Fig_01_communities.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "bac2e153-9b29-4b1a-bdc0-ce289c065fea",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from utils import PCP, RLCP, CC, SCP, train_val_test_split\n",
    "from coverage import wsc_unbiased\n",
    "from datasets import datasets\n",
    "from sklearn.ensemble import RandomForestRegressor\n",
    "from sklearn.model_selection import KFold"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "13d811c2-3207-4f78-b837-0d8589b2e143",
   "metadata": {},
   "outputs": [],
   "source": [
    "alpha = 0.1\n",
    "num_iterations = 200\n",
    "dataset_base_path = \"datasets/\"\n",
    "dataset_name = \"community\"\n",
    "X, Y = datasets.GetDataset(dataset_name, dataset_base_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0fd7d0d1-99dc-47c1-8e96-10b95452d8ca",
   "metadata": {},
   "outputs": [],
   "source": [
    "seed = 123456\n",
    "np.random.seed(seed)\n",
    "c_1 =[]\n",
    "c_2 = []\n",
    "c_3 = []\n",
    "c_4 = []\n",
    "\n",
    "ml_scp =[]\n",
    "ml_cc = []\n",
    "ml_rlcp = []\n",
    "ml_pcp = []\n",
    "\n",
    "mc_scp = []\n",
    "mc_cc = []\n",
    "mc_rlcp = []\n",
    "mc_pcp = []\n",
    "\n",
    "\n",
    "for j in range(1,num_iterations+1):\n",
    "    \n",
    "\n",
    "    X_train, X_val, X_test, Y_train, Y_val, Y_test, _ = train_val_test_split(X, Y,1/3)\n",
    "\n",
    "    \n",
    "    RF =  RandomForestRegressor().fit(X_train,Y_train)\n",
    "\n",
    "    \n",
    "    n_val = X_val.shape[0];n_test = X_test.shape[0]\n",
    "    \n",
    "    R_val = abs(Y_val - RF.predict(X_val))\n",
    "    R_test = abs(Y_test - RF.predict(X_test))\n",
    "\n",
    "    \n",
    "    kf = KFold(n_splits=20, shuffle=True, random_state=seed)\n",
    "\n",
    "    R_train = np.zeros_like(Y_train)\n",
    "    \n",
    "    for train_index, test_index in kf.split(X_train):\n",
    "\n",
    "        RF_train =  RandomForestRegressor().fit(X_train[train_index],Y_train[train_index])\n",
    "        R_train[test_index] = abs(Y_train[test_index] - RF_train.predict(X_train[test_index]))\n",
    "\n",
    "    q_scp, coverage_scp = SCP(R_val, R_test, alpha, finite=True)\n",
    "    lbs, ubs, length_cc, coverage_cc = CC(RF, X_val, Y_val,  X_test, Y_test, alpha, finite=True, exact=True)\n",
    "    q_rlcp, coverage_rlcp = RLCP(X_train, X_val, R_val, X_test, R_test, alpha, finite=True)\n",
    "    \n",
    "    PCP_model = PCP()\n",
    "    PCP_model.train(X_train,R_train)\n",
    "    q_pcp, coverage_pcp = PCP_model.calibrate(X_val, R_val,X_test, R_test, alpha, finite=True)\n",
    "\n",
    "    \n",
    "    print(\"SCP:\", 2 * np.mean(q_scp), \"SCP+CC:\", np.mean(length_cc), \"RLCP:\", 2 * np.mean(q_rlcp), \"PCP:\", 2 * np.mean(q_pcp))\n",
    "\n",
    "    ml_scp.append(2*np.mean(q_scp))\n",
    "    ml_cc.append(np.mean(length_cc))\n",
    "    ml_rlcp.append(2*np.mean(q_rlcp))\n",
    "    ml_pcp.append(2*np.mean(q_pcp))\n",
    "\n",
    "    mc_scp.append(np.mean(coverage_scp))\n",
    "    mc_cc.append(np.mean(coverage_cc))\n",
    "    mc_rlcp.append(np.mean(coverage_rlcp))\n",
    "    mc_pcp.append(np.mean(coverage_pcp))\n",
    "    \n",
    "    c_1.append(wsc_unbiased(X_test,np.array(coverage_scp), M=2500))\n",
    "    c_2.append(wsc_unbiased(X_test,np.array(coverage_cc), M=2500))\n",
    "    c_3.append(wsc_unbiased(X_test,np.array(coverage_rlcp), M=2500))\n",
    "    c_4.append(wsc_unbiased(X_test,np.array(coverage_pcp), M=2500))\n",
    "\n",
    "    print(\"SCP:\", np.mean(c_1), \"SCP+CC:\", np.mean(c_2), \"RLCP:\", np.mean(c_3), \"PCP:\", np.mean(c_4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "bf7fc070",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set up the data\n",
