Visualization.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''import sklearn\n",
    "from sklearn.datasets import load_breast_cancer\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.naive_bayes import GaussianNB\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.metrics.pairwise import cosine_distances, euclidean_distances\n",
    "'''\n",
    "\n",
    "from matplotlib.colors import ListedColormap\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "import pandas\n",
    "from scipy.stats import norm, spearmanr\n",
    "import lime\n",
    "import pandas as pd\n",
    "import lime.lime_tabular\n",
    "from sklearn.datasets import make_moons, make_circles, make_classification\n",
    "import scipy\n",
    "#import scikit_posthocs\n",
    "import shap\n",
    "from sklearn.metrics import accuracy_score\n",
    "from sklearn.metrics import pairwise_distances\n",
    "from sklearn.metrics.pairwise import cosine_similarity, kernel_metrics\n",
    "from tabulate import tabulate\n",
    "import sys\n",
    "\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: pandas in /home/amirh/anaconda3/envs/py37/lib/python3.7/site-packages (1.3.5)\n",
      "Requirement already satisfied: scipy in /home/amirh/anaconda3/envs/py37/lib/python3.7/site-packages (1.7.3)\n",
      "Requirement already satisfied: scikit-learn in /home/amirh/anaconda3/envs/py37/lib/python3.7/site-packages (1.0.2)\n",
      "Requirement already satisfied: lime in /home/amirh/anaconda3/envs/py37/lib/python3.7/site-packages (0.2.0.1)\n",
      "Requirement already satisfied: shap in /home/amirh/anaconda3/envs/py37/lib/python3.7/site-packages (0.40.0)\n",
      "Requirement already satisfied: scikit_posthocs in /home/amirh/anaconda3/envs/py37/lib/python3.7/site-packages (0.7.0)\n",
      "Requirement already satisfied: seaborn in /home/amirh/anaconda3/envs/py37/lib/python3.7/site-packages (0.11.2)\n",
      "Requirement already satisfied: tabulate in /home/amirh/anaconda3/envs/py37/lib/python3.7/site-packages (0.8.9)\n",
      "Requirement already satisfied: python-dateutil>=2.7.3 in /home/amirh/anaconda3/envs/py37/lib/python3.7/site-packages (from pandas) (2.8.2)\n",
      "Requirement already satisfied: pytz>=2017.3 in /home/amirh/anaconda3/envs/py37/lib/python3.7/site-packages (from pandas) (2022.1)\n",
      "Requirement already satisfied: numpy>=1.17.3 in /home/amirh/anaconda3/envs/py37/lib/python3.7/site-packages (from pandas) (1.21.5)\n",
      "Requirement already satisfied: joblib>=0.11 in /home/amirh/anaconda3/envs/py37/lib/python3.7/site-packages (from scikit-learn) (0.14.0)\n",
      "Requirement already satisfied: threadpoolctl>=2.0.0 in /home/amirh/anaconda3/envs/py37/lib/python3.7/site-packages (from scikit-learn) (3.1.0)\n",
      "Requirement already satisfied: matplotlib in /home/amirh/anaconda3/envs/py37/lib/python3.7/site-packages (from lime) (3.1.1)\n",
      "Requirement already satisfied: tqdm in /home/amirh/anaconda3/envs/py37/lib/python3.7/site-packages (from lime) (4.64.0)\n",
      "Requirement already satisfied: scikit-image>=0.12 in /home/amirh/anaconda3/envs/py37/lib/python3.7/site-packages (from lime) (0.19.2)\n",
      "Requirement already satisfied: packaging>20.9 in /home/amirh/anaconda3/envs/py37/lib/python3.7/site-packages (from shap) (21.3)\n",
      "Requirement already satisfied: cloudpickle in /home/amirh/anaconda3/envs/py37/lib/python3.7/site-packages (from shap) (1.2.2)\n",
      "Requirement already satisfied: numba in /home/amirh/anaconda3/envs/py37/lib/python3.7/site-packages (from shap) (0.55.1)\n",
