{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "3ea6fc33",
   "metadata": {},
   "source": [
    "# Variable importance (`X_imp`)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "29432bfb",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pyxla import X_imp\n",
    "from pyxla.util import load_sample"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "3c088f2a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/home/toni/Projects/pyxla-wg/docs\n"
     ]
    }
   ],
   "source": [
    "%cd ../../.."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ebda2f23",
   "metadata": {},
   "outputs": [],
   "source": [
    "nk_k1 = load_sample('nk_n14_k1', exclude='D') # exclude huge D file\n",
    "nk_k2 = load_sample('nk_n14_k2', exclude='D') # exclude huge D file\n",
    "nk_k4 = load_sample('nk_n14_k4', exclude='D') # exclude huge D file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "31a51489",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "corr_matrix, importance_ranks, plot = X_imp(nk_k1, binary=True, estimator='ridge', seed=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "0582351d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'f0':       X  importance  std  rank\n",
       " 0   x14         0.0  0.0     1\n",
       " 1   x13         0.0  0.0     2\n",
       " 2   x12         0.0  0.0     3\n",
       " 3   x11         0.0  0.0     4\n",
       " 4   x10         0.0  0.0     5\n",
       " 5    x9         0.0  0.0     6\n",
       " 6    x8         0.0  0.0     7\n",
       " 7    x7         0.0  0.0     8\n",
       " 8    x6         0.0  0.0     9\n",
       " 9    x5         0.0  0.0    10\n",
       " 10   x4         0.0  0.0    11\n",
       " 11   x3         0.0  0.0    12\n",
       " 12   x2         0.0  0.0    13\n",
       " 13   x1         0.0  0.0    14}"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "importance_ranks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "e3f5c79b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "corr_matrix, importance_ranks, plot = X_imp(nk_k2, binary=True, estimator='ridge', seed=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "0d94b1d2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "corr_matrix, importance_ranks, plot = X_imp(nk_k4, binary=True, estimator='ridge', seed=42)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": ".venv",
   "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": "3.12.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}