examples/Counterfactuals.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4f81fa10",
   "metadata": {},
   "outputs": [],
   "source": [
    "%pip install -r ../requirements-examples.txt --quiet"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aaecaeac",
   "metadata": {},
   "source": [
    "# Counterfactual explanations"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a5dcbeb8",
   "metadata": {},
   "source": [
    "## Simple example\n",
    "\n",
    "We start by defining our black-box model, typically represented by\n",
    "\n",
    "$$\n",
    "f(\\mathbf{x}) = \\mathbf{y}\n",
    "$$\n",
    "\n",
    "Where $\\mathbf{x}=\\{x_1, x_2, \\dots,x_m\\}$ and $\\mathbf{y}=\\{y_1, y_2, \\dots,y_n\\}$.\n",
    "\n",
    "Our example toy model, in this case, takes an all-numerical input $\\mathbf{x}$ and return a $\\mathbf{y}$ of either `true` or `false` if the sum of the $\\mathbf{x}$ components is within a threshold $\\epsilon$ of a point $\\mathbf{C}$, that is:\n",
    "\n",
    "$$\n",
    "f(\\mathbf{x}, \\epsilon, \\mathbf{C})=\\begin{cases}\n",
    "\\text{true},\\qquad \\text{if}\\ \\mathbf{C}-\\epsilon<\\sum_{i=1}^m x_i <\\mathbf{C}+\\epsilon \\\\\n",
    "\\text{false},\\qquad \\text{otherwise}\n",
    "\\end{cases}\n",
    "$$\n",
    "\n",
    "This model is provided in the `TestUtils` module. We instantiate with a $\\mathbf{C}=500$ and $\\epsilon=1.0$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "682e6a97",
   "metadata": {},
   "outputs": [],
   "source": [
    "from trustyai.utils import TestModels\n",
    "\n",
    "center = 500.0\n",
    "epsilon = 1.0\n",
    "\n",
    "model = TestModels.getSumThresholdModel(center, epsilon)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d6160615",
   "metadata": {},
   "source": [
    "Next we need to define a **goal**.\n",
    "If our model is $f(\\mathbf{x'})=\\mathbf{y'}$ we are then defining our $\\mathbf{y'}$ and the counterfactual result will be the $\\mathbf{x'}$ which satisfies $f(\\mathbf{x'})=\\mathbf{y'}$.\n",
    "\n",
    "We will define our goal as `true`, that is, the sum is withing the vicinity of a (to be defined) point $\\mathbf{C}$. The goal is a list of `Output` which take the following parameters\n",
    "\n",
    "- The feature name\n",
    "- The feature type\n",
    "- The feature value (wrapped in `Value`)\n",
    "- A confidence threshold, which we will leave at zero (no threshold)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "b0adf88d",
   "metadata": {},
   "outputs": [],
   "source": [
    "from trustyai.model import output\n",
    "\n",
    "goal = [output(name=\"inside\", dtype=\"bool\", value=True)]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e1f10d88",
   "metadata": {},
   "source": [
    "We will now define our initial features, $\\mathbf{x}$. Each feature can be instantiated by using `FeatureFactory` and in this case we want to use numerical features, so we'll use `FeatureFactory.newNumericalFeature`."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b6296b56",
   "metadata": {},
   "source": [
    "Finally, we also specify which are the **bounds** for the counterfactual search. Typically this can be set either using domain-specific knowledge or taken from the data. In this case we simply specify an arbitrary (sensible) value, e.g. all the features can vary between `0` and `1000`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "67047fe5",
   "metadata": {},
   "outputs": [],
   "source": [
    "import random\n",
    "from trustyai.model import feature\n",
    "\n",
    "features = [\n",
    "    feature(name=f\"x{i+1}\", value=random.random() * 10.0, dtype=\"number\", domain=(0.0, 1000.0))\n",
    "    for i in range(4)\n",
    "]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e642a5ff",
   "metadata": {},
   "source": [
    "As we can see, the sum of of the features will not be within $\\epsilon$ (1.0) of $\\mathbf{C}$ (500.0). As such the model prediction will be `false`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "4c1b54d8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Feature x1 has value 1.0227632829978495\n",
      "Feature x2 has value 7.315299143453183\n",
      "Feature x3 has value 0.3495691959171898\n",
      "Feature x4 has value 9.722327206504795\n",
      "\n",
      "Features sum is 18.409958828873016\n"
     ]
    }
   ],
   "source": [
    "feature_sum = 0.0\n",
    "for f in features:\n",
    "    value = f.value.as_number()\n",
    "    print(f\"Feature {f.name} has value {value}\")\n",
    "    feature_sum += value\n",
    "print(f\"\\nFeatures sum is {feature_sum}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7cfe3139",
   "metadata": {},
   "source": [
    "We can now instantiate the **explainer** itself.\n",
    "\n",
    "To do so, we will to configure the termination criteria. For this example we will specify that the counterfactual search should only execute a maximum of 10,000 iterations before stopping and returning whatever the best result is so far.\n",
    "\n",
    "We can can now instantiate the explainer itself using `CounterfactualExplainer`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "f456a96d",
   "metadata": {},
   "outputs": [],
   "source": [
    "from trustyai.explainers import CounterfactualExplainer\n",
    "\n",
    "explainer = CounterfactualExplainer(steps=10_000)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ef484822",
   "metadata": {},
   "source": [
    "We will now express the counterfactual problem as defined above.\n",
    "\n",
    "- `input` represents our $\\mathbf{x}$ which know gives a prediction of `False`\n",
    "- `outputs` represents our $\\mathbf{y'}$, that is our desired prediction (`True`)\n",
    "- `domain` repreents the boundaries for the counterfactual search\n",
    "\n",
    "We now request the counterfactual $\\mathbf{x'}$ which is closest to $\\mathbf{x}$ and which satisfies $f(\\mathbf{x'}, \\epsilon, \\mathbf{C})=\\mathbf{y'}$:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "df359f02",
   "metadata": {},
   "outputs": [],
   "source": [
    "explanation = explainer.explain(inputs=features, goal=goal, model=model)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3010e01a",
   "metadata": {},
   "source": [
    "We can see that the counterfactual $\\mathbf{x'}$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "8bc97699",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>features</th>\n",
       "      <th>proposed</th>\n",
       "      <th>original</th>\n",
       "      <th>constrained</th>\n",