      "Requirement already satisfied: slicer==0.0.7 in /home/amirh/anaconda3/envs/py37/lib/python3.7/site-packages (from shap) (0.0.7)\n",
      "Requirement already satisfied: statsmodels in /home/amirh/anaconda3/envs/py37/lib/python3.7/site-packages (from scikit_posthocs) (0.13.2)\n",
      "Requirement already satisfied: kiwisolver>=1.0.1 in /home/amirh/anaconda3/envs/py37/lib/python3.7/site-packages (from matplotlib->lime) (1.4.0)\n",
      "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /home/amirh/anaconda3/envs/py37/lib/python3.7/site-packages (from matplotlib->lime) (3.0.7)\n",
      "Requirement already satisfied: cycler>=0.10 in /home/amirh/anaconda3/envs/py37/lib/python3.7/site-packages (from matplotlib->lime) (0.11.0)\n",
      "Requirement already satisfied: typing-extensions in /home/amirh/anaconda3/envs/py37/lib/python3.7/site-packages (from kiwisolver>=1.0.1->matplotlib->lime) (3.10.0.2)\n",
      "Requirement already satisfied: six>=1.5 in /home/amirh/anaconda3/envs/py37/lib/python3.7/site-packages (from python-dateutil>=2.7.3->pandas) (1.16.0)\n",
      "Requirement already satisfied: networkx>=2.2 in /home/amirh/anaconda3/envs/py37/lib/python3.7/site-packages (from scikit-image>=0.12->lime) (2.6.3)\n",
      "Requirement already satisfied: tifffile>=2019.7.26 in /home/amirh/anaconda3/envs/py37/lib/python3.7/site-packages (from scikit-image>=0.12->lime) (2021.11.2)\n",
      "Requirement already satisfied: pillow!=7.1.0,!=7.1.1,!=8.3.0,>=6.1.0 in /home/amirh/anaconda3/envs/py37/lib/python3.7/site-packages (from scikit-image>=0.12->lime) (9.0.1)\n",
      "Requirement already satisfied: PyWavelets>=1.1.1 in /home/amirh/anaconda3/envs/py37/lib/python3.7/site-packages (from scikit-image>=0.12->lime) (1.3.0)\n",
      "Requirement already satisfied: imageio>=2.4.1 in /home/amirh/anaconda3/envs/py37/lib/python3.7/site-packages (from scikit-image>=0.12->lime) (2.15.0)\n",
      "Requirement already satisfied: llvmlite<0.39,>=0.38.0rc1 in /home/amirh/anaconda3/envs/py37/lib/python3.7/site-packages (from numba->shap) (0.38.0)\n",
      "Requirement already satisfied: setuptools in /home/amirh/anaconda3/envs/py37/lib/python3.7/site-packages (from numba->shap) (62.0.0)\n",
      "Requirement already satisfied: patsy>=0.5.2 in /home/amirh/anaconda3/envs/py37/lib/python3.7/site-packages (from statsmodels->scikit_posthocs) (0.5.2)\n"
     ]
    }
   ],
   "source": [
    "!pip install pandas scipy scikit-learn lime shap scikit_posthocs seaborn tabulate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "phi_1 = [0.21, 0.1, 0.32]\n",
    "phi_2 = [0.21, 0.3, 0.12]\n",
    "lambda_1 = [0.32, 0.2, 0.42]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def euc_similarity(x, y):\n",
    "    return 1 / (1 +  np.linalg.norm(np.array(x)-np.array(y)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([0.99209538]), array([0.81624508]))"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cosine_similarity([phi_1], [lambda_1])[0], cosine_similarity([phi_2], [lambda_1])[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.8480579309105392, 0.7491683963783488)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "euc_similarity(phi_1, lambda_1), euc_similarity(phi_2, lambda_1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1.0, -1.0)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "spearmanr(phi_1, lambda_1).correlation, spearmanr(phi_2, lambda_1).correlation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Tabular"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "ename": "FileNotFoundError",
