From 11a16548ae7a0582775799cdcff74ef94b20a75e Mon Sep 17 00:00:00 2001 From: Anna Meyer Date: Thu, 17 Oct 2024 09:50:44 -0500 Subject: [PATCH] add remaining type hints to fairness episode --- code/fairness.ipynb | 312 +++++++++++++------------ episodes/3-model-fairness-deep-dive.md | 7 +- 2 files changed, 170 insertions(+), 149 deletions(-) diff --git a/code/fairness.ipynb b/code/fairness.ipynb index 0d4832ba..3e98b3e4 100644 --- a/code/fairness.ipynb +++ b/code/fairness.ipynb @@ -95,7 +95,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -104,7 +104,7 @@ "aif360.datasets.meps_dataset_panel19_fy2015.MEPSDataset19" ] }, - "execution_count": 6, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -122,7 +122,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -171,64 +171,64 @@ " \n", " \n", " \n", - " 12039\n", - " 51.0\n", - " 0.0\n", - " 36.57\n", - " 55.05\n", - " 5.0\n", - " 0.0\n", + " 3296\n", + " 10.0\n", " 1.0\n", + " -1.00\n", + " -1.00\n", + " -1.0\n", " 0.0\n", " 0.0\n", + " 1.0\n", " 0.0\n", + " 1.0\n", " ...\n", " 0.0\n", + " 1.0\n", + " 0.0\n", " 0.0\n", " 0.0\n", " 0.0\n", - " 1.0\n", " 0.0\n", " 1.0\n", " 0.0\n", " 0.0\n", - " 1.0\n", " \n", " \n", - " 14908\n", - " 1.0\n", + " 12907\n", + " 26.0\n", " 0.0\n", - " -1.00\n", - " -1.00\n", - " -1.0\n", - " 1.0\n", + " 55.09\n", + " 62.49\n", " 0.0\n", " 0.0\n", + " 1.0\n", + " 0.0\n", " 0.0\n", " 1.0\n", " ...\n", " 0.0\n", - " 1.0\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 1.0\n", " 0.0\n", " 0.0\n", - " 1.0\n", " 0.0\n", + " 1.0\n", " 0.0\n", " \n", " \n", - " 2481\n", - " 30.0\n", + " 187\n", + " 26.0\n", + " 1.0\n", + " 56.15\n", + " 57.16\n", " 0.0\n", - " -1.00\n", - " -1.00\n", - " -1.0\n", " 0.0\n", " 0.0\n", - " 1.0\n", " 0.0\n", + " 1.0\n", " 0.0\n", " ...\n", " 0.0\n", @@ -243,17 +243,17 @@ " 0.0\n", " \n", " \n", - " 7562\n", - " 26.0\n", - " 0.0\n", - " 41.57\n", - " 62.01\n", + " 14619\n", + " 32.0\n", " 0.0\n", + " 57.20\n", + " 46.08\n", " 0.0\n", " 0.0\n", - " 1.0\n", " 0.0\n", " 0.0\n", + " 1.0\n", + " 1.0\n", " ...\n", " 0.0\n", " 0.0\n", @@ -264,15 +264,15 @@ " 1.0\n", " 0.0\n", " 0.0\n", - " 1.0\n", + " 0.0\n", " \n", " \n", - " 5307\n", - " 66.0\n", - " 0.0\n", - " 30.61\n", - " 41.87\n", - " 2.0\n", + " 12159\n", + " 64.0\n", + " 1.0\n", + " 49.39\n", + " 56.92\n", + " 1.0\n", " 0.0\n", " 0.0\n", " 0.0\n", @@ -280,15 +280,15 @@ " 0.0\n", " ...\n", " 1.0\n", - " 1.0\n", - " 0.0\n", " 0.0\n", " 0.0\n", " 0.0\n", " 0.0\n", " 1.0\n", + " 1.0\n", " 0.0\n", " 0.0\n", + " 1.0\n", " \n", " \n", "\n", @@ -297,30 +297,30 @@ ], "text/plain": [ " AGE RACE PCS42 MCS42 K6SUM42 REGION=1 REGION=2 REGION=3 \\\n", - "12039 51.0 0.0 36.57 55.05 5.0 0.0 1.0 0.0 \n", - "14908 1.0 0.0 -1.00 -1.00 -1.0 1.0 0.0 0.0 \n", - "2481 30.0 0.0 -1.00 -1.00 -1.0 0.0 0.0 1.0 \n", - "7562 26.0 0.0 41.57 62.01 0.0 0.0 0.0 1.0 \n", - "5307 66.0 0.0 30.61 41.87 2.0 0.0 0.0 0.0 \n", + "3296 10.0 1.0 -1.00 -1.00 -1.0 0.0 0.0 1.0 \n", + "12907 26.0 0.0 55.09 62.49 0.0 0.0 1.0 0.0 \n", + "187 26.0 1.0 56.15 57.16 0.0 0.0 0.0 0.0 \n", + "14619 32.0 0.0 57.20 46.08 0.0 0.0 0.0 0.0 \n", + "12159 64.0 1.0 49.39 56.92 1.0 0.0 0.0 0.0 \n", "\n", " REGION=4 SEX=1 ... EMPST=4 POVCAT=1 POVCAT=2 POVCAT=3 POVCAT=4 \\\n", - "12039 0.0 0.0 ... 0.0 0.0 0.0 0.0 1.0 \n", - "14908 0.0 1.0 ... 0.0 1.0 0.0 0.0 0.0 \n", - "2481 0.0 0.0 ... 0.0 0.0 0.0 0.0 1.0 \n", - "7562 0.0 0.0 ... 