       "      <th>difference</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>x1</td>\n",
       "      <td>1.022763</td>\n",
       "      <td>1.022763</td>\n",
       "      <td>False</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>x2</td>\n",
       "      <td>488.935444</td>\n",
       "      <td>7.315299</td>\n",
       "      <td>False</td>\n",
       "      <td>481.620145</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>x3</td>\n",
       "      <td>0.349569</td>\n",
       "      <td>0.349569</td>\n",
       "      <td>False</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>x4</td>\n",
       "      <td>9.722327</td>\n",
       "      <td>9.722327</td>\n",
       "      <td>False</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  features    proposed  original  constrained  difference\n",
       "0       x1    1.022763  1.022763        False    0.000000\n",
       "1       x2  488.935444  7.315299        False  481.620145\n",
       "2       x3    0.349569  0.349569        False    0.000000\n",
       "3       x4    9.722327  9.722327        False    0.000000"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Feature sum is 500.0301035517372\n"
     ]
    }
   ],
   "source": [
    "df = explanation.as_dataframe()\n",
    "display(df)\n",
    "print(f\"\\nFeature sum is {df.proposed.sum()}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "7fd2f9ad",
   "metadata": {},
   "outputs": [
    {
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",
      "text/plain": [
       "<Figure size 1600x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "explanation.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3d7f148c",
   "metadata": {},
   "source": [
    "### Constrained features\n",
    "\n",
    "As we've seen, it is possible to constraint a specific feature $x_i$ by setting the _constraints_ list corresponding element to `True`.\n",
    "\n",
    "In this example, we know want to fix $x_1$ and $x_4$. That is, these features should have the same value in the counterfactual $\\mathbf{x'}$ as in the original $\\mathbf{x}$.\n",
    "\n",
    "By simply **omitting a search domain** to a feature we are constraining it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "c43952db",
   "metadata": {},
   "outputs": [],
   "source": [
    "features = [\n",
    "    feature(name=f\"x1\", value=random.random() * 10.0, dtype=\"number\"),\n",
    "    feature(name=f\"x2\", value=random.random() * 10.0, dtype=\"number\", domain=(0.0, 1000.0)),\n",
    "    feature(name=f\"x3\", value=random.random() * 10.0, dtype=\"number\", domain=(0.0, 1000.0)),\n",
    "    feature(name=f\"x4\", value=random.random() * 10.0, dtype=\"number\"),\n",
    "]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ef6ccf21",
   "metadata": {},
   "source": [
    "And request a new counterfactual explanation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "a7d647c2",
   "metadata": {},
   "outputs": [],
   "source": [
    "explanation = explainer.explain(inputs=features, goal=goal, model=model)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "25d7b61f",
   "metadata": {},
   "source": [
    "We can see that $x_1$ and $x_4$ has the same value as the original and the model satisfies the conditions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "f998f077",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>features</th>\n",
       "      <th>proposed</th>\n",
       "      <th>original</th>\n",
       "      <th>constrained</th>\n",
       "      <th>difference</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>x1</td>\n",
       "      <td>3.839895</td>\n",
       "      <td>3.839895</td>\n",
       "      <td>True</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>x2</td>\n",
       "      <td>477.875736</td>\n",
       "      <td>5.797758</td>\n",
       "      <td>False</td>\n",
       "      <td>472.077978</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>x3</td>\n",
       "      <td>7.438139</td>\n",
       "      <td>7.438139</td>\n",
       "      <td>False</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>x4</td>\n",
       "      <td>9.916536</td>\n",
       "      <td>9.916536</td>\n",
       "      <td>True</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  features    proposed  original  constrained  difference\n",
       "0       x1    3.839895  3.839895         True    0.000000\n",
       "1       x2  477.875736  5.797758        False  472.077978\n",
       "2       x3    7.438139  7.438139        False    0.000000\n",
       "3       x4    9.916536  9.916536         True    0.000000"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "explanation.as_dataframe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "c08a303c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "explanation.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7e17e736",
   "metadata": {},
   "source": [
    "## Using Python models\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dc67c489",
   "metadata": {},
   "source": [
    "We will now show how to use a custom Python model with TrustyAI counterfactual explanations.\n",
    "\n",
    "The model will be an [XGBoost](https://github.com/dmlc/xgboost) one trained with the `credit-bias` dataset (available [here](https://github.com/ruivieira/benchmark-models/tree/main/credit-bias)).\n",
    "\n",
    "For convenience, the model is pre-trained and serialised with `joblib` so that for this example we simply need to deserialised it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "895c80cf",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/rui/.virtualenvs/trustyai-explainability-python-examples/lib/python3.11/site-packages/xgboost/compat.py:31: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
      "  from pandas import MultiIndex, Int64Index\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "XGBClassifier(base_score=0.5, booster='gbtree', colsample_bylevel=1,\n",
      "              colsample_bynode=1, colsample_bytree=1, gamma=0, gpu_id=-1,\n",
      "              importance_type='gain', interaction_constraints='',\n",
      "              learning_rate=0.07, max_delta_step=0, max_depth=8,\n",
      "              min_child_weight=1, missing=nan, monotone_constraints='()',\n",
      "              n_estimators=200, n_jobs=12, num_parallel_tree=1, random_state=27,\n",
      "              reg_alpha=0, reg_lambda=1, scale_pos_weight=0.9861206227457426,\n",
      "              seed=27, subsample=1, tree_method='exact', validate_parameters=1,\n",
