test_fidelity.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 1097,
     "status": "ok",
     "timestamp": 1605160299051,
     "user": {
      "displayName": "Mythreyi Velmurugan",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gh6DP4Hn-qpp593Bc6lrayXXcdQv42KAS3zJ-Ay=s64",
      "userId": "09509504425224260690"
     },
     "user_tz": -600
    },
    "id": "AkZoZ7osFeoE",
    "outputId": "c1133993-b73d-42f6-c7d4-5a2c5d552170"
   },
   "outputs": [],
   "source": [
    "import sys\n",
    "import os\n",
    "\n",
    "#Use if working on Colab\n",
    "#from google.colab import drive\n",
    "#drive.mount('/content/drive')\n",
    "#PATH = '/content/drive/My Drive/PPM_Stability/'\n",
    "\n",
    "#If working locally\n",
    "PATH = os.getcwd()\n",
    "sys.path.append(PATH)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 8873,
     "status": "ok",
     "timestamp": 1605160306834,
     "user": {
      "displayName": "Mythreyi Velmurugan",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gh6DP4Hn-qpp593Bc6lrayXXcdQv42KAS3zJ-Ay=s64",
      "userId": "09509504425224260690"
     },
     "user_tz": -600
    },
    "id": "xMQOSCObFeoJ",
    "outputId": "e2158039-3d0c-433c-c2b4-d2b8cd67a3e2"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: lime==0.2.0.1 in c:\\programdata\\anaconda3\\lib\\site-packages (0.2.0.1)\n",
      "Requirement already satisfied: numpy in c:\\programdata\\anaconda3\\lib\\site-packages (from lime==0.2.0.1) (1.18.5)\n",
      "Requirement already satisfied: scipy in c:\\programdata\\anaconda3\\lib\\site-packages (from lime==0.2.0.1) (1.4.1)\n",
      "Requirement already satisfied: scikit-learn>=0.18 in c:\\programdata\\anaconda3\\lib\\site-packages (from lime==0.2.0.1) (0.23.2)\n",
      "Requirement already satisfied: tqdm in c:\\programdata\\anaconda3\\lib\\site-packages (from lime==0.2.0.1) (4.49.0)\n",
      "Requirement already satisfied: scikit-image>=0.12 in c:\\programdata\\anaconda3\\lib\\site-packages (from lime==0.2.0.1) (0.17.2)\n",
      "Requirement already satisfied: matplotlib in c:\\programdata\\anaconda3\\lib\\site-packages (from lime==0.2.0.1) (3.3.2)\n",
      "Requirement already satisfied: threadpoolctl>=2.0.0 in c:\\programdata\\anaconda3\\lib\\site-packages (from scikit-learn>=0.18->lime==0.2.0.1) (2.1.0)\n",
      "Requirement already satisfied: joblib>=0.11 in c:\\programdata\\anaconda3\\lib\\site-packages (from scikit-learn>=0.18->lime==0.2.0.1) (0.16.0)\n",
      "Requirement already satisfied: networkx>=2.0 in c:\\programdata\\anaconda3\\lib\\site-packages (from scikit-image>=0.12->lime==0.2.0.1) (2.5)\n",
      "Requirement already satisfied: pillow!=7.1.0,!=7.1.1,>=4.3.0 in c:\\programdata\\anaconda3\\lib\\site-packages (from scikit-image>=0.12->lime==0.2.0.1) (7.2.0)\n",
      "Requirement already satisfied: imageio>=2.3.0 in c:\\programdata\\anaconda3\\lib\\site-packages (from scikit-image>=0.12->lime==0.2.0.1) (2.9.0)\n",
      "Requirement already satisfied: tifffile>=2019.7.26 in c:\\programdata\\anaconda3\\lib\\site-packages (from scikit-image>=0.12->lime==0.2.0.1) (2020.9.3)\n",
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      "Requirement already satisfied: kiwisolver>=1.0.1 in c:\\programdata\\anaconda3\\lib\\site-packages (from matplotlib->lime==0.2.0.1) (1.2.0)\n",
      "Requirement already satisfied: certifi>=2020.06.20 in c:\\programdata\\anaconda3\\lib\\site-packages (from matplotlib->lime==0.2.0.1) (2020.6.20)\n",
      "Requirement already satisfied: cycler>=0.10 in c:\\programdata\\anaconda3\\lib\\site-packages (from matplotlib->lime==0.2.0.1) (0.10.0)\n",
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      "Requirement already satisfied: python-dateutil>=2.1 in c:\\programdata\\anaconda3\\lib\\site-packages (from matplotlib->lime==0.2.0.1) (2.8.1)\n",
      "Requirement already satisfied: decorator>=4.3.0 in c:\\programdata\\anaconda3\\lib\\site-packages (from networkx>=2.0->scikit-image>=0.12->lime==0.2.0.1) (4.4.2)\n",
      "Requirement already satisfied: six in c:\\programdata\\anaconda3\\lib\\site-packages (from cycler>=0.10->matplotlib->lime==0.2.0.1) (1.15.0)\n",
      "Requirement already satisfied: shap==0.35.0 in c:\\programdata\\anaconda3\\lib\\site-packages (0.35.0)\n",
      "Requirement already satisfied: numpy in c:\\programdata\\anaconda3\\lib\\site-packages (from shap==0.35.0) (1.18.5)\n",
      "Requirement already satisfied: tqdm>4.25.0 in c:\\programdata\\anaconda3\\lib\\site-packages (from shap==0.35.0) (4.49.0)\n",
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      "Requirement already satisfied: scikit-learn in c:\\programdata\\anaconda3\\lib\\site-packages (from shap==0.35.0) (0.23.2)\n",
      "Requirement already satisfied: python-dateutil>=2.7.3 in c:\\programdata\\anaconda3\\lib\\site-packages (from pandas->shap==0.35.0) (2.8.1)\n",
      "Requirement already satisfied: pytz>=2017.2 in c:\\programdata\\anaconda3\\lib\\site-packages (from pandas->shap==0.35.0) (2020.1)\n",
      "Requirement already satisfied: joblib>=0.11 in c:\\programdata\\anaconda3\\lib\\site-packages (from scikit-learn->shap==0.35.0) (0.16.0)\n",
      "Requirement already satisfied: threadpoolctl>=2.0.0 in c:\\programdata\\anaconda3\\lib\\site-packages (from scikit-learn->shap==0.35.0) (2.1.0)\n",
      "Requirement already satisfied: six>=1.5 in c:\\programdata\\anaconda3\\lib\\site-packages (from python-dateutil>=2.7.3->pandas->shap==0.35.0) (1.15.0)\n",
      "Requirement already satisfied: xgboost==1.0.0 in c:\\programdata\\anaconda3\\lib\\site-packages (1.0.0)\n",
      "Requirement already satisfied: numpy in c:\\programdata\\anaconda3\\lib\\site-packages (from xgboost==1.0.0) (1.18.5)\n",
      "Requirement already satisfied: scipy in c:\\programdata\\anaconda3\\lib\\site-packages (from xgboost==1.0.0) (1.4.1)\n"
     ]
    }
   ],
   "source": [
    "#!pip install lime==0.2.0.1\n",
    "#!pip install shap==0.35.0\n",
    "#!pip install pandas==0.19.2\n",
    "#!pip install xgboost==1.0.0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "id": "0JowZxtcFeoO"
   },
   "outputs": [],
   "source": [
    "import EncoderFactory\n",
    "#from DatasetManager_for_colab import DatasetManager\n",
    "from DatasetManager import DatasetManager\n",
    "import BucketFactory\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from scipy import stats\n",
    "import math\n",
    "\n",
    "from sklearn.metrics import roc_auc_score\n",
    "from sklearn.pipeline import FeatureUnion, Pipeline\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "import time\n",
    "import os\n",
    "import sys\n",
    "from sys import argv\n",
    "import pickle\n",
    "from collections import defaultdict, Counter\n",
    "import random\n",
    "import joblib\n",
    "\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "import xgboost as xgb\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.svm import SVC\n",
    "\n",
    "import lime\n",
    "import lime.lime_tabular\n",
    "from lime import submodular_pick;\n",
    "\n",
    "import shap\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "id": "zE5vdGhCFeoR"
   },
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "def imp_df(column_names, importances):\n",
    "        df = pd.DataFrame({'feature': column_names,\n",
    "                       'feature_importance': importances}) \\\n",
    "           .sort_values('feature_importance', ascending = False) \\\n",
    "           .reset_index(drop = True)\n",
    "        return df\n",
    "\n",
    "# plotting a feature importance dataframe (horizontal barchart)\n",
    "def var_imp_plot(imp_df, title, num_feat):\n",
    "        imp_df.columns = ['feature', 'feature_importance']\n",
    "        b= sns.barplot(x = 'feature_importance', y = 'feature', data = imp_df.head(num_feat), orient = 'h', palette=\"Blues_r\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "id": "mSjoIwJgFeoW"
   },
   "outputs": [],
   "source": [
    "def generate_global_explanations(train_X,train_Y, cls, feature_combiner):\n",
    "    \n",
    "    print(\"The number of testing instances is \",len(train_Y))\n",
    "    print(\"The total number of columns is\",train_X.shape[1]);\n",
    "    print(\"The total accuracy is \",cls.score(train_X,train_Y));\n",
    "       \n",
    "    sns.set(rc={'figure.figsize':(10,10), \"font.size\":18,\"axes.titlesize\":18,\"axes.labelsize\":18})\n",
    "    sns.set\n",
    "    feat_names = feature_combiner.get_feature_names()\n",
    "    base_imp = imp_df(feat_names, cls.feature_importances_)\n",
    "    base_imp.head(15)\n",
    "    var_imp_plot(base_imp, 'Feature importance using XGBoost', 15)\n",
    "    return base_imp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "id": "Jgs79PdUFeoZ"
   },
   "outputs": [],
   "source": [
    "from lime import submodular_pick\n",
    "def generate_lime_explanations(explainer,test_xi, cls,test_y, submod=False, test_all_data=None, max_feat = 10):\n",
    "    \n",
    "    #print(\"Actual value \", test_y)\n",
    "    exp = explainer.explain_instance(test_xi, \n",
    "                                 cls.predict_proba, num_features=max_feat, labels=[0,1])\n",
    "    \n",
    "    return exp\n",
    "        \n",
    "    if submod==True:\n",
    "        sp_obj=submodular_pick.SubmodularPick(explainer, test_all_data, cls.predict_proba, \n",
    "                                      sample_size=20, num_features=num_features,num_exps_desired=4)\n",
    "        [exp.as_pyplot_figure(label=exp.available_labels()[0]) for exp in sp_obj.sp_explanations];"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "id": "WEuiGETzFeoc"
   },
   "outputs": [],
   "source": [
    "def create_samples(shap_explainer, iterations, row, features, top = None):\n",
    "    length = len(features)\n",
    "    \n",
    "    exp = []\n",
    "    rel_exp = []\n",
    "    \n",
    "    for j in range(iterations):\n",
    "        #Generate shap values for row\n",
    "        shap_values = shap_explainer.shap_values(row)\n",
    "        \n",
    "        #Map SHAP values to feature names\n",
    "        importances = []\n",
    "        if type(shap_explainer) == shap.explainers.kernel.KernelExplainer:\n",
    "            for i in range(length):\n",
