notebooks/demo_under_the_hood.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Calibrated Explanations under the hood\n",
    "\n",
    "Author: Tuwe Löfström (tuwe.lofstrom@ju.se)  \n",
    "Copyright 2024 Tuwe Löfström  \n",
    "License: BSD 3 clause\n",
    "Sources:\n",
    "1. [Pima Indians Diabetes Database [kaggle]](https://www.kaggle.com/datasets/uciml/pima-indians-diabetes-database)\n",
    "2. [\"Calibrated Explanations: with Uncertainty Information and Counterfactuals\"](https://arxiv.org/abs/2305.02305) by [Helena Löfström](https://github.com/Moffran), [Tuwe Löfström](https://github.com/tuvelofstrom), Ulf Johansson, and Cecilia Sönströd.\n",
    "\n",
    "The purpose of this demo is to show how to access information about the calibrated prediction, uncertainty, and feature rules. The first part loads data, trains a model and creates a calibrated factual explanation.\n",
    "\n",
    "## Binary Classification\n",
    "### Initialization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# auto reload modules\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "calibrated_explanations v0.5.1\n"
     ]
    }
   ],
   "source": [
    "# Import the necessary libraries\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "from calibrated_explanations import CalibratedExplainer, __version__\n",
    "\n",
    "print(f\"calibrated_explanations {__version__}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load and preprocess the data\n",
    "num_to_test = 10 # number of instances to test, one from each class\n",
    "dataSet = 'diabetes_full'\n",
    "delimiter = ','\n",
    "model = 'RF'\n",
    "\n",
    "fileName = '../data/' + dataSet + \".csv\"\n",
    "df = pd.read_csv(fileName, delimiter=delimiter)\n",
    "target = 'Y'\n",
    "X, y = df.drop(target,axis=1), df[target] \n",
    "no_of_classes = len(np.unique(y))\n",
    "no_of_features = X.shape[1]\n",
    "no_of_instances = X.shape[0]\n",
    "\n",
    "# find categorical features\n",
    "categorical_features = [i for i in range(no_of_features) if len(np.unique(X.iloc[:,i])) < 10]\n",
    "\n",
    "# select test instances from each class and split into train, cal and test\n",
    "idx = np.argsort(y.values).astype(int)\n",
    "X, y = X.values[idx,:], y.values[idx]\n",
    "test_index = np.array([*range(int(num_to_test/2)), *range(no_of_instances-1, no_of_instances-int(num_to_test/2)-1,-1)])\n",
    "train_index = np.setdiff1d(np.array(range(no_of_instances)), test_index)   \n",
    "X_train, X_test = X[train_index,:], X[test_index,:]\n",
    "y_train, y_test = y[train_index], y[test_index]\n",
    "X_prop_train, X_cal, y_prop_train, y_cal = train_test_split(X_train, y_train, test_size=0.33,random_state=42, stratify=y_train)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Train the model and create the explainer\n",
    "model = RandomForestClassifier()\n",
    "\n",
    "model.fit(X_prop_train,y_prop_train)  \n",
    "\n",
    "ce = CalibratedExplainer(model, \n",
    "                        X_cal, \n",
    "                        y_cal,\n",
    "                        feature_names=df.columns,                    \n",
    "                        categorical_features=categorical_features, \n",
    "                        class_labels={0:'Non-diabetic',1:'Diabetic'})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Epistemic and Aletoric Uncertainty \n",
    "First, lets print the calibrated probabilities with corresponding uncertainty estimates. The information about the prediction can be found in the `prediction` dictionary in each explanation object. It always contain a `predict` field, with the calibrated probability  (classification and probabilistic regression) or prediction (regression), as well as a lower (`low`) and upper (`high`) bound for the value in `predict`. For classification, an additional `classes` field is also available, containing the class for which the probability is calculated for. For binary classification, it is always the positive class, whereas for multi-class, it is the class with highest calibrated probability.\n",
    "\n",
    "The `predict` value (for classification and probabilistic regression) correspond to the epistemic uncertainty, and the uncertainty interval defined by the lower and upper bound correspond to the aletoric uncertainty."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Probability [lower and upper bound] for Diabetic:\n",
