnFxOO5I2AL4EjI+Id1LbyyNiQtGhdwOFEWEM8MuK/CBmZtZhDTtIAUTEIrLChJuTLTlfGhHDgeHAlyRtU0Yz/wf4a0Qsb+O4ycAxkvoCQ4C/tHagM06YmdVGQw9SRUYBYyXNJhtANgG2a28jko5Pz6T+JulDhe0RMZcsC8UYsllVq1w+3sysNhrtmdRaJA0iyw7xEiCyW3b3FB3T3EYzzwAflrRhus13HXBdWmzRVHTsHcAFwEiyQbBNDuY1M6uehp1JSdoMuAq4PLJgrnuAUyStn/ZvL6nN1EgR8Rbwc+DydCsPSU1A7xYOvxb4fkTMq9CPYWZmndBoM6l+6Xbe+mSlOSYBP0n7fkZ2O26WJAEvA6NbaOMASUty7z8LnAP8P+AxScvJktNeD7yQPzEiltB6BnUzM6sxZ5zoJGecMDNrv26XcaIj5ePTcWMlPSZpnqRHyywnf2d6PU7S5Z3uvJmZdUij3e4rpd3l4yV9gqzA4aiIeEFSH2BsJTvV2WBeB+uambWuy8yk6Fj5+LOBMyLiBYCIWBER16RzXE7ezKzBdaVBCtpfPn5Xsiq8rWmtnHxJDuY1M6uNLjVIRcQyoFA+Pu+jZHn+IFsRuE+ZTbZWTr6tfjiY18ysBrrUIJVcTPnl4+cDe5bY73LyZmYNrMv9j7md5ePPA86X9KmI+Luk3sDYiPhZpfrjjBNmZtXT5Qap5ELgtNz78WSpjs4kC/I9HiAi7pa0BXBfCgAO3hvYzMyswTmYt5MczGtm1n7dLpjXzMx6nq56u6/dJL0REf3T6+3JFmBsBywny5T+K7K4KshqUD1PluNvbkS0GgDcmWBeB/KamZXWYwapgpQJ/S7gGxHx27RtJPBKrnT9VLIgYN/HMzOrox43SAHHAg8XBiiAiJhav+6YmVlreuIzqbayULTJGSfMzGqjJw5SneaME2ZmtdETb/fNBz5eqcYczGtmVj09cSZ1E7CXpHdHFkkfk7RrHftkZmYt6HGDVES8DRwKjJf0tKTHgVPJMlWYmVkD6TG3+woxUun1k8AhJY4dWYs+mZlZaTWfSUnaUtJkSQslzZR0d1otd2cVr7mFpJskLUrXfFjSZ9K+kak0/Ym544embSVLzZuZWXXVdCaVkrz+hqxA4TFp227AYZ1sd72IWFXimrenax6btm1ddM3HgM8BhezoY4A55Vy7IxknnGnCzKw8tZ5J7QesjIirChsiYg5ZaY3+km6T9KSkG9PggqTFkjZNr4elbBBImiBpkqSHgEnp/bWpLPwiSYXCiPsD/yq65nMRcVmuX88BfdOMS2S3An9XtU/BzMzKUutBqlQg7e5kZdx3BgYBe5fR3s7AgRExJr3fETgYGAF8T9L6wC7ArDLaug34LLBXOn5Fawc6mNfMrDYaaXXfIxGxJCLWALMpr5z7HWm1XsFdEbEiIl4BXgK2KD5B0hWS5kiaXrTrFrJBagzwy1IXdTCvmVlt1HqQKlXOPT9zyZdzX8V7/exbdM6bZbQxH9ijsDEivgIcAGyWPzEi/g6sBA4C7i/1Q5iZWW3Uegn6FOAHkk6KiKsBJA0B9i1xzmKyge13wJGduOYpEXFl2rZBK8f+J7B5RKxOj8Ta5IwTZmbVU9OZVGRlgD8DHJiWoM8HzgP+XuK07wOXSJpBNjvqyDVHAx+X9KykR4DrgW+3cOy0iLi9vdcwM7PqcPn4TnL5eDOz9nP5eDMz6/IaLi2SpAB+EhHfTO/PAPpHxIQS50wAvgdsFxHPpG2nAxcBwyNihqT+wPnAKGApEMBVEXGNpGbgWeDciPhOOn9T4EXgpxFxWmvXdjCvmVn1NOJMagVwRCGAtx3mAcfk3n+WbGVfwc+Af5INZHuQBexunNv/LJAfPYrPNzOzGmvEQWoVcDXw9eIdkpolTZE0V9L9kj6c2307cHg6bluy2dIrufcjgO+kOCwi4uWI+FHu/LeAJyQV7pEeTRY7ZWZmddKIgxTAFcBxkoojZS8jy8E3BLgRuDS3bxnwt1QX6hjg5ty+XYA5hQGqhMnAMZI+RLaS8IWWDnLGCTOz2mjIQSoilgE3AF8t2vVRsqKFAJOAfYr2TyYboEaTJbJtkaRzJM2WVDwI/Z4smLd4kCvunzNOmJnVQMMtnMi5mCyH3nXtOOdOssURMyJiWS4g93FgN0m9ImJNRJwLnCvpjfzJEfEvSTOBb5LlBWwzO7uDec3MqqchZ1IAEfEa2TOhE3Kbp/He4ojjyLKn5895iyxI99yi7c8AM4D/ltQEIKkv0FJaiQuBb6frm5lZHTXyTAqyASO//Hs8cJ2kM8nKvR9ffEJETG6lrRPJZlnPSHoVeBv4Vgvnz8er+szMGoIzTnSSM06YmbVfj8o4kUq9X5h7f0YK8C11zoRCeXhJE1Nev9npa1raPk7S5VXtvJmZtarRb/eVqxAAfF6qJdURZ0bEbe09qb0ZJ5xtwsysfN1iJkXHA4DNzKyBdZdBCjoWAJx3fu52342lLuRgXjOz2ugut/tIcVGFAOB8SfmPAkek15OAH7fSRNm3+1LBxqsB+gzczitPzLqQlStXsmTJEt555516d6VH6Nu3L1tttRXrr79+h87vNoNUcjHtDwA2sx5kyZIlbLjhhjQ3N1NuBW7rmIjg1VdfZcmSJWyzzTYdaqNbDVIR8ZqkQgDwtWlzIQB4Ei0EAHeWM06YdS3vvPOOB6gakcQmm2zCyy+/3OE2utMzqYILgXyZj/HA8ZLmAl8AvtbKeflnUrMl9a52R82sPjxA1U5nP+tuMZOKiP651/8ANsi9fw7Yv4VzJuRej2ul6Ynpy8zM6qDLD1IdqeSbjhtLlhYpyJaw3xgRF0iaCNwZEbdJmgqcERFOKWHWTbW3snZbyomF3GuvvZg2bVpFr1vK4sWLmTZtGscee2zNrlkpXX6QogOBvJI+AZwOjIqIFyT1AcZ25OJtBfM6eNfMitVygFq1ahWLFy/mpptu6pKDVHd4JtWRQN6zyWZILwBExIqIuKZ2XTaznqx//+wJxdSpU/n4xz/O4YcfzqBBgzjrrLO48cYbGTFiBIMHD2bhwoUAjBs3ji9/+csMGzaM7bffnjvvvBPIFoEcf/zxDB48mN13350//vGPAEycOJHDDjuM/fffnwMOOICzzjqLBx54gKFDh3LRRRexePFi9t13X/bYYw/22GOPdwfNqVOnMnLkSI466ih23HFHjjvuOAr5XadPn85ee+3FbrvtxogRI1i+fDmrV6/mzDPPZPjw4QwZMoSf/vSnFf+susNMCrJA3rmSimOgCoG810v6v2SBvKOBXYGZte2imdm65syZwxNPPMHGG2/MoEGDOPHEE3nkkUe45JJLuOyyy7j44ouB7JbdI488wsKFC9lvv/145plnuOKKK5DEvHnzePLJJxk1ahQLFiwAYNasWcydO5eNN96YqVOncsEFF7w7uL311lv84Q9/oG/fvjz99NOMGTOGQqLsRx99lPnz5/PBD36Qvffem4ceeogRI0Zw9NFHc/PNNzN8+HCWLVtGv379+PnPf85GG23E9OnTWbFiBXvvvTejRo3q8HLzlnSLQaoCgbztIukk4CSApgGbVaJJM+uhhg8fzsCBAwHYdtttGTVqFACDBw9+d2YE8LnPfY5evXqx3XbbMWjQIJ588kkefPBBxo8fD8COO+7I1ltv/e4gddBBB7Hxxhu3eM2VK1dy2mmnMXv2bJqamt49B2DEiBFstdVWAAwdOpTFixez0UYbMXDgQIYPHw7AgAEDALj33nuZO3cut92W5UFYunQpTz/9tAepVlxM+YG884E9gSkduZAzTphZpfTp0+fd17169Xr3fa9evVi1atW7+4qXcre1tPt973tfq/suuugitthiC+bMmcOaNWvo27dvi/1pampaqw/FIoLLLruMgw8+uGRfOqM7PJMC2l3J9zyyuKgtAST1lnRiR647+N82YvEPP9Xql5lZJdx6662sWbOGhQsXsmjRInbYYQf23XdfbrwxSzW6YMEC/vrXv7LDDjusc+6GG27I8uXL332/dOlSBg4cSK9evZg0aRKrV68uee0ddtiBF198kenTpwOwfPlyVq1axcEHH8yVV17JypUr3+3Dm2++WakfGeheMykos5JvRNwtaQvgPmV/jgTvZagwsx6kq/wx+eEPf5gRI0awbNkyrrrqKvr27cupp57KKaecwuDBg1lvvfWYOHHiWjOhgiFDhtDU1MRuu+3GuHHjOPXUUznyyCO54YYbOOSQQ0rOugB69+7NzTffzPjx43n77bfp168f9913HyeeeCKLFy9mjz32ICLYbLPNuP322yv6c7sybye5Mq9Z1/LEE0+w00471bsb7TJu3DgOPfRQjjrqqHp3pUNa+sx7VGVeMzPrnqp6uy8987kYGA68DvwDuB04LCIOrdI1zwGOBVYDa4CTI+Ivad96wIvAzyPirNw5U4FBwNaRppaSbgcOzKdcMjOrh4kTJ9a7C3VTtUEqPev5DVmc0jFp227AYZ1sd72IaHG5iaSPAocCe0TECkmbAvlEsQcBC4DPSjo71r7X+TqwN/CgpPcDA8vpT3HGia5yf9usJ4sIJ5mtkc4+Uqrm7b79gJURcVVhQ0TMIVth11/SbZKelHRjGtCQtDgNLEgalmY4SJogaZKkh4BJ6f21kqZKWiTpq+kSA4FXImJFut4rhawSyRjgEuCvZDFUeZN5byXgEcCvK/ZJmFnD6Nu3L6+++mqn/+dpbSvUk8ovcW+vat7uK5XVYXdgF+AF4CHSDKaN9nYG9omItyVNAHYkGwg3BJ6SdCVwL/CfkhYA9wE3R8SfACT1BQ4ETgbeTzZg5RNo3Q9cI6mJbLA6CfhuSx1xMK9Z17XVVluxZMmSTtU4svIVKvN2VL2WoD8SEUsAJM0Gmml7kLojIvLZJO5KM6YVkl4CtoiIJZL2BPYlG8BulnRWREwkuw34xzTI/Qr4rqTTI6IQILA69eEYoF9ELG7tdoCDec26rvXXX7+iGRGsuqo5SM0HWlsvuSL3enWuH6t47xZk8fywOEKsxTbSoDMVmCppHvBFsppQY4B9JC1O52xCVmfqD7l2JpM9R5vQSr/X4cq8ZmbVU81nUlOAPunWGACShpDNclqzmCxdEcCR7b2gpB0kbZfbNBR4TtKAdN0PR0RzRDQDXyEbuPIeIMtG8cv2XtvMzCqvaoNUWjn3GeBASQslzScbAP5e4rTvA5dImkE2O2qv/sD1kh5P5eJ3JpsVfQaYUlhQkfwP8OlUS+rdPkfEBeXWpTIzs+pyxolOkrQceKre/WjDpkAjD7zuX+c1eh8bvX/Q+H1s9P5B+/q4dUS0ufKsu+Xuq4enykntUU+SZjRyH92/zmv0PjZ6/6Dx+9jo/YPq9NFpkczMrGF5kDIzs4blQarzrq53B8rQ6H10/zqv0fvY6P2Dxu9jo/cPqtBHL5wwM7OG5ZmUmZk1LA9SZmbWsDxIFZF0iKSnJD0j6awW9veRdHPa/xdJzbl9Z6ftT0k6uNw2a9E/SQdJmilpXvq+f+6cqanN2elr8zr0r1nS27k+XJU7Z8/U72ckXVrIml+HPh6X699sSWskDU37avkZfkzSLEmrJB1VtO+Lkp5OX1/Mba/1Z9hiHyUNlfSwpPmS5ko6OrdvoqRnc5/h0Fr3L+1bnevDHbnt26Tfh2fS70fv4nZr0UdJ+xX9Hr4jaXTaV8vP8BtKiRMk3S9p69y+yv0eRoS/0hfQBCwkK4DYG5gD7Fx0zKnAVen1MWSZ1iHLbjEH6ANsk9ppKqfNGvVvd+CD6fWuwPO5c6YCw+r8+TUDj7XS7iPAvwMCfgd8oh59LDpmMLCwTp9hMzAEuAE4Krd9Y2BR+v6B9PoDdfoMW+vj9sB26fUHyYqQvj+9n5g/th79S/veaKXdW4Bj0uurgFPq1ceif/PXgA3q8Bnul7vuKbz333JFfw89k1rbCOCZiFgUEf8iSzh7eNExhwPXp9e3AQekvwYOByZHxIqIeBZ4JrVXTptV719EPBrv1daaD/RTLiVUhXTm82uRpIHAgIj4c2S/5TcAoxugj2PSuZXWZv8iYnFEzCWrPJ13MPCHiHgtIv5Jljz5kHp8hq31MSIWRMTT6fULwEtApevddOYzbFH699+f7PcBst+P0Q3Qx6OA30XEW53oS0f798fcdf8MFOpxVPT30IPU2v4N+Fvu/ZK0rcVjIqsQvJQso3pr55bTZi36l3ckMCvWzmV4Xbo98N1O3ArqbP+2kfSopD9J2jd3/JI22qxlHwuOZt1ExLX6DNt7bj0+wzZJGkH2V/rC3OZz0+2jizrxR1Rn+9dX0gxJfy7cRiP793893qsK3hCfIdlMv/j3sB6f4QlkM6NS53bo99CDVA8jaRfgR2TFHwuOi4jBZJni9wW+UIeuvUiWpX534BvATcqy1zccSR8B3oqIx3KbG+Ez7DLSX9WTgOMjojBTOJusmOlwsltF365T97aOLLXPscDFkratUz9KSp/hYOCe3Oaaf4aSPg8MA86vRvsepNb2PPCh3Put0rYWj5G0HrAR8GqJc8tpsxb9Q9JWZPWyxkbEu3+9RsTz6fty4CayqX5N+5duk76a+jGT7K/r7dPx+bKenfn8OtXH3P51/nqt8WfY3nPr8Rm2Kv3xcRdwTkT8ubA9Il6MzArgOurzGeb/LReRPWvcnezf//3p96HdbVa6j8nngN9ExMrChlp/hpIOBM4BDsvdmans72FnH7B1py+yhLuLyBY+FB4W7lJ0zFdY+6H6Len1Lqy9cGIR2cPHNtusUf/en44/ooU2N02v1ye75/7lOvRvM6ApvR6Ufnk3jpYftn6yHv/G6X2v1LdB9foMc8dOZN2FE8+SPaz+QHpdl8+wRB97A/cDp7dw7MD0XcDFwA/r0L8PAH3S602Bp0kLBoBbWXvhxKn1+Axz2/8M7Fevz5Bs8F5IWghTrd/DDn3A3fkL+CSwIH3456Rt/0X2lwJkFYNvJVsY8Qhr/8/qnHTeU+RWrbTUZq37B3yHrLrx7NzX5sD7gJnAXLIFFZeQBosa9+/IdP3ZwCzg07k2hwGPpTYvJ2VKqdO/8Ujgz0Xt1fozHE52P/9Nsr/w5+fO/b+p38+Q3Uqr12fYYh+BzwMri34Ph6Z9U4B5qZ+/APrXoX97pT7MSd9PyLU5KP0+PJN+P/rU4zNM+5rJ/ljqVdRmLT/D+4B/5P4d76jG76HTIpmZWcPyMykzM2tYHqTMzKxheZAyM7OG5UHKzMwalgcpMzNrWB6kzMysYXmQMjOzhvX/ASkENq7gHJSzAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "explain_model_with_SHAP(smote,classifier,X_scaled,y,X.columns.to_list())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "          importance\n",
      "feature             \n",
      "NoC              3.0\n",
      "NoMGM            3.0\n",
      "DiP              3.0\n",
      "ChurnSAM         3.0\n",
      "DelSAM           3.0\n",
      "AddSAM           3.0\n",
      "DelF             3.0\n",
      "AddF             3.0\n",
      "churnLOC         3.0\n",
      "DelLOC           3.0\n",
      "AddLOC           3.0\n",
      "ChurnGM          3.0\n",
      "NoAB             3.0\n",
      "DelLGM           3.0\n",
      "AddLGM           3.0\n",