    "                feat = features[i]\n",
    "                shap_val = shap_values[0][i]\n",
    "                abs_val = abs(shap_values[0][i])\n",
    "                entry = (feat, shap_val, abs_val)\n",
    "                importances.append(entry)\n",
    "                \n",
    "        elif type(shap_explainer) == shap.explainers.tree.TreeExplainer:\n",
    "            for i in range(length):\n",
    "                feat = features[i]\n",
    "                shap_val = shap_values[0][i]\n",
    "                abs_val = abs(shap_values[0][i])\n",
    "                entry = (feat, shap_val, abs_val)\n",
    "                importances.append(entry)\n",
    "        \n",
    "        elif type(shap_explainer) == shap.explainers.deep.DeepExplainer:\n",
    "            for i in range(length):\n",
    "                feat = features[i]\n",
    "                shap_val = shap_values[0][0][i]\n",
    "                abs_val = abs(shap_values[0][0][i])\n",
    "                entry = (feat, shap_val, abs_val)\n",
    "                importances.append(entry)\n",
    "        \n",
    "        #Sort features by influence on result\n",
    "        importances.sort(key=lambda tup: tup[2], reverse = True)\n",
    "        \n",
    "        #Create list of all feature\n",
    "        exp.append(importances)\n",
    "        \n",
    "        #Create list of most important features\n",
    "        rel_feat = []\n",
    "        if top != None:\n",
    "            for i in range(top):\n",
    "                feat = importances[i]\n",
    "                if feat[2] > 0:\n",
    "                    rel_feat.append(feat)\n",
    "\n",
    "            rel_exp.append(rel_feat)\n",
    "        else:\n",
    "            rel_exp = exp\n",
    "        \n",
    "    return exp, rel_exp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "id": "ELLIKTGfFeog"
   },
   "outputs": [],
   "source": [
    "def generate_distributions(explainer, features, test_x, bin_min = -1, bin_max = 1, bin_width = 0.05):\n",
    "    \n",
    "    #generate shap values for entire test set\n",
    "    shap_values = explainer.shap_values(test_x, check_additivity = False)\n",
    "    shap_val_feat = np.transpose(shap_values)\n",
    "    feats = np.transpose(test_x)\n",
    "    \n",
    "    shap_distribs = []\n",
    "    \n",
    "    #For each feature\n",
    "    for i in range(len(features)):\n",
    "        print (i+1, \"of\", len(features), \"features\")\n",
    "        shap_vals = shap_val_feat[i]\n",
    "\n",
    "        #create bins based on shap value ranges\n",
    "        bins = np.arange(bin_min, bin_max, bin_width)\n",
    "\n",
    "        feat_vals = []\n",
    "        for sbin in range(len(bins)):\n",
    "            nl = []\n",
    "            feat_vals.append(nl)\n",
    "\n",
    "        #place relevant feature values into each bin\n",
    "        for j in range(len(shap_vals)):\n",
    "            val = shap_vals[j]\n",
    "            b = 0\n",
    "            cur_bin = bins[b]\n",
    "            idx = b\n",
    "\n",
    "            while val > cur_bin and b < len(bins)-1:\n",
    "                idx = b\n",
    "                b+=1\n",
    "                cur_bin = bins[b]\n",
    "\n",
    "            feat_vals[idx].append(feats[i][j])\n",
    "          \n",
    "        #Find min and max values for each shap value bin\n",
    "        mins = []\n",
    "        maxes = []\n",
    "\n",
    "        for each in feat_vals:\n",
    "            if each != []:\n",
    "                mins.append(min(each))\n",
    "                maxes.append(max(each))\n",
    "        \n",
    "        #Create dictionary with list of bins and max and min feature values for each bin\n",
    "        feat_name = features[i]\n",
    "\n",
    "        feat_dict = {'Feature Name': feat_name}\n",
    "        for each in feat_vals:\n",
    "            if each != []:\n",
    "                mins.append(min(each))\n",
    "                maxes.append(max(each))\n",
    "            else:\n",
    "                mins.append(None)\n",
    "                maxes.append(None)\n",
    "\n",
    "        feat_dict['bins'] = bins\n",
    "        feat_dict['mins'] = mins\n",
    "        feat_dict['maxes'] = maxes\n",
    "       \n",
    "        shap_distribs.append(feat_dict)\n",
    "        \n",
    "    return shap_distribs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "executionInfo": {
     "elapsed": 9706,
     "status": "ok",
     "timestamp": 1605160307689,
     "user": {
      "displayName": "Mythreyi Velmurugan",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gh6DP4Hn-qpp593Bc6lrayXXcdQv42KAS3zJ-Ay=s64",
      "userId": "09509504425224260690"
     },
     "user_tz": -600
    },
    "id": "S5ajltzNFeoi",
    "outputId": "f79cb699-4b1c-401e-9506-a110aaa0e617"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "['production']"
      ],
      "text/plain": [
       "['production']"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset_ref = \"production\"\n",
    "params_dir = PATH + \"params\"\n",
    "results_dir = \"results\"\n",
    "bucket_method = \"single\"\n",
    "cls_encoding = \"agg\"\n",
    "cls_method = \"xgboost\"\n",
    "\n",
    "gap = 1\n",
    "n_iter = 1\n",
    "\n",
    "method_name = \"%s_%s\"%(bucket_method, cls_encoding)\n",
    "\n",
    "generate_samples = False\n",
    "generate_lime = False\n",
    "generate_kernel_shap = False\n",
    "generate_model_shap = True\n",
    "\n",
    "sample_size = 2\n",
    "exp_iter = 10\n",
    "#max_feat = 10\n",
    "\n",
    "dataset_ref_to_datasets = {\n",
    "    #\"bpic2011\": [\"bpic2011_f%s\"%formula for formula in range(1,5)],\n",
    "    \"bpic2015\": [\"bpic2015_%s_f2\"%(municipality) for municipality in range(5,6)],\n",
    "    \"bpic2017\" : [\"bpic2017_accepted\"],\n",
    "    \"bpic2012\" : [\"bpic2012_accepted\"],\n",
    "    #\"insurance\": [\"insurance_activity\", \"insurance_followup\"],\n",
    "    \"sepsis_cases\": [\"sepsis_cases_1\"],#, \"sepsis_cases_2\", \"sepsis_cases_4\"]\n",
    "    \"production\": [\"production\"]\n",
    "}\n",
    "\n",
    "datasets = [dataset_ref] if dataset_ref not in dataset_ref_to_datasets else dataset_ref_to_datasets[dataset_ref]\n",
    "\n",
    "datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "executionInfo": {
     "elapsed": 92985,
     "status": "ok",
     "timestamp": 1605160390974,
     "user": {
      "displayName": "Mythreyi Velmurugan",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gh6DP4Hn-qpp593Bc6lrayXXcdQv42KAS3zJ-Ay=s64",
      "userId": "09509504425224260690"
     },
     "user_tz": -600
    },
    "id": "DtTWncTZFeol",
    "outputId": "308f0780-88aa-49eb-f7d7-4161329e4906",
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Bucket 1\n",
      "Generating distributions for bucket\n",
      "1 of 162 features\n",
      "2 of 162 features\n",
      "3 of 162 features\n",
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      "Category 1 of 4. Instance 1 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 2 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 3 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 4 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 5 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 6 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 7 of 117\n",
      "Creating explanations\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 8 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 9 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 10 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 11 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 12 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 13 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 14 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 15 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 16 of 117\n",
      "Creating explanations\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 17 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 18 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 19 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 20 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 21 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 22 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 23 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 24 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 25 of 117\n",
      "Creating explanations\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 26 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 27 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 28 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 29 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 30 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 31 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 32 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 33 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 34 of 117\n",
      "Creating explanations\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 35 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 36 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 37 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 38 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 39 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 40 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 41 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 42 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 43 of 117\n",
      "Creating explanations\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 44 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 45 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 46 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 47 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 48 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 49 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 50 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 51 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 52 of 117\n",