     "evalue": "[Errno 2] No such file or directory: '/tf/tabular/pima_indians/exps_v10/standard/local_lreg_exp_standard.npy'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m/tmp/ipykernel_2304561/706666128.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      1\u001b[0m loca_exp_pime = {\n\u001b[0;32m----> 2\u001b[0;31m     \u001b[0;34m'lreg'\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'/tf/tabular/pima_indians/exps_v10/standard/local_lreg_exp_standard.npy'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      3\u001b[0m     \u001b[0;34m'nbayes'\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'/tf/tabular/pima_indians/exps_v10/standard/local_nbayes_exp_standard.npy'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m }\n\u001b[1;32m      5\u001b[0m \u001b[0;31m#local_lreg_exp_pima = np.load('/tf/tabular/pima_indians/exps_v4/local_lreg_exp_standard.npy')\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/envs/py37/lib/python3.7/site-packages/numpy/lib/npyio.py\u001b[0m in \u001b[0;36mload\u001b[0;34m(file, mmap_mode, allow_pickle, fix_imports, encoding)\u001b[0m\n\u001b[1;32m    415\u001b[0m             \u001b[0mown_fid\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    416\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 417\u001b[0;31m             \u001b[0mfid\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mstack\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0menter_context\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mos_fspath\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfile\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"rb\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    418\u001b[0m             \u001b[0mown_fid\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    419\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: '/tf/tabular/pima_indians/exps_v10/standard/local_lreg_exp_standard.npy'"
     ]
    }
   ],
   "source": [
    "loca_exp_pime = {\n",
    "    'lreg':np.load('/tf/tabular/pima_indians/exps_v10/standard/local_lreg_exp_standard.npy'),\n",
    "    'nbayes': np.load('/tf/tabular/pima_indians/exps_v10/standard/local_nbayes_exp_standard.npy')\n",
    "}\n",
    "#local_lreg_exp_pima = np.load('/tf/tabular/pima_indians/exps_v4/local_lreg_exp_standard.npy')\n",
    "#local_nbayes_exp_pima = np.load('/tf/tabular/pima_indians/exps_v4/local_nbayes_exp_standard.npy')\n",
    "\n",
    "lime_exp_lreg_odds_pima = np.load('/tf/tabular/data/pima_indians/exps_v10/standard/lime_exp_lreg_odds_standard.npy')\n",
    "shap_exp_lreg_odds_pima = np.load('/tf/tabular/data/pima_indians/exps_v10/standard/shap_exp_lreg_odds_standard.npy')\n",
    "permute_lreg_odds_pima = np.load('/tf/tabular/pima_indians/exps_v10/standard/permute_exp_lreg_odds_standard.npy')\n",
    "\n",
    "lime_exp_nbayes_odds_pima = np.load('/tf/tabular/data/pima_indians/exps_v10/standard/lime_exp_nbayes_odds_standard.npy')\n",
    "shap_exp_nbayes_odds_pima = np.load('/tf/tabular/data/pima_indians/exps_v10/standard/shap_exp_nbayes_odds_standard.npy')\n",
    "permute_exp_nbayes_odds_pima = np.load('/tf/tabular/data/pima_indians/exps_v10/standard/permute_exp_nbayes_odds_standard.npy')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "features = np.array(['Pregnancies', 'Glucose', 'BP', 'Skin Thickness', 'Insulin', 'BMI', 'Pedigree', 'Age'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "idx_instance = 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "#exps = [loca_exp_pime['lreg'][idx_instance]]\n",
    "exps = []\n",
    "exps.extend([lime_exp_lreg_odds_pima[idx_instance], shap_exp_lreg_odds_pima[idx_instance], permute_lreg_odds_pima[idx_instance]])\n",
    "exps.extend([lime_exp_nbayes_odds_pima[idx_instance], shap_exp_nbayes_odds_pima[idx_instance], permute_exp_nbayes_odds_pima[idx_instance]])\n",