      "              verbosity=None)\n"
     ]
    }
   ],
   "source": [
    "import joblib\n",
    "\n",
    "xgb = joblib.load(\"models/credit-bias-xgboost.joblib\")\n",
    "print(xgb)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bebe8e96",
   "metadata": {},
   "source": [
    "This model has as a single **output** a boolean `PaidLoan`, which will predict whether a certain loan applicant will repay the loan in time or not. The model is slightly more complex than the previous examples, with **input** features:\n",
    "\n",
    "|Input feature         | Type    | Note        |\n",
    "|----------------------|---------|-------------|\n",
    "|`NewCreditCustomer`   |boolean  ||\n",
    "|`Amount`              |numerical||\n",
    "|`Interest`            |numerical||\n",
    "|`LoanDuration`        |numerical|In months|\n",
    "|`Education`           |numerical|Level (1, 2, 3..)|\n",
    "|`NrOfDependants`      |numerical|Integer|\n",
    "|`EmploymentDurationCurrentEmployer`|numerical|Integer (years)|\n",
    "|`IncomeFromPrincipalEmployer`|numerical||\n",
    "|`IncomeFromPension`   |numerical||\n",
    "|`IncomeFromFamilyAllowance`|numerical||\n",
    "|`IncomeFromSocialWelfare`|numerical||\n",
    "|`IncomeFromLeavePay`|numerical||\n",
    "|`IncomeFromChildSupport`|numerical||\n",
    "|`IncomeOther`|numerical||\n",
    "|`ExistingLiabilities`|numerical|integer|\n",
    "|`RefinanceLiabilities`|numerical|integer|\n",
    "|`DebtToIncome`|numerical||\n",
    "|`FreeCash`|numerical||\n",
    "|`CreditScoreEeMini`|numerical|integer|\n",
    "|`NoOfPreviousLoansBeforeLoan`|numerical|integer|\n",
    "|`AmountOfPreviousLoansBeforeLoan`|numerical||\n",
    "|`PreviousRepaymentsBeforeLoan`|numerical||\n",
    "|`PreviousEarlyRepaymentsBefoleLoan`|numerical||\n",
    "|`PreviousEarlyRepaymentsCountBeforeLoan`|numerical|integer|\n",
    "|`Council_house`|boolean||\n",
    "|`Homeless`|boolean||\n",
    "|`Joint_ownership`|boolean||\n",
    "|`Joint_tenant`|boolean||\n",
    "|`Living_with_parents`|boolean||\n",
    "|`Mortgage`|boolean||\n",
    "|`Other`|boolean||\n",
    "|`Owner`|boolean||\n",
    "|`Owner_with_encumbrance`|boolean||\n",
    "|`Tenant`|boolean||\n",
    "|`Entrepreneur`|boolean||\n",
    "|`Fully`|boolean||\n",
    "|`Partially`|boolean||\n",
    "|`Retiree`|boolean||\n",
    "|`Self_employed`|boolean||\n",
    "\n",
    "We will start by testing the model with an input we are quite sure (from the original data) that will be predicted as `false`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "bc7bc7ad",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>NewCreditCustomer</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Amount</th>\n",
       "      <td>2125.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Interest</th>\n",
       "      <td>20.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LoanDuration</th>\n",
       "      <td>60.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Education</th>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NrOfDependants</th>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EmploymentDurationCurrentEmployer</th>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IncomeFromPrincipalEmployer</th>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IncomeFromPension</th>\n",
       "      <td>301.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IncomeFromFamilyAllowance</th>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IncomeFromSocialWelfare</th>\n",
       "      <td>53.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IncomeFromLeavePay</th>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IncomeFromChildSupport</th>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IncomeOther</th>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ExistingLiabilities</th>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RefinanceLiabilities</th>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DebtToIncome</th>\n",
       "      <td>26.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FreeCash</th>\n",
       "      <td>10.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CreditScoreEeMini</th>\n",
       "      <td>1000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NoOfPreviousLoansBeforeLoan</th>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AmountOfPreviousLoansBeforeLoan</th>\n",
       "      <td>500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PreviousRepaymentsBeforeLoan</th>\n",
       "      <td>590.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PreviousEarlyRepaymentsBefoleLoan</th>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PreviousEarlyRepaymentsCountBeforeLoan</th>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Council_house</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Homeless</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Joint_ownership</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Joint_tenant</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Living_with_parents</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mortgage</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Other</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Owner</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Owner_with_encumbrance</th>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tenant</th>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Entrepreneur</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fully</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Partially</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Retiree</th>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Self_employed</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             0\n",
       "NewCreditCustomer                        False\n",
       "Amount                                  2125.0\n",
       "Interest                                 20.97\n",
       "LoanDuration                              60.0\n",
       "Education                                  4.0\n",
       "NrOfDependants                             0.0\n",
       "EmploymentDurationCurrentEmployer          6.0\n",
       "IncomeFromPrincipalEmployer                0.0\n",
       "IncomeFromPension                        301.0\n",
       "IncomeFromFamilyAllowance                  0.0\n",
       "IncomeFromSocialWelfare                   53.0\n",
       "IncomeFromLeavePay                         0.0\n",
       "IncomeFromChildSupport                     0.0\n",