      "Creating explanations\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 53 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 54 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 55 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 56 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 57 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 58 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 59 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 60 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 61 of 117\n",
      "Creating explanations\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 62 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 63 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 64 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 65 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 66 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 67 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 68 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 69 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 70 of 117\n",
      "Creating explanations\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 71 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 72 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 73 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 74 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 75 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 76 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 77 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 78 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 79 of 117\n",
      "Creating explanations\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 80 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 81 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 82 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 83 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 84 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 85 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 86 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 87 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 88 of 117\n",
      "Creating explanations\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 89 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 90 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 91 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 92 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 93 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 94 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 95 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 96 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 97 of 117\n",
      "Creating explanations\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 98 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 99 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 100 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 101 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 102 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 103 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 104 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 105 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 106 of 117\n",
      "Creating explanations\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 107 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 108 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 109 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 110 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 111 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 112 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 113 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 114 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 115 of 117\n",
      "Creating explanations\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 116 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 1 of 4. Instance 117 of 117\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\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"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Category 2 of 4. Instance 1 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 2 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 3 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 4 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 5 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 6 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 7 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 8 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 9 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 10 of 120\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 11 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 12 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 13 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 14 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 15 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 16 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 17 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 18 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 19 of 120\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 20 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 21 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 22 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 23 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 24 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 25 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 26 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 27 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 28 of 120\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 29 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 30 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 31 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 32 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 33 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 34 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 35 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 36 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 37 of 120\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 38 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 39 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 40 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 41 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 42 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 43 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 44 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 45 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 46 of 120\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 47 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 48 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 49 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 50 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 51 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 52 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 53 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 54 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 55 of 120\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 56 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 57 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 58 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 59 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 60 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 61 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 62 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 63 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 64 of 120\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 65 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 66 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 67 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 68 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 69 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 70 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 71 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 72 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 73 of 120\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 74 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 75 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 76 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 77 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 78 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 79 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 80 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 81 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 82 of 120\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 83 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 84 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 85 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 86 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 87 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 88 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 89 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 90 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 91 of 120\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 92 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 93 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 94 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 95 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 96 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 97 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 98 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 99 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 100 of 120\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 101 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 102 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 103 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
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      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 104 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 105 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