      "('Instance 0: 0.339 [0.304, 0.357]',)\n",
      "('Instance 1: 0.533 [0.500, 0.571]',)\n",
      "('Instance 2: 0.415 [0.404, 0.423]',)\n",
      "('Instance 3: 0.050 [0.034, 0.051]',)\n",
      "('Instance 4: 0.533 [0.500, 0.571]',)\n",
      "('Instance 5: 0.388 [0.333, 0.423]',)\n",
      "('Instance 6: 0.415 [0.404, 0.423]',)\n",
      "('Instance 7: 0.614 [0.556, 0.708]',)\n",
      "('Instance 8: 0.737 [0.722, 0.778]',)\n",
      "('Instance 9: 0.219 [0.194, 0.226]',)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\loftuw\\AppData\\Local\\anaconda3\\envs\\calibrated_explanations_env\\lib\\site-packages\\numpy\\_core\\fromnumeric.py:3596: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n"
     ]
    }
   ],
   "source": [
    "factual_explanations = ce.explain_factual(X_test)\n",
    "print('Probability [lower and upper bound] for Diabetic:')\n",
    "print(*zip([f\"Instance {i}: {exp.prediction['predict']:.3f} [{exp.prediction['low']:5.3f}, {exp.prediction['high']:5.3f}]\" \\\n",
    "    for i, exp in enumerate(factual_explanations)]), sep='\\n')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Factual Explanation\n",
    "A _factual explanation_ is composed of a _calibrated prediction_ from the underlying model accompanied by an _uncertainty interval_ and a collection of _factual feature rules_, each composed of a _feature weight with an uncertainty interval_ and a _factual condition_, covering that feature's instance value. \n",
    "\n",
    "To access the information used for a feature rule, the easiest way is to use the `_get_rules()` method, gathering all information in a dictionary. The information composing _factual feature rules_ can be gathered from the fields `weight`, `weight_low`, `weight_high` and `rule`. The information shown below is the same as is plotted using `plot(uncertainty=True)`, with the difference that the rules in the plot are sorted on absolute feature weight."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Calibrated prediction with uncertainty interval:\n",
      "0.339 [0.304, 0.357]\n",
      "\n",
      "Instance value and factual feature rules, each composed of a factual condition and a feature weight with an uncertainty interval:\n",
      "13.0  : Pregnancies > 6.50                        0.120 [ 0.113,  0.146]\n",
      "145.0 : Glucose > 139.50                          0.149 [ 0.133,  0.226]\n",
      "82.0  : BloodPressure > 81.00                    -0.051 [-0.062, -0.031]\n",
      "19.0  : SkinThickness <= 23.50                   -0.009 [-0.034,  0.036]\n",
      "110.0 : Insulin > 108.00                          0.083 [ 0.065,  0.131]\n",
      "22.2  : BMI <= 27.85                             -0.076 [-0.084, -0.065]\n",
      "0.24  : DiabetesPedigreeFunction <= 0.64         -0.048 [-0.079,  0.003]\n",
      "57.0  : Age > 28.50                               0.005 [-0.012,  0.038]\n"
     ]
    },
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",
      "text/plain": [
       "<Figure size 1000x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "factual_explanation = factual_explanations.get_explanation(0)\n",
    "factual = factual_explanation._get_rules()\n",
    "\n",
    "print(\"Calibrated prediction with uncertainty interval:\")\n",
    "print(f\"{factual['base_predict'][0]:5.3f} [{factual['base_predict_low'][0]:5.3f}, {factual['base_predict_high'][0]:5.3f}]\")\n",
    "\n",
    "print(\"\\nInstance value and factual feature rules, each composed of a factual condition and a feature weight with an uncertainty interval:\") \n",
    "for f, rule in enumerate(factual['rule']):\n",
    "    print(f\"{factual['value'][f]:6}: {rule:40s} {factual['weight'][f]:>6.3f} [{factual['weight_low'][f]:>6.3f}, {factual['weight_high'][f]:>6.3f}]\")\n",
    "\n",
    "factual_explanation.plot(uncertainty=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Counterfactual Explanations\n",
    "_Counterfactual explanations_ contain a collection of _alternative feature rules_, each composed of a _prediction estimate with an uncertainty interval_ and a _alternative condition_, covering alternative instance values for the feature."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\loftuw\\AppData\\Local\\anaconda3\\envs\\calibrated_explanations_env\\lib\\site-packages\\numpy\\_core\\fromnumeric.py:3596: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n"