    "exps.extend([loca_exp_pime['lreg'][idx_instance]])\n",
    "exps = pd.DataFrame(exps)\n",
    "exps.columns = features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "#titles = ['True Importance Scores (LR)', 'LIME (LR)', 'SHAP (LR)', 'LPI (LR)', \n",
    "#          'Model-Intrinsic (NB)', 'LIME (NB)', 'SHAP (NB)', 'LPI (NB)' ]\n",
    "titles = ['LIME (LR)', 'SHAP (LR)', 'LPI (LR)', \n",
    "          'Model-Intrinsic (NB)', 'LIME (NB)', 'SHAP (NB)', 'LPI (NB)' ]\n",
    "exp_colors = ['#5F8BE9', '#C4A705', '#E97439', '#65ED99']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x600 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#fig, ax = plt.subplots(2, 4, figsize=(20, 10), sharey=True, dpi=120)\n",
    "fig, ax = plt.subplots(1, 3, figsize=(12, 5), sharey=True, dpi=120)\n",
    "\n",
    "ax = ax.ravel()\n",
    "y_pos = np.arange(len(features))\n",
    "\n",
    "ax[0].invert_yaxis() \n",
    "\n",
    "for i in range(3):    \n",
    "    ax[i].set_title(titles[i], fontsize=20, fontweight='bold')\n",
    "    ax[i].set_xticks([])\n",
    "    ax[i].set_xticklabels([])\n",
    "    #ax[i].set_ylabel('', labelpad=25)\n",
    "    ax[i].tick_params(left = False, bottom = False)\n",
    "    #ax[i].set_yticks(np.arange(len(features)))\n",
    "    #ax[i].set_yticklabels(features, fontsize=17)\n",
    "    ax[i].set_yticklabels([])\n",
    "    ax[i].set_xlim([-1, 1])\n",
    "    ax[i].barh(y_pos, exps.iloc[i], align='center', height=0.4, color=exp_colors[i % 4])\n",
    "    #ax[i].set_yticks(y_pos)\n",
    "    #ax[i].set_yticklabels(features, fontsize= 18)\n",
    "    ax[i].axvline(x=0, c='black')\n",
    "\n",
    "    ax[i].spines['top'].set_visible(False)\n",
    "    ax[i].spines['right'].set_visible(False)\n",
    "    ax[i].spines['left'].set_visible(False)\n",
    "    ax[i].spines['bottom'].set_visible(False)\n",
    "    \n",
    "    for j in range(len(exps.iloc[i + 4])):\n",
    "        \n",
    "        if exps.iloc[i, j] < 0:\n",
    "            x_pos_ = 0.2\n",
    "        else: \n",
    "            x_pos_ = exps.iloc[i + 4, j] + 0.1\n",
    "        ax[i].text(0.01, j + 0.2, np.round(exps.iloc[i, j], 2), color='black', fontweight='bold', fontsize=10)\n",
    "        ax[i].text(0.01, j - 0.2, features[j], color='black',  fontsize=13)\n",
    "        \n",
    "plt.savefig(\"exp_LR_no_truth.eps\", bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "local_lreg_exp_pima = np.load('/tf/tabular/pima_indians/exps/local_lreg_exp_robust.npy')[:, :, 0]\n",
    "lime_exp_lreg_proba_pima = np.load('/tf/tabular/pima_indians/exps/lime_exp_lreg_proba_robust.npy')\n",
    "shap_exp_lreg_prob_pima = np.load('/tf/tabular/pima_indians/exps/shap_exp_lreg_prob_robust.npy')\n",
    "lreg_permute_pima = np.load('/tf/tabular/pima_indians/exps/lreg_permute_robust.npy')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "explanations = [lime_exp_lreg_proba_pima[idx_instance], shap_exp_lreg_prob_pima[idx_instance], lreg_permute_pima[idx_instance]]\n",
    "rank_corr_example = []\n",
    "for i in range(len(explanations)):\n",
    "    exp_i = explanations[i]\n",
    "    rank_corr_example.append(spearmanr(exp_i, local_lreg_exp_pima[idx_instance]).correlation)    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 3200x2400 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(2, 2, figsize=(20, 15), dpi=160)\n",
    "ax = ax.ravel()\n",
    "\n",
    "exps_list = [lime_exp_lreg_proba_pima[idx_instance], shap_exp_lreg_prob_pima[idx_instance], lreg_permute_pima[idx_instance], local_lreg_exp_pima[idx_instance]]\n",
