diff --git a/feature_importance/01_run_importance_local_simulations.py b/feature_importance/01_run_importance_local_simulations.py
index 57003c1..09c3ce3 100644
--- a/feature_importance/01_run_importance_local_simulations.py
+++ b/feature_importance/01_run_importance_local_simulations.py
@@ -94,6 +94,7 @@ def compare_estimators(estimators: List[ModelConfig],
}
start = time.time()
local_fi_score = fi_est.cls(X_test, y_test, copy.deepcopy(est), **fi_est.kwargs)
+ print(local_fi_score)
assert local_fi_score.shape == X_test.shape
n_local_fi_score = len(local_fi_score)
local_fi_score_group1 = local_fi_score.iloc[range(n_local_fi_score // 2)].values
diff --git a/feature_importance/fi_config/mdi_local/two_subgroups_linear_sims/dgp.py b/feature_importance/fi_config/mdi_local/two_subgroups_linear_sims/dgp.py
index b1b5152..9aa9e62 100644
--- a/feature_importance/fi_config/mdi_local/two_subgroups_linear_sims/dgp.py
+++ b/feature_importance/fi_config/mdi_local/two_subgroups_linear_sims/dgp.py
@@ -6,7 +6,7 @@
X_DGP = sample_normal_X
X_PARAMS_DICT = {
"n": 1200,
- "d": 50,
+ "d": 20,
"mean": 0,
"scale": 1
}
@@ -26,7 +26,7 @@
# vary two parameters in a grid
VARY_PARAM_NAME = ["heritability", "sample_row_n"]
VARY_PARAM_VALS = {"heritability": {"0.1": 0.1, "0.2": 0.2, "0.4": 0.4, "0.8": 0.8},
- "sample_row_n": {"100": 100, "250": 250, "500": 500, "1000": 1000}}
+ "n": {"100": 100, "250": 250, "500": 500, "1000": 1000}}
# # vary over n_estimators in RF model in models.py
# VARY_PARAM_NAME = "n_estimators"
diff --git a/feature_importance/fi_config/mdi_local/two_subgroups_linear_sims/models.py b/feature_importance/fi_config/mdi_local/two_subgroups_linear_sims/models.py
index aff8710..425ef7b 100644
--- a/feature_importance/fi_config/mdi_local/two_subgroups_linear_sims/models.py
+++ b/feature_importance/fi_config/mdi_local/two_subgroups_linear_sims/models.py
@@ -10,8 +10,8 @@
]
FI_ESTIMATORS = [
- [FIModelConfig('MDI_all_stumps', MDI_local_all_stumps, model_type='tree')],
- [FIModelConfig('MDI_sub_stumps', MDI_local_sub_stumps, model_type='tree')],
+ [FIModelConfig('MDI_all_stumps', MDI_local_all_stumps, ascending = False, model_type='tree')],
+ [FIModelConfig('MDI_sub_stumps', MDI_local_sub_stumps, ascending = False, model_type='tree')],
[FIModelConfig('TreeSHAP', tree_shap_local, model_type='tree')],
[FIModelConfig('Permutation', permutation_local, model_type='tree')],
[FIModelConfig('LIME', lime_local, model_type='tree')],
diff --git a/feature_importance/local_MDI_plus_visulization.ipynb b/feature_importance/local_MDI_plus_visulization.ipynb
index e6b03d7..9396530 100644
--- a/feature_importance/local_MDI_plus_visulization.ipynb
+++ b/feature_importance/local_MDI_plus_visulization.ipynb
@@ -2,930 +2,112 @@
"cells": [
{
"cell_type": "code",
- "execution_count": 12,
- "metadata": {},
- "outputs": [],
- "source": [
- "import pandas as pd\n",
- "import matplotlib.pyplot as plt"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Collecting limeNote: you may need to restart the kernel to use updated packages.\n",
- "\n",
- " Downloading lime-0.2.0.1.tar.gz (275 kB)\n",
- " ---------------------------------------- 0.0/275.7 kB ? eta -:--:--\n",
- " ----------------------- -------------- 174.1/275.7 kB 3.5 MB/s eta 0:00:01\n",