     ]
    }
   ],
   "source": [
    "alternative_explanations = ce.explore_alternatives(X_test)\n",
    "alternative_explanation = alternative_explanations.get_explanation(0)\n",
    "alternative = alternative_explanation._get_rules()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For the alternative explanations, the probability for the positive class (or the class in the `classes` field in `prediction` for multi-class prediction) with uncertainty interval can be accessed for each alternative feature rule. The information showed below is the same as the `plot()` method, except that the alternative feature rules are sorted on their absolute feature weight. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Calibrated prediction with uncertainty interval:\n",
      "0.339 [0.304, 0.357]\n",
      "\n",
      "Instance value and factual condition with probability and uncertainty interval:\n",
      "13.0  : Pregnancies < 10.50                       0.246 [ 0.203,  0.262]\n",
      "145.0 : Glucose < 139.50                          0.190 [ 0.113,  0.207]\n",
      "145.0 : Glucose > 164.00                          0.415 [ 0.404,  0.423]\n",
      "82.0  : BloodPressure < 81.00                     0.390 [ 0.371,  0.401]\n",
      "82.0  : BloodPressure > 99.00                     0.388 [ 0.333,  0.423]\n",
      "19.0  : SkinThickness < 12.50                     0.332 [ 0.300,  0.348]\n",
      "19.0  : SkinThickness > 23.50                     0.348 [ 0.303,  0.373]\n",
      "110.0 : Insulin < 108.00                          0.256 [ 0.208,  0.274]\n",
      "110.0 : Insulin > 126.50                          0.415 [ 0.404,  0.423]\n",
      "22.2  : BMI > 22.70                               0.463 [ 0.450,  0.475]\n",
      "0.24  : DiabetesPedigreeFunction > 0.38           0.362 [ 0.304,  0.396]\n",
      "57.0  : Age < 29.50                               0.334 [ 0.301,  0.351]\n",
      "57.0  : Age > 62.50                               0.334 [ 0.301,  0.351]\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1000x650 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"Calibrated prediction with uncertainty interval:\")\n",
    "print(f\"{alternative['base_predict'][0]:5.3f} [{alternative['base_predict_low'][0]:5.3f}, {alternative['base_predict_high'][0]:5.3f}]\")\n",
    "\n",
    "print(\"\\nInstance value and factual condition with probability and uncertainty interval:\") \n",
    "for f, rule in enumerate(alternative['rule']):\n",
    "    print(f\"{alternative['value'][f]:6}: {rule:40s} {alternative['predict'][f]:>6.3f} [{alternative['predict_low'][f]:>6.3f}, {alternative['predict_high'][f]:>6.3f}]\")\n",
    "\n",
    "alternative_explanation.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Conjunctive Rules\n",
    "Conjunctive factual rules can be handled the same way as simple rules."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Calibrated prediction with uncertainty interval:\n",
      "0.339 [0.304, 0.357]\n",
      "\n",
      "Conjunctive rules with feature weights and uncertainty intervals:\n",
      "Pregnancies > 6.50                                            0.120 [ 0.113,  0.146]\n",
      "Glucose > 139.50                                              0.149 [ 0.133,  0.226]\n",
      "BloodPressure > 81.00                                        -0.051 [-0.062, -0.031]\n",
      "SkinThickness <= 23.50                                       -0.009 [-0.034,  0.036]\n",
      "Insulin > 108.00                                              0.083 [ 0.065,  0.131]\n",
      "BMI <= 27.85                                                 -0.076 [-0.084, -0.065]\n",
      "DiabetesPedigreeFunction <= 0.64                             -0.048 [-0.079,  0.003]\n",
      "Age > 28.50                                                   0.005 [-0.012,  0.038]\n",
      "Pregnancies > 6.50 & BloodPressure > 81.00                   -0.088 [-0.136, -0.071]\n",
      "Pregnancies > 6.50 & BMI <= 27.85                             0.160 [ 0.139,  0.185]\n",