    "exps_list_title = ['LIME', 'SHAP', 'LPI', 'LI']\n",
    "\n",
    "for i in range(len(exps_list)):\n",
    "    y_pos = np.arange(len(features))\n",
    "    ax[i].barh(y_pos, exps_list[i], align='center')\n",
    "    ax[i].set_yticks(y_pos)\n",
    "    ax[i].set_yticklabels(features,fontsize= 15)\n",
    "    ax[i].invert_yaxis()  # labels read top-to-bottom\n",
    "    ax[i].set_xlabel('Importance', fontsize= 15)\n",
    "    \n",
    "    if (i!= 3):\n",
    "        ax[i].set_title('{} (Rank Correlation={})'.format(exps_list_title[i], np.round(rank_corr_example[i], 2)), fontweight='bold', fontsize= 15)\n",
    "    else: \n",
    "         ax[i].set_title(exps_list_title[i], fontsize= 15, fontweight='bold')               \n",
    "        \n",
    "\n",
    "fig.savefig('./pimal_explanations_robust.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics.pairwise import cosine_similarity\n",
    "\n",
    "cosine_kernel_example = []\n",
    "for i in range(len(explanations)):\n",
    "    exp_i = explanations[i]\n",
    "    cosine_kernel_example.append(cosine_similarity(exp_i.reshape(1, -1), local_lreg_exp_pima[idx_instance].reshape(1, -1))[0][0])    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "fig, ax = plt.subplots(2, 2, figsize=(20, 15), dpi=160)\n",
    "ax = ax.ravel()\n",
    "\n",
    "for i in range(len(exps_list)):\n",
    "    y_pos = np.arange(len(features))\n",
    "    ax[i].barh(y_pos, exps_list[i], align='center')\n",
    "    ax[i].set_yticks(y_pos)\n",
    "    ax[i].set_yticklabels(features, fontsize= 15)\n",
    "    ax[i].invert_yaxis()  # labels read top-to-bottom\n",
    "    ax[i].set_xlabel('Importance', fontsize= 15)\n",
    "    \n",
    "    if (i!= 3):\n",
    "        ax[i].set_title('{} (Cosine Similarity={})'.format(exps_list_title[i], np.round(cosine_kernel_example[i], 2)), fontsize= 15, fontweight='bold')\n",
    "    else: \n",
    "         ax[i].set_title(exps_list_title[i], fontsize= 15, fontweight='bold')               \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.spatial import distance\n",
    "from scipy.stats import kendalltau\n",
    "\n",
    "a = np.array([1.3, 4.2, -2.2, 3.4, 5.5])\n",
    "b = np.array([-1.5,9.5,-5,4.1,10.2])\n",
    "c = np.array([-2.5,-9.5,1,-7.2,-10.2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9999999999999999 0.9999999999999999 0.9488481841149778\n"
     ]
    }
   ],
   "source": [
    "print(spearmanr(a,b).correlation, \n",
    "kendalltau(a,b).correlation,\n",
    "cosine_similarity(a.reshape(1, -1), b.reshape(1, -1))[0][0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-0.9999999999999999 -0.9999999999999999 -0.9739504931987776\n"
     ]
    }
   ],
   "source": [
    "print(spearmanr(a,c).correlation, \n",
    "kendalltau(a,c).correlation,\n",
    "cosine_similarity(a.reshape(1, -1), \n",
    "c.reshape(1, -1))[0][0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {},
   "outputs": [],
   "source": [
    "d = np.array([1,2,3,4])\n",
    "e = np.array([5,6,7,8])\n",
    "f = np.array([5,6,7,88])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.0 1.0 0.9688639316269662\n"
     ]
    }
   ],
   "source": [
    "print(spearmanr(d,e).correlation, \n",
    "kendalltau(d,e).correlation,\n",
    "cosine_similarity(d.reshape(1, -1), e.reshape(1, -1))[0][0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.0 1.0 0.8034494008016849\n"
     ]
    }
   ],
   "source": [
    "print(spearmanr(d,f).correlation, \n",
    "kendalltau(d,f).correlation,\n",
    "cosine_similarity(d.reshape(1, -1), f.reshape(1, -1))[0][0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [],