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      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 106 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 107 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 108 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 109 of 120\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 110 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
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      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 111 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
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      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 112 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 113 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 114 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 115 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 116 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 117 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 118 of 120\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 119 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 2 of 4. Instance 120 of 120\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\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"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Category 3 of 4. Instance 1 of 63\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 2 of 63\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 3 of 63\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 4 of 63\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 5 of 63\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 6 of 63\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 7 of 63\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 8 of 63\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 9 of 63\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 10 of 63\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 11 of 63\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 12 of 63\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 13 of 63\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 14 of 63\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 15 of 63\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 16 of 63\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 17 of 63\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 18 of 63\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 19 of 63\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 20 of 63\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 21 of 63\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 22 of 63\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 23 of 63\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 24 of 63\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 25 of 63\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 26 of 63\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 27 of 63\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 28 of 63\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 29 of 63\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 30 of 63\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 31 of 63\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 32 of 63\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 33 of 63\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 34 of 63\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 35 of 63\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 36 of 63\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 37 of 63\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 38 of 63\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 39 of 63\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 40 of 63\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 41 of 63\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 42 of 63\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 43 of 63\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 44 of 63\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 45 of 63\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 46 of 63\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 47 of 63\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 48 of 63\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 49 of 63\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 50 of 63\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 51 of 63\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 52 of 63\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 53 of 63\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 54 of 63\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 55 of 63\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 56 of 63\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 57 of 63\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 58 of 63\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 59 of 63\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 60 of 63\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 61 of 63\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 62 of 63\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 3 of 4. Instance 63 of 63\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\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"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Category 4 of 4. Instance 1 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 2 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 3 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 4 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 5 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 6 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 7 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 8 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 9 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 10 of 93\n",
      "Creating explanations\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 11 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 12 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 13 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 14 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 15 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 16 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 17 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 18 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 19 of 93\n",
      "Creating explanations\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 20 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 21 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 22 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 23 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 24 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 25 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 26 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 27 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 28 of 93\n",
      "Creating explanations\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 29 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 30 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 31 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 32 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 33 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 34 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 35 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 36 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 37 of 93\n",
      "Creating explanations\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 38 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 39 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 40 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 41 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 42 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 43 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 44 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 45 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 46 of 93\n",
      "Creating explanations\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 47 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 48 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 49 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 50 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 51 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 52 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 53 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 54 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 55 of 93\n",
      "Creating explanations\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 56 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 57 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 58 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 59 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 60 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 61 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 62 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 63 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 64 of 93\n",
      "Creating explanations\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 65 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 66 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 67 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 68 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 69 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 70 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 71 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 72 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 73 of 93\n",
      "Creating explanations\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 74 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 75 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 76 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 77 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 78 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 79 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 80 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 81 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 82 of 93\n",