      "Pregnancies > 6.50 & Insulin > 108.00                        -0.120 [-0.146, -0.113]\n",
      "Pregnancies > 6.50 & Glucose > 139.50                        -0.130 [-0.173, -0.120]\n",
      "Glucose > 139.50 & BloodPressure > 81.00                     -0.130 [-0.173, -0.120]\n",
      "Glucose > 139.50 & BMI <= 27.85                              -0.036 [-0.079, -0.017]\n",
      "Glucose > 139.50 & Insulin > 108.00                          -0.254 [-0.305, -0.248]\n",
      "BloodPressure > 81.00 & BMI <= 27.85                          0.104 [ 0.089,  0.117]\n",
      "BloodPressure > 81.00 & Insulin > 108.00                     -0.075 [-0.121, -0.057]\n",
      "SkinThickness <= 23.50 & BMI <= 27.85                         0.076 [ 0.065,  0.084]\n",
      "SkinThickness <= 23.50 & Insulin > 108.00                    -0.117 [-0.146, -0.108]\n",
      "Insulin > 108.00 & BMI <= 27.85                               0.076 [ 0.065,  0.084]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\loftuw\\AppData\\Local\\anaconda3\\envs\\calibrated_explanations_env\\lib\\site-packages\\calibrated_explanations\\explanations.py:916: UserWarning: Factual explanations for classification recommend using the binaryEntropy discretizer. Consider extracting factual explanations using `explainer.explain_factual(test_set)`\n",
      "  warnings.warn('Factual explanations for classification recommend using the ' +\\\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Prediction [ Low ,  High]\n",
       "0.339 [0.304, 0.357]\n",
       "Value : Feature                                  Weight [ Low  ,  High ]\n",
       "145.0 : Glucose > 139.50                          0.149 [ 0.133,  0.226]\n",
       "13.0  : Pregnancies > 6.50                        0.120 [ 0.113,  0.146]\n",
       "110.0 : Insulin > 108.00                          0.083 [ 0.065,  0.131]\n",
       "22.2  : BMI <= 27.85                             -0.076 [-0.084, -0.065]\n",
       "82.0  : BloodPressure > 81.00                    -0.051 [-0.062, -0.031]\n",
       "0.24  : DiabetesPedigreeFunction <= 0.64         -0.048 [-0.079,  0.003]\n",
       "19.0  : SkinThickness <= 23.50                   -0.009 [-0.034,  0.036]\n",
       "57.0  : Age > 28.50                               0.005 [-0.012,  0.038]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
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",
      "text/plain": [
       "<Figure size 1000x1200 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "factual_explanation.add_conjunctions() \n",
    "conjunctive = factual_explanation._get_rules()\n",
    "\n",
    "print(\"Calibrated prediction with uncertainty interval:\")\n",
    "print(f\"{conjunctive['base_predict'][0]:5.3f} [{conjunctive['base_predict_low'][0]:5.3f}, {conjunctive['base_predict_high'][0]:5.3f}]\")\n",
    "\n",
    "print(\"\\nConjunctive rules with feature weights and uncertainty intervals:\")\n",
    "for f, rule in enumerate(conjunctive['rule']):\n",
    "    rule = rule.replace('\\n', '')\n",
    "    print(f\"{rule:60s} {conjunctive['weight'][f]:>6.3f} [{conjunctive['weight_low'][f]:>6.3f}, {conjunctive['weight_high'][f]:>6.3f}]\")\n",
    "    \n",
    "factual_explanation.plot(uncertainty=True)\n",
    "factual_explanation.remove_conjunctions()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The same goes for alternative conjunctions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Calibrated prediction with uncertainty interval:\n",
      "0.339 [0.304, 0.357]\n",
      "\n",
      "Conjunctive rules with feature weights and uncertainty intervals:\n",
      "Pregnancies < 10.50                                           0.246 [ 0.203,  0.262]\n",
      "Glucose < 139.50                                              0.190 [ 0.113,  0.207]\n",
      "Glucose > 164.00                                              0.415 [ 0.404,  0.423]\n",
      "BloodPressure < 81.00                                         0.390 [ 0.371,  0.401]\n",
      "BloodPressure > 99.00                                         0.388 [ 0.333,  0.423]\n",
      "SkinThickness < 12.50                                         0.332 [ 0.300,  0.348]\n",
      "SkinThickness > 23.50                                         0.348 [ 0.303,  0.373]\n",
      "Insulin < 108.00                                              0.256 [ 0.208,  0.274]\n",
