{ "cells": [ { "cell_type": "markdown", "metadata": { "raw_mimetype": "text/html" }, "source": [ "" ] }, { "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "# Classification with FACET: Prediabetes Study\n", "\n", "FACET is composed of the following key components:\n", "\n", "- **Model Inspection**\n", "\n", " FACET introduces a new algorithm to quantify dependencies and interactions between features in ML models. This new tool for human-explainable AI adds a new, global perspective to the observation-level explanations provided by the popular [SHAP](https://shap.readthedocs.io/en/latest/) approach. To learn more about FACET's model inspection capabilities, see the getting started example below.\n", "\n", "\n", "- **Model Simulation**\n", "\n", " FACET's model simulation algorithms use ML models for *virtual experiments* to help identify scenarios that optimise predicted outcomes. To quantify the uncertainty in simulations, FACET utilises a range of bootstrapping algorithms including stationary and stratified bootstraps. For an example of FACET’s bootstrap simulations, see the getting started example below. \n", " \n", " \n", "- **Enhanced Machine Learning Workflow** \n", "\n", " FACET offers an efficient and transparent machine learning workflow, enhancing [scikit-learn]( https://scikit-learn.org/stable/index.html)'s tried and tested pipelining paradigm with new capabilities for model selection, inspection, and simulation. FACET also introduces [sklearndf](https://github.com/BCG-X-Official/sklearndf), an augmented version of *scikit-learn* with enhanced support for *pandas* dataframes that ensures end-to-end traceability of features. \n", "\n", "***\n", "\n", "**Context**\n", "\n", "Prediabetes is a treatable condition that leads to many health complications and eventually type 2 diabetes. Identification of individuals at risk of prediabetes can improve early intervention and provide insights into those interventions that work best.\n", "Using a cohort of healthy (*n*=2847) and prediabetic (*n*=1509) patients derived \n", "from the [NHANES 2013-14 U.S. cross-sectional survey](https://wwwn.cdc.gov/nchs/nhanes/Search/DataPage.aspx?Component=Examination&CycleBeginYear=2013) we aim to create a classifier for prediabetes. For further details on data sources, definitions and the study cohort please see the Appendix ([Data source and study cohort](#Data-source-and-study-cohort)).\n", "\n", "Utilizing FACET, we will do the following:\n", "\n", "1. create a pipeline to find identify a well-performing classifier.\n", "2. perform model inspection and simulation to gain understanding and insight into key factors predictive of prediabetes.\n", "\n", "***\n", "\n", "**Tutorial outline**\n", "\n", "1. [Required imports](#Required-imports)\n", "2. [Preprocessing and initial feature selection](#Preprocessing-and-initial-feature-selection)\n", "3. [Selecting a learner using FACET selector](#Selecting-a-learner-using-FACET-selector)\n", "4. [Using FACET for advanced model inspection](#Using-FACET-for-advanced-model-inspection)\n", "5. [FACET univariate simulator: the impact of waist to height ratio](#FACET-univariate-simulator:-the-impact-of-waist-to-height-ratio)\n", "6. [Summary](#Summary)\n", "7. [What can you do next?](#What-can-you-do-next?)\n", "8. [Appendix](#Appendix)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "delete_for_interactive": true, "nbsphinx": "hidden" }, "outputs": [], "source": [ "# this cell's metadata contains\n", "# \"nbsphinx\": \"hidden\" so it is hidden by nbsphinx\n", "\n", "\n", "# ignore irrelevant warnings that would affect the output of this tutorial notebook\n", "\n", "import warnings\n", "import tableone # need to import this to suppress an IPython warning triggered by tableone\n", "\n", "warnings.filterwarnings(\"ignore\", category=UserWarning, message=r\".*Xcode_8\\.3\\.3\")\n", "warnings.filterwarnings(\"ignore\", message=r\".*`should_run_async` will not call `transform_cell`\")\n", "warnings.filterwarnings(\"ignore\", message=r\".*`np\\..*` is a deprecated alias\")\n", "warnings.filterwarnings(\"ignore\", message=r\"Importing display from IPython.core.display is deprecated.*\")\n", "\n", "\n", "# set global options for matplotlib\n", "\n", "import matplotlib\n", "import matplotlib.pyplot as plt\n", "\n", "matplotlib.rcParams[\"figure.figsize\"] = (12.0, 6.0)\n", "matplotlib.rcParams[\"figure.dpi\"] = 96" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Required imports" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In order to run this notebook, we will import not only the FACET package, but also other packages useful to solve this task. Overall, we can break down the imports into three categories: \n", "\n", "1. Common packages (pandas, matplotlib, etc.)\n", "2. Required FACET classes (inspection, selection, validation, simulation, etc.)\n", "3. Other BCG GAMMA packages which simplify pipelining (sklearndf, see on [GitHub](https://github.com/orgs/BCG-X-Official/sklearndf/)) and support visualization (pytools, see on [GitHub](https://github.com/BCG-X-Official/pytools)) when using FACET" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Common package imports**" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "from scipy import stats\n", "import shap\n", "import seaborn as sns\n", "from sklearn.compose import make_column_selector\n", "from sklearn.model_selection import RepeatedKFold, RandomizedSearchCV" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**FACET imports**" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from facet.data import Sample\n", "from facet.inspection import LearnerInspector\n", "from facet.selection import LearnerSelector, ParameterSpace\n", "from facet.validation import BootstrapCV\n", "from facet.data.partition import ContinuousRangePartitioner\n", "from facet.simulation import UnivariateProbabilitySimulator\n", "from facet.simulation.viz import