       "IncomeOther                                0.0\n",
       "ExistingLiabilities                        8.0\n",
       "RefinanceLiabilities                       6.0\n",
       "DebtToIncome                             26.29\n",
       "FreeCash                                 10.92\n",
       "CreditScoreEeMini                       1000.0\n",
       "NoOfPreviousLoansBeforeLoan                1.0\n",
       "AmountOfPreviousLoansBeforeLoan          500.0\n",
       "PreviousRepaymentsBeforeLoan            590.95\n",
       "PreviousEarlyRepaymentsBefoleLoan          0.0\n",
       "PreviousEarlyRepaymentsCountBeforeLoan     0.0\n",
       "Council_house                            False\n",
       "Homeless                                 False\n",
       "Joint_ownership                          False\n",
       "Joint_tenant                             False\n",
       "Living_with_parents                      False\n",
       "Mortgage                                 False\n",
       "Other                                    False\n",
       "Owner                                    False\n",
       "Owner_with_encumbrance                    True\n",
       "Tenant                                    True\n",
       "Entrepreneur                             False\n",
       "Fully                                    False\n",
       "Partially                                False\n",
       "Retiree                                   True\n",
       "Self_employed                            False"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "feature_values = {\n",
    "        \"NewCreditCustomer\": False,\n",
    "        \"Amount\": 2125.0,\n",
    "        \"Interest\": 20.97,\n",
    "        \"LoanDuration\": 60.0,\n",
    "        \"Education\": 4.0,\n",
    "        \"NrOfDependants\": 0.0,\n",
    "        \"EmploymentDurationCurrentEmployer\": 6.0,\n",
    "        \"IncomeFromPrincipalEmployer\": 0.0,\n",
    "        \"IncomeFromPension\": 301.0,\n",
    "        \"IncomeFromFamilyAllowance\": 0.0,\n",
    "        \"IncomeFromSocialWelfare\": 53.0,\n",
    "        \"IncomeFromLeavePay\": 0.0,\n",
    "        \"IncomeFromChildSupport\": 0.0,\n",
    "        \"IncomeOther\": 0.0,\n",
    "        \"ExistingLiabilities\": 8.0,\n",
    "        \"RefinanceLiabilities\": 6.0,\n",
    "        \"DebtToIncome\": 26.29,\n",
    "        \"FreeCash\": 10.92,\n",
    "        \"CreditScoreEeMini\": 1000.0,\n",
    "        \"NoOfPreviousLoansBeforeLoan\": 1.0,\n",
    "        \"AmountOfPreviousLoansBeforeLoan\": 500.0,\n",
    "        \"PreviousRepaymentsBeforeLoan\": 590.95,\n",
    "        \"PreviousEarlyRepaymentsBefoleLoan\": 0.0,\n",
    "        \"PreviousEarlyRepaymentsCountBeforeLoan\": 0.0,\n",
    "        \"Council_house\": False,\n",
    "        \"Homeless\": False,\n",
    "        \"Joint_ownership\": False,\n",
    "        \"Joint_tenant\": False,\n",
    "        \"Living_with_parents\": False,\n",
    "        \"Mortgage\": False,\n",
    "        \"Other\": False,\n",
    "        \"Owner\": False,\n",
    "        \"Owner_with_encumbrance\": True,\n",
    "        \"Tenant\": True,\n",
    "        \"Entrepreneur\": False,\n",
    "        \"Fully\": False,\n",
    "        \"Partially\": False,\n",
    "        \"Retiree\": True,\n",
    "        \"Self_employed\": False\n",
    "}\n",
    "feature_df = pd.DataFrame([feature_values])\n",
    "feature_df.T"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bcc6ad4a",
   "metadata": {},
   "source": [
    "We can confirm now that this input will lead to a `false` `PaidLoan` prediction with a probability of $\\sim78\\%$:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "1d303d3b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0.7835957  0.21640435]]\n",
      "Paid loan is predicted as: [False]\n"
     ]
    }
   ],
   "source": [
    "print(xgb.predict_proba(feature_df))\n",
    "print(f\"Paid loan is predicted as: {xgb.predict(feature_df)}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b53d2a23",
   "metadata": {},
   "source": [
    "We will now prepare the XGBoost model to be used from the TrustyAI counterfactual engine.\n",
    "\n",
    "To do so, we simply need to wrap the `predict` function into a `TrustyAI.Model`class. Since our model outputs a Numpy array, we need to specify the column names of the output, so we can later use those names to set the goals of our counterfactual search."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "8b2c8491",
   "metadata": {},
   "outputs": [],
   "source": [
    "from trustyai.model import Model\n",
    "\n",
    "model = Model(xgb.predict, output_names=['PaidLoan'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1b85d653",
   "metadata": {},
   "source": [
    "### Unconstrained basic search\n",
    "\n",
    "To get started we will search for a counterfactual with no constraints at all. This is not a realistic use case, but we will use it as a baseline."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1678aa1b",
   "metadata": {},
   "source": [
    "We will also create a set of equal bounds for all the features. Again, this is not realistic, but we do it to establish a baseline. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "2b68355a",
   "metadata": {},
   "outputs": [],
   "source": [
    "from trustyai.model.domain import feature_domain\n",
    "domains = []\n",
    "for v in  feature_values.values():\n",
    "    if type(v) is bool:\n",
    "        domains.append(feature_domain([True, False]))\n",
    "    else:\n",
    "        domains.append(feature_domain((0, 10000.)))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "05f06b7d",
   "metadata": {},
   "source": [
    "We want our **goal** to be the model predicting the loan will be paid (`PaidLoad=True`), so we specify it as:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "02987bad",
   "metadata": {},
   "outputs": [],
   "source": [
    "goal = [output(name=\"PaidLoan\", dtype=\"bool\", value=True)]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ba6254dd",
   "metadata": {},
   "source": [
    "We are now ready to search for a counterfactual:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "03620ac5",
   "metadata": {},
   "outputs": [],
   "source": [
    "from trustyai.explainers import CounterfactualExplainer\n",
    "\n",
    "explainer = CounterfactualExplainer(steps=10_000)\n",
    "explanation = explainer.explain(inputs=feature_df, goal=goal, model=model, feature_domains=domains)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "33cadb86",