      "Creating explanations\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 83 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 84 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 85 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 86 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 87 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 88 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 89 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 90 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 91 of 93\n",
      "Creating explanations\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 92 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n",
      "Category 4 of 4. Instance 93 of 93\n",
      "Creating explanations\n",
      "Identifying relevant features\n",
      "Creating distribution for feature 1 of 16\n",
      "Creating distribution for feature 2 of 16\n",
      "Creating distribution for feature 3 of 16\n",
      "Creating distribution for feature 4 of 16\n",
      "Creating distribution for feature 5 of 16\n",
      "Creating distribution for feature 6 of 16\n",
      "Creating distribution for feature 7 of 16\n",
      "Creating distribution for feature 8 of 16\n",
      "Creating distribution for feature 9 of 16\n",
      "Creating distribution for feature 10 of 16\n",
      "Creating distribution for feature 11 of 16\n",
      "Creating distribution for feature 12 of 16\n",
      "Creating distribution for feature 13 of 16\n",
      "Creating distribution for feature 14 of 16\n",
      "Creating distribution for feature 15 of 16\n",
      "Creating distribution for feature 16 of 16\n",
      "Pertubing - Run 1\n",
      "Pertubing - Run 2\n",
      "Pertubing - Run 3\n",
      "Pertubing - Run 4\n",
      "Pertubing - Run 5\n",
      "Pertubing - Run 6\n",
      "Pertubing - Run 7\n",
      "Pertubing - Run 8\n",
      "Pertubing - Run 9\n",
      "Pertubing - Run 10\n"
     ]
    },
    {
     "data": {
      "image/png": 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Dr4mIpT1t9TJ/In1O7gTmk246u6HVjPmz9VrSXaVLSfdpvK1p/pNJJ2B3AzuRmt+h3Gf6f0mf13tI1673ycmhF8cA+yrdaXpsYfxJwD/Qpml5jL5N2qY/ANfR+URhK+BHpGuSlwJfi4gLx3I8KirxHr0VuFWpGfwQljW7N/sM8PH8GTyszTwnk2r3p+ck3HA46Rh+WV7Pj0itYtBm+9ss/zhgdlNL1AuULwGQLjstIR1LiIj7SPcwHE96Lx4iXaJo+CKpZn8+KeF/k3QMe1JE3EZKvIdLemdEnEn6bp6at+U3pH3bcCRwUt5Pb6K1R/L2AtyQXwOQT6oeivTToY4aF64tk/RL0g07nQ601oJSM+S9pLshbxnheg8k3XTz4lGts05yLWheRGzaZdZxT9JLSc3MM5uud1qNSTqZdJ31rKpjGQZJ3we+GRHtWteeVOaBFhOapF1Jd8MtJZ3Nb08Ptb3JTtJepGvwIv1k6BqW3YBiNjC5qfEDwPFOuONLRLy56hiGKSJaPjSjlQnxZB5J35J0l6TftJkuScdKuknpYQvFh0Y8i3Tx+z5SU9++EfHHEYQ9UexNatK8k9TktH+4+cQGTNI2pFaUp5MuiZiNSxOieTk3OT1I+i3is1tM35N0vWBP0jXFYyJiWNcWzczMWpoQNd2IuIh0w0c7e5MSckTEZaTfoT59NNGZmZklk+Wa7iYsf4flHXncCs3Ikg4GDgZYc801d9p66747/DAzm5QWLVq0NCI26j7n5DNZkm6rBz20bFePiONIt7gza9asWLhwYavZzMysDUmdnp43qU2I5uUS7mD5Jwz184QcMzOzMZksSXcB8LZ8F/Pzgft8h7KZmY3ahGhelnQKqWeKDZX6YfwUqbspImIu6TFke5KervIwqUs3MzOzkZoQSTciDugyPYB/HlE4ZmZmLU2W5mUzM7PKOemamZmNiJOumZnZiDjpmpmZjYiTrpmZ2Yg46ZqZmY2Ik66ZmdmIOOmamZmNyIRJupJ2l3Rj7qj+Iy2mry/pzNyJ/eWSVuh318zMbJgmRNKVNAX4KrAHsC1wgKRtm2b7GHBVRGwPvA04ZrRRmpnZZDchki6wM3BTRNwcEY8Cp5I6ri/aFvgxQETcAMyU9NTRhmlmZpPZREm67TqpL7oa2AdA0s7ADFIXf2ZmZiMxUZJumU7qjwbWl3QV8D7gV8BjKyxIOljSQkkLlyxZMvBAzcxs8poQvQxRopP6iLif3KWfJAG35IGm+Y4DjgOYNWtWc+I2MzPr20Sp6V4BbCXpGZJWBfYndVz/JEnr5WkA7wQuyonYzMxsJCZETTciHpP0XuA8YArwrYi4VtIhefpcYBvg25IeB64D3lFZwGZmNilNiKQLEBHnAOc0jZtb+P9SYKtRx2VmZtYwUZqXzczMas9J18zMbEScdM3MzEbESdfMzGxEnHTNzMxGxEnXzMxsRJx0zczMRsRJ18zMbERqlXQlfV/SqyXVKi4zM7NBqFty+zrwZuB3ko6WtHXZgpJ2l3SjpJskfaTF9HUlnS3paknXSjpokIGbmZl1U6ukGxE/iojZwI7ArcAFki6RdJCkVdqVkzQF+CqwB6mz+gMkbds02z8D10XEc4DdgC8UOkAwMzMbulolXQBJ04ADST0B/Qo4hpSEL+hQbGfgpoi4OSIeBU4F9m6aJ4C1c7d+awF306I/XTMzs2GpVYcHks4Atga+A+wVEX/Mk74raWGHopsAtxde3wHs0jTPV0jd/d0JrA3sFxFPtIjhYOBggOnTp/ezGWZmZi3VraZ7fERsGxGfaSRcSasBRMSsDuXUYlxzB/SvAq4CNgZ2AL4iaZ0VCkUcFxGzImLWRhtt1McmmJmZtVa3pPvpFuMuLVHuDmCzwutNSTXaooOAMyK5CbiFVKs2MzMbiVo0L0t6GqmJeA1Jz2VZzXUdYGqJRVwBbCXpGcAfgP1Jd0EX3Qa8ArhY0lOBZwE3DyB8MzOzUmqRdElNvweSaqhfLIx/APhYt8IR8Zik9wLnAVOAb0XEtZIOydPnAkcBJ0q6hpTUD4+IpQPdCjMzsw4U0XzpszqS3hAR3686joZZs2bFwoWd7t8yM7NmkhZ1uQ9n0qpFTVfSWyJiHjBT0r82T4+IL7YoZmZmNq7UIukCa+a/a1UahZmZ2RDVIulGxDfy33+vOhYzM7NhqUXSlXRsp+kR8f5RxWJmZjYstUi6wKKqAzAzMxu2WiTdiDip6hjMzMyGrRZJV9KXIuKDks5mxcc3EhGvrSAsMzOzgapF0iV1cADw+UqjMDMzG6JaPHs5Ihblvz8jPWv5HlLXe5fmcV2V6MT+3yRdlYffSHpc0gaD3A4zM7NOapF0GyS9Gvg9cCypK76bJO1RolzXTuwj4nMRsUNE7AB8FPhZRNw94E0wMzNrqy7Nyw1fAF6WewFC0hbA/wE/7FLuyU7sc7lGJ/bXtZn/AOCUgURsZmZWUq1qusBdjYSb3QzcVaJcq07sN2k1o6SpwO5Ay2c8SzpY0kJJC5csWVIuajMzsxJqUdOVtE/+91pJ5wCnke5ifiOp276ui2gxrl1PDnsBv2jXtBwRxwHHQerwoMS6zczMSqlF0iUlwoY/A7vm/5cA65coX6YT+4b9cdOymZlVoBZJNyIOGuMiynRij6R1SQn9LWNcn5mZWc9qkXQbJK0OvAPYDli9MT4i3t6pXMlO7AFeD5wfEQ8NI34zM7NOapV0SQ/JuAF4FfAfwGzg+jIFI+Ic4JymcXObXp8InDiAOM3MzHpWt7uXt4yITwAP5ecxvxr4h4pjMjMzG4i6Jd2/57/3Sno2sC4ws7pwzMzMBqduzcvHSVof+ASwAFgr/29mZjbu1SrpRsTx+d+fAZtXGYuZmdmg1ap5WdI0SV+WdKWkRZK+JGla1XGZmZkNQq2SLnAq6bGPbwD2BZYC3600IjMzswGpVfMysEFEHFV4/WlJr6sqGDMzs0GqW033p5L2l7RSHt5E6mXIzMxs3KtF0pX0gKT7gXcDJwOP5uFU4F9KLqNjJ/Z5nt1yJ/bXSvrZoOI3MzMroxbNyxGx9ljKFzqx/ydS5wdXSFoQEdcV5lkP+Bqwe0TcJukpY1mnmZlZr2qRdIskvRZ4aX55YUT8oESxMp3Yvxk4IyJuA4iIMv30mpmZDUwtmpcbJB0NfICULK8DPpDHdVOmE/tnAutLujD/HOltg4jZzMysrLrVdPcEdoiIJwAknQT8Cmh5jbagTCf2KwM7Aa8A1gAulXRZRPx2uQVJBwMHA0yfPr3nDTAzM2unVjXdbL3C/+uWLFOmE/s7gHMj4qGIWApcBDyneUERcVxEzIqIWRtttFH5qM3MzLqoW9L9T+BXkk7MtdxFeVw3T3ZiL2lVUif2C5rm+V/gJZJWljQV2IWS3QaamZkNQm2alyWtBDwBPB94HqnJ+PCI+FO3smU6sY+I6yWdC/w6r+f4iPjNkDbHzMxsBYpovvRZHUkXRcRLu885GrNmzYqFCxdWHYaZ2bgiaVFEzKo6jjqqW/PyBZIOk7SZpA0aQ9VBmZmZDUJtmpezt+e//1wYF7ibPzMzmwBqlXQj4hlVx2BmZjYstUq6klYH3gO8mFTDvRiYGxF/rTQwMzOzAahV0gW+DTwAfDm/PgD4DvDGyiIyMzMbkLol3WdFRPGBFT+VdHVl0ZiZmQ1Q3e5e/pWk5zdeSNoF+EWF8ZiZmQ1M3Wq6uwBvk3Rbfj0duF7SNUBExPbVhWZmZjY2dUu6u1cdgJmZ2bDUKulGxOJ+y0raHTiG9BjI4yPi6Kbpu5Gev3xLHnVGRPxHv+szMzPrVa2Sbr8kTQG+CvwTqTehKyQtiIjrmma9OCJeM/IAzczMqN+NVP3aGbgpIm6OiEeBU4G9K47JzMxsORMl6W4C3F54fUce1+wFkq6W9ENJ27VakKSDJS2UtHDJkiXDiNXMzCapWiVdSftI+p2k+yTdL+kBSfeXKdpiXHP3SVcCM/LvgL8MnNVqQe7E3szMhqVWSRf4LPDaiFg3ItaJiLUjYp0S5e4ANiu83hS4szhDRNwfEQ/m/88BVpG04aACNzMz66ZuSffPEXF9H+WuALaS9AxJqwL7AwuKM0h6miTl/3cmbftfxhqwmZlZWXW7e3mhpO+Smn7/1hgZEWd0KhQRj0l6L3Ae6SdD34qIayUdkqfPBfYFDpX0GPAIsH9ENDdBm5mZDY3qlHckndBidETE21uMH7pZs2bFwoULq1i1mdm4JWlRRMyqOo46qlVNNyIOqjoGMzOzYanVNV1Jm0o6U9Jdkv4s6fuSNq06LjMzs0GoVdIFTiDdALUx6Xe2Z+dxZmZm417dku5GEXFCRDyWhxMB/1jWzMwmhLol3aWS3iJpSh7egn/WY2ZmE0Tdku7bgTcBfwL+SPqZTyV3LpuZmQ1a3e5evg14bdVxmJmZDUMtkq6kD0fEZyV9mRWfmUxEvL+CsMzMzAaqLs3LjUc/LgQWtRi6krS7pBsl3STpIx3me56kxyXtO9agzczMelGLmm5EnJ3/fTgiTi9Ok/TGbuXLdmKf5/sv0uMizczMRqouNd2Gj5Yc16xsJ/bvA74P3NV/iGZmZv2pRU1X0h7AnsAmko4tTFoHeKzEIlp1Yr9L0zo2AV4PvBx4XodYDgYOBpg+fXqZ8M3MzEqpS033TtL13L+y/LXcBcCrSpQv04n9l4DDI+LxTgtyJ/ZmZjYstajpRsTVwNWSzgQeaiTGfA12tRKL6NqJPTALODV3qbshsKekxyLirDGGb2ZmVkpdaroN5wNrFF6vAfyoRLmundhHxDMiYmZEzAS+B7zHCdfMzEapFjXdgtUj4sHGi4h4UNLUboVKdmJvZmZWqbol3Yck7RgRVwJI2gl4pEzBiDgHOKdpXMtkGxEHjjFOMzOzntUt6X4QOF1S43rs04H9qgvHzMxscGqVdCPiCklbA88i3ZF8Q0T8veKwzMzMBqIWSVfSyyPiJ5L2aZq0lSQi4oxKAjMzMxugWiRdYFfgJ8BeLaYF4KRrZmbjXi2SbkR8Kv89qOpYzMzMhqUWSVfSv3aaHhFfHFUsZmZmw1KLpAusnf8+i/Rc5MaDLfYCLqokIjMzswGrRdKNiH8HkHQ+sGNEPJBfHwmc3qGomZnZuFG3x0BOBx4tvH4UmFmmYLdO7CXtLenXkq6StFDSiwcTspmZWTm1qOkWfAe4PHd8EKSu+L7drVDJTux/DCyIiJC0PXAasPWgN8DMzKydWiXdiJgj6YfAS/KogyLiVyWKPtmJPYCkRif2Tybd4jOdgTVZses/MzOzoapb8zLAVOD+iDgGuEPSM0qUadWJ/SbNM0l6vaQbgP8D3t5qQZIOzs3PC5csWdJ79GZmZm3UKulK+hRwOPDRPGoVYF6Zoi3GrVCTjYgzI2Jr4HXAUa0W5E7szcxsWGqVdEnXcF8LPAQQEXey7OdEnZTpxP5JEXERsIWkDfsP1czMrDd1S7qPRkSQa6mS1ixZrmsn9pK2lKT8/47AqsBfBha5mZlZF7W6kQo4TdI3gPUkvYt03fV/uhUq2Yn9G4C3Sfo7qY/e/XKCNzMzGwnVJe/kWuimpJ/xvJJ0nfa8iLigqphmzZoVCxcurGr1ZmbjkqRFETGr6jjqqDY13fz72bMiYiegskRrZmY2LHW7pnuZpOdVHYSZmdkw1Kamm70MOETSraQ7mEWqBG9faVRmZmYDULeku0fVAZiZmQ1LrZJuRCzOP+d5MelnQ7+IiCsrDsvMzGwganVNV9IngZOAacCGwAmSPl5tVGZmZoNRq5oucADw3Ij4K4Cko4ErgU9XGpWZmdkA1KqmC9wKrF54vRrw+2pCMTMbo/nzYeZMWGml9Hf+/KojsorVrab7N+BaSReQrun+E/BzSccCRMT7qwzOzKy0+fPh4IPh4YfT68WL02uA2bOri8sqVbea7pnAx4CfAhcCRwA/BBbloS1Ju0u6UdJNkj7SYvpsSb/OwyWSnjP48M1GxDWo+jviiGUJt+Hhh9N4m7RqVdONiJP6KSdpCvBVUs34DuAKSQsi4rrCbLcAu0bEPZL2AI4DdhlrzGYj5xrU+HDbbb2Nt0mhbjXdfu0M3BQRN0fEo8CpwN7FGSLikoi4J7+8jPScZ7N6a1WjdQ1qfJg+vbfxNilMlKS7CXB74fUdeVw77yA1W69A0sGSFkpauGTJkgGGaNajRo128WKIWFajXby49fyuQdXLnDkwdery46ZOTeNt0pooSVctxrXsPknSy0hJ9/BW0yPiuIiYFRGzNtpoowGGaNajdjXaKVNaz+8aVL3Mng3HHQczZoCU/h53nC8BTHK1uqYr6ZnAvwEzKMQWES/vUvQOYLPC602BO1ssf3vgeGCPiHAH9lZv7Wqujz+eakzFhOwaVD3Nnu0ka8upW033dNLDMD5OSr6NoZsrgK0kPUPSqsD+wILiDJKmA2cAb42I3w40arNhaFdzbdSYXIMyG3dqVdMFHouIr/daKCIek/Re4DxgCvCtiLhW0iF5+lzgk6THS35NUmNd7mTZ6mvOnOXvUoZlNVrXoMzGpbrVdM+W9B5JT5e0QWMoUzAizomIZ0bEFhExJ4+bmxMuEfHOiFg/InbIgxOu1ZuvCU4c8+fDhhum91FK//u31ZOSIlreb1QJSbe0GB0RsfnIgwFmzZoVCxcurGLVZjZRzJ8PBx0Ef//78uNXXRW+9a0JeRIlaZErNq3VKunWjZOumY3ZzJntf+Y1YwbceusooxkJJ932anFNV9LLI+InkvZpNT0izhh1TGZmA9Hp99P+bfWkU4ukC+wK/ATYq8W0IN11bGY2/kyf3r6m699WTzq1SLoR8an896CqYzEzG6g5c9pf0/Vvqyedut29bDYY7oXH6mL2bDjhBJg2bdm4adMm7E1U1pmTrk087Z5Z7MRrw9LtJG/2bFi6NH0eI9L/TriTkpOuTTzuhac9twAMnk/yrAe1SrqSpkr6hKT/ya+3kvSakmW7dWK/taRLJf1N0mGDjt1qxP2YtubkMBzj5STPJ1y1UKukC5wA/A14QX59B/DpboUKndjvAWwLHCBp26bZ7gbeD3x+YNFaPbkf09bGS3IYb8bDSZ5PuGqjbkl3i4j4LPB3gIh4hNbd9jUr04n9XRFxRWPZNoG5H9PWxpIcXEtqb4M2T6qt00meT7hqo25J91FJa5D7wpW0Banm202vndi35U7sJwA/s7i1flsAXEtqb/58uP/+FcfX7edA46E2PknULel+CjgX2EzSfODHwIdLlCvdiX037sR+gpg9Oz1e74kn0t/JnnCh/xYA15LaO+KIFX9/C7D22vX6zHU64XIrxkjVKulGxAXAPsCBwCnArIi4sETRUp3Ym01q/bYAuJa0okaiavekqbvvHmk4XbU74dpzT7dijFitkq6kHYEZwB9JSXO6pC0kdXtyVtdO7M2M/loAujVLT7aaUrG5vZ06Xc+F9idc55zjVoxRi4jaDMBlwKPAQmAR6XruFcDNwCu7lN0T+C3we+CIPO4Q4JD8/9NINeL7gXvz/+t0WuZOO+0UNknNmxcxY0aEFDFtWhqkNG7evKqjG6158yKmTm081iENU6em8Z2mTVQzZiy/vc3DeNp+qfU2SGNaLLAwapBT6jhUHsBywaS7jrcrvN6W9DOizYGrRh2Pk+4k1SqRjNeDarPiyUQvJxCHHhoxZUra/ilT0uuI9gloxozhxF8H7RJVY7vH02djSO+fk277oVbNy8DWEXFt40VEXAc8NyJurjAmm2xa3ThUNF6b3/q9C3n+fDjpJHj88fT68cfT6/nzh3e9t25N1sV4Vmpz2Gz0jTuIG6hGtf2trvVK6bNRh/0+EVWd9YsD8F3g66Su/nYFvgacBqwGXDHqeFzTnaQ61WQG1PxWiX5rNZ3KDaOmVLcm624tH4OOb9Tb32j9aHyuB7BeXNNtO1QewHLBwBrAh4AzgbOAw4CppBu+1hp1PE66k1S3a3ajaj7ttym4nX6v33UqN4wEUZcm62IyajVMmTKc6/xVbf8A1+uk2yHPVR1AnQcn3Unq0ENjZLWaduqUzLqVq8vJwSCVqd0OK56qtn+A63XSbT/U6pqupBdJukDSbyXd3BiqjssmmXPOaT9tVE+3GsYDKfp9OEa3cu1+htTvdck6PDu723V9GF48g9j+fvZ9Hfb7ZFB11i8OwA2kTgueAkxrDFXF01dNd9Bn/TZ6dahpDSuGfj+fvZYbS029Dtd0u13XH3Q8zT9RW3XV/tfX7/4b4H7HNd22Q+UBLBcM/LLqGIpDz0m3DgcLG7s6XFOsQwxjMdb4qz557XQtd9DxtDpurLJK/78NH8u+nzcvrbdRZto0J90BD5UHsFwwcDTwOVLXfjs2hqri6TnpjvcDZdUHurqow8lTHWIYizq0FozFKPf/oI8bY9n3A9puJ90Oea7qAJYLBn7aYvhJybK7AzcCNwEfaTFdwLF5+q/LJPOek+54PtCM94P8oNXhBGSYMQx7+8b7CWjE6D4Dgz5ujGXfD+h9c9IdJ0m3742AKaTHP24OrApcDWzbNM+ewA9z8n1+mabsSVXTHc+xW2/Ger21TCLySVx5g/7ujWXfD+gEwEl3HCVd4NWk7vw+2RhKlHkBcF7h9UeBjzbN8w3ggMLrG4Gnd1rupLqmO55r6WXUoeZaF/0e5Hv9fFe9z6tef1nDOG70u+2u6Q4/x1UdwHLBwFzg26QO6T8FXAN8s0S5fYHjC6/fCnylaZ4fAC8uvP4xqevA5mUdTOpwYeH06dOjZ+Pli95sItd0x/PJ0DD0e4I1nj4j4+09r8txw9d0h5/nqg5guWDg101/1wLOL1HujS2S7peb5vm/Fkl3p07LnVQPxxhvB6lejKdkMQr9PuxiPLWGjOI9H1airDoBD2D9TrrjJ+n+Mv+9DNiY9Mzl35UoV4/m5fGu6i/7sIynZDEK/XbVN55OXob9ng/rJHWCnPw66Y6fpPsJYD3gDcCfSJ3ZH1Wi3MqkPnefUbiRarumeV7ddCPV5d2WO+mS7kQ1npLFqLQ7wWq3rxq/1xxVQhjrCeCw3/NhLX+CfFaddMdJ0l0usFTLXbeH+bt1Yi/gq3n6Na2u5zYPI0+6E7WmOWzd9tsEqT0MTXH/tTrgN4ZGTXjYn9FBvF9jeSpTme0bVk16grTKOOmOo6QLvBB4M/C2xlBVLCNNuk4M/Sm733xC01qZB/uPurY1qNreMB9d6ZpuR066HXJc1QEsFwx8B7iE1I/ul/NwbFXxjDTpTpAv28h5v3XWLfF0etxhu/063h4WUVYvnyVf0+3ISbdDnqs6gOWCgesBVR1HYxhp0p0gzUoj5/3WXpkDeLcm5eZ9OopkMIyHRYylybjdycZEvXt5AJx0O+S5qgNYLhg4vdsdxaMcXNMdB8bbfiveBTxlyrJYWx1YR3EzUdmabruENIz9PMja3iCajEd1sjGBOOl2yHNVB5DeH84GFpCetXwPcF5+vQBYUFVcvqY7Doyn/dbp+mlzzIPYrjKtAPPmda/tdpo+rBaFefMG0tvNmJuMR3myMYE46XbId1UHkN4fdu00VBWX714esX63f7zst261yjI10F4O9mWXUaam26iVj6qmW0y4YzmZ6vXyQ/NnadQnGxOEk26HfFd1AOn9YUvgRS3GvxTYoqq4hpp0x0uiGJWqaqyjfB/K1Ci7zdvLwb7sPi3bxDyK96fb3dS9JvmxnryMt8sXNeGk2yHfVR1Aen/4AbB9i/GzgLOrimtoSXc8NYmOShUHt1G/D92S25Qpy5L/Wmt13h9lTxbKzFfmZ0ONssO+cahdjbrfGuZY32N/V/vipNsh31UdQHp/+E2HaddUFdfQku54P3sexsG3iruQR/0+zJsXscoqrddZdnjFKyIOPXTwN/cUb/Aa5Y1DvfxOuN/3ZqyfV7dK9cxJt0O+qzqA9P5wUz/Thj0MLekOK8GMl6cFtVrmKK8ZNoz1el8/B+9VV229zkEMg9pXo0wyvfxO2DXMccNJt0O+qzqA9P5wCvCuFuPfAXy3qrjGVU13VM1gw/gNZdk7egdtrHe2rrJKuuGnbHLq9UEUvQ69Xu+tQ+2t7O+E+7172SrhpNsh31UdQHp/eGp+EtWFwBfy8DPgUuBpVcU1rq7pjqqpdNC19HZxT5kympuoxvobzl7ew14eRDHMmm6drlN2ev+rPiGwvjnpdsh3VQewXDDwMuB9eXh51fGMq7uXR3VNdNDJveonSg3iaUVl98Mwa7pS+c9Qne4pqNMJgA2Mk26HPFd1AHUexlXXfqM6kA76IDnKBDCWE51entzUaf293DTUS8I99NDy21L1iU6zujR128A46bYfKg+gzsPIkm4/B53mMoceOn76Om1eVlW//+z1pyNjrek2ltPpLuFDD20/vTH0ei25WZ1qujYhOem2HyoPoM7DSJJuu9pPpxtH2iWQxgF7vNUYRlHTGUSiWXPN1svo92Sh23YXE3S35zT3wk26NmROuu0Hpf1jrcyaNSsWLlw43JXMnAmLF7eeNnUqHHcczJ5drsyUKXDSSSvOb7DSSim9NJPgiSfKLWPDDeEvf2k9bcYMmDNn/Oz7+fPhiCPgtttg+vTxFbvVnqRFETGr6jjqyEm3g5Ek3XbJoGHGDLj11vJl2iXqya7diUqr/dvOIBK32STgpNveSlUHMOlNn955+m239Vbm4YdTDcaWN2dOOiEpmjo1jS+r3X7v9h6amWVOulVrlQyKWh3Qu5Vplagnu9mzUwvAjBmpZjpjRu8tAoNI3GY2qTnpVq2RDKZNW3FauwN6o4zUepkbbDDYGMez+fNT0/JKK6UWgDlzUlPwrbf23gQ/iMRtZpOar+l2MJJrukW93tzS7saeadNg6dLhxTlezJ8PBx+cmtwbfM3bbOh8Tbc913SrUKx9zZyZXkNKBLfeWr4mdvfdvY2fbI44YvmEC77mbWaVctIdtUbta/HidCfs4sXpdSPx9sI39nTW7tq2r3mbWUWcdEetU+2rXQ24Hd/Y05lPSsysZpx0R61dLatR4y3WgN/6VnjPe9ovyzf2dOaTEjOrGSfdUZo/P9ViW5kyZcUacATMndu5xtvrdeDJxCclZlYzvnu5g4HevdzqTtqGqVNbj2/o5alJZmYV893L7bmmOyqtruVCquE2amPttHs2s5mZjStOuqPS7lruE0+k5s45c9o/7ELq7+7mYen1hi8zMwOcdEen2520s2fDIYe0nieiPr8tHeRPnszMJhkn3VEpcyft177WvvyoflvarRbrB06YmfXNSXdUyt5J2+7a7ih+W1qmFusHTpiZ9c1Jd5TK/LxnlL8tba7VfuAD3WuxfuCEmVnfnHTrZlS/LW1Vq23VeQIsX4v1AyfMzPrm3+l2MPJehkZp5szyP0Vq/p1wr70hmdmk4t/ptrdy1QFYRcpeg21Vi50920nWzKwPbl6erNpdg502zY9NNDMbEifdyardtdljjvGznM3MhsRJd7JyZwBmZiPnG6k6kLQE6PfBxxsCSwcYzqA5vrGpe3xQ/xgd39jUOb4ZEbFR1UHUkZPukEhaWOe79xzf2NQ9Pqh/jI5vbOoen7Xm5mUzM7MRcdI1MzMbESfd4Tmu6gC6cHxjU/f4oP4xOr6xqXt81oKv6ZqZmY2Ia7pmZmYj4qRrZmY2Ik66fZC0u6QbJd0k6SMtpu8m6T5JV+Xhk2XL1iC+WyVdk8cPpbeHMvsgx3iVpGsl/ayXshXHV/n+k/Rvhff2N5Iel7RB2W2rOL467L91JZ0t6er8/h5UtmwN4hv6/rMxiggPPQzAFOD3wObAqsDVwLZN8+wG/KCfslXGl6fdCmxY8f5bD7gOmJ5fP6Vm+69lfHXZf03z7wX8pE77r118ddl/wMeA/8r/bwTcneetxf5rF98o9p+HsQ+u6fZuZ+CmiLg5Ih4FTgX2HkHZUcQ3CmXiezNwRkTcBhARd/VQtsr4RqHXfXAAcEqfZUcd3yiUiS+AtSUJWIuU1B4rWbbK+GwccNLt3SbA7YXXd+RxzV6Qm39+KGm7HstWFR+kL/T5khZJOnjAsZWN75nA+pIuzHG8rYeyVcYH9dh/AEiaCuwOfL/XshXFB/XYf18BtgHuBK4BPhART5QsW2V8MPz9Z2Pk/nR7pxbjmn93dSXp2aMPStoTOAvYqmTZsRpLfAAviog7JT0FuEDSDRFx0YjjWxnYCXgFsAZwqaTLSpYdq77ji4jfUo/917AX8IuIuLuPsv0aS3xQj/33KuAq4OXAFjmOi0uWHau+44uI+xn+/rMxck23d3cAmxVeb0o643xSRNwfEQ/m/88BVpG0YZmyFcdHRNyZ/94FnElq7hppfHmecyPioYhYClwEPKdk2Srjq8v+a9if5Ztu67L/Gprjq8v+O4h0+SAi4ibgFmDrkmWrjG8U+8/GquqLyuNtINVybgaewbIbHbZrmudpLHvwyM7AbaQz2K5lK45vTWDtPH5N4BJg9wri2wb4cZ53KvAb4Nk12n/t4qvF/svzrUu61rdmr2UrjK8W+w/4OnBk/v+pwB9IPfrUYv91iG/o+8/D2Ac3L/coIh6T9F7gPNKdht+KiGslHZKnzwX2BQ6V9BjwCLB/pG9Cy7J1iU/SU4Ez0/0ZrAycHBHnjjq+iLhe0rnAr4EngOMj4jcAddh/7eKTtDk12H951tcD50fEQ93K1iU+UgKpw/47CjhR0jWkk9HDI7Vo1OLz1y6+UXz+bOz8GEgzM7MR8TVdMzOzEXHSNTMzGxEnXTMzsxFx0jUzMxsRJ10zM7MRcdI161PuHafRU87p+bGGvZT/XO4l5nOSDml6nGS3sidK2rf3qEsvfzdJLxzV+swmC/9O16x/j0TEDgCS5gOHAF9sTJQ0JSIe71D+3cBGEfG3oUbZn92AB0kPWDCzAXFN12wwLga2zDXEn0o6GbhG0pRck71C0q8lvRtA0gLSU4N+KWk/SUdKOkzSynne3fJ8n5E0p0wAHda1W+6c4XuSbpA0P/dQg6Q987ifSzpW0g8kzSSdQPxLrsm/JK/ipZIukXSza71m/XFN12yMJK0M7AE0nv6zM/DsiLgl9/RyX0Q8T9JqwC8knR8Rr5X0YKGmfCQ8+USiA4HvSXo/qReeXUqG8o5W68rTngtsR3qO7y+AFyl1cv4N4KU51lNyDLdKmgs8GBGfz/G9A3g68GLSc34XAN/rfW+ZTW5Oumb9W0PSVfn/i4FvAi8ELo+IW/L4VwLbF2qG65J6dLqFNvJj/74DnA28IFK/qmW0W9ejOaY7AHLMM0nNxzcXYj0F6NQd3FmRupC7Lj8y1Mx65KRr1r8nr+k25Fbb4vOEBbwvIs7rcdn/ANxLeh5xWS3XlZuqi9eNHyd991t1I9dJcRm9ljUzfE3XbNjOI3UusQqApGdKWrNTAUn7ANOAlwLHSlpvSOu6Adg8X8MF2K8w7QFg7ZLrNbOSXNM1G67jSU25V+abl5YAr2s3c+7X+GjgFRFxu6SvAMcA/6/F7N+Q9KX8/+3Ai3pZV0Q8Iuk9wLmSlgKXFyafTbquvDfwvq5baWaluJchs0lM0loR8WBO0l8FfhcR/111XGYTlZuXzSa3d+Ubq64l3Xj1jWrDMZvYXNM1MzMbEdd0zczMRsRJ18zMbEScdM3MzEbESdfMzGxEnHTNzMxG5P8Dkkf4ykD/NVoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "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": [
    "if generate_model_shap:\n",
    "    for dataset_name in datasets:\n",
    "\n",
    "        dataset_manager = DatasetManager(dataset_name)\n",
    "\n",
    "        for ii in range(n_iter):\n",
    "            num_buckets = range(len([name for name in os.listdir(os.path.join(PATH,'%s/%s_%s/models'% (dataset_ref, cls_method, method_name)))]))\n",
    "\n",
    "            all_shap_changes = []\n",
    "            all_lens = []\n",
    "            all_probas = []\n",
    "            all_case_ids = []\n",
    "\n",
    "            for bucket in list(num_buckets):\n",
    "                bucketID = bucket+1\n",
    "                print ('Bucket', bucketID)\n",
    "\n",
    "                #import everything needed to sort and predict\n",
    "                feat_comb_path = os.path.join(PATH, \"%s/%s_%s/bucketers_and_encoders/feature_combiner_bucket_%s.joblib\" % (dataset_ref, cls_method, method_name, bucketID))\n",
    "                cls_path = os.path.join(PATH, \"%s/%s_%s/models/cls_bucket_%s.joblib\" % (dataset_ref, cls_method, method_name, bucketID))\n",
    "                cls = joblib.load(cls_path)\n",
    "                feature_combiner = joblib.load(feat_comb_path)\n",
    "\n",
    "                #import data for bucket\n",
    "                X_test_path = os.path.join(PATH, \"%s/%s_%s/test_data/bucket_%s_prefixes.pickle\" % (dataset_ref, cls_method, method_name, bucketID))\n",
    "                Y_test_path = os.path.join(PATH, \"%s/%s_%s/test_data/bucket_%s_labels.pickle\" % (dataset_ref, cls_method, method_name, bucketID))\n",
    "\n",
    "                with open (X_test_path, 'rb') as f:\n",
    "                    dt_test_bucket = pickle.load(f)\n",
    "                with open (Y_test_path, 'rb') as f:\n",
    "                    test_y = pickle.load(f)\n",
    "\n",
    "                #import previously identified samples\n",
    "                tn_path = os.path.join(PATH, \"%s/%s_%s/samples/true_neg_bucket_%s_.pickle\" % (dataset_ref, cls_method, method_name, bucketID))\n",
    "                tp_path = os.path.join(PATH, \"%s/%s_%s/samples/true_pos_bucket_%s_.pickle\" % (dataset_ref, cls_method, method_name, bucketID))\n",
    "                fn_path = os.path.join(PATH, \"%s/%s_%s/samples/false_neg_bucket_%s_.pickle\" % (dataset_ref, cls_method, method_name, bucketID))\n",
    "                fp_path = os.path.join(PATH, \"%s/%s_%s/samples/false_pos_bucket_%s_.pickle\" % (dataset_ref, cls_method, method_name, bucketID))\n",
    "\n",
    "                sample_instances = []\n",
    "\n",
    "                with open (tn_path, 'rb') as f:\n",
    "                    tn_list = pickle.load(f)\n",
    "                with open (tp_path, 'rb') as f:\n",
    "                    tp_list = pickle.load(f)\n",
    "                with open (fn_path, 'rb') as f:\n",
    "                    fn_list = pickle.load(f)\n",
    "                with open (fp_path, 'rb') as f:\n",
    "                    fp_list = pickle.load(f)\n",
    "\n",
    "                #save results to a list\n",
    "                sample_instances.append(tn_list)\n",
    "                sample_instances.append(tp_list)\n",
    "                sample_instances.append(fn_list)\n",
    "                sample_instances.append(fp_list)\n",
    "                \n",
    "                #Create explainer and compile relevant information\n",
    "                tree_explainer = shap.TreeExplainer(cls)\n",
    "                test_x = feature_combiner.fit_transform(dt_test_bucket)\n",
    "                feat_list = feature_combiner.get_feature_names()\n",
    "                type_list = ['True Negatives', 'True Positives', 'False Negatives', 'False Positives']\n",
    "                \n",
    "                #We want to get the top 10% of features in each bucket\n",
    "                max_feat = round(len(feat_list)*0.1)\n",
    "                \n",
    "                print(\"Generating distributions for bucket\")\n",
    "                distribs = generate_distributions(tree_explainer, feat_list, test_x)\n",
    "\n",
    "                for i_type in range(len(sample_instances)):\n",
    "                    changes = []\n",
    "                    probas = []\n",
    "                    nr_events = []\n",
    "                    case_ids = []\n",
    "\n",
    "                    for n in range(len(sample_instances[i_type])):\n",
    "                        print(\"Category %s of %s. Instance %s of %s\" %(i_type+1, len(sample_instances), n+1, len(sample_instances[i_type])))\n",