SimulationDrawer" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**sklearndf imports**\n", "\n", "Instead of using the \"regular\" scikit-learn package, we are going to use sklearndf (see on [GitHub](https://github.com/orgs/BCG-X-Official/sklearndf/)). sklearndf is an open source library designed to address a common issue with scikit-learn: the outputs of transformers are numpy arrays, even when the input is a data frame. However, to inspect a model it is essential to keep track of the feature names. sklearndf retains all the functionality available through scikit-learn plus the feature traceability and usability associated with Pandas data frames. Additionally, the names of all your favourite scikit-learn functions are the same except for `DF` on the end. For example, the standard scikit-learn import:\n", "\n", "`from sklearn.pipeline import Pipeline`\n", "\n", "becomes:\n", "\n", "`from sklearndf.pipeline import PipelineDF`" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "from sklearndf.pipeline import PipelineDF, ClassifierPipelineDF\n", "from sklearndf.classification import RandomForestClassifierDF\n", "from sklearndf.classification.extra import LGBMClassifierDF\n", "from sklearndf.transformation import (\n", " ColumnTransformerDF,\n", " OneHotEncoderDF,\n", " SimpleImputerDF,\n", ")\n", "from sklearndf.transformation.extra import BorutaDF" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**pytools imports**\n", "\n", "pytools (see on [GitHub](https://github.com/BCG-X-Official/pytools)) is an open source library containing general machine learning and visualization utilities, some of which are useful for visualising the advanced model inspection capabilities of FACET." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "from pytools.viz.dendrogram import DendrogramDrawer\n", "from pytools.viz.matrix import MatrixDrawer" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Preprocessing and initial feature selection" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First we need to load our prediabetes data and create a simple preprocessing pipeline. For those interested some initial EDA can be found in the Appendix ([Exploratory Data Analysis](#Exploratory-Data-Analysis-(EDA)))." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\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", " \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", " \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", " \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", " \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", " \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", " \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", " \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", " \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", " \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", " \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", " \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", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
01234
Age73.056.061.056.065.0
Gender2.01.02.02.01.0
Waist_CircumferenceNaN123.1110.885.593.7
Weight52.0105.093.461.865.3
Standing_Height162.4158.7161.8152.8172.4
BMI19.741.735.726.522.0
Average_SBP137.333333157.333333122.666667122.0141.333333
Average_DBP86.66666782.080.66666772.66666777.333333
HDL_Cholesterol85.038.058.059.079.0
Total_Cholesterol201.0226.0168.0278.0173.0
High_BP1.01.01.00.00.0
Sleep_hours9.05.09.06.07.0
Trouble_sleeping0.00.00.01.00.0
Sleep_disorder0.01.01.00.00.0
Told_overweight0.01.01.00.00.0
General_health5.05.03.03.03.0
Family_hist_diab00000
Feel_at_risk_diab0.01.01.00.00.0
Vigorous_work_activity0.01.00.01.01.0
Moderate_work_activity1.00.00.01.00.0
Walk_or_bicycle0.00.00.00.00.0
Vigorous_rec_activity0.00.00.00.00.0
Moderate_rec_activity0.00.00.00.00.0
Tried_weight_loss_past_year0.01.01.00.00.0
Healthy_diet2.05.04.02.03.0
WBC_count6.69.45.29.56.3
RBC_count4.724.934.664.434.35
Hematocrit43.841.539.841.443.1
Triglycerides88.0327.068.0262.039.0
Uric_acid4.29.15.13.56.3
Osmolality290.0287.0281.0277.0281.0
Sodium142.0143.0140.0139.0140.0
Potassium4.13.33.94.04.8
Gamma_glutamyl_transferase31.022.017.021.024.0
Calcium10.09.39.99.59.5
Alanine_aminotransferase28.016.021.024.020.0
Aspartate_aminotransferase36.024.020.023.029.0
Pre_diab10100
SBP_to_DBP1.5846151.9186991.5206611.6788991.827586
Waist_to_hgtNaN0.7756770.6847960.5595550.543503
\n", "
" ], "text/plain": [ " 0 1 2 3 \\\n", "Age 73.0 56.0 61.0 56.0 \n", "Gender 2.0 1.0 2.0 2.0 \n", "Waist_Circumference NaN 123.1 110.8 85.5 \n", "Weight 52.0 105.0 93.4 61.8 \n", "Standing_Height 162.4 158.7 161.8 152.8 \n", "BMI 19.7 41.7 35.7 26.5 \n", "Average_SBP 137.333333 157.333333 122.666667 122.0 \n", "Average_DBP 86.666667 82.0 80.666667 72.666667 \n", "HDL_Cholesterol 85.0 38.0 58.0 59.0 \n", "Total_Cholesterol 201.0 226.0 168.0 278.0 \n", "High_BP 1.0 1.0 1.0 0.0 \n", "Sleep_hours 9.0 5.0 9.0 6.0 \n", "Trouble_sleeping 0.0 0.0 0.0 1.0 \n", "Sleep_disorder 0.0 1.0 1.0 0.0 \n", "Told_overweight 0.0 1.0 1.0 0.0 \n", "General_health 5.0 5.0 3.0 3.0 \n", "Family_hist_diab 0 0 0 0 \n", "Feel_at_risk_diab 0.0 1.0 1.0 0.0 \n", "Vigorous_work_activity 0.0 1.0 0.0 1.0 \n", "Moderate_work_activity 1.0 0.0 0.0 1.0 \n", "Walk_or_bicycle 0.0 0.0 0.0 0.0 \n", "Vigorous_rec_activity 0.0 0.0 0.0 0.0 \n", "Moderate_rec_activity 0.0 0.0 0.0 0.0 \n", "Tried_weight_loss_past_year 0.0 1.0 1.0 0.0 \n", "Healthy_diet 2.0 5.0 4.0 2.0 \n", "WBC_count 6.6 9.4 5.2 9.5 \n", "RBC_count 4.72 4.93 4.66 4.43 \n", "Hematocrit 43.8 41.5 39.8 41.4 \n", "Triglycerides 88.0 327.0 68.0 262.0 \n", "Uric_acid 4.2 9.1 5.1 3.5 \n", "Osmolality 290.0 287.0 281.0 277.0 \n", "Sodium 142.0 143.0 140.0 139.0 \n", "Potassium 4.1 3.3 3.9 4.0 \n", "Gamma_glutamyl_transferase 31.0 22.0 17.0 21.0 \n", "Calcium 10.0 9.3 9.9 9.5 \n", "Alanine_aminotransferase 28.0 16.0 21.0 24.0 \n", "Aspartate_aminotransferase 36.0 24.0 20.0 23.0 \n", "Pre_diab 1 0 1 0 \n", "SBP_to_DBP 1.584615 