- " -------------------------------------- 275.7/275.7 kB 4.3 MB/s eta 0:00:00\n",
- " Preparing metadata (setup.py): started\n",
- " Preparing metadata (setup.py): finished with status 'done'\n",
- "Requirement already satisfied: matplotlib in d:\\anaconda\\lib\\site-packages (from lime) (3.7.1)\n",
- "Requirement already satisfied: numpy in d:\\anaconda\\lib\\site-packages (from lime) (1.24.3)\n",
- "Requirement already satisfied: scipy in d:\\anaconda\\lib\\site-packages (from lime) (1.10.1)\n",
- "Requirement already satisfied: tqdm in d:\\anaconda\\lib\\site-packages (from lime) (4.65.0)\n",
- "Requirement already satisfied: scikit-learn>=0.18 in d:\\anaconda\\lib\\site-packages (from lime) (1.3.0)\n",
- "Requirement already satisfied: scikit-image>=0.12 in d:\\anaconda\\lib\\site-packages (from lime) (0.20.0)\n",
- "Requirement already satisfied: networkx>=2.8 in d:\\anaconda\\lib\\site-packages (from scikit-image>=0.12->lime) (3.1)\n",
- "Requirement already satisfied: pillow>=9.0.1 in d:\\anaconda\\lib\\site-packages (from scikit-image>=0.12->lime) (9.4.0)\n",
- "Requirement already satisfied: imageio>=2.4.1 in d:\\anaconda\\lib\\site-packages (from scikit-image>=0.12->lime) (2.26.0)\n",
- "Requirement already satisfied: tifffile>=2019.7.26 in d:\\anaconda\\lib\\site-packages (from scikit-image>=0.12->lime) (2021.7.2)\n",
- "Requirement already satisfied: PyWavelets>=1.1.1 in d:\\anaconda\\lib\\site-packages (from scikit-image>=0.12->lime) (1.4.1)\n",
- "Requirement already satisfied: packaging>=20.0 in c:\\users\\administrator\\appdata\\roaming\\python\\python311\\site-packages (from scikit-image>=0.12->lime) (23.1)\n",
- "Requirement already satisfied: lazy_loader>=0.1 in d:\\anaconda\\lib\\site-packages (from scikit-image>=0.12->lime) (0.2)\n",
- "Requirement already satisfied: joblib>=1.1.1 in d:\\anaconda\\lib\\site-packages (from scikit-learn>=0.18->lime) (1.2.0)\n",
- "Requirement already satisfied: threadpoolctl>=2.0.0 in d:\\anaconda\\lib\\site-packages (from scikit-learn>=0.18->lime) (2.2.0)\n",
- "Requirement already satisfied: contourpy>=1.0.1 in d:\\anaconda\\lib\\site-packages (from matplotlib->lime) (1.0.5)\n",
- "Requirement already satisfied: cycler>=0.10 in d:\\anaconda\\lib\\site-packages (from matplotlib->lime) (0.11.0)\n",
- "Requirement already satisfied: fonttools>=4.22.0 in d:\\anaconda\\lib\\site-packages (from matplotlib->lime) (4.25.0)\n",
- "Requirement already satisfied: kiwisolver>=1.0.1 in d:\\anaconda\\lib\\site-packages (from matplotlib->lime) (1.4.4)\n",
- "Requirement already satisfied: pyparsing>=2.3.1 in d:\\anaconda\\lib\\site-packages (from matplotlib->lime) (3.0.9)\n",
- "Requirement already satisfied: python-dateutil>=2.7 in c:\\users\\administrator\\appdata\\roaming\\python\\python311\\site-packages (from matplotlib->lime) (2.8.2)\n",
- "Requirement already satisfied: colorama in c:\\users\\administrator\\appdata\\roaming\\python\\python311\\site-packages (from tqdm->lime) (0.4.6)\n",
- "Requirement already satisfied: six>=1.5 in c:\\users\\administrator\\appdata\\roaming\\python\\python311\\site-packages (from python-dateutil>=2.7->matplotlib->lime) (1.16.0)\n",