      "NoIEI            3.0\n",
      "NoInEI           3.0\n",
      "NonCE            3.0\n",
      "NoCE             3.0\n",
      "NoCnII           3.0\n",
      "NoCII            3.0\n",
      "NoNAB            3.0\n",
      "ICT              3.0\n",
      "35.0\n",
      "===> Start kfold <===\n",
      "=> Fold :  1\n",
      "=> Fold :  2\n",
      "=> Fold :  3\n",
      "=> Fold :  4\n",
      "          importance\n",
      "feature             \n",
      "AddLOC     35.022825\n",
      "AddF        3.014302\n",
      "NoNAB       3.014269\n",
      "NoC         3.014237\n",
      "NoCnII      3.011429\n",
      "NoAB        3.011396\n",
      "DelF        3.008506\n",
      "churnLOC    3.005731\n",
      "ChurnSAM    3.005714\n",
      "NoIEI       3.002857\n",
      "NoCE        3.002841\n",
      "NonCE       3.002841\n",
      "ChurnGM     3.002841\n",
      "NoMGM       3.002841\n",
      "AddLGM      3.002825\n",
      "DelLOC      3.000016\n",
      "AddSAM      3.000000\n",
      "DelSAM      3.000000\n",
      "DiP         2.997175\n",
      "NoCII       2.997159\n",
      "DelLGM      2.997159\n",
      "NoInEI      2.997159\n",
      "ICT         2.991445\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "explain_model_with_permutation_importance(smote,classifier,X_scaled,y,X.columns.to_list())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'KMeansSMOTE' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001B[0;31m---------------------------------------------------------------------------\u001B[0m",
      "\u001B[0;31mNameError\u001B[0m                                 Traceback (most recent call last)",
      "\u001B[0;32m<ipython-input-2-9c0af44f4c90>\u001B[0m in \u001B[0;36m<module>\u001B[0;34m\u001B[0m\n\u001B[0;32m----> 1\u001B[0;31m \u001B[0msmote\u001B[0m \u001B[0;34m=\u001B[0m \u001B[0mKMeansSMOTE\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0msampling_strategy\u001B[0m\u001B[0;34m=\u001B[0m\u001B[0;34m'minority'\u001B[0m\u001B[0;34m,\u001B[0m \u001B[0mrandom_state\u001B[0m\u001B[0;34m=\u001B[0m\u001B[0;36m9090\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[0m\u001B[1;32m      2\u001B[0m \u001B[0mclassifier\u001B[0m \u001B[0;34m=\u001B[0m \u001B[0mKNeighborsClassifier\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0malgorithm\u001B[0m\u001B[0;34m=\u001B[0m\u001B[0;34m'ball_tree'\u001B[0m\u001B[0;34m,\u001B[0m \u001B[0mn_neighbors\u001B[0m\u001B[0;34m=\u001B[0m\u001B[0;36m4\u001B[0m\u001B[0;34m,\u001B[0m \u001B[0mp\u001B[0m\u001B[0;34m=\u001B[0m\u001B[0;36m1\u001B[0m\u001B[0;34m,\u001B[0m \u001B[0mweights\u001B[0m\u001B[0;34m=\u001B[0m\u001B[0;34m'distance'\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[1;32m      