    "                        instance = sample_instances[i_type][n]\n",
    "\n",
    "                        ind = instance['predicted']\n",
    "                        case_ids.append(instance['caseID'])\n",
    "                        p1 = instance['proba']\n",
    "                        probas.append(p1)\n",
    "                        nr_events.append(instance['nr_events'])\n",
    "                        input_ = instance['input']\n",
    "\n",
    "                        test_x_group = feature_combiner.fit_transform(input_) \n",
    "\n",
    "                        print(\"Creating explanations\")\n",
    "                        exp, rel_exp = create_samples(tree_explainer, exp_iter, test_x_group, feat_list, top = max_feat)\n",
    "\n",
    "                        features = []\n",
    "                        shap_vals = []\n",
    "                        \n",
    "                        print(\"Identifying relevant features\")\n",
    "                        for explanation in rel_exp:\n",
    "                            features.extend([feat[0] for feat in explanation])\n",
    "                            shap_vals.extend([feat for feat in explanation])\n",
    "\n",
    "                        counter = Counter(features).most_common(max_feat)\n",
    "\n",
    "                        feats = [feat[0] for feat in counter]\n",
    "\n",
    "                        #Choose relevant feature value distribution for each feature based on the current SHAP value\n",
    "                        rel_feats = []\n",
    "                        for feat in feats:\n",
    "                            vals = [i[1] for i in shap_vals if i[0] == feat]\n",
    "                            val = np.mean(vals)\n",
    "                            rel_feats.append((feat, val))\n",
    "\n",
    "                        intervals = []\n",
    "                        for item in rel_feats:\n",
    "                            feat = item [0]\n",
    "                            val = item[1]\n",
    "\n",
    "                            print(\"Creating distribution for feature\", rel_feats.index(item)+1, \"of\", len(rel_feats))\n",
    "\n",
    "                            n = feat_list.index(feat)\n",
    "                            feat_dict = distribs[n]\n",
    "\n",
    "                            if feat_dict['Feature Name'] != feat:\n",
    "                                for each in distribs:\n",
    "                                    if feat_dict['Feature Name'] == feat:\n",
    "                                        feat_dict = each\n",
    "\n",
    "                            bins = feat_dict['bins']\n",
    "                            mins = feat_dict['mins']\n",
    "                            maxes = feat_dict['maxes']\n",
    "                            \n",
    "                            i = 0\n",
    "                            while val > bins[i] and i < len(bins)-1:\n",
    "                                idx = i\n",
    "                                i+=1\n",
    "                            #print (i)\n",
    "                            if mins[i] != None:\n",
    "                                min_val = mins[i]\n",
    "                                max_val = maxes[i]\n",
    "                            else:\n",
    "                                j = i\n",
    "                                while mins[j] == None and j > 0:\n",
    "                                    min_val = mins[j-1]\n",
    "                                    max_val = maxes[j-1]\n",
    "                                    j = j-1\n",
    "\n",
    "                            interval = max_val - min_val\n",
    "                            if interval == 0:\n",
    "                                interval = 1\n",
    "\n",
    "                            index = feat_list.index(feat)\n",
    "                            int_min = max_val\n",
    "                            int_max = max_val + interval\n",
    "                            intervals.append((feat, index, int_min, int_max))\n",
    "\n",
    "\n",
    "                        diffs = []\n",
    "                        #Create and test perturbed instances, and record the differences between the original\n",
    "                        #and perturbed prediction proabilities\n",
    "                        for iteration in range(exp_iter):\n",
    "                            print(\"Pertubing - Run\", iteration+1)\n",
    "                            alt_x = np.copy(test_x_group)\n",
    "                            #print(\"original:\", alt_x)\n",
    "                            for each in intervals:\n",
    "                                new_val = random.uniform(each[2], each[3])\n",
    "                                alt_x[0][each[1]] = new_val\n",
    "                            p2 = cls.predict_proba(alt_x)[0][ind]\n",
    "                            diff = p1-p2\n",
    "                            diffs.append(diff)\n",
    "\n",
    "                        changes.append(np.mean(diffs))\n",
    "\n",
    "                        instance['shap_fid_change'] = diffs\n",
    "\n",
    "                    all_shap_changes.extend(changes)\n",
    "                    all_lens.extend(nr_events)\n",
    "                    all_probas.extend(probas)\n",
    "                    all_case_ids.extend(case_ids)\n",
    "\n",
    "                #Save dictionaries updated with scores\n",
    "                with open(tn_path, 'wb') as f:\n",
    "                    pickle.dump(sample_instances[0], f)\n",
    "                with open(tp_path, 'wb') as f:\n",
    "                    pickle.dump(sample_instances[1], f)\n",
    "                with open(fn_path, 'wb') as f:\n",
    "                    pickle.dump(sample_instances[2], f)\n",
    "                with open(fp_path, 'wb') as f:\n",
    "                    pickle.dump(sample_instances[3], f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
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     "height": 1000
    },
    "executionInfo": {
     "elapsed": 2051828,
     "status": "ok",
     "timestamp": 1605170890368,
     "user": {
      "displayName": "Mythreyi Velmurugan",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gh6DP4Hn-qpp593Bc6lrayXXcdQv42KAS3zJ-Ay=s64",
      "userId": "09509504425224260690"
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     "user_tz": -600
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    "id": "eyV5zG9rFeox",
    "outputId": "7855b475-970d-4097-a642-220074890cdd",
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "if generate_lime:\n",
    "    for dataset_name in datasets:\n",
    "\n",
    "        dataset_manager = DatasetManager(dataset_name)\n",
    "\n",
    "        for ii in range(n_iter):\n",
    "            num_buckets = range(len([name for name in os.listdir(os.path.join(PATH,'%s/%s_%s/models'% (dataset_ref, cls_method, method_name)))]))\n",
    "\n",
    "            all_lime_changes = []\n",
    "            all_lens = []\n",
    "            all_probas = []\n",
    "            all_case_ids = []\n",
    "\n",
    "            pos_lime_changes = []\n",
    "            pos_probas = []\n",
    "            pos_nr_events = []\n",
    "            pos_case_ids = []\n",
    "\n",
    "            neg_lime_changes = []\n",
    "            neg_probas = []\n",
    "            neg_nr_events = []\n",
    "            neg_case_ids = []\n",
    "\n",
    "            for bucket in list(num_buckets):\n",
    "                bucketID = bucket+1\n",
    "                print ('Bucket', bucketID)\n",
    "\n",
    "                #import everything needed to sort and predict\n",
    "                feat_comb_path = os.path.join(PATH, \"%s/%s_%s/bucketers_and_encoders/feature_combiner_bucket_%s.joblib\" % (dataset_ref, cls_method, method_name, bucketID))\n",
    "                cls_path = os.path.join(PATH, \"%s/%s_%s/models/cls_bucket_%s.joblib\" % (dataset_ref, cls_method, method_name, bucketID))\n",
    "                cls = joblib.load(cls_path)\n",
    "                feature_combiner = joblib.load(feat_comb_path)\n",
    "\n",
    "                #import data for bucket\n",
    "                X_train_path = os.path.join(PATH, \"%s/%s_%s/train_data/bucket_%s_prefixes.pickle\" % (dataset_ref, cls_method, method_name, bucketID))\n",
    "                Y_train_path = os.path.join(PATH, \"%s/%s_%s/train_data/bucket_%s_labels.pickle\" % (dataset_ref, cls_method, method_name, bucketID))\n",
    "\n",
    "                with open (X_train_path, 'rb') as f:\n",
    "                    dt_train_bucket = pickle.load(f)\n",
    "                with open (Y_train_path, 'rb') as f:\n",
    "                    train_y = pickle.load(f)\n",
    "                #with open (X_test_path, 'rb') as f:\n",
    "                #    dt_test_bucket = pickle.load(f)\n",
    "                #with open (Y_test_path, 'rb') as f:\n",
    "                #    test_y = pickle.load(f)\n",
    "\n",
    "                #import previously identified samples\n",
    "                tn_path = os.path.join(PATH, \"%s/%s_%s/samples/true_neg_bucket_%s_.pickle\" % (dataset_ref, cls_method, method_name, bucketID))\n",
    "                tp_path = os.path.join(PATH, \"%s/%s_%s/samples/true_pos_bucket_%s_.pickle\" % (dataset_ref, cls_method, method_name, bucketID))\n",
    "                fn_path = os.path.join(PATH, \"%s/%s_%s/samples/false_neg_bucket_%s_.pickle\" % (dataset_ref, cls_method, method_name, bucketID))\n",
    "                fp_path = os.path.join(PATH, \"%s/%s_%s/samples/false_pos_bucket_%s_.pickle\" % (dataset_ref, cls_method, method_name, bucketID))\n",
    "\n",
    "                sample_instances = []\n",
    "\n",
    "                with open (tn_path, 'rb') as f:\n",
    "                    tn_list = pickle.load(f)\n",
    "                with open (tp_path, 'rb') as f:\n",
    "                    tp_list = pickle.load(f)\n",
    "                with open (fn_path, 'rb') as f:\n",
    "                    fn_list = pickle.load(f)\n",
    "                with open (fp_path, 'rb') as f:\n",