- "Building wheels for collected packages: lime\n",
- " Building wheel for lime (setup.py): started\n",
- " Building wheel for lime (setup.py): finished with status 'done'\n",
- " Created wheel for lime: filename=lime-0.2.0.1-py3-none-any.whl size=283846 sha256=fd212909233cda90b2608b5a7687f2f6daf8cf45d1bd5635eea43293fcae7cc0\n",
- " Stored in directory: c:\\users\\administrator\\appdata\\local\\pip\\cache\\wheels\\85\\fa\\a3\\9c2d44c9f3cd77cf4e533b58900b2bf4487f2a17e8ec212a3d\n",
- "Successfully built lime\n",
- "Installing collected packages: lime\n",
- "Successfully installed lime-0.2.0.1\n"
- ]
- }
- ],
- "source": [
- "pip install lime"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 1,
+ "execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
- "import lime\n",
"import pandas as pd\n",
- "import sklearn.ensemble\n",
- "import numpy as np\n",
- "import lime.lime_tabular"
+ "import matplotlib.pyplot as plt\n",
+ "import numpy as np"
]
},
{
"cell_type": "code",
- "execution_count": 24,
+ "execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
- "rf = sklearn.ensemble.RandomForestRegressor(n_estimators=100)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 25,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "
RandomForestRegressor() In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org. "
- ],
- "text/plain": [
- "RandomForestRegressor()"
- ]
- },
- "execution_count": 25,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "X = np.random.rand(100, 10)\n",
- "y = X[:,0]\n",
- "rf.fit(X, y)"
+ "df = pd.read_csv(\"./results/mdi_local.two_subgroups_linear_sims/varying_heritability_sample_row_n/seed331/results.csv\")"
]
},
{
"cell_type": "code",
- "execution_count": 26,
+ "execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
- "def LIME(X, y, fit):\n",
- " \"\"\"\n",
- " Compute LIME local importance for each feature and sample.\n",
- " :param X: design matrix\n",
- " :param y: response\n",
- " :param fit: fitted model of interest (tree-based)\n",
- " :return: dataframe of shape: (n_samples, n_features)\n",
- "\n",
- " \"\"\"\n",
- "\n",
- " \n",
- " np.random.seed(1)\n",
- " num_samples, num_features = X.shape\n",
- " result = np.zeros((num_samples, num_features))\n",
- " explainer = lime.lime_tabular.LimeTabularExplainer(X, verbose=False, mode='regression')\n",
- " for i in range(num_samples):\n",
- " exp = explainer.explain_instance(X[i], fit.predict, num_features=num_features)\n",
- " original_feature_importance = exp.as_map()[1]\n",
- " sorted_feature_importance = sorted(original_feature_importance, key=lambda x: x[0])\n",
- " for j in range(num_features):\n",
- " result[i,j] = abs(sorted_feature_importance[j][1])\n",
- " # Convert the array to a DataFrame\n",
- " result_table = pd.DataFrame(result, columns=[f'Feature_{i}' for i in range(num_features)])\n",
- "\n",
- " return result_table"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 27,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "[(0, 0.21946497746237179),\n",
- " (2, 0.016300293940867162),\n",
- " (6, 0.014334259010884842),\n",
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- ]
- },
- "execution_count": 27,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "np.random.seed(1)\n",