   "metadata": {},
   "source": [
    "First we will confirm that our counterfactual changes the outcome, by predicting its outcome using the model:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "210fc7a7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ True])"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model(explanation.proposed_features_dataframe)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "be24c953",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>features</th>\n",
       "      <th>proposed</th>\n",
       "      <th>original</th>\n",
       "      <th>constrained</th>\n",
       "      <th>difference</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>NewCreditCustomer</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Amount</td>\n",
       "      <td>2125.00</td>\n",
       "      <td>2125.00</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Interest</td>\n",
       "      <td>20.97</td>\n",
       "      <td>20.97</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>LoanDuration</td>\n",
       "      <td>60.00</td>\n",
       "      <td>60.00</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Education</td>\n",
       "      <td>4.00</td>\n",
       "      <td>4.00</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>NrOfDependants</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>EmploymentDurationCurrentEmployer</td>\n",
       "      <td>6.00</td>\n",
       "      <td>6.00</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>IncomeFromPrincipalEmployer</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>IncomeFromPension</td>\n",
       "      <td>301.00</td>\n",
       "      <td>301.00</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>IncomeFromFamilyAllowance</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>IncomeFromSocialWelfare</td>\n",
       "      <td>53.00</td>\n",
       "      <td>53.00</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>IncomeFromLeavePay</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>IncomeFromChildSupport</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>IncomeOther</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>ExistingLiabilities</td>\n",
       "      <td>8.00</td>\n",
       "      <td>8.00</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>RefinanceLiabilities</td>\n",
       "      <td>0.00</td>\n",
       "      <td>6.00</td>\n",
       "      <td>False</td>\n",
       "      <td>-6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>DebtToIncome</td>\n",
       "      <td>26.29</td>\n",
       "      <td>26.29</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>FreeCash</td>\n",
       "      <td>10.92</td>\n",
       "      <td>10.92</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>CreditScoreEeMini</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>NoOfPreviousLoansBeforeLoan</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>AmountOfPreviousLoansBeforeLoan</td>\n",
       "      <td>500.00</td>\n",
       "      <td>500.00</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>PreviousRepaymentsBeforeLoan</td>\n",
       "      <td>590.95</td>\n",
       "      <td>590.95</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>PreviousEarlyRepaymentsBefoleLoan</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>PreviousEarlyRepaymentsCountBeforeLoan</td>\n",
       "      <td>6.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>False</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Council_house</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Homeless</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Joint_ownership</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Joint_tenant</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Living_with_parents</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Mortgage</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Other</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Owner</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Owner_with_encumbrance</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Tenant</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Entrepreneur</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Fully</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Partially</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Retiree</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Self_employed</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  features  proposed  original  constrained  \\\n",
       "0                        NewCreditCustomer      0.00      0.00        False   \n",
       "1                                   Amount   2125.00   2125.00        False   \n",
       "2                                 Interest     20.97     20.97        False   \n",
       "3                             LoanDuration     60.00     60.00        False   \n",
       "4                                Education      4.00      4.00        False   \n",
       "5                           NrOfDependants      0.00      0.00        False   \n",
       "6        EmploymentDurationCurrentEmployer      6.00      6.00        False   \n",
       "7              IncomeFromPrincipalEmployer      0.00      0.00        False   \n",
       "8                        IncomeFromPension    301.00    301.00        False   \n",
       "9                IncomeFromFamilyAllowance      0.00      0.00        False   \n",
       "10                 IncomeFromSocialWelfare     53.00     53.00        False   \n",
       "11                      IncomeFromLeavePay      0.00      0.00        False   \n",
       "12                  IncomeFromChildSupport      0.00      0.00        False   \n",
       "13                             IncomeOther      0.00      0.00        False   \n",
       "14                     ExistingLiabilities      8.00      8.00        False   \n",
       "15                    RefinanceLiabilities      0.00      6.00        False   \n",
       "16                            DebtToIncome     26.29     26.29        False   \n",
       "17                                FreeCash     10.92     10.92        False   \n",
       "18                       CreditScoreEeMini   1000.00   1000.00        False   \n",
       "19             NoOfPreviousLoansBeforeLoan      1.00      1.00        False   \n",
       "20         AmountOfPreviousLoansBeforeLoan    500.00    500.00        False   \n",
       "21            PreviousRepaymentsBeforeLoan    590.95    590.95        False   \n",