0.0 0.0 0.0 0.0 1.0 \n", - "5307 1.0 0.0 ... 1.0 1.0 0.0 0.0 0.0 \n", + "3296 0.0 1.0 ... 0.0 1.0 0.0 0.0 0.0 \n", + "12907 0.0 1.0 ... 0.0 0.0 0.0 0.0 1.0 \n", + "187 1.0 0.0 ... 0.0 0.0 0.0 0.0 1.0 \n", + "14619 1.0 1.0 ... 0.0 0.0 0.0 0.0 1.0 \n", + "12159 1.0 0.0 ... 1.0 0.0 0.0 0.0 0.0 \n", "\n", " POVCAT=5 INSCOV=1 INSCOV=2 INSCOV=3 UTILIZATION \n", - "12039 0.0 1.0 0.0 0.0 1.0 \n", - "14908 0.0 0.0 1.0 0.0 0.0 \n", - "2481 0.0 1.0 0.0 0.0 0.0 \n", - "7562 0.0 1.0 0.0 0.0 1.0 \n", - "5307 0.0 0.0 1.0 0.0 0.0 \n", + "3296 0.0 0.0 1.0 0.0 0.0 \n", + "12907 0.0 0.0 0.0 1.0 0.0 \n", + "187 0.0 1.0 0.0 0.0 0.0 \n", + "14619 0.0 1.0 0.0 0.0 0.0 \n", + "12159 1.0 1.0 0.0 0.0 1.0 \n", "\n", "[5 rows x 139 columns]" ] }, - "execution_count": 7, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -338,7 +338,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -477,7 +477,7 @@ } ], "source": [ - "def describe(train=None, val=None, test=None) -> None:\n", + "def describe(train:MEPSDataset19=None, val:MEPSDataset19=None, test:MEPSDataset19=None) -> None:\n", " '''\n", " Print information about the test dataset (and train and validation dataset, if \n", " provided). Prints the dataset shape, favorable and unfavorable labels, \n", @@ -515,21 +515,15 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "WARNING:root:No module named 'fairlearn': ExponentiatedGradientReduction will be unavailable. To install, run:\n", - "pip install 'aif360[Reductions]'\n", - "WARNING:root:No module named 'fairlearn': GridSearchReduction will be unavailable. To install, run:\n", - "pip install 'aif360[Reductions]'\n", "WARNING:root:No module named 'inFairness': SenSeI and SenSR will be unavailable. To install, run:\n", - "pip install 'aif360[inFairness]'\n", - "WARNING:root:No module named 'fairlearn': GridSearchReduction will be unavailable. To install, run:\n", - "pip install 'aif360[Reductions]'\n" + "pip install 'aif360[inFairness]'\n" ] } ], @@ -543,14 +537,14 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Disparate impact (probability of favorable outcome for unprivileged instances / probability of favorable outcome for privileged instances): 0.5347253139385286\n" + "Disparate impact (probability of favorable outcome for unprivileged instances / probability of favorable outcome for privileged instances): 0.5107208853465866\n" ] } ], @@ -584,18 +578,19 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "from sklearn.preprocessing import StandardScaler\n", "from sklearn.linear_model import LogisticRegression\n", - "from sklearn.pipeline import make_pipeline # allows to stack modeling steps" + "from sklearn.pipeline import make_pipeline # allows to stack modeling steps\n", + "from sklearn.pipeline import Pipeline # allow us to reference the Pipeline object type" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -624,7 +619,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -634,11 +629,11 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "def test(dataset, model, thresh_arr: np.ndarray) -> dict: \n", + "def test(dataset:MEPSDataset19, model:Pipeline, thresh_arr: np.ndarray) -> dict: \n", " ''' \n", " Given a dataset, model, and list of potential cutoff thresholds, compute various metrics\n", " for the model. Returns a dictionary of the metrics, including balanced accuracy, average odds\n", @@ -682,7 +677,27 