   "source": [
    "local_lreg_exp_adult = np.load('/tf/tabular/adult/exps/local_lreg_exp_original.npy')[:, :, 0]\n",
    "lime_exp_lreg_proba_adult = np.load('/tf/tabular/adult/exps/lime_exp_lreg_proba_original.npy')\n",
    "shap_exp_lreg_prob_adult = np.load('/tf/tabular/adult/exps/shap_exp_lreg_prob_original.npy')\n",
    "lreg_permute_adult = np.load('/tf/tabular/adult/exps/lreg_permute_original.npy')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [],
   "source": [
    "rank_corr_example = {'lime': [], 'shap': [], 'lpr': []}\n",
    "for i in range(len(local_lreg_exp_adult)):\n",
    "    rank_corr_example['lime'].append(spearmanr(lime_exp_lreg_proba_adult[i], local_lreg_exp_adult[i]).correlation)\n",
    "    rank_corr_example['shap'].append(spearmanr(shap_exp_lreg_prob_adult[i], local_lreg_exp_adult[i]).correlation)    \n",
    "    rank_corr_example['lpi'].append(spearmanr(lreg_permute_adult[i], local_lreg_exp_adult[i]).correlation)    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 1, figsize=(8, 5), dpi=120)\n",
    "\n",
    "ax.hist(rank_corr_example['lime'], label='LIME', alpha=0.8)\n",
    "ax.hist(rank_corr_example['shap'], label='SHAP', alpha=0.8)\n",
    "ax.hist(rank_corr_example['lpr'], label='LPI', alpha=0.8)\n",
    "ax.legend()\n",
    "plt.savefig('adult_density.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2-D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [],
   "source": [
    "X, y, features = np.load('./2d/moons/data_original.npy', allow_pickle=True)\n",
    "lime_exp_lreg_proba = np.load('./2d/moons/exps/lime_exp_lreg_proba_original.npy')\n",
    "shap_exp_lreg_prob = np.load('./2d/moons/exps/shap_exp_lreg_prob_original.npy')\n",
    "lreg_permute = np.load('./2d/moons/exps/lreg_permute_original.npy')\n",
    "local_lreg_exp = np.load('./2d/moons/exps/local_lreg_exp_original.npy')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [],
   "source": [
    "lreg = LogisticRegression(random_state=0,  solver='lbfgs', fit_intercept=False).fit(X, y)\n",
    "gbayes = GaussianNB().fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [],
   "source": [
    "h = .02\n",
    "x_min, x_max = X_test[:, 0].min() - .5, X_test[:, 0].max() + .5\n",
    "y_min, y_max = X_test[:, 1].min() - .5, X_test[:, 1].max() + .5\n",
    "xx, yy = np.meshgrid(np.arange(x_min, x_max, h), np.arange(y_min, y_max, h))\n",
    "cm = plt.cm.RdBu\n",
    "cm_bright = ListedColormap(['#FF0000', '#0000FF'])\n",
    "Z_lreg = lreg.predict_proba(np.c_[xx.ravel(), yy.ravel()])[:, 1]\n",
    "Z_lreg = Z_lreg.reshape(xx.shape)\n",
    "Z_bayes = gbayes.predict_proba(np.c_[xx.ravel(), yy.ravel()])[:, 1].reshape(xx.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [],
   "source": [
    "explained_class_lreg = lreg.predict(X_test)\n",
    "explained_class_nbayes = gbayes.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1200 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(2, 2, figsize=(15, 10), dpi=120)\n",
    "ax = ax.ravel()\n",
    "\n",
    "ax[0].contourf(xx, yy, Z_lreg, cmap=cm, alpha=.8)\n",
    "\n",
    "# Plot the training points\n",
    "ax[0].scatter(X_test[:, 0], X_test[:, 1], c=explained_class_lreg, cmap=cm_bright,\n",
    "           edgecolors='k')\n",
    "ax[0].quiver(X_test[:, 0], X_test[:, 1], lime_exp_lreg_proba[:, 0], lime_exp_lreg_proba[:, 1])\n",
    "ax[0].set_title('LIME', fontsize= 15, fontweight='bold')\n",
    "\n",
    "ax[1].contourf(xx, yy, Z_lreg, cmap=cm, alpha=.8)\n",
    "ax[1].scatter(X_test[:, 0], X_test[:, 1], c=explained_class_lreg, cmap=cm_bright,edgecolors='k')\n",