- "explainer = lime.lime_tabular.LimeTabularExplainer(X, verbose=False, mode='regression')\n",
- "exp = explainer.explain_instance(X[0], rf.predict, num_features=10)\n",
- "exp.as_map()[1]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 28,
- "metadata": {},
- "outputs": [
- {
- "data": {
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- ]
- },
- "execution_count": 28,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "LIME( X, y, rf)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 4,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "'d:\\\\local_MDI+\\\\imodels-experiments\\\\feature_importance'"
- ]
- },
- "execution_count": 4,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "import os\n",
- "os.getcwd()"
+ "methods = [\"MDI_all_stumps\", \"MDI_sub_stumps\", \"Permutation\", \"TreeSHAP\", \"LIME\"]\n",
+ "sample_row_n = df[\"n\"].unique().tolist()\n",
+ "sample_row_n.sort()\n",
+ "heritability = df[\"heritability\"].unique().tolist()\n",
+ "heritability.sort()\n",
+ "nreps = df[\"rep\"].max()\n",
+ "results = {}\n",
+ "for r in range(nreps+1):\n",
+ " results[r] = {}\n",
+ " for h in heritability:\n",
+ " results[r][h] = {}\n",
+ " for m in methods:\n",
+ " results[r][h][m] = {}\n",
+ " results[r][h][m][\"auroc_group1\"] = []\n",
+ " results[r][h][m][\"auroc_group2\"] = []"
]
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 30,
"metadata": {},
"outputs": [],
"source": [
- "df = pd.read_csv(\"./results/mdi_local.two_subgroups_linear_sims/varying_heritability_sample_row_n/seed331/results.csv\")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 17,
- "metadata": {},
- "outputs": [
- {
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- " \n",
- " \n",
- " 2 \n",
- " 0 \n",
- " 100 \n",
- " 100 \n",
- " 0.1 \n",
- " 0.1 \n",
- " 100 \n",
- " 5 \n",
- " 0.33 \n",
- " RF \n",
- " Permutation \n",
- " ... \n",
- " 82.061316 \n",
- " 331 \n",
- " 0 \n",
- " 2 \n",
- " 29.688753 \n",
- " 38.963731 \n",
- " 1.0 \n",
- " 0.0 \n",
- " NaN \n",
- " 0.082066 \n",
- " \n",
- " \n",
- " 3 \n",
- " 0 \n",
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- " 100 \n",
- " 0.1 \n",
- " 0.1 \n",
- " 100 \n",
- " 5 \n",
- " 0.33 \n",
- " RF \n",
- " Permutation \n",
- " ... \n",
- " 82.061316 \n",
- " 331 \n",
- " 0 \n",
- " 3 \n",
- " 29.718303 \n",
- " 38.956761 \n",
- " 1.0 \n",
- " 0.0 \n",
- " NaN \n",
- " 0.439064 \n",
- " \n",
- " \n",
- " 4 \n",
- " 0 \n",
- " 100 \n",
- " 100 \n",
- " 0.1 \n",
- " 0.1 \n",
- " 100 \n",
- " 5 \n",
- " 0.33 \n",
- " RF \n",
- " Permutation \n",
- " ... \n",
- " 82.061316 \n",
- " 331 \n",
- " 0 \n",
- " 4 \n",
- " 29.688753 \n",
- " 38.963731 \n",
- " 1.0 \n",
- " 0.0 \n",
- " NaN \n",
- " 0.405487 \n",
- " \n",
- " \n",
- " ... \n",
- " ... \n",
- " ... \n",
- " ... \n",
- " ... \n",
- " ... \n",
- " ... \n",
- " ... \n",
- " ... \n",
- " ... \n",
- " ... \n",
- " ... \n",
- " ... \n",
- " ... \n",
- " ... \n",
- " ... \n",
- " ... \n",
- " ... \n",
- " ... \n",
- " ... \n",
- " ... \n",
- " ... \n",
- " \n",
- " \n",
- " 8443 \n",
- " 0 \n",
- " 1000 \n",
- " 1000 \n",
- " 0.8 \n",
- " 0.8 \n",
- " 100 \n",
- " 5 \n",
- " 0.33 \n",
- " RF \n",
- " TreeSHAP \n",
- " ... \n",
- " 4.117252 \n",
- " 331 \n",