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "sklearn.pipeline.Pipeline" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "type(lr_orig_panel19)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -706,12 +721,12 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -782,21 +797,21 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Threshold corresponding to Best balanced accuracy: 0.2400\n", - "Best balanced accuracy: 0.7769\n", + "Threshold corresponding to Best balanced accuracy: 0.2600\n", + "Best balanced accuracy: 0.7820\n", "\n", - "Corresponding 1-DI value: 0.5219\n", - "Corresponding average odds difference value: -0.0829\n", - "Corresponding statistical parity difference value: -0.1801\n", - "Corresponding equal opportunity difference value: -0.0559\n", - "Corresponding Theil index value: 0.0910\n" + "Corresponding 1-DI value: 0.5955\n", + "Corresponding average odds difference value: -0.1725\n", + "Corresponding statistical parity difference value: -0.2178\n", + "Corresponding equal opportunity difference value: -0.2228\n", + "Corresponding Theil index value: 0.0912\n" ] } ], @@ -830,21 +845,21 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Threshold corresponding to Best balanced accuracy: 0.2400\n", - "Best balanced accuracy: 0.7750\n", + "Threshold corresponding to Best balanced accuracy: 0.2600\n", + "Best balanced accuracy: 0.7659\n", "\n", - "Corresponding 1-DI value: 0.6413\n", - "Corresponding average odds difference value: -0.1728\n", - "Corresponding statistical parity difference value: -0.2338\n", - "Corresponding equal opportunity difference value: -0.1980\n", - "Corresponding Theil index value: 0.0926\n" + "Corresponding 1-DI value: 0.6399\n", + "Corresponding average odds difference value: -0.1816\n", + "Corresponding statistical parity difference value: -0.2292\n", + "Corresponding equal opportunity difference value: -0.2175\n", + "Corresponding Theil index value: 0.0992\n" ] } ], @@ -867,7 +882,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -876,7 +891,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -895,14 +910,14 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Disparate impact (probability of favorable outcome for unprivileged instances / probability of favorable outcome for privileged instances): 0.9999999999999999\n" + "Disparate impact (probability of favorable outcome for unprivileged instances / probability of favorable outcome for privileged instances): 1.0\n" ] } ], @@ -925,7 +940,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -939,7 +954,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -953,12 +968,12 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 23, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -982,21 +997,21 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Threshold corresponding to Best balanced accuracy: 0.1900\n", - "Best balanced accuracy: 0.7655\n", + "Threshold corresponding to Best balanced accuracy: 0.2100\n", + "Best balanced accuracy: 0.7746\n", "\n", - "Corresponding 1-DI value: 0.1603\n", - "Corresponding average odds difference value: 0.0474\n", - "Corresponding statistical parity difference value: -0.0556\n", - "Corresponding equal opportunity difference value: 0.0827\n", - "Corresponding Theil index value: 0.0901\n" + "Corresponding 1-DI value: 0.2905\n", + "Corresponding average odds difference value: -0.0461\n", + "Corresponding statistical parity difference value: -0.1058\n", + "Corresponding equal opportunity difference value: -0.0763\n", + "Corresponding Theil index value: 0.0910\n" ] } ], @@ -1013,21 +1028,21 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Threshold corresponding to Best balanced accuracy: 0.1900\n", - "Best balanced accuracy: 0.7652\n", + "Threshold corresponding to Best balanced accuracy: 0.2100\n", + "Best balanced accuracy: 0.7711\n", "\n", - "Corresponding 1-DI value: 0.3120\n", - "Corresponding average odds difference value: -0.0457\n", - "Corresponding statistical parity difference value: -0.1136\n", - "Corresponding equal opportunity difference value: -0.0617\n", - "Corresponding Theil index value: 0.0913\n" + "Corresponding 1-DI value: 0.3056\n", + "Corresponding average odds difference value: -0.0233\n", + "Corresponding statistical parity difference value: -0.1081\n", + "Corresponding equal opportunity difference value: -0.0086\n", + "Corresponding Theil index value: 0.0929\n" ] } ], @@ -1061,7 +1076,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ @@ -1070,7 +1085,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ @@ -1090,7 +1105,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 28, "metadata": {}, "outputs": [ { @@ -1531,7 +1546,7 @@ " objective='balanced_accuracy_score', prefit=True)" ] }, - "execution_count": 42, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" } @@ -1552,11 +1567,11 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 29, "metadata": {}, "outputs": [], "source": [ - "def mini_test(dataset, preds:np.ndarray) -> dict:\n", + "def mini_test(dataset:MEPSDataset19, preds:np.ndarray) -> dict:\n", " '''\n", " Given a dataset and predictions, compute various metrics for the model. Returns a dictionary of the metrics,\n", " including balanced accuracy, average odds difference, disparate impact, statistical parity difference, equal\n", @@ -1584,7 +1599,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ @@ -1599,7 +1614,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 31, "metadata": {}, "outputs": [], "source": [ @@ -1609,7 +1624,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 32, "metadata": {}, "outputs": [ { @@ -1618,13 +1633,13 @@ "text": [ "Remember, `Threshold corresponding to Best balanced accuracy` is just a placeholder here.\n", "Threshold corresponding to Best balanced accuracy: 0.0000\n", - "Best balanced accuracy: 0.6722\n", + "Best balanced accuracy: 0.6893\n", "\n", - "Corresponding 1-DI value: -0.0715\n", - "Corresponding average odds difference value: 0.0951\n", - "Corresponding statistical parity difference value: 0.0101\n", - "Corresponding equal opportunity difference value: 0.1434\n", - "Corresponding Theil index value: 0.1200\n" + "Corresponding 1-DI value: 0.0237\n", + "Corresponding average odds difference value: 0.0410\n", + "Corresponding statistical parity difference value: -0.0038\n", + "Corresponding equal opportunity difference value: 0.0226\n", + "Corresponding Theil index value: 0.1243\n" ] } ], @@ -1635,7 +1650,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 33, "metadata": {}, "outputs": [ { @@ -1644,13 +1659,13 @@ "text": [ "Remember, `Threshold corresponding to Best balanced accuracy` is just a placeholder here.