       "22       PreviousEarlyRepaymentsBefoleLoan      0.00      0.00        False   \n",
       "23  PreviousEarlyRepaymentsCountBeforeLoan      6.00      0.00        False   \n",
       "24                           Council_house      0.00      0.00        False   \n",
       "25                                Homeless      0.00      0.00        False   \n",
       "26                         Joint_ownership      0.00      0.00        False   \n",
       "27                            Joint_tenant      0.00      0.00        False   \n",
       "28                     Living_with_parents      0.00      0.00        False   \n",
       "29                                Mortgage      0.00      0.00        False   \n",
       "30                                   Other      0.00      0.00        False   \n",
       "31                                   Owner      0.00      0.00        False   \n",
       "32                  Owner_with_encumbrance      1.00      1.00        False   \n",
       "33                                  Tenant      1.00      1.00        False   \n",
       "34                            Entrepreneur      0.00      0.00        False   \n",
       "35                                   Fully      0.00      0.00        False   \n",
       "36                               Partially      0.00      0.00        False   \n",
       "37                                 Retiree      1.00      1.00        False   \n",
       "38                           Self_employed      0.00      0.00        False   \n",
       "\n",
       "    difference  \n",
       "0          0.0  \n",
       "1          0.0  \n",
       "2          0.0  \n",
       "3          0.0  \n",
       "4          0.0  \n",
       "5          0.0  \n",
       "6          0.0  \n",
       "7          0.0  \n",
       "8          0.0  \n",
       "9          0.0  \n",
       "10         0.0  \n",
       "11         0.0  \n",
       "12         0.0  \n",
       "13         0.0  \n",
       "14         0.0  \n",
       "15        -6.0  \n",
       "16         0.0  \n",
       "17         0.0  \n",
       "18         0.0  \n",
       "19         0.0  \n",
       "20         0.0  \n",
       "21         0.0  \n",
       "22         0.0  \n",
       "23         6.0  \n",
       "24         0.0  \n",
       "25         0.0  \n",
       "26         0.0  \n",
       "27         0.0  \n",
       "28         0.0  \n",
       "29         0.0  \n",
       "30         0.0  \n",
       "31         0.0  \n",
       "32         0.0  \n",
       "33         0.0  \n",
       "34         0.0  \n",
       "35         0.0  \n",
       "36         0.0  \n",
       "37         0.0  \n",
       "38         0.0  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "explanation.as_dataframe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d8174349",
   "metadata": {},
   "source": [
    "And indeed it changes. We will now verify _which_ features were changed:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "1ce61583",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>features</th>\n",
       "      <th>proposed</th>\n",
       "      <th>original</th>\n",
       "      <th>constrained</th>\n",
       "      <th>difference</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>RefinanceLiabilities</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>False</td>\n",
       "      <td>-6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>PreviousEarlyRepaymentsCountBeforeLoan</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  features  proposed  original  constrained  \\\n",
       "15                    RefinanceLiabilities       0.0       6.0        False   \n",
       "23  PreviousEarlyRepaymentsCountBeforeLoan       6.0       0.0        False   \n",
       "\n",
       "    difference  \n",
       "15        -6.0  \n",
       "23         6.0  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = explanation.as_dataframe()\n",
    "df[df.difference != 0.0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "f65f37fb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "explanation.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ba33c2e5",
   "metadata": {},
   "source": [
    "Here we can see the problem with the unconstrained search.\n",
    "\n",
    "Some of the fields that were changed might be difficult to change in practice."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4fe7677c",
   "metadata": {},
   "source": [
    "### Constrained search\n",
    "\n",
    "We will now try a more realistic search, which incorporates domain specific knowledge (and common sence).\n",
    "\n",
    "To do so, we will constrain features we feel they shouldn't (or mustn't) change and specify sensible search bounds.\n",
    "We will start with the constraints:"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b45b708b",
   "metadata": {},
   "source": [
    "The constraints should be self-explanatory, but in essence they were divided into three groups\n",
    "\n",
    "- Attributes you **cannot** or **should** not change (protected), for instance age, education level, etc\n",
    "- Attributes you **can** change, for loan duration, loan amount, etc\n",
    "- Attributes you probably won't be able to change, but might be informative to change. For instance, you might not be able to easily change your income, but you might be interested in how much would it need to be in order to get the prediction as favourable."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "dfd94168",
   "metadata": {},
   "outputs": [],
   "source": [
    "_domains = {\n",
    "        \"Amount\": (0.0, 1000.0),\n",
    "        \"LoanDuration\": (0.0, 120.0),\n",
    "        \"EmploymentDurationCurrentEmployer\": (0.0, 40.0),\n",
    "        \"IncomeFromPrincipalEmployer\": (0.0, 1000.0),\n",
    "        \"IncomeFromPension\": (0.0, 1000.0),\n",
    "        \"IncomeFromFamilyAllowance\": (0.0, 1000.0),\n",
    "        \"IncomeFromSocialWelfare\": (0.0, 1000.0),\n",
    "        \"IncomeFromLeavePay\": (0.0, 1000.0),\n",
    "        \"IncomeFromChildSupport\": (0.0, 1000.0),\n",
    "        \"IncomeOther\": (0.0, 1000.0),\n",
    "        \"DebtToIncome\": (0.0, 100.0),\n",
    "        \"FreeCash\": (0.0, 100.0),\n",
    "        \"CreditScoreEeMini\": (0.0, 10000.0)\n",
    "}\n",
    "domains = {key: None for key  in feature_values.keys()}\n",
    "\n",
    "for key in  _domains.keys():\n",
    "        domains[key] = feature_domain(_domains[key])\n",
    "\n",