    "ax[1].quiver(X_test[:, 0], X_test[:, 1], shap_exp_lreg_prob[:, 0], shap_exp_lreg_prob[:, 1])    \n",
    "ax[1].set_title('SHAP', fontsize= 15, fontweight='bold')\n",
    "\n",
    "ax[2].contourf(xx, yy, Z_lreg, cmap=cm, alpha=.8)\n",
    "ax[2].scatter(X_test[:, 0], X_test[:, 1], c=explained_class_lreg, cmap=cm_bright,edgecolors='k')\n",
    "ax[2].quiver(X_test[:, 0], X_test[:, 1], lreg_permute[:, 0], lreg_permute[:, 1])\n",
    "ax[2].set_title('LPI', fontsize= 15, fontweight='bold')\n",
    "\n",
    "ax[3].contourf(xx, yy, Z_lreg, cmap=cm, alpha=.8)\n",
    "ax[3].scatter(X_test[:, 0], X_test[:, 1], c=explained_class_lreg, cmap=cm_bright,edgecolors='k')\n",
    "ax[3].quiver(X_test[:, 0], X_test[:, 1], local_lreg_exp[:, 0], local_lreg_exp[:, 1])  \n",
    "ax[3].set_title('LI', fontsize= 15, fontweight='bold')\n",
    "\n",
    "#fig.suptitle('Logistic Regression')\n",
    "plt.savefig('./logistic_circles.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "X, y, features = np.load('./2d/circles/data_original.npy', allow_pickle=True)\n",
    "lime_exp_nbayes_proba = np.load('./2d/circles/exps/lime_exp_bayes_proba_original.npy')\n",
    "shap_exp_nbayes_prob = np.load('./2d/circles/exps/shap_exp_nbayes_prob_original.npy')\n",
    "nbayes_permute = np.load('./2d/circles/exps/nbayes_permute_original.npy')\n",
    "local_nbayes_exp = np.load('./2d/circles/exps/local_nbayes_exp_original.npy')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [],
   "source": [
    "lreg = LogisticRegression(random_state=0,  solver='lbfgs', fit_intercept=False).fit(X, y)\n",
    "gbayes = GaussianNB().fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [],
   "source": [
    "h = .02\n",
    "x_min, x_max = X_test[:, 0].min() - .5, X_test[:, 0].max() + .5\n",
    "y_min, y_max = X_test[:, 1].min() - .5, X_test[:, 1].max() + .5\n",
    "xx, yy = np.meshgrid(np.arange(x_min, x_max, h), np.arange(y_min, y_max, h))\n",
    "cm = plt.cm.RdBu\n",
    "cm_bright = ListedColormap(['#FF0000', '#0000FF'])\n",
    "Z_lreg = lreg.predict_proba(np.c_[xx.ravel(), yy.ravel()])[:, 1]\n",
    "Z_lreg = Z_lreg.reshape(xx.shape)\n",
    "Z_bayes = gbayes.predict_proba(np.c_[xx.ravel(), yy.ravel()])[:, 1].reshape(xx.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [],
   "source": [
    "explained_class_lreg = lreg.predict(X_test)\n",
    "explained_class_nbayes = gbayes.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1200 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(2, 2, figsize=(15, 10), dpi=120)\n",
    "ax = ax.ravel()\n",
    "\n",
    "ax[0].contourf(xx, yy, Z_lreg, cmap=cm, alpha=.8)\n",
    "\n",
    "ax[0].scatter(X_test[:, 0], X_test[:, 1], c=explained_class_lreg, cmap=cm_bright,\n",
    "           edgecolors='k')\n",
    "ax[0].quiver(X_test[:, 0], X_test[:, 1], lime_exp_lreg_proba[:, 0], lime_exp_lreg_proba[:, 1])\n",
    "ax[0].set_title('LIME', fontsize= 15, fontweight='bold')\n",
    "\n",
    "ax[1].contourf(xx, yy, Z_lreg, cmap=cm, alpha=.8)\n",
    "ax[1].scatter(X_test[:, 0], X_test[:, 1], c=explained_class_lreg, cmap=cm_bright,edgecolors='k')\n",
    "ax[1].quiver(X_test[:, 0], X_test[:, 1], shap_exp_lreg_prob[:, 0], shap_exp_lreg_prob[:, 1])    \n",
    "ax[1].set_title('SHAP', fontsize= 15, fontweight='bold')\n",
    "\n",
    "ax[2].contourf(xx, yy, Z_lreg, cmap=cm, alpha=.8)\n",
    "ax[2].scatter(X_test[:, 0], X_test[:, 1], c=explained_class_lreg, cmap=cm_bright,edgecolors='k')\n",
    "ax[2].quiver(X_test[:, 0], X_test[:, 1], lreg_permute[:, 0], lreg_permute[:, 1])\n",
    "ax[2].set_title('LPI', fontsize= 15, fontweight='bold')\n",
    "\n",
    "ax[3].contourf(xx, yy, Z_lreg, cmap=cm, alpha=.8)\n",
