03_friedman_h.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "3fdf0d94-e335-4b3a-9ad8-674b41498f85",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Modify the file 00_setup.py to define input/output file paths on your system\n",
    "# The information in 00_setup.py will be used across notebooks\n",
    "from importlib.machinery import SourceFileLoader\n",
    "setup = SourceFileLoader(\"setup\", \"./00_setup.py\").load_module()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1eae1275-7654-4b17-af35-27da94c63ce5",
   "metadata": {},
   "source": [
    "# 03: Base Model Interactions - Friedman's H\n",
    "Use the trained model to explore interaction measures.  Start with Friedman's H.  Get pairwise interactions for all features."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1a7bd984-4d41-41fd-b7ff-2b3b9ed909df",
   "metadata": {},
   "source": [
    "The sklearn-gbmi package is used for Friedman's H. I had to use the advanced installation instructions (installing and using cython) in https://pypi.org/project/sklearn-gbmi/ .  There are some warnings about scikit-learn compatibility. I am using package versions:\n",
    "scikit-learn==1.2.0, sklearn-gbmi==1.0.3"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "909af544-1104-46d8-9f2d-2ef8843a780a",
   "metadata": {},
   "source": [
    "*This script takes about 2 minutes to run on my MacBook Air*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "97bf5815-cd21-4359-8970-0d3f5156cc95",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pickle\n",
    "from pathlib import Path\n",
    "import sklearn as sk\n",
    "import time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "5737b636-9cd3-4a24-980f-5f44972c8d69",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<frozen importlib._bootstrap>:241: RuntimeWarning: sklearn.tree._criterion.Criterion size changed, may indicate binary incompatibility. Expected 328 from C header, got 528 from PyObject\n",
      "<frozen importlib._bootstrap>:241: RuntimeWarning: sklearn.tree._criterion.ClassificationCriterion size changed, may indicate binary incompatibility. Expected 1168 from C header, got 1368 from PyObject\n",
      "<frozen importlib._bootstrap>:241: RuntimeWarning: sklearn.tree._criterion.RegressionCriterion size changed, may indicate binary incompatibility. Expected 960 from C header, got 1160 from PyObject\n",
      "<frozen importlib._bootstrap>:241: RuntimeWarning: sklearn.tree._splitter.Splitter size changed, may indicate binary incompatibility. Expected 1160 from C header, got 1360 from PyObject\n"
     ]
    }
   ],
   "source": [
    "from sklearn_gbmi import h, h_all_pairs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "7c19e0e6-849a-475d-957c-6b7ad0911d8c",
   "metadata": {},
   "outputs": [],
   "source": [
    "from interactions_package.interactions_package import ip_plot\n",
    "ip_plot.plot_defaults()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "42f109a0-da9f-4a21-8a7d-665a0f0eb367",
   "metadata": {},
   "source": [
    "## Import Data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bb34ffb1-6499-4f46-b67d-62e8578961af",
   "metadata": {},
   "source": [
    "##### Predictors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "482893f4-b853-4026-a5c1-3a6ab3bf551d",
   "metadata": {},
   "outputs": [],
   "source": [
    "predictor_features = pd.read_csv(Path(setup.temp_path) \\\n",
    "                                 .joinpath('01_REPORT_predictor_features.csv')) \\\n",
    "    ['feature'].tolist()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "825eb533-e92e-4685-b7dd-d05d2c4d092f",
   "metadata": {},
   "source": [
    "##### Training data - also make sample"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c7a155fb-2040-419e-9aae-220ca56abb7d",
   "metadata": {},
   "outputs": [],
   "source": [
    "train_df = pd.read_parquet(Path(setup.temp_path).joinpath('01_DATA_combined_base_train.parquet'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "c60549b7-3410-4525-b11f-879a720d8da2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['index', 'id', 'grade', 'sub_grade', 'hardship_flag',\n",
       "       'debt_settlement_flag', 'hardship_amount', 'settlement_amount',\n",
       "       'addr_state', 'purpose', 'total_rec_prncp', 'total_rec_int',\n",
       "       'tot_coll_amt', 'tot_cur_bal', 'application_type', 'loan_amnt', 'term',\n",
       "       'int_rate', 'emp_length', 'home_ownership', 'annual_inc',\n",
       "       'verification_status', 'fico_range_low', 'sec_app_fico_range_low',\n",
       "       'open_acc', 'initial_list_status', 'num_actv_bc_tl', 'mort_acc',\n",
       "       'pub_rec', 'revol_bal', 'target', 'home_ownership__MORTGAGE',\n",
       "       'home_ownership__RENT', 'home_ownership__OWN',\n",