- " 31 \n",
- " 259 \n",
- " 0.035605 \n",
- " 0.031308 \n",
- " 0.0 \n",
- " 0.0 \n",
- " 0.516805 \n",
- " 0.363219 \n",
- " \n",
- " \n",
- " 8444 \n",
- " 0 \n",
- " 1000 \n",
- " 1000 \n",
- " 0.8 \n",
- " 0.8 \n",
- " 100 \n",
- " 5 \n",
- " 0.33 \n",
- " RF \n",
- " TreeSHAP \n",
- " ... \n",
- " 4.117252 \n",
- " 331 \n",
- " 31 \n",
- " 260 \n",
- " 0.002486 \n",
- " 0.002189 \n",
- " 0.0 \n",
- " 0.0 \n",
- " 0.689010 \n",
- " 0.306485 \n",
- " \n",
- " \n",
- " 8445 \n",
- " 0 \n",
- " 1000 \n",
- " 1000 \n",
- " 0.8 \n",
- " 0.8 \n",
- " 100 \n",
- " 5 \n",
- " 0.33 \n",
- " RF \n",
- " TreeSHAP \n",
- " ... \n",
- " 4.117252 \n",
- " 331 \n",
- " 31 \n",
- " 261 \n",
- " 0.002969 \n",
- " 0.002397 \n",
- " 0.0 \n",
- " 0.0 \n",
- " 0.561631 \n",
- " 0.337694 \n",
- " \n",
- " \n",
- " 8446 \n",
- " 0 \n",
- " 1000 \n",
- " 1000 \n",
- " 0.8 \n",
- " 0.8 \n",
- " 100 \n",
- " 5 \n",
- " 0.33 \n",
- " RF \n",
- " TreeSHAP \n",
- " ... \n",
- " 4.117252 \n",
- " 331 \n",
- " 31 \n",
- " 262 \n",
- " 0.042598 \n",
- " 0.038344 \n",
- " 0.0 \n",
- " 0.0 \n",
- " 0.794373 \n",
- " 0.522991 \n",
- " \n",
- " \n",
- " 8447 \n",
- " 0 \n",
- " 1000 \n",
- " 1000 \n",
- " 0.8 \n",
- " 0.8 \n",
- " 100 \n",
- " 5 \n",
- " 0.33 \n",
- " RF \n",
- " TreeSHAP \n",
- " ... \n",
- " 4.117252 \n",
- " 331 \n",
- " 31 \n",
- " 263 \n",
- " 0.009569 \n",
- " 0.007520 \n",
- " 0.0 \n",
- " 0.0 \n",
- " 0.748093 \n",
- " 0.487511 \n",
- " \n",
- " \n",
- "
\n",
- "
8448 rows × 23 columns
\n",
- "
"
- ],
- "text/plain": [
- " rep sample_row_n sample_row_n_name heritability heritability_name \\\n",
- "0 0 100 100 0.1 0.1 \n",
- "1 0 100 100 0.1 0.1 \n",
- "2 0 100 100 0.1 0.1 \n",
- "3 0 100 100 0.1 0.1 \n",
- "4 0 100 100 0.1 0.1 \n",
- "... ... ... ... ... ... \n",
- "8443 0 1000 1000 0.8 0.8 \n",
- "8444 0 1000 1000 0.8 0.8 \n",
- "8445 0 1000 1000 0.8 0.8 \n",
- "8446 0 1000 1000 0.8 0.8 \n",
- "8447 0 1000 1000 0.8 0.8 \n",
- "\n",
- " n_estimators min_samples_leaf max_features model fi ... \\\n",
- "0 100 5 0.33 RF Permutation ... \n",
- "1 100 5 0.33 RF Permutation ... \n",
- "2 100 5 0.33 RF Permutation ... \n",
- "3 100 5 0.33 RF Permutation ... \n",
- "4 100 5 0.33 RF Permutation ... \n",
- "... ... ... ... ... ... ... \n",
- "8443 100 5 0.33 RF TreeSHAP ... \n",
- "8444 100 5 0.33 RF TreeSHAP ... \n",
- "8445 100 5 0.33 RF TreeSHAP ... \n",
- "8446 100 5 0.33 RF TreeSHAP ... \n",
- "8447 100 5 0.33 RF TreeSHAP ... \n",
- "\n",
- " time split_seed index var local_fi_score_group1_mean \\\n",
- "0 82.061316 331 0 0 29.688753 \n",
- "1 82.061316 331 0 1 29.688753 \n",
- "2 82.061316 331 0 2 29.688753 \n",
- "3 82.061316 331 0 3 29.718303 \n",
- "4 82.061316 331 0 4 29.688753 \n",
- "... ... ... ... ... ... \n",
- "8443 4.117252 331 31 259 0.035605 \n",
- "8444 4.117252 331 31 260 0.002486 \n",
- "8445 4.117252 331 31 261 0.002969 \n",
- "8446 4.117252 331 31 262 0.042598 \n",
- "8447 4.117252 331 31 263 0.009569 \n",
- "\n",
- " local_fi_score_group2_mean true_support_group1 true_support_group2 \\\n",
- "0 38.963731 1.0 0.0 \n",
- "1 38.963731 1.0 0.0 \n",
- "2 38.963731 1.0 0.0 \n",
- "3 38.956761 1.0 0.0 \n",
- "4 38.963731 1.0 0.0 \n",
- "... ... ... ... \n",