1.918699 1.520661 1.678899 \n", "Waist_to_hgt NaN 0.775677 0.684796 0.559555 \n", "\n", " 4 \n", "Age 65.0 \n", "Gender 1.0 \n", "Waist_Circumference 93.7 \n", "Weight 65.3 \n", "Standing_Height 172.4 \n", "BMI 22.0 \n", "Average_SBP 141.333333 \n", "Average_DBP 77.333333 \n", "HDL_Cholesterol 79.0 \n", "Total_Cholesterol 173.0 \n", "High_BP 0.0 \n", "Sleep_hours 7.0 \n", "Trouble_sleeping 0.0 \n", "Sleep_disorder 0.0 \n", "Told_overweight 0.0 \n", "General_health 3.0 \n", "Family_hist_diab 0 \n", "Feel_at_risk_diab 0.0 \n", "Vigorous_work_activity 1.0 \n", "Moderate_work_activity 0.0 \n", "Walk_or_bicycle 0.0 \n", "Vigorous_rec_activity 0.0 \n", "Moderate_rec_activity 0.0 \n", "Tried_weight_loss_past_year 0.0 \n", "Healthy_diet 3.0 \n", "WBC_count 6.3 \n", "RBC_count 4.35 \n", "Hematocrit 43.1 \n", "Triglycerides 39.0 \n", "Uric_acid 6.3 \n", "Osmolality 281.0 \n", "Sodium 140.0 \n", "Potassium 4.8 \n", "Gamma_glutamyl_transferase 24.0 \n", "Calcium 9.5 \n", "Alanine_aminotransferase 20.0 \n", "Aspartate_aminotransferase 29.0 \n", "Pre_diab 0 \n", "SBP_to_DBP 1.827586 \n", "Waist_to_hgt 0.543503 " ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# load the prepared data frame\n", "prediab_df = pd.read_csv(\"pre_diab_nhanes.csv\")\n", "\n", "# create a couple of new interesting features\n", "prediab_df[\"SBP_to_DBP\"] = prediab_df[\"Average_SBP\"] / prediab_df[\"Average_DBP\"]\n", "prediab_df[\"Waist_to_hgt\"] = (\n", " prediab_df[\"Waist_Circumference\"] / prediab_df[\"Standing_Height\"]\n", ")\n", "\n", "# make clear based on dtypes these two features are categorical\n", "prediab_df[\"General_health\"] = prediab_df[\"General_health\"].astype(\"object\")\n", "prediab_df[\"Healthy_diet\"] = prediab_df[\"Healthy_diet\"].astype(\"object\")\n", "\n", "# have a look\n", "prediab_df.head().T" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# to ensure a quick run we will use a random sample of 1000 observations\n", "prediab_df = prediab_df.sample(n=1000, random_state=42)" ] }, { "cell_type": "markdown", "metadata": { "raw_mimetype": "text/markdown" }, "source": [ "For easier data management we will create a sample object using FACET's `Sample` class, which allows us to: \n", "\n", "- Quickly access the target vs. features\n", "- Pass our data into sklearndf pipelines\n", "- Pass information to other FACET functions" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# create a FACET sample object\n", "prediab = Sample(\n", " observations=prediab_df,\n", " feature_names=prediab_df.drop(columns=[\"Pre_diab\"]).columns,\n", " target_name=\"Pre_diab\",\n", ")" ] }, { "cell_type": "markdown", "metadata": { "raw_mimetype": "text/markdown" }, "source": [ "Next we create a minimum preprocessing pipeline which based on our initial EDA ([Exploratory Data Analysis](#Exploratory-Data-Analysis-(EDA))) needs to address the following:\n", "\n", "1. Simple imputation for missing values in both continuous and categorical features\n", "2. One-hot encoding for categorical features\n", "\n", "We will use the sklearndf wrappers for scikit-learn functions such as `SimpleImputerDF` in place of `SimpleImputer`, `OneHotEncoderDF` in place of `OneHotEncoder`, and so on." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# for categorical features we will use the mode as the imputation value and also one-hot encode\n", "preprocessing_categorical = PipelineDF(\n", " steps=[\n", " (\"imputer\", SimpleImputerDF(strategy=\"most_frequent\", fill_value=\"\")),\n", " (\"one-hot\", OneHotEncoderDF(sparse=False, handle_unknown=\"ignore\")),\n", " ]\n", ")\n", "\n", "# for numeric features we will impute using the median\n", "preprocessing_numerical = SimpleImputerDF(strategy=\"median\")\n", "\n", "# put the pipeline together\n", "preprocessing_features = ColumnTransformerDF(\n", " transformers=[\n", " (\n", " \"categorical\",\n", " preprocessing_categorical,\n", " make_column_selector(dtype_include=object),\n", " ),\n", " (\n", " \"numerical\",\n", " preprocessing_numerical,\n", " make_column_selector(dtype_include=np.number),\n", " ),\n", " ],\n", " verbose_feature_names_out=False,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we perform some initial feature selection using Boruta, a recent approach shown to have quite good performance. The Boruta algorithm removes features that are no more predictive than random noise. If you are interested further, please see this [article](https://www.jstatsoft.org/article/view/v036i11).\n", "\n", "The `BorutaDF` transformer in our sklearndf package provides easy access to this powerful method. The approach relies on a tree-based learner, usually a random forest. For settings, a `max_depth` of between 3 and 7 is typically recommended, and here we rely on the default setting of 5. However, as this depends on the number of features and the complexity of interactions one could also explore the sensitivity of feature selection to this parameter. The number of trees is automatically managed by the Boruta feature selector argument `n_estimators=\"auto\"`.\n", "\n", "We also use parallelization for the random forest using `n_jobs` to accelerate the Boruta iterations." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "scrolled": true, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "array(['Age', 'Waist_Circumference', 'BMI', 'Average_SBP', 'RBC_count',\n", " 'Hematocrit', 'Uric_acid', 'Gamma_glutamyl_transferase',\n", " 'SBP_to_DBP', 'Waist_to_hgt'], dtype=object)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# create the pipeline for Boruta\n", "boruta_feature_selection = PipelineDF(\n", " steps=[\n", " (\"preprocessing\", preprocessing_features),\n", " (\n", " \"boruta\",\n", " BorutaDF(\n", " estimator=RandomForestClassifierDF(\n", " max_depth=5, n_jobs=-3, random_state=42\n", " ),\n", " n_estimators=\"auto\",\n", " random_state=42,\n", " verbose=False,\n", " ),\n", " ),\n", " ]\n", ")\n", "\n", "# run feature selection using Boruta and report those selected\n", "boruta_feature_selection.fit(X=prediab.features, y=prediab.target)\n", "selected = boruta_feature_selection.feature_names_original_.unique()\n", "selected" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Boruta identified 10 features (out of a potential 47) that we will retain in our FACET sample object for classification. Note that this feature selection process could be included in a general preprocessing pipeline, however due to the computation involved, we have utilized Boruta here as an initial one-off processing step to narrow down the features for our classifier development." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "scrolled": true }, "outputs": [], "source": [ "# update FACET sample object to only those features Boruta identified as useful\n", "prediab_initial_features = prediab.keep(feature_names=selected)" ] }, { "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "# Selecting a learner using FACET\n", "\n", "FACET implements several additional useful wrappers which further simplify comparing and tuning a larger number of models and configurations: \n", "\n", "- `ParameterSpace`: allows you to pass a learner pipeline (i.e., classifier + any preprocessing) and a set of hyperparameters\n", "- `LearnerSelector`: one or more ParameterSpaces can be passed into this class - this allows tuning hyperparameters across different types of learners in a single step and ranks the resulting models accordingly\n", "\n", "The following learners and hyperparameter ranges will be assessed using 10 repeated 5-fold cross-validation:\n", "\n", "\n", "1. **Random forest**: with hyperparameters\n", " - max_depth: [4..7]\n", " - min_samples_leaf: [8..19]; smaller ints are more frequent (zipfian distribution)\n", " - n_estimators: [20..300]; smaller ints are more frequent (zipfian distribution)\n", " \n", "2. **Light gradient boosting**: with hyperparameters\n", " - max_depth: [4..7]\n", " - min_child_samples: [8..19]; smaller ints are more frequent (zipfian distribution) \n", " - n_estimators: [20..300]; smaller ints are more frequent (zipfian distribution)\n", "\n", "Note if you want to see a list of hyperparameter names you can use `().get_params().keys()` where `` could be for example `RandomForestClassifierDF` and if you want to see the default values, just use `().get_params()`.\n", "\n", "Finally, for this exercise we will use accuracy as the default performance metric for scoring and ranking our classifiers." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, we specify the classifiers we want to train using `ClassifierPipelineDF` from sklearndf. Note here we also include the feature preprocessing steps we created earlier." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# random forest learner\n", "rforest_clf = ClassifierPipelineDF(\n", " preprocessing=preprocessing_features,\n", " classifier=RandomForestClassifierDF(random_state=42),\n", ")\n", "\n", "# light gradient boosting learner\n", "lgbm_clf = ClassifierPipelineDF(\n", " preprocessing=preprocessing_features,\n", " classifier=LGBMClassifierDF(random_state=42)\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then we create parameter spaces with `ParameterSpace` for each classifier and specify set of hyperparameters for each one of them. Contrary to standard `sklearn` workflow, in this approach setting wrong hyperparameter will throw an exception as setting an attribute comes with a proper check. " ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "rforest_ps = ParameterSpace(rforest_clf)\n", "\n", "# random ints 4 <= x <= 7\n", "rforest_ps.classifier.max_depth = stats.randint(4, 8)\n", "# random ints 8 <= x <= 19; smaller ints are more frequent (zipfian distribution)\n", "rforest_ps.classifier.min_samples_leaf = stats.zipfian(a=1, n=12, loc=7)\n", "# random ints 20 <= x < 300; smaller ints are more frequent (zipfian distribution)\n", "rforest_ps.classifier.n_estimators = stats.zipfian(a=1/2, n=380, loc=20)\n", "\n", "lgbm_ps = ParameterSpace(lgbm_clf)\n", "\n", "# random ints 4 <= x <= 7\n", "lgbm_ps.classifier.max_depth = stats.randint(4, 8)\n", "# random ints 8 <= x <= 19; smaller ints are more frequent (zipfian distribution)\n", "lgbm_ps.classifier.min_child_samples = stats.zipfian(a=1, n=12, loc=7)\n", "# random ints 20 <= x < 300; smaller ints are more frequent (zipfian distribution)\n", "lgbm_ps.classifier.n_estimators = stats.zipfian(a=1/2, n=380, loc=20)\n", "lgbm_ps.classifier.subsample = stats.uniform(0.8, 0.2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now fit a `LearnerSelector` using the parameter spaces defined above, running a random search using 10 repeated 5-fold cross-validation on our selected set of features from Boruta (`LearnerSelector` supports any CV approach implementing class `BaseSearchCV`)." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "scrolled": true, "tags": [] }, "outputs": [], "source": [ "clf_selector = LearnerSelector(\n", " searcher_type=RandomizedSearchCV,\n", " parameter_space=[rforest_ps, lgbm_ps],\n", " cv=RepeatedKFold(n_splits=5, n_repeats=10, random_state=42),\n", " n_jobs=-3,\n", " scoring=\"roc_auc\",\n", " random_state=42,\n", ").fit(prediab_initial_features)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see how each model scored using the `summary_report()` method of the `LearnerSelector`." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\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", " \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", " \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", " \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", " \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", " \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", " \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", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
scorecandidateparamtime
test-classifierfitscore