       "       'home_ownership__ZZ_OTHER'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "564a5717-1a28-46c9-9780-71893f5c308d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create a sample to use for all the measures\n",
    "train_samp_df = train_df.sample(100000, random_state = 555)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "c26aeca6-36fa-4968-a850-6aeecffb78a4",
   "metadata": {},
   "outputs": [],
   "source": [
    "train_samp_df.to_parquet(Path(setup.temp_path).joinpath('03_DATA_combined_base_train_samp.parquet'))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "970717ca-10b0-4206-b4c2-96f1019b21bd",
   "metadata": {},
   "source": [
    "##### Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "0a85ade9-af8d-4c7f-b9d1-aacaa5d03c20",
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(Path(setup.temp_path).joinpath('02_MODEL_base_gc.pkl'), 'rb') as pi:\n",
    "    base_model = pickle.load(pi)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ce7f2ee7-6fa0-4ba4-a836-0243ee20a63f",
   "metadata": {},
   "source": [
    "##### Permutation importances"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "4cd16eac-f7c7-49c1-8177-ccbb3bb83068",
   "metadata": {},
   "outputs": [],
   "source": [
    "perm_importance_df = pd.read_csv(Path(setup.temp_path).joinpath('02_DATA_importance_perturb.csv'))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3e69ba65-5838-444b-bba6-c027a8e71081",
   "metadata": {},
   "source": [
    "## Pairwise Friedman H\n",
    "Get pairwise Friedman interactions among all features."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "38f5897d-bcd6-4ed7-be65-9ad1fe229bd1",
   "metadata": {},
   "outputs": [],
   "source": [
    "hap = h_all_pairs(base_model, train_samp_df[predictor_features],\n",
    "                 perm_importance_df['features'].tolist())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "126895e8-30d9-4924-aeba-66c455a5fa0b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['int_rate', 'term', 'home_ownership__RENT', 'loan_amnt', 'mort_acc', 'annual_inc', 'revol_bal', 'fico_range_low', 'verification_status', 'sec_app_fico_range_low']\n"
     ]
    }
   ],
   "source": [
    "top_feat = perm_importance_df.head(10)['features'].tolist()\n",
    "print(top_feat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "f6f67436-f169-40a0-88c0-299c9b4851c1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "29.508869000000004\n"
     ]
    }
   ],
   "source": [
    "# Get interactions - time the call\n",
    "t_init = time.process_time()\n",
    "hap = h_all_pairs(base_model, train_samp_df[predictor_features], top_feat)\n",
    "t_delta_hap = time.process_time() - t_init\n",
    "print(t_delta_hap)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "83136706-df44-48ca-ac1c-bff8b6ac2a91",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Convert to data frame\n",
    "hap_df = pd.DataFrame({'feat_1': [k[0] for k in hap.keys()], \n",
    "              'feat_2': [k[1] for k in hap.keys()],\n",
    "              'h_score': hap.values()}) \\\n",
    "    .sort_values('h_score', ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "59f7b3bd-2da7-4e35-8a4d-4f0697a5fef4",
   "metadata": {
    "tags": []
   },
   "source": [
    "##### Save Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "1bbcabb0-b92b-41bd-8af5-234d584e00f0",
   "metadata": {},
   "outputs": [],
   "source": [
    "hap_df['label'] = hap_df['feat_1'] + ':' + hap_df['feat_2']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "5840ab21-fdbd-4f4c-ad19-c806292a171d",
   "metadata": {},
   "outputs": [],
   "source": [
    "hap_df.to_csv(Path(setup.temp_path).joinpath('03_DATA_h_scores.csv'), index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "3a71d06d-b01a-457d-9413-ee6c6be1190d",
   "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>time</th>\n",
       "      <th>feature_count</th>\n",
       "      <th>case_count</th>\n",
       "      <th>time_per_case</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>29.508869</td>\n",
       "      <td>18</td>\n",
       "      <td>100000</td>\n",
       "      <td>0.000295</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        time  feature_count  case_count  time_per_case\n",
       "0  29.508869             18      100000       0.000295"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# save the time\n",
    "time_df = pd.DataFrame({'time':[t_delta_hap],\n",
    "                        'feature_count': [len(predictor_features)],\n",
    "                        'case_count': [len(train_samp_df)]})\n",
    "time_df['time_per_case'] = time_df['time'] / time_df['case_count']\n",
    "time_df.to_csv(Path(setup.temp_path).joinpath('03_REPORT_timing_h_scores.csv'))\n",