3\u001B[0m \u001B[0;34m\u001B[0m\u001B[0m\n\u001B[1;32m      4\u001B[0m \u001B[0mX_synthetic\u001B[0m\u001B[0;34m,\u001B[0m \u001B[0my_synthetic\u001B[0m \u001B[0;34m=\u001B[0m \u001B[0msmote\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0mfit_resample\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0mX_scaled\u001B[0m\u001B[0;34m,\u001B[0m \u001B[0my\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[1;32m      5\u001B[0m \u001B[0mclassifier\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0mfit\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0mX_synthetic\u001B[0m\u001B[0;34m,\u001B[0m \u001B[0my_synthetic\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n",
      "\u001B[0;31mNameError\u001B[0m: name 'KMeansSMOTE' is not defined"
     ]
    }
   ],
   "source": [
    "smote = KMeansSMOTE(sampling_strategy='minority', random_state=9090)\n",
    "classifier = KNeighborsClassifier(algorithm='ball_tree', n_neighbors=4, p=1, weights='distance')\n",
    "\n",
    "X_synthetic, y_synthetic = smote.fit_resample(X_scaled, y)\n",
    "classifier.fit(X_synthetic, y_synthetic)\n",
    "pickle.dump(classifier, open(\"classifier_knn.pkl\", 'wb'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "Plot confusion matrix."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x1080 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.read_csv(\"dataset_dev_anonymized.csv\")\n",
    "y = get_labels(df)\n",
    "\n",
    "log_dataframe(df)\n",
    "clean_dataframe(df)\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(18,15))         # Sample figsize in inches\n",
    "spearman_correlations = df.corr(method='spearman')\n",
    "sns.heatmap(spearman_correlations,\n",
    "                xticklabels=spearman_correlations.columns,\n",
    "                yticklabels=spearman_correlations.columns,\n",
    "                cmap='BuPu_r',\n",
    "                annot=True,\n",
    "                square = True,\n",
    "                linewidth=0.5, cbar_kws={'label': 'Coefficient de corrélation de Spearman'},\n",
    "               annot_kws = {\"size\": 14})\n",
    "ax.tick_params(axis='both', which='major', labelsize=14)\n",
    "ax.figure.axes[-1].yaxis.label.set_size(16)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       SumAddDelLOC          DiP          NoC    SumAddDelF  SumAddDelSAM  \\\n",
      "count  7.030000e+02   703.000000   703.000000    703.000000    703.000000   \n",
      "mean   9.327680e+03   429.071124    90.883357    126.379801     66.869132   \n",
      "std    7.255702e+04   948.116242   362.277444   1032.212354    814.149058   \n",