rankmeanstd-max_depthmin_samples_leafn_estimatorsmin_child_samplessubsamplemeanstdmeanstd
210.7251290.033742RandomForestClassifierDF615164NaNNaN0.1359290.0029420.0084520.000312
920.7249970.032834RandomForestClassifierDF518376NaNNaN0.3042410.0171140.0161900.000974
030.7248420.032747RandomForestClassifierDF718230NaNNaN0.1941920.0119510.0112180.000494
740.7231240.033567RandomForestClassifierDF58128NaNNaN0.1073440.0054420.0070330.000470
150.7185290.034161RandomForestClassifierDF4833NaNNaN0.0282770.0008110.0034790.000201
560.7106670.031914LGBMClassifierDF4NaN5890.9223710.0115550.0003900.0023860.000164
470.7092030.027709LGBMClassifierDF5NaN3780.8608480.0117610.0007730.0024610.000338
680.6983650.030459LGBMClassifierDF7NaN7880.8912140.0234140.0009380.0028750.000229
890.6925350.029564LGBMClassifierDF4NaN16780.8341050.0237390.0011520.0029160.000286
3100.6855100.028177LGBMClassifierDF6NaN37980.9664890.0784970.0022830.0049910.000202
\n", "
" ], "text/plain": [ " score candidate param \\\n", " test - classifier \n", " rank mean std - max_depth \n", "2 1 0.725129 0.033742 RandomForestClassifierDF 6 \n", "9 2 0.724997 0.032834 RandomForestClassifierDF 5 \n", "0 3 0.724842 0.032747 RandomForestClassifierDF 7 \n", "7 4 0.723124 0.033567 RandomForestClassifierDF 5 \n", "1 5 0.718529 0.034161 RandomForestClassifierDF 4 \n", "5 6 0.710667 0.031914 LGBMClassifierDF 4 \n", "4 7 0.709203 0.027709 LGBMClassifierDF 5 \n", "6 8 0.698365 0.030459 LGBMClassifierDF 7 \n", "8 9 0.692535 0.029564 LGBMClassifierDF 4 \n", "3 10 0.685510 0.028177 LGBMClassifierDF 6 \n", "\n", " time \\\n", " fit \n", " min_samples_leaf n_estimators min_child_samples subsample mean \n", "2 15 164 NaN NaN 0.135929 \n", "9 18 376 NaN NaN 0.304241 \n", "0 18 230 NaN NaN 0.194192 \n", "7 8 128 NaN NaN 0.107344 \n", "1 8 33 NaN NaN 0.028277 \n", "5 NaN 58 9 0.922371 0.011555 \n", "4 NaN 37 8 0.860848 0.011761 \n", "6 NaN 78 8 0.891214 0.023414 \n", "8 NaN 167 8 0.834105 0.023739 \n", "3 NaN 379 8 0.966489 0.078497 \n", "\n", " \n", " score \n", " std mean std \n", "2 0.002942 0.008452 0.000312 \n", "9 0.017114 0.016190 0.000974 \n", "0 0.011951 0.011218 0.000494 \n", "7 0.005442 0.007033 0.000470 \n", "1 0.000811 0.003479 0.000201 \n", "5 0.000390 0.002386 0.000164 \n", "4 0.000773 0.002461 0.000338 \n", "6 0.000938 0.002875 0.000229 \n", "8 0.001152 0.002916 0.000286 \n", "3 0.002283 0.004991 0.000202 " ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# let's look at performance for the top ranked classifiers\n", "clf_selector.summary_report()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see based on our `LearnerSelector`, we have selected a Random Forest algorithm that achieved a mean accuracy of 0.725 with a SD of 0.034." ] }, { "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "# Using FACET for advanced model inspection\n", "\n", "The [SHAP approach](http://papers.nips.cc/paper/7062-a-unified-approach-to-interpreting-model-predictions) has become the standard method for model inspection. SHAP values are used to explain the additive contribution of each feature to the prediction for each observation (i.e., explain **individual** predictions).\n", "\n", "The FACET `LearnerInspector` computes SHAP values for each observation using the best model identified by the `LearnerSelector`. The FACET `LearnerInspector` then provides advanced model inspection through new SHAP-based summary metrics for understanding pairwise feature redundancy and synergy. Redundancy and synergy are calculated using a new algorithm to understand model predictions from a **global perspective** to complement local SHAP.\n", "\n", "The definitions of synergy and redundancy are as follows:\n", "\n", "- **Synergy**\n", "\n", " The degree to which the model combines information from one feature with \n", " another to predict the target. For example, let's assume we are predicting \n", " cardiovascular health using age and gender and the fitted model includes \n", " a complex interaction between them. This means these two features are \n", " synergistic for predicting cardiovascular health. Further, both features \n", " are important to the model and removing either one would significantly \n", " impact performance. Let's assume age brings more information to the joint\n", " contribution than gender. This asymmetric contribution means the synergy for\n", " (age, gender) is less than the synergy for (gender, age). To think about it\n", " another way, imagine the prediction is a coordinate you are trying to reach.\n", " From your starting point, age gets you much closer to this point than \n", " gender, however, you need both to get there. Synergy reflects the fact \n", " that gender gets more help from age (higher synergy from the perspective \n", " of gender) than age does from gender (lower synergy from the perspective of\n", " age) to reach the prediction. *This leads to an important point: synergy \n", " is a naturally asymmetric property of the global information two interacting \n", " features contribute to the model predictions.* Synergy is expressed as a \n", " percentage ranging from 0% (full autonomy) to 100% (full synergy).\n", "\n", "\n", "- **Redundancy**\n", "\n", " The degree to which a feature in a model duplicates the information of a \n", " second feature to predict the target. For example, let's assume we had \n", " house size and number of bedrooms for predicting house price. These \n", " features capture similar information as the more bedrooms the larger \n", " the house and likely a higher price on average. The redundancy for \n", " (number of bedrooms, house size) will be greater than the redundancy \n", " for (house size, number of bedrooms). This is because house size \n", " \"knows\" more of what number of bedrooms does for predicting house price \n", " than vice-versa. Hence, there is greater redundancy from the perspective \n", " of number of bedrooms. Another way to think about it is removing house \n", " size will be more detrimental to model performance than removing number \n", " of bedrooms, as house size can better compensate for the absence of \n", " number of bedrooms. This also implies that house size would be a more \n", " important feature than number of bedrooms in the model. *The important \n", " point here is that like synergy, redundancy is a naturally asymmetric \n", " property of the global information feature pairs have for predicting \n", " an outcome.