- "8443 0.031308 0.0 0.0 \n",
- "8444 0.002189 0.0 0.0 \n",
- "8445 0.002397 0.0 0.0 \n",
- "8446 0.038344 0.0 0.0 \n",
- "8447 0.007520 0.0 0.0 \n",
- "\n",
- " cor_with_signal_group1 cor_with_signal_group2 \n",
- "0 NaN 0.775961 \n",
- "1 NaN 0.290743 \n",
- "2 NaN 0.082066 \n",
- "3 NaN 0.439064 \n",
- "4 NaN 0.405487 \n",
- "... ... ... \n",
- "8443 0.516805 0.363219 \n",
- "8444 0.689010 0.306485 \n",
- "8445 0.561631 0.337694 \n",
- "8446 0.794373 0.522991 \n",
- "8447 0.748093 0.487511 \n",
- "\n",
- "[8448 rows x 23 columns]"
- ]
- },
- "execution_count": 17,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "df"
+ "for r in range(nreps+1):\n",
+ " for h in heritability:\n",
+ " for m in methods:\n",
+ " for s in sample_row_n:\n",
+ " df_sub = df[(df[\"fi\"] == m) & (df[\"n\"] == s) & (df[\"heritability\"] == h) & (df[\"rep\"] == r)]\n",
+ " assert len(df_sub[\"rocauc_group2\"].unique()) == 1\n",
+ " assert len(df_sub[\"rocauc_group1\"].unique()) == 1\n",
+ " results[r][h][m][\"auroc_group1\"].append(df_sub[\"rocauc_group1\"].unique()[0])\n",
+ " results[r][h][m][\"auroc_group2\"].append(df_sub[\"rocauc_group2\"].unique()[0])"
]
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": 31,
"metadata": {},
"outputs": [],
"source": [
- "methods = [\"Permutation\", \"TreeSHAP\"]\n",
- "sample_row_n = df[\"sample_row_n\"].unique().tolist()\n",
- "sample_row_n.sort()\n",
- "heritability = df[\"heritability\"].unique().tolist()\n",
- "heritability.sort()\n",
- "results = {}\n",
+ "agg_results = {} \n",
"for h in heritability:\n",
- " results[h] = {}\n",
+ " agg_results[h] = {}\n",
" for m in methods:\n",
- " results[h][m] = {}\n",
- " results[h][m][\"auroc_group1\"] = []\n",
- " results[h][m][\"auroc_group2\"] = []"
+ " agg_results[h][m] = {}\n",
+ " agg_results[h][m][\"auroc_group1\"] = []\n",
+ " agg_results[h][m][\"auroc_group2\"] = []"
]
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": 32,
"metadata": {},
"outputs": [],
"source": [
"for h in heritability:\n",
" for m in methods:\n",
" for s in sample_row_n:\n",
- " df_sub = df[(df[\"fi\"] == m) & (df[\"sample_row_n\"] == s) & (df[\"heritability\"] == h)]\n",
- " assert len(df_sub[\"rocauc group2\"].unique()) == 1\n",
- " assert len(df_sub[\"rocauc group1\"].unique()) == 1\n",
- " results[h][m][\"auroc_group1\"].append(df_sub[\"rocauc group1\"].unique()[0])\n",
- " results[h][m][\"auroc_group2\"].append(df_sub[\"rocauc group2\"].unique()[0])"
+ " agg_group1 = 0\n",
+ " agg_group2 = 0\n",
+ " for r in range(nreps+1):\n",
+ " df_sub = df[(df[\"fi\"] == m) & (df[\"n\"] == s) & (df[\"heritability\"] == h) & (df[\"rep\"] == r)]\n",
+ " assert len(df_sub[\"rocauc_group2\"].unique()) == 1\n",
+ " assert len(df_sub[\"rocauc_group1\"].unique()) == 1\n",
+ " agg_group1 += df_sub[\"rocauc_group1\"].unique()[0]\n",
+ " agg_group2 += df_sub[\"rocauc_group2\"].unique()[0]\n",
+ " agg_group1 /= (nreps+1)\n",
+ " agg_group2 /= (nreps+1)\n",
+ " agg_results[h][m][\"auroc_group1\"].append(agg_group1)\n",
+ " agg_results[h][m][\"auroc_group2\"].append(agg_group2)"
]
},
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
- "[100, 250, 500, 1000]"
- ]
- },