      "min    0.000000e+00     1.000000     1.000000      0.000000      0.000000   \n",
      "25%    8.000000e+00     1.000000     1.000000      0.000000      0.000000   \n",
      "50%    5.800000e+01     3.000000     3.000000      0.000000      0.000000   \n",
      "75%    5.125000e+02   381.500000    13.000000      4.000000      0.000000   \n",
      "max    1.557349e+06  6775.000000  4094.000000  19523.000000  20528.000000   \n",
      "\n",
      "        SumAddDelSM        AddLOC         DelLOC        AddSAM       DelSAM  \\\n",
      "count    703.000000  7.030000e+02     703.000000    703.000000   703.000000   \n",
      "mean     145.078236  7.836376e+03    1491.304410     39.049787    27.819346   \n",
      "std     1141.400255  6.126235e+04   14009.693235    468.419220   352.764907   \n",
      "min        0.000000  0.000000e+00       0.000000      0.000000     0.000000   \n",
      "25%        0.000000  5.000000e+00       1.000000      0.000000     0.000000   \n",
      "50%        0.000000  4.300000e+01       5.000000      0.000000     0.000000   \n",
      "75%        4.000000  3.720000e+02      76.000000      0.000000     0.000000   \n",
      "max    23028.000000  1.328791e+06  228558.000000  11898.000000  8630.000000   \n",
      "\n",
      "              AddSM         DelSM  \n",
      "count    703.000000    703.000000  \n",
      "mean      77.382646     67.695590  \n",
      "std      572.795362    622.418535  \n",
      "min        0.000000      0.000000  \n",
      "25%        0.000000      0.000000  \n",
      "50%        0.000000      0.000000  \n",
      "75%        2.000000      0.000000  \n",
      "max    12058.000000  10970.000000  \n",
      "SumAddDelLOC    5.264521e+09\n",
      "DiP             8.989244e+05\n",
      "NoC             1.312449e+05\n",
      "SumAddDelF      1.065462e+06\n",
      "SumAddDelSAM    6.628387e+05\n",
      "SumAddDelSM     1.302795e+06\n",
      "AddLOC          3.753076e+09\n",
      "DelLOC          1.962715e+08\n",
      "AddSAM          2.194166e+05\n",
      "DelSAM          1.244431e+05\n",
      "AddSM           3.280945e+05\n",
      "DelSM           3.874048e+05\n",
      "dtype: float64\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.read_csv(\"dataset_dev_anonymized.csv\")\n",
    "df = df[[\"SumAddDelLOC\",\"DiP\",\"NoC\",\"SumAddDelF\",\"SumAddDelSAM\",\"SumAddDelSM\",\"AddLOC\",\"DelLOC\",\"AddSAM\",\"DelSAM\",\"AddSM\",\"DelSM\"]]\n",
    "df['DiP'] = df['DiP'].round()\n",
    "df['DiP'].replace(0, 1, inplace=True)\n",
    "print(df.describe())\n",
    "\n",
    "\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}