* Redundancy is expressed as a percentage ranging from 0% \n", " (full uniqueness) to 100% (full redundancy).\n", "\n", "\n", "Note that cases can apply at the same time so a feature pair can use some information synergistically and some information redundantly.\n", "\n", "The FACET `LearnerInspector` can calculate all of this with a single method call, but also offers methods to access the intermediate results of each step. A lightweight visualization framework is available to render the results in different styles.\n", "\n", "SHAP values from the `LearnerInspector` can also be used with the SHAP package plotting functions for sample and observation level SHAP visualizations, such as SHAP distribution plots, dependency plots, force plots and waterfall plots." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "scrolled": true }, "outputs": [], "source": [ "# run inspector\n", "clf_inspector = LearnerInspector(\n", " pipeline=clf_selector.best_estimator_,\n", " n_jobs=-3,\n", " verbose=False,\n", ").fit(prediab_initial_features)" ] }, { "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "## Feature importance\n", "\n", "Feature importance has many ways of being measured. Here we utilize the FACET implementation based on the `LearnerInspector`. Each feature is ranked according to the mean SHAP value for that feature. This plot is paired with a standard SHAP distribution plot for features to see if there is any directional tendency for the associations." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# FACET feature importance\n", "f_importance = clf_inspector.feature_importance()\n", "plt.subplot(1, 2, 1)\n", "f_importance.sort_values().plot.barh()\n", "\n", "# get some info for standard SHAP model inspection\n", "shap_data = clf_inspector.shap_plot_data()\n", "\n", "# standard SHAP summary plot using the shap package\n", "plt.subplot(1, 2, 2)\n", "shap.summary_plot(shap_values=shap_data.shap_values, features=shap_data.features, show=False, plot_size=(16.0, 8.0))\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Based on the feature importance's we can see the top five features are age, RBC count, waist to height ratio, average systolic blood pressure and waist circumference. Inspection of the SHAP value distributions does not provide any indication of a general direction of association for any features." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Synergy" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# synergy heatmap\n", "synergy_matrix = clf_inspector.feature_synergy_matrix()\n", "MatrixDrawer(style=\"matplot%\").draw(synergy_matrix, title=\"Feature synergies\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To interpret pairs of features in the synergy matrix, rows represent the *primary feature* (\"perspective from\"), and the columns represent *associated features*. Column and row widths indicate relative feature importance.\n", "\n", "For example, for (`SBP_to_DBP`, `RBC_count`) from the perspective of primary feature `SBP_to_DBP` we find that 9.5% of its contribution to predict prediabetes risk is enabled by context from associated feature `RBC_count`, whereas `RBC_count`'s dependence on context from `SBP_to_DBP` is negligible.\n", "\n", "Another interesting observation is that looking at the column for `Age` from the perspective of other features such as `BMI`, `RBC count` and `SBP_to_DBP`, we see values ranging up to 15% suggesting that contributions of `BMI`, `RBC count` and `SBP/DBP` to predicting prediabetes are partly enabled by `Age`. By contrast, `Age` is a strong independent feature. It has the highest feature importance, as indicated by the column and row width of the matrix.\n", "\n", "We can inspect synergistic pairs of features more deeply using the *SHAP dependence plots* offered by the SHAP package. The `LearnerInspector` provides all data required for creating these and other plots through method\n", "`shap_plot_data()`:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "spd = clf_inspector.shap_plot_data()\n", "shap.dependence_plot(\"SBP_to_DBP\", spd.shap_values, spd.features, interaction_index=\"Age\")\n", "shap.dependence_plot(\"BMI\", spd.shap_values, spd.features, interaction_index=\"Age\")" ] }, { "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "## Redundancy" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# redundancy heatmap\n", "redundancy_matrix = clf_inspector.feature_redundancy_matrix()\n", "MatrixDrawer(style=\"matplot%\").draw(redundancy_matrix, title=\"Feature redundancies\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As with synergy, the matrix row is the primary feature (\"perspective from\") in the row-column feature pair. Let's take `Hematocrit` and `RBC count` as our features of interest. We can see that from the perspective of `Hematocrit` 35% of the information is duplicated with `RBC count` to predict prediabetes, and vice versa.\n", "\n", "A second interesting and perhaps expected attribute of the heatmap is the apparent clustering of `BMI`, `Waist Circumference` and `Waist/Height`. Intuitively it makes sense that these features would have varying degrees of redundancy among them, given they are physically related." ] }, { "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "## Feature clustering\n", "\n", "As detailed above redundancy and synergy for a feature pair is from the \"perspective\" of one of the features in the pair, and so yields two distinct values. However, a symmetric version can also be computed that provides not only a simplified perspective but allows the use of (1 - metric) as a feature distance. With this distance, hierarchical, single linkage clustering is applied to create a dendrogram visualization. This helps to identify groups of low distance features which work \"in tandem\" to predict the outcome. Such information can then be used to either reduce clusters of highly redundant features to a subset or highlight clusters of highly synergistic features that should always be considered together.