- "execution_count": 11,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "sample_row_n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 15,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
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",
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- ""
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- "output_type": "display_data"
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- {
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",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
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",
- "text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -933,56 +115,50 @@
}
],
"source": [
- "for h in heritability:\n",
+ "# Create subplots\n",
+ "fig, axs = plt.subplots(1, 4, figsize=(15, 4), sharey=True)\n",
+ "\n",
+ "\n",
+ "for i in range(len(heritability)):\n",
+ " h = heritability[i]\n",
" for m in methods:\n",
- " plt.plot(sample_row_n, results[h][m][\"auroc_group1\"], label=m)\n",
- " plt.xlabel('Sample size')\n",
- " plt.ylabel('AUROC')\n",
- " plt.title('PVE = ' + str(h))\n",
- " plt.legend()\n",
- " plt.show()"
+ " axs[i].plot(sample_row_n, agg_results[h][m][\"auroc_group1\"], label=m)\n",
+ " \n",
+ " \n",
+ "# Set labels and title\n",
+ "axs[0].set_xlabel('sample size')\n",
+ "axs[0].set_ylabel('AUROC')\n",
+ "axs[0].set_title('PVE = 0.1')\n",
+ "\n",
+ "axs[1].set_xlabel('sample size')\n",
+ "axs[1].set_ylabel('AUROC')\n",
+ "axs[1].set_title('PVE = 0.2')\n",
+ "\n",
+ "axs[2].set_xlabel('sample size')\n",
+ "axs[2].set_ylabel('AUROC')\n",
+ "axs[2].set_title('PVE = 0.4')\n",
+ "\n",
+ "axs[3].set_xlabel('sample size')\n",
+ "axs[3].set_ylabel('AUROC')\n",
+ "axs[3].set_title('PVE = 0.8')\n",
+ "\n",
+ "# Share the label in the last plot\n",
+ "axs[3].legend()\n",
+ "\n",
+ "# Show the plots\n",
+ "plt.show()"
]
},
{
"cell_type": "code",
- "execution_count": 16,
+ "execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
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",
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"text/plain": [
- ""
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- "output_type": "display_data"
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",
- "text/plain": [
- ""
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- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
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",
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+ ""
]
},
"metadata": {},
@@ -990,14 +166,38 @@
}
],
"source": [
- "for h in heritability:\n",
+ "# Create subplots\n",
+ "fig, axs = plt.subplots(1, 4, figsize=(15, 4), sharey=True)\n",
+ "\n",
+ "\n",
+ "for i in range(len(heritability)):\n",
+ " h = heritability[i]\n",
" for m in methods:\n",
- " plt.plot(sample_row_n, results[h][m][\"auroc_group2\"], label=m)\n",
- " plt.xlabel('Sample size')\n",
- " plt.ylabel('AUROC')\n",
- " plt.title('PVE = ' + str(h))\n",
- " plt.legend()\n",
- " plt.show()"
+ " axs[i].plot(sample_row_n, results[h][m][\"auroc_group2\"], label=m)\n",
+ " \n",
+ " \n",
+ "# Set labels and title\n",
+ "axs[0].set_xlabel('sample size')\n",
+ "axs[0].set_ylabel('AUROC')\n",
+ "axs[0].set_title('PVE = 0.1')\n",
+ "\n",
+ "axs[1].set_xlabel('sample size')\n",