    "data = np.concatenate(\n",
    "    [[mc_scp, num_iterations*['SCP']],\n",
    "      [mc_cc, num_iterations*['SCP+CC']],\n",
    "      [mc_rlcp, num_iterations*['RLCP']],    \n",
    "     [mc_pcp, num_iterations*['PCP']]\n",
    "    ],axis=1)\n",
    "df = pd.DataFrame(columns=['Coverage', 'Method'], data=data.T)\n",
    "df['Coverage'] = df['Coverage'].astype(\"float64\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "fc96596a-3a0e-4c78-8b50-33cfb8c1a147",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 800x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(layout='constrained', figsize=(8,9))\n",
    "plt.axhline(y=0.9, color='black', linestyle='--', linewidth=3) \n",
    "sns.set_style(\"white\")\n",
    "#sns.set_palette(\"Set2\")\n",
    "sns.color_palette(\"Set2\")\n",
    "#styles = [\"darkgrid\", \"whitegrid\", \"dark\", \"white\", \"ticks\"]\n",
    "sns.boxplot(y='Coverage', x='Method', data=df, fliersize=0,linewidth=3,palette=\"Set2\")\n",
    "plt.ylim([0.55,1.05])\n",
    "plt.yticks([0.6, 0.7, 0.8, 0.9, 1.0])\n",
    "plt.xlabel('Method', fontsize=32, labelpad = 15)\n",
    "plt.ylabel('Coverage rate', fontsize=32, labelpad = 15)\n",
    "plt.yticks(fontsize=32)\n",
    "plt.xticks(fontsize=32,rotation=45)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "dda9c87a-02ce-43ce-8dec-751f52b93990",
   "metadata": {},
   "outputs": [],
   "source": [
    "data1= np.concatenate(\n",
    "    [[ml_scp, num_iterations*['SCP']], [ml_cc, num_iterations*['SCP+CC']],\n",
    "     [ml_rlcp, num_iterations*['RLCP']], [ml_pcp, num_iterations*['PCP']] ],axis=1)\n",
    "df1 = pd.DataFrame(columns=['Width', 'Method'], data=data1.T)\n",
    "df1['Width'] = df1['Width'].astype(\"float64\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "0758cb7b-bccc-421d-9e01-9712b22cc700",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(layout='constrained', figsize=(8,9))\n",
    "sns.set_palette(\"Set2\")\n",
    "sns.boxplot(y='Width', x='Method',  data=df1,fliersize=0,linewidth=3,palette=\"Set2\")\n",
    "#width=1,whis=[10, 90],\n",
    "plt.ylim([0.32,1.08])\n",
    "plt.yticks([ 0.4, 0.6,  0.8, 1])\n",
    "plt.xlabel('Method', fontsize=32, labelpad = 15)\n",
    "plt.ylabel('Interval Length', fontsize=32, labelpad = 15)\n",
    "plt.yticks(fontsize=32)\n",
    "plt.xticks(fontsize=32,rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "0c82d771-348c-4180-b2fa-6a0ec383cee1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set up the data\n",
    "data = np.concatenate(\n",
    "    [[c_1, num_iterations*['SCP']],\n",
    "      [c_2, num_iterations*['SCP+CC']],\n",
    "       [c_3, num_iterations*['RLCP']],    \n",
    "       [c_4, num_iterations*['PCP']]\n",
    "    ],axis=1)\n",
    "df = pd.DataFrame(columns=['Coverage', 'Method'], data=data.T)\n",
    "df['Coverage'] = df['Coverage'].astype(\"float64\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "a878c43b-9115-4d52-8431-bd85a835c7b6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(layout='constrained', figsize=(8,9))\n",
    "plt.axhline(y=0.9, color='black', linestyle='--', linewidth=3) \n",
    "sns.set_style(\"white\")\n",
    "sns.color_palette(\"Set2\")\n",
    "sns.boxplot(y='Coverage', x='Method', data=df, fliersize=0,linewidth=3,palette=\"Set2\")\n",
    "plt.ylim([0.55,1.05])\n",
    "plt.yticks([0.6, 0.7, 0.8, 0.9, 1.0])\n",
    "plt.xlabel('Method', fontsize=32, labelpad = 15)\n",
    "plt.ylabel('Worst-slice coverage rate', fontsize=32, labelpad = 15)\n",
    "plt.yticks(fontsize=32)\n",
    "plt.xticks(fontsize=32,rotation=45)"
   ]
  }
 ],
 "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": "3.9.18"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}