\n", "Threshold corresponding to Best balanced accuracy: 0.0000\n", - "Best balanced accuracy: 0.6664\n", + "Best balanced accuracy: 0.6477\n", "\n", - "Corresponding 1-DI value: 0.1517\n", - "Corresponding average odds difference value: 0.0375\n", - "Corresponding statistical parity difference value: -0.0241\n", - "Corresponding equal opportunity difference value: 0.0534\n", - "Corresponding Theil index value: 0.1281\n" + "Corresponding 1-DI value: 0.0200\n", + "Corresponding average odds difference value: 0.0461\n", + "Corresponding statistical parity difference value: -0.0028\n", + "Corresponding equal opportunity difference value: 0.0560\n", + "Corresponding Theil index value: 0.1389\n" ] } ], @@ -1673,23 +1688,23 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{0.0: {'p0': 0.9545346139905763,\n", + "{0.0: {'p0': 0.9326678726483357,\n", " 'operation0': [>0.5],\n", - " 'p1': 0.045465386009423736,\n", + " 'p1': 0.06733212735166427,\n", " 'operation1': [>-inf]},\n", - " 1.0: {'p0': 0.9995351426583159,\n", + " 1.0: {'p0': 0.9996584852734923,\n", " 'operation0': [>0.5],\n", - " 'p1': 0.00046485734168411064,\n", + " 'p1': 0.00034151472650767456,\n", " 'operation1': [>-inf]}}" ] }, - "execution_count": 52, + "execution_count": 34, "metadata": {}, "output_type": "execute_result" } @@ -1737,6 +1752,11 @@ "**Discussion question:** what are the pros and cons of improving the model fairness by introducing randomization?" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] + }, { "cell_type": "markdown", "metadata": {}, diff --git a/episodes/3-model-fairness-deep-dive.md b/episodes/3-model-fairness-deep-dive.md index 0d6fe511..a46c33b1 100644 --- a/episodes/3-model-fairness-deep-dive.md +++ b/episodes/3-model-fairness-deep-dive.md @@ -91,7 +91,7 @@ dataset_orig_panel19_train.convert_to_dataframe()[0].head() Show details about the data. ```python -def describe(train=None, val=None, test=None) -> None: +def describe(train:MEPSDataset19=None, val:MEPSDataset19=None, test:MEPSDataset19=None) -> None: ''' Print information about the test dataset (and train and validation dataset, if provided). Prints the dataset shape, favorable and unfavorable labels, @@ -151,6 +151,7 @@ We will train a logistic regression classifier. To do so, we have to import vari from sklearn.preprocessing import StandardScaler from sklearn.linear_model import LogisticRegression from sklearn.pipeline import make_pipeline # allows to stack modeling steps +from sklearn.pipeline import Pipeline # allow us to reference the Pipeline object type ``` ```python @@ -179,7 +180,7 @@ from aif360.metrics import ClassificationMetric ``` ```python -def test(dataset, model, thresh_arr: np.ndarray) -> dict: +def test(dataset: MEPSDataset19, model:Pipeline, thresh_arr: np.ndarray) -> dict: ''' Given a dataset, model, and list of potential cutoff thresholds, compute various metrics for the model. Returns a dictionary of the metrics, including balanced accuracy, average odds @@ -440,7 +441,7 @@ Then, we'll create a helper function, `mini_test` to allow us to call the `descr After that, we call the ThresholdOptimizer's predict function on the validation and test data, and then compute metrics and print the results. ```python -def mini_test(dataset, preds:np.ndarray) -> dict: +def mini_test(dataset:MEPSDataset19, preds:np.ndarray) -> dict: ''' Given a dataset and predictions, compute various metrics for the model. Returns a dictionary of the metrics, including balanced accuracy, average odds difference, disparate impact, statistical parity difference, equal