      "Insulin > 126.50                                              0.415 [ 0.404,  0.423]\n",
      "BMI > 22.70                                                   0.463 [ 0.450,  0.475]\n",
      "DiabetesPedigreeFunction > 0.38                               0.362 [ 0.304,  0.396]\n",
      "Age < 29.50                                                   0.334 [ 0.301,  0.351]\n",
      "Age > 62.50                                                   0.334 [ 0.301,  0.351]\n",
      "Pregnancies < 10.50 &  Insulin > 126.50                       0.224 [ 0.194,  0.234]\n",
      "Pregnancies < 10.50 &  BMI > 22.70                            0.503 [ 0.483,  0.525]\n",
      "Pregnancies < 10.50 &  Glucose < 139.50                       0.200 [ 0.140,  0.213]\n",
      "Glucose < 139.50 &  Insulin > 126.50                          0.089 [ 0.034,  0.096]\n",
      "Glucose < 139.50 &  BMI > 22.70                               0.309 [ 0.262,  0.329]\n",
      "BloodPressure < 81.00 &  Insulin > 126.50                     0.344 [ 0.295,  0.370]\n",
      "BloodPressure < 81.00 &  BMI > 22.70                          0.501 [ 0.479,  0.524]\n",
      "SkinThickness < 12.50 &  Insulin > 126.50                     0.219 [ 0.194,  0.226]\n",
      "SkinThickness < 12.50 &  BMI > 22.70                          0.455 [ 0.436,  0.473]\n",
      "Insulin < 108.00 &  BMI > 22.70                               0.415 [ 0.404,  0.423]\n",
      "DiabetesPedigreeFunction > 0.38 &  Insulin > 126.50           0.283 [ 0.226,  0.306]\n",
      "DiabetesPedigreeFunction > 0.38 &  BMI > 22.70                0.460 [ 0.445,  0.474]\n",
      "Age < 29.50 &  Insulin > 126.50                               0.316 [ 0.261,  0.341]\n",
      "Age < 29.50 &  BMI > 22.70                                    0.408 [ 0.385,  0.422]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Prediction [ Low ,  High]\n",
       "0.339 [0.304, 0.357]\n",
       "Value : Feature                                  Prediction [ Low  ,  High ]\n",
       "145.0 : Glucose < 139.50                          0.190     [ 0.113,  0.207]\n",
       "22.2  : BMI > 22.70                               0.463     [ 0.450,  0.475]\n",
       "13.0  : Pregnancies < 10.50                       0.246     [ 0.203,  0.262]\n",
       "110.0 : Insulin < 108.00                          0.256     [ 0.208,  0.274]\n",
       "110.0 : Insulin > 126.50                          0.415     [ 0.404,  0.423]\n",
       "145.0 : Glucose > 164.00                          0.415     [ 0.404,  0.423]\n",
       "82.0  : BloodPressure < 81.00                     0.390     [ 0.371,  0.401]\n",
       "82.0  : BloodPressure > 99.00                     0.388     [ 0.333,  0.423]\n",
       "0.24  : DiabetesPedigreeFunction > 0.38           0.362     [ 0.304,  0.396]\n",
       "19.0  : SkinThickness > 23.50                     0.348     [ 0.303,  0.373]\n",
       "19.0  : SkinThickness < 12.50                     0.332     [ 0.300,  0.348]\n",
       "57.0  : Age > 62.50                               0.334     [ 0.301,  0.351]\n",
       "57.0  : Age < 29.50                               0.334     [ 0.301,  0.351]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1350 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "alternative_explanation.add_conjunctions() \n",
    "conjunctive = alternative_explanation._get_rules()\n",
    "\n",
    "print(\"Calibrated prediction with uncertainty interval:\")\n",
    "print(f\"{conjunctive['base_predict'][0]:5.3f} [{conjunctive['base_predict_low'][0]:5.3f}, {conjunctive['base_predict_high'][0]:5.3f}]\")\n",
    "\n",
    "print(\"\\nConjunctive rules with feature weights and uncertainty intervals:\")\n",
    "for f, rule in enumerate(conjunctive['rule']):\n",
    "    rule = rule.replace('\\n', ' ')\n",
    "    print(f\"{rule:60s} {conjunctive['predict'][f]:>6.3f} [{conjunctive['predict_low'][f]:>6.3f}, {conjunctive['predict_high'][f]:>6.3f}]\")\n",
    "    \n",
    "alternative_explanation.plot()\n",
    "alternative_explanation.remove_conjunctions()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "calibrated_explanations_env",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.15"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}