\n", "\n", "For this example, let's apply clustering to redundancy to see how the apparent grouping observed in the heatmap appears in the dendrogram. Ideally, we want to see features only start to cluster as close to the right-hand side of the dendrogram as possible. This implies all features in the model are contributing uniquely to our predictions." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# redundancy dendrogram\n", "dd_redundancy = clf_inspector.feature_redundancy_linkage()\n", "DendrogramDrawer().draw(title=\"Redundancy linkage\", data=dd_redundancy)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The dendrogram shows that `Waist Circumference` and `Waist/Height` cluster together first, which then cluster with `BMI` as well. This is a much clearer representation of the cluster of redundant features we observed in the heatmap. Considering `BMI`, `Waist Circumference` and `Waist/Height`:\n", "\n", "**What might we infer from synergy, redundancy and redundancy feature clustering?**\n", "\n", "1. `BMI`, `Waist Circumference` and `Waist/Height` form a small cluster of redundant features. This seems reasonable:\n", " * `Waist Circumference` is included in the calculation of `Waist/Height`\n", " * we might expect `BMI` to capture similar information about excess body mass as higher `Waist Circumference` and `Waist/Height`\n", "2. We saw little synergy between features. We might have expected apriori to find some interesting synergies between diet, exercise, sleep and body composition. Of course, the model needs to identify these relationships from them to be reflected in the synergy metric(s).\n", "\n", "**What action(s) might we take?**\n", "\n", "Given the redundancy that appears between `BMI`, `Waist Circumference` and `Waist/Height`, we could look to eliminate one or two of these features from the model." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For convenience when working in a non-notebook environment, all of the `Drawer`'s provided by the [pytools](https://github.com/BCG-X-Official/pytools) package also support a `style='text'` flag." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "============================== Redundancy linkage ==============================\n", "\n", "BMI 4% ----------------------\\\n", "Waist_to_hgt 11% ------------------\\___/---------------------------------\\\n", "Waist_Circumfer 7% ------------------/ |\n", "Gamma_glutamyl_ 7% -------------------------------------------------------\\\\\n", "Uric_acid 8% -----------------------------------------------------\\ ||__\n", "RBC_count 12% ---------------------------------------\\_____________/-/|\n", "Hematocrit 6% ---------------------------------------/ |\n", "Age 30% -------------------------------------------------------\\|\n", "Average_SBP 10% ------------------------------------------------------\\//\n", "SBP_to_DBP 6% ------------------------------------------------------/\n", "\n" ] } ], "source": [ "DendrogramDrawer(style=\"text\").draw(title=\"Redundancy linkage\", data=dd_redundancy)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Removing redundant features\n", "\n", "Recall the redundancy dendrogram above where we saw a clear cluster of features with redundancy; `Waist/Height`, `BMI`, and `Waist Circumference`.\n", "\n", "- assess if the features of the model are unique, i.e. not redundant with other features\n", "- decide which features to discard, combine, or modify to increase the uniqueness of important features in the model\n", "\n", "Before we proceed to looking at SHAP values for individual predictions and perform a univariate simulation, let's eliminate two partially redundant features - we will choose to keep `Waist/Height` ratio and drop `BMI` and `Waist Circumference`. " ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "# drop redundant features from our FACET sample object\n", "prediab_no_redundant_feat = prediab_initial_features.drop(\n", " feature_names=[\"BMI\", \"Waist_Circumference\"]\n", ")" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\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", " \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", " \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", " \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", " \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", " \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", " \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", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
scorecandidateparamtime
test-classifierfitscore
rankmeanstd-max_depthmin_samples_leafn_estimatorsmin_child_samplessubsamplemeanstdmeanstd
010.7306490.033252RandomForestClassifierDF718230NaNNaN0.1632550.0110570.0118160.005582
920.7297620.033654RandomForestClassifierDF518376NaNNaN0.2676290.0194980.0179500.007206
230.7291910.032447RandomForestClassifierDF615164NaNNaN0.1165020.0032900.0083890.000300
740.7288810.033787RandomForestClassifierDF58128NaNNaN0.0973720.0100870.0085200.003782
150.7239970.034597RandomForestClassifierDF4833NaNNaN0.0251000.0009130.0034050.000173
560.7176300.029876LGBMClassifierDF4NaN5890.9223710.0104590.0004630.0023280.000127
470.7142310.031225LGBMClassifierDF5NaN3780.8608480.0102390.0003860.0022520.000156
680.7002940.031576LGBMClassifierDF7NaN7880.8912140.0205120.0009150.0028450.000243
890.6965270.032738LGBMClassifierDF4NaN16780.8341050.0227420.0040560.0031370.001046