    "domains = list(domains.values())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e50497b0",
   "metadata": {},
   "source": [
    "And we start a new search:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "ffd184e6",
   "metadata": {},
   "outputs": [],
   "source": [
    "explanation = explainer.explain(inputs=feature_df, goal=goal, model=model, feature_domains=domains)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4417ad35",
   "metadata": {},
   "source": [
    "We test that the counterfactual does change the outcome:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "02b985c4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ True])"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model(explanation.proposed_features_dataframe)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b9f4f676",
   "metadata": {},
   "source": [
    "And we confirm that no constrained features were changed:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "f7bf9d93",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>features</th>\n",
       "      <th>proposed</th>\n",
       "      <th>original</th>\n",
       "      <th>constrained</th>\n",
       "      <th>difference</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>LoanDuration</td>\n",
       "      <td>55.86733</td>\n",
       "      <td>60.0</td>\n",
       "      <td>False</td>\n",
       "      <td>-4.13267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>IncomeFromSocialWelfare</td>\n",
       "      <td>60.00000</td>\n",
       "      <td>53.0</td>\n",
       "      <td>False</td>\n",
       "      <td>7.00000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   features  proposed  original  constrained  difference\n",
       "3              LoanDuration  55.86733      60.0        False    -4.13267\n",
       "10  IncomeFromSocialWelfare  60.00000      53.0        False     7.00000"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = explanation.as_dataframe()\n",
    "df[df.difference != 0.0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "fafe854d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "explanation.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b48413c7",
   "metadata": {},
   "source": [
    "### Minimum counterfactual probabilities\n",
    "\n",
    "We can see that the previous answer is very close to $50\\%$.\n",
    "\n",
    "With TrustyAI we have the possibility to specify a minimum probability for the result (when the model supports prediction confidences).\n",
    "\n",
    "Let's say we want a result that is at least $75\\%$ confident that the loan will be repaid. We can just encode the **minimum probability** as the last argument of each `Output`. A minimum probability of $0$ (as we've used) simply means that any desired outcome will be accepted, regardless of its probability. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "1da98dc6",
   "metadata": {},
   "outputs": [],
   "source": [
    "def fn(x):\n",
    "    return xgb.predict_proba(x)[:,1]\n",
    "\n",
    "model = Model(fn, output_names=[\"probability\"])\n",
    "goal = [output(name=\"probability\", dtype=\"number\", value=0.75)]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a3a9fee8",
   "metadata": {},
   "source": [
    "We can then re-run the search with all the data as defined previously:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "188a8d4c",
   "metadata": {},
   "outputs": [],
   "source": [
    "explanation = explainer.explain(inputs=feature_df, goal=goal, model=model, feature_domains=domains)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2d142324",
   "metadata": {},
   "source": [
    "As previously, we check that the answer is what we are looking for:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "15ef974d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.75004345], dtype=float32)"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model(explanation.proposed_features_dataframe)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ef00df3a",
   "metadata": {},
   "source": [
    "And we show which features need to be changed for said desired outcome:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "a11b8645",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>features</th>\n",
       "      <th>proposed</th>\n",
       "      <th>original</th>\n",
       "      <th>constrained</th>\n",
       "      <th>difference</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>LoanDuration</td>\n",
       "      <td>12.949312</td>\n",
       "      <td>60.0</td>\n",
       "      <td>False</td>\n",
       "      <td>-47.050688</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>IncomeFromFamilyAllowance</td>\n",
       "      <td>49.624817</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>49.624817</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>IncomeFromSocialWelfare</td>\n",
       "      <td>23.144654</td>\n",
       "      <td>53.0</td>\n",
       "      <td>False</td>\n",
       "      <td>-29.855346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>IncomeFromChildSupport</td>\n",
       "      <td>21.172252</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>21.172252</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     features   proposed  original  constrained  difference\n",
       "3                LoanDuration  12.949312      60.0        False  -47.050688\n",
       "9   IncomeFromFamilyAllowance  49.624817       0.0        False   49.624817\n",
       "10    IncomeFromSocialWelfare  23.144654      53.0        False  -29.855346\n",
       "12     IncomeFromChildSupport  21.172252       0.0        False   21.172252"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = explanation.as_dataframe()\n",
    "df[df.difference != 0.0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "d0e98001",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "explanation.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "28e834ae",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## Visualisation\n",
    "\n",
    "Let's try to visualise counterfactuals in action with the following example:\n",
    "\n",
    "We construct three clusters of data and train a model to assign points to a cluster.\n",
    "Our counterfactual question can then be\n",
    "\n",
    "If we have a point $X$ belonging to a certain cluster $C$, how far would it need to move in order to belong to a desired cluster $C^\\prime$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "6c1cdfbb",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "from sklearn.datasets import make_blobs\n",