    "                    fp_list = pickle.load(f)\n",
    "\n",
    "                #save results to a list\n",
    "                sample_instances.append(tn_list)\n",
    "                sample_instances.append(tp_list)\n",
    "                sample_instances.append(fn_list)\n",
    "                sample_instances.append(fp_list)\n",
    "                \n",
    "                #get the training data as a matrix\n",
    "                trainingdata = feature_combiner.fit_transform(dt_train_bucket);\n",
    "                \n",
    "                #Compile relevant information\n",
    "                feat_list = feature_combiner.get_feature_names()\n",
    "                max_feat = round(len(feat_list)*0.1)\n",
    "                class_names=['regular','deviant']# regular is 0, deviant is 1, 0 is left, 1 is right\n",
    "                lime_explainer = lime.lime_tabular.LimeTabularExplainer(trainingdata, feature_names = feat_list, \n",
    "                                                                        class_names=class_names, discretize_continuous=True)\n",
    "                type_list = ['True Negatives', 'True Positives', 'False Negatives', 'False Positives']\n",
    "\n",
    "                for i in list(range(len(sample_instances))):\n",
    "                    changes = []\n",
    "                    probas = []\n",
    "                    nr_events = []\n",
    "                    case_ids = []\n",
    "\n",
    "                    for j in list(range(len(sample_instances[i]))):\n",
    "                        print(\"Category %s of %s. Instance %s of %s\" %(i+1, len(sample_instances), j+1, len(sample_instances[i])))\n",
    "                        instance = sample_instances[i][j]\n",
    "\n",
    "                        ind = instance['predicted']\n",
    "                        case_ids.append(instance['caseID'])\n",
    "                        p1 = instance['proba']\n",
    "                        probas.append(p1)\n",
    "                        nr_events.append(instance['nr_events'])\n",
    "                        input_ = instance['input']\n",
    "\n",
    "                        test_x_group = feature_combiner.fit_transform(input_) \n",
    "                        test_x=np.transpose(test_x_group[0])\n",
    "                      \n",
    "                        explanations = []\n",
    "                        for iteration in range(exp_iter):\n",
    "                            lime_exp = generate_lime_explanations(lime_explainer, test_x, cls, input_, max_feat = max_feat)\n",
    "                            explanation = lime_exp.as_list()\n",
    "                            explanations.extend(explanation)\n",
    "                            \n",
    "                        \n",
    "                        #Check for most commonly identified features. If any feature appears in the explanations\n",
    "                        #with different distributions, choose the most common distribution\n",
    "                        features = []\n",
    "                        for explanation in explanations:\n",
    "                            features.append(explanation[0])\n",
    "\n",
    "                        counter = Counter(features)\n",
    "                        check_dup = []\n",
    "                        for feat in feat_list:\n",
    "                            for feature in counter:\n",
    "                                if feat in feature:\n",
    "                                    check_dup.append(feat)\n",
    "\n",
    "                        dup_counter = Counter(check_dup)\n",
    "                        duplicated = [feat for feat in dup_counter if dup_counter[feat] > 1]\n",
    "\n",
    "                        for each in duplicated:\n",
    "                            dpls = []\n",
    "                            vals = []\n",
    "                            for feat in counter.keys():\n",
    "                                if each in feat:\n",
    "                                    dpls.append(feat)\n",
    "                                    vals.append(counter[feat])\n",
    "                            keepval = vals.index(max(vals))\n",
    "                            for n in range(len(dpls)):\n",
    "                                if n != keepval:\n",
    "                                    del counter[dpls[n]]\n",
    "\n",
    "                        rel_feat = counter.most_common(max_feat)\n",
    "\n",
    "                        intervals = []\n",
    "                        \n",
    "                        #Identify the appropriate distribution for each feature based on the most\n",
    "                        #common features and distributions as identified above\n",
    "                        for item in rel_feat:\n",
    "                            print(\"Creating distribution for feature\", rel_feat.index(item))\n",
    "                            feat = item[0]\n",
    " \n",
    "                            for n in range(len(feat_list)):\n",
    "                                if feat_list[n] in feat:\n",
    "                                    #If the explanation contains an upper and lower bound, use both\n",
    "                                    if (\"<\" or \"<=\") in feat and (\">\" or \">=\") in feat:\n",
    "                                        two_sided = True\n",
    "                                        parts = feat.split(' ')\n",
    "                                        l_bound = float(parts[0])\n",
    "                                        u_bound = float(parts[-1])\n",
    "                                        interval = u_bound - l_bound\n",
    "                                        new_min = u_bound\n",
    "                                        new_max = u_bound + interval\n",
    "                                    else:\n",
    "                                        #If the explanation only has one bound, generate another bound\n",
    "                                        two_sided = False\n",
    "                                        parts = feat.split(' ')\n",
    "                                        if parts[-2] == \"<=\" or parts[-2] == \"<\":\n",
    "                                            u_bound = float(parts[-1])\n",
    "                                            if u_bound != 0:\n",
    "                                                interval = math.ceil(u_bound*1.1)\n",
    "                                            else:\n",
    "                                                interval = 5\n",
    "                                            new_min = u_bound\n",
    "                                            new_max = u_bound + interval\n",
    "                                        elif parts[-2] == \">=\" or parts[-2] == \">\":\n",
    "                                            l_bound = float(parts[-1])\n",
    "                                            if l_bound != 0:\n",
    "                                                interval = math.ceil(l_bound*1.1)\n",
    "                                            else:\n",
    "                                                interval = 5\n",
    "                                            new_max = l_bound\n",
    "                                            new_min = l_bound - interval\n",
    "                                        else:\n",
    "                                            #If the explanation has no bounds (i.e. feature = value)\n",
    "                                            #choose an appropriate interval.\n",
    "                                            bound = float(parts[-1])\n",
    "                                            interval = math.ceil((bound*1.1)/2)\n",
    "                                            new_min = bound\n",
    "                                            new_max = bound+interval\n",
    "                                    feature_name = feat_list[n]\n",
    "                                    index = n\n",
    "                                    int_min = new_min\n",
    "                                    int_max = new_max\n",
    "                                    intervals.append((feature_name, index, int_min, int_max))\n",
    "\n",
    "                        #Generate perturbed instances and indentify difference between original and\n",
    "                        #perturbed prediction probabilities\n",
    "                        diffs = []\n",
    "                        for iteration in range(exp_iter):\n",
    "                            print(\"Pertubing - Run\", iteration+1)\n",
    "                            alt_x = np.copy(test_x_group)\n",
    "                            #print(\"original:\", alt_x)\n",
    "                            for each in intervals:\n",
    "                                new_val = random.uniform(each[2], each[3])\n",
    "                                alt_x[0][each[1]] = new_val\n",
    "                            p2 = cls.predict_proba(alt_x)[0][ind]\n",
    "                            diff = p1-p2\n",
    "                            diffs.append(diff)\n",
    "\n",
    "                        changes.append(np.mean(diffs))\n",
    "                        \n",
    "                        instance['lime_fid_change'] = diffs\n",
    "                    \n",
    "                    all_lime_changes.extend(changes)\n",
    "                    all_lens.extend(nr_events)\n",
    "                    all_probas.extend(probas)\n",
    "                    all_case_ids.extend(case_ids)\n",
    "\n",
    "                #Save dictionaries updated with scores\n",
    "                with open(tn_path, 'wb') as f:\n",
    "                    pickle.dump(sample_instances[0], f)\n",
    "                with open(tp_path, 'wb') as f:\n",
    "                    pickle.dump(sample_instances[1], f)\n",
    "                with open(fn_path, 'wb') as f:\n",
    "                    pickle.dump(sample_instances[2], f)\n",
    "                with open(fp_path, 'wb') as f:\n",
    "                    pickle.dump(sample_instances[3], f)"
   ]
  }
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