    "ax[3].scatter(X_test[:, 0], X_test[:, 1], c=explained_class_lreg, cmap=cm_bright,edgecolors='k')\n",
    "ax[3].quiver(X_test[:, 0], X_test[:, 1], local_lreg_exp[:, 0], local_lreg_exp[:, 1])  \n",
    "ax[3].set_title('LI', fontsize= 15, fontweight='bold')\n",
    "\n",
    "plt.savefig('./naive_bayes_moons.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "### new viz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.base import TransformerMixin\n",
    "class DenseTransformer(TransformerMixin):\n",
    "\n",
    "    def fit(self, X, y=None, **fit_params):\n",
    "        return self\n",
    "\n",
    "    def transform(self, X, y=None, **fit_params):\n",
    "        if type(X) == scipy.sparse.csr.csr_matrix:    \n",
    "            return X.todense()\n",
    "        else: \n",
    "            return X\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import joblib\n",
    "BASE_PATH = os.getcwd() +'/tabular/data'\n",
    "data_key = 'pima_indians'\n",
    "preproc = 'standard'\n",
    "model = 'lreg'\n",
    "exp_model = 'lime'\n",
    "model_object = joblib.load('{}/{}/{}/{}_v1.joblib'.format(BASE_PATH, data_key, preproc, model))\n",
    "local_exp = np.load('{}/{}/{}/exp_v7/gt_exp_{}_{}.npy'.format(BASE_PATH, data_key, preproc, \n",
    "                                                                  model, preproc), allow_pickle=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "exps = [model_object['lreg'].coef_[0], local_exp[0]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "diabetes = pd.read_csv('{}/pima_indians/diabetes.csv'.format(BASE_PATH))\n",
    "features = np.array(diabetes.columns)[:-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "titles = ['Global Explanation', 'MIAS Scores']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "exp_colors = ['#ffb3ba', '#baffc9']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#fig, ax = plt.subplots(2, 4, figsize=(20, 10), sharey=True, dpi=120)\n",
    "fig, ax = plt.subplots(1, 2, figsize=(12, 5), sharey=True, dpi=120)\n",
    "\n",
    "ax = ax.ravel()\n",
    "y_pos = np.arange(len(features))\n",
    "\n",
    "ax[0].invert_yaxis() \n",
    "\n",
    "for i in range(2):    \n",
    "    ax[i].set_title(titles[i], fontsize=20, fontweight='bold')\n",
    "    ax[i].set_xticks([])\n",
    "    ax[i].set_xticklabels([])\n",
    "    #ax[i].set_ylabel('', labelpad=25)\n",
    "    ax[i].tick_params(left = False, bottom = False)\n",
    "    #ax[i].set_yticks(np.arange(len(features)))\n",
    "    #ax[i].set_yticklabels(features, fontsize=17)\n",
    "    ax[i].set_yticklabels([])\n",
    "    ax[i].set_xlim([-1, 1])\n",
    "    #print(y_pos, exps[i])\n",
    "    ax[i].barh(y_pos, exps[i], align='center', height=0.4, color=exp_colors[i])\n",
    "    #ax[i].set_yticks(y_pos)\n",
    "    #ax[i].set_yticklabels(features, fontsize= 18)\n",
    "    ax[i].axvline(x=0, c='black')\n",
    "\n",
    "    ax[i].spines['top'].set_visible(False)\n",
    "    ax[i].spines['right'].set_visible(False)\n",
    "    ax[i].spines['left'].set_visible(False)\n",
    "    ax[i].spines['bottom'].set_visible(False)\n",
    "    \n",
    "    for j in range(len(exps[i])):\n",
    "        if exps[i][j] < 0:\n",
    "            x_pos_ = 0.2\n",
    "        else: \n",
    "            x_pos_ = exps[i][j] + 0.1\n",
    "        ax[i].text(0.01, j + 0.2, np.round(exps[i][j], 2), color='black', fontweight='bold', fontsize=10)\n",
    "        ax[i].text(0.01, j - 0.2, features[j], color='black',  fontsize=13)\n",
    "        \n",
    "plt.savefig(\"global_vs_local.eps\", bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}