    "\n",
    "X, y = make_blobs(n_samples=2000, n_features=2, random_state=0, centers=[(-5,0), (0, 5), (5, 0)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "165992c8",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.figure(figsize=(20,10))\n",
    "plt.scatter(X[:,0], X[:,1], c=y, s=5)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "44ede6b9",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "We now train a KNN model in order to classify points and assign them to a cluster."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "728100bc",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-1 {color: black;background-color: white;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>KNeighborsClassifier(n_neighbors=3)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">KNeighborsClassifier</label><div class=\"sk-toggleable__content\"><pre>KNeighborsClassifier(n_neighbors=3)</pre></div></div></div></div></div>"
      ],
      "text/plain": [
       "KNeighborsClassifier(n_neighbors=3)"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "\n",
    "knn = KNeighborsClassifier(n_neighbors = 3)\n",
    "knn.fit(X,y)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6fa83d6f",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "If we take a point such as `(2.5, -1)` it is clear this point will belong to cluster `2`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "e0a0b2cd",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,10))\n",
    "ORIGINAL = [2.5, -1.0]\n",
    "plt.scatter(X[:,0], X[:,1], c=y, s=5)\n",
    "plt.scatter(ORIGINAL[0], ORIGINAL[1], c=\"red\", s=50)\n",
    "plt.plot([ORIGINAL[0], 5], [ORIGINAL[1], 0], c=\"red\")\n",
    "plt.plot([ORIGINAL[0], 0], [ORIGINAL[1], 5], c=\"grey\", linestyle=\"dashed\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "cba7660b",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0., 0., 1.]])"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "knn.predict_proba(np.array([[2.5, -1.0]]))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f082cefc",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "We can now create our prediction function. I will simply take the `x` and `y` and return the cluster classification,\n",
    "along with a probability."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "bb391a92",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "def knn_classify(inputs):\n",
    "    result = knn.predict_proba(inputs)\n",
    "    index = np.argmax(result, axis=1)[0]\n",
    "    return np.array([index]).astype(float)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "442b3109",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "We wrap this function in the `Model` wrapper."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "b21e4832",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "from trustyai.model import Model\n",
    "\n",
    "knn_model = Model(knn_classify, output_names=['cluster'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "641a3c8d",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "We can test it and confirm it works as expected."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4da1ff32",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "We now define our goal. We want it to belong to cluster `1`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "51dfe14f",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "goal = [output(name=\"cluster\", dtype=\"number\", value=1)]\n",
    "features = [\n",
    "    feature(\"x\", \"number\", 2.5, (-10, 10)), \n",
    "    feature(\"y\", \"number\", -1.0, (-10, 10))\n",
    "]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4ceb2c8d",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "We pass this data to the explainer along with the search boundaries."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "4c4bad16",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "explanation = explainer.explain(inputs=features, goal=goal, model=knn_model)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d9bd9f15",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "The counterfactual we get is:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "2d296529",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([2.49380669, 2.46489674])"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result = explanation.proposed_features_array[0]\n",
    "result"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b940bef4",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "We can confirm this point belongs to cluster `1`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "01b856cb",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1.])"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "knn_model(explanation.proposed_features_array)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c3e5ca02",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "And visually:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "d3fd6862",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,10))\n",
    "plt.scatter(X[:,0], X[:,1], c=y, s=5)\n",
    "plt.scatter(ORIGINAL[0], ORIGINAL[1], c=\"red\", s=50)\n",
    "plt.scatter(result[0], result[1], c=\"green\", s=50)\n",
    "plt.plot([result[0], 5], [result[1], 0], c=\"grey\", linestyle=\"dashed\")\n",
    "plt.plot([result[0], 0], [result[1], 5], c=\"green\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "7d810599",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>features</th>\n",
       "      <th>proposed</th>\n",
       "      <th>original</th>\n",
       "      <th>constrained</th>\n",
       "      <th>difference</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>x</td>\n",
       "      <td>2.493807</td>\n",
       "      <td>2.5</td>\n",
       "      <td>False</td>\n",
       "      <td>-0.006193</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>y</td>\n",
       "      <td>2.464897</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>False</td>\n",
       "      <td>3.464897</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  features  proposed  original  constrained  difference\n",
       "0        x  2.493807       2.5        False   -0.006193\n",
       "1        y  2.464897      -1.0        False    3.464897"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "explanation.as_dataframe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "ebed904e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
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