    "time_df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "90bbba85-46e2-4041-8c06-1c2d78570a5d",
   "metadata": {},
   "source": [
    "## Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "82ef4eb1-b6f5-491a-aa7f-e5c9bb1cc5c7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 400x454.545 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = ip_plot.plot_basic_bar(hap_df, 'h_score', n_bars=15, \n",
    "                           label='label', title=\"Pairwise Friedman's H - Top 15\",\n",
    "                           ylabel='H score')\n",
    "fig.savefig(Path(setup.temp_path).joinpath('03_PLOT_h_score_pairs.png'),\n",
    "                 bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "df088799-6226-45bb-9ad0-645857d34d9d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 400x303.03 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Get just the top 10\n",
    "fig = ip_plot.plot_basic_bar(hap_df, 'h_score', label='label', \n",
    "                           title=\"Pairwise Friedman's H\", ylabel='H score')\n",
    "fig.savefig(Path(setup.temp_path).joinpath('03_PLOT_h_score_pairs_top_10.png'),\n",
    "                 bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9c15fdd6-1a74-44e4-b1c2-562783bc2540",
   "metadata": {},
   "source": [
    "##### Plot interactions with interest rate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "f11dae3f-ea6f-4016-b6ba-510f0f2b2182",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Function to plot only interactions involving a selected feature\n",
    "def plot_interactions_feat(data, feat = 'int_rate',\n",
    "                          save_path=None, n_bars = 15):\n",
    "    # Get the feature's interaction from pairwise data\n",
    "    selected_interactions = data[(data['feat_1'] == feat) |\n",
    "                                (data['feat_2'] == feat)] \\\n",
    "        .melt(id_vars='h_score', value_vars=['feat_1', 'feat_2']) \\\n",
    "        .groupby('value')['h_score'] \\\n",
    "        .agg('max') \\\n",
    "        .sort_values(ascending=False)\n",
    "    selected_interactions = \\\n",
    "        selected_interactions[selected_interactions.index != feat] \\\n",
    "        .sort_values(ascending=False)\n",
    "    \n",
    "    # plot\n",
    "    fig = ip_plot.plot_basic_bar(pd.DataFrame(selected_interactions), 'h_score',\n",
    "                               n_bars = n_bars, ylabel= 'H score',\n",
    "                               title='Interactions with ' + feat)\n",
    "    if save_path is not None:\n",
    "        fig.savefig(save_path, bbox_inches='tight')\n",
    "    \n",
    "    return fig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "63fcdf51-c76e-4770-a610-7c4483d21de7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 400x454.545 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = plot_interactions_feat(hap_df,\n",
    "                      save_path = Path(setup.temp_path) \\\n",
    "                       .joinpath('03_PLOT_h_score_w_int_rate.png'))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "58070dec-9d7f-43f7-b58d-210b849bcb69",
   "metadata": {},
   "source": [
    "##### Plot interactions with sec_app_fico_range_low"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "73ad0346-8f0b-4336-b5a7-b239b6bbefb1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 400x454.545 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = plot_interactions_feat(hap_df, 'sec_app_fico_range_low',\n",
    "                      save_path = Path(setup.temp_path) \\\n",
    "                       .joinpath('03_PLOT_h_score_w_int_rate.png'))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3aad0b9c-8cbd-4706-a335-a70960b2d19f",
   "metadata": {},
   "source": [
    "##### Plot max H per feature"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "21255073-1e1c-4bc5-87f3-e1990409cf95",
   "metadata": {},
   "outputs": [],
   "source": [
    "feat_max_h = hap_df \\\n",
    "    .melt(id_vars='h_score', value_vars=['feat_1', 'feat_2']) \\\n",
    "    .groupby('value')['h_score'] \\\n",
    "    .agg('max') \\\n",
    "    .sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "59dddffa-5c73-436c-8e98-5dbc9f72033d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 400x454.545 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Get just the top 10\n",
    "fig = ip_plot.plot_basic_bar(pd.DataFrame(feat_max_h), 'h_score', n_bars = 15,\n",
    "                           title=\"Max H Score Per Feature\", ylabel='H score')\n",
    "fig.savefig(Path(setup.temp_path).joinpath('03_PLOT_h_score_max.png'), bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "71880734-63b2-44fe-9833-b754f4eba446",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}