+ "axs[1].set_ylabel('AUROC')\n",
+ "axs[1].set_title('PVE = 0.2')\n",
+ "\n",
+ "axs[2].set_xlabel('sample size')\n",
+ "axs[2].set_ylabel('AUROC')\n",
+ "axs[2].set_title('PVE = 0.4')\n",
+ "\n",
+ "axs[3].set_xlabel('sample size')\n",
+ "axs[3].set_ylabel('AUROC')\n",
+ "axs[3].set_title('PVE = 0.8')\n",
+ "\n",
+ "# Share the label in the last plot\n",
+ "axs[3].legend()\n",
+ "\n",
+ "# Show the plots\n",
+ "plt.show()"
]
}
],
diff --git a/feature_importance/scripts/competing_methods_local.py b/feature_importance/scripts/competing_methods_local.py
index 46bbd44..db3a08c 100644
--- a/feature_importance/scripts/competing_methods_local.py
+++ b/feature_importance/scripts/competing_methods_local.py
@@ -111,19 +111,19 @@ def MDI_local_sub_stumps(X, y, fit, scoring_fns="auto", return_stability_scores=
stability_scores = rf_plus_model.get_mdi_plus_stability_scores(B=25)
except ValueError as e:
if str(e) == 'Transformer representation was empty for all trees.':
- mdi_plus_scores = pd.DataFrame(data=np.zeros(X.shape[1]), columns=['importance'])
- if isinstance(X, pd.DataFrame):
- mdi_plus_scores.index = X.columns
- mdi_plus_scores.index.name = 'var'
- mdi_plus_scores.reset_index(inplace=True)
+ mdi_plus_scores = np.zeros((num_samples, num_features)) ### Not sure if this is right
+ # mdi_plus_scores = pd.DataFrame(data=np.zeros(X.shape[1]), columns=['importance'])
+ # if isinstance(X, pd.DataFrame):
+ # mdi_plus_scores.index = X.columns
+ # mdi_plus_scores.index.name = 'var'
+ # mdi_plus_scores.reset_index(inplace=True)
stability_scores = None
else:
raise
# mdi_plus_scores["prediction_score"] = rf_plus_model.prediction_score_
# if return_stability_scores:
# mdi_plus_scores = pd.concat([mdi_plus_scores, stability_scores], axis=1)
- result = mdi_plus_scores["local"]
- print(result)
+ result = mdi_plus_scores["local"].values
# Convert the array to a DataFrame
result_table = pd.DataFrame(result, columns=[f'Feature_{i}' for i in range(num_features)])
@@ -164,19 +164,19 @@ def MDI_local_all_stumps(X, y, fit, scoring_fns="auto", return_stability_scores=
stability_scores = rf_plus_model.get_mdi_plus_stability_scores(B=25)
except ValueError as e:
if str(e) == 'Transformer representation was empty for all trees.':
- mdi_plus_scores = pd.DataFrame(data=np.zeros(X.shape[1]), columns=['importance'])
- if isinstance(X, pd.DataFrame):
- mdi_plus_scores.index = X.columns
- mdi_plus_scores.index.name = 'var'
- mdi_plus_scores.reset_index(inplace=True)
+ mdi_plus_scores = np.zeros((num_samples, num_features)) ### Not sure if this is right
+ # mdi_plus_scores = pd.DataFrame(data=np.zeros(X.shape[1]), columns=['importance'])
+ # if isinstance(X, pd.DataFrame):
+ # mdi_plus_scores.index = X.columns
+ # mdi_plus_scores.index.name = 'var'
+ # mdi_plus_scores.reset_index(inplace=True)
stability_scores = None
else:
raise
# mdi_plus_scores["prediction_score"] = rf_plus_model.prediction_score_
# if return_stability_scores:
# mdi_plus_scores = pd.concat([mdi_plus_scores, stability_scores], axis=1)
- result = mdi_plus_scores["local"]
- print(result)
+ result = mdi_plus_scores["local"].values
# Convert the array to a DataFrame
result_table = pd.DataFrame(result, columns=[f'Feature_{i}' for i in range(num_features)])