3100.6849730.032143LGBMClassifierDF6NaN37980.9664890.0678320.0019110.0049450.000251
\n", "
" ], "text/plain": [ " score candidate param \\\n", " test - classifier \n", " rank mean std - max_depth \n", "0 1 0.730649 0.033252 RandomForestClassifierDF 7 \n", "9 2 0.729762 0.033654 RandomForestClassifierDF 5 \n", "2 3 0.729191 0.032447 RandomForestClassifierDF 6 \n", "7 4 0.728881 0.033787 RandomForestClassifierDF 5 \n", "1 5 0.723997 0.034597 RandomForestClassifierDF 4 \n", "5 6 0.717630 0.029876 LGBMClassifierDF 4 \n", "4 7 0.714231 0.031225 LGBMClassifierDF 5 \n", "6 8 0.700294 0.031576 LGBMClassifierDF 7 \n", "8 9 0.696527 0.032738 LGBMClassifierDF 4 \n", "3 10 0.684973 0.032143 LGBMClassifierDF 6 \n", "\n", " time \\\n", " fit \n", " min_samples_leaf n_estimators min_child_samples subsample mean \n", "0 18 230 NaN NaN 0.163255 \n", "9 18 376 NaN NaN 0.267629 \n", "2 15 164 NaN NaN 0.116502 \n", "7 8 128 NaN NaN 0.097372 \n", "1 8 33 NaN NaN 0.025100 \n", "5 NaN 58 9 0.922371 0.010459 \n", "4 NaN 37 8 0.860848 0.010239 \n", "6 NaN 78 8 0.891214 0.020512 \n", "8 NaN 167 8 0.834105 0.022742 \n", "3 NaN 379 8 0.966489 0.067832 \n", "\n", " \n", " score \n", " std mean std \n", "0 0.011057 0.011816 0.005582 \n", "9 0.019498 0.017950 0.007206 \n", "2 0.003290 0.008389 0.000300 \n", "7 0.010087 0.008520 0.003782 \n", "1 0.000913 0.003405 0.000173 \n", "5 0.000463 0.002328 0.000127 \n", "4 0.000386 0.002252 0.000156 \n", "6 0.000915 0.002845 0.000243 \n", "8 0.004056 0.003137 0.001046 \n", "3 0.001911 0.004945 0.000251 " ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "clf_selector = LearnerSelector(\n", " searcher_type=RandomizedSearchCV,\n", " parameter_space=[rforest_ps, lgbm_ps],\n", " cv=RepeatedKFold(n_splits=5, n_repeats=10, random_state=42),\n", " n_jobs=-3,\n", " scoring=\"roc_auc\",\n", " random_state=42,\n", ").fit(prediab_no_redundant_feat)\n", "\n", "clf_selector.summary_report()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "# run inspector\n", "inspector_no_redun = LearnerInspector(\n", " pipeline=clf_selector.best_estimator_,\n", " n_jobs=-3,\n", " verbose=False,\n", ").fit(prediab_no_redundant_feat)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# redundancy dendrogram\n", "dd_redundancy = inspector_no_redun.feature_redundancy_linkage()\n", "DendrogramDrawer().draw(title=\"HD set features\", data=dd_redundancy)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now with the removal of `BMI` and `Waist Circumference` we can see the feature clustering starts much further to the right." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also check the best ranked model after removing redundant features." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
RandomForestClassifierDF(\n",
       "    max_depth=7, min_samples_leaf=18, n_estimators=230, random_state=42\n",
       ")
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": [ "RandomForestClassifierDF(max_depth=7, min_samples_leaf=18, n_estimators=230, random_state=42)" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "clf_selector.best_estimator_.classifier" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# FACET univariate simulator: the impact of waist to height ratio\n", "\n", "Another advantage of FACET is the ability to quickly instigate and run univariate simulation.\n", "Simulation enables us to gain insight into what value(s) of this ratio might minimize the likelihood of prediabetes.\n", "\n", "As the basis for the simulation, we divide the feature into relevant partitions: \n", "\n", "- We use FACET's `ContinuousRangePartitioner` to split the range of observed values of waist to height ratio into intervals of equal size. Each partition is represented by the central value of that partition. \n", "- For each partition, the simulator creates an artificial copy of the original sample assuming the variable to be simulated has the same value across all observations - which is the value representing the partition. Using the best estimator acquired from the selector, the simulator now re-predicts all targets using the models trained on full sample and determines the average value of the target variable resulting from this.\n", "- The FACET `SimulationDrawer` allows us to visualise the result; both in a matplotlib and a plain-text style" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "# set up and run a simulation\n", "sim_feature = \"Waist_to_hgt\"\n", "\n", "waist_to_hgt_simulator = UnivariateProbabilitySimulator(\n", " model=clf_selector.best_estimator_,\n", " sample=prediab_no_redundant_feat,\n", " n_jobs=-1,\n", ")\n", "\n", "waist_to_hgt_partitions = ContinuousRangePartitioner()\n", "\n", "waist_to_hgt_simulation = waist_to_hgt_simulator.simulate_feature(\n", " feature_name=sim_feature,\n", " partitioner=waist_to_hgt_partitions\n", ")" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# visualize the results\n", "SimulationDrawer().draw(data=waist_to_hgt_simulation, title=sim_feature)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see the simulation shows that higher waist to height ratios are associated with an increased risk of prediabetes. We could also suggest that keeping a person's waist to height ratio below 0.52 may reduce the likelihood of prediabetes from around 34% to 30%." ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "================================= Waist_to_hgt =================================\n", "\n", "\n", "probability(1):\n", "\n", "Baseline = 0.342\n", "\n", "Partition 2.5th percentile Mean 97.5th percentile\n", "========= ================ ========= =================\n", "0.4 0.289 0.297 0.306 \n", "0.45 0.287 0.296 0.305 \n", "0.5 0.286 0.295 0.304 \n", "0.55 0.295 0.304 0.313 \n", "0.6 0.352 0.361 0.37 \n", "0.65 0.366 0.375 0.383 \n", "0.7 0.401 0.409 0.418 \n", "0.75 0.409 0.417 0.426 \n", "0.8 0.416 0.424 0.432 \n", "\n", "Observed frequencies:\n", "\n", "Partition Frequency\n", "========= =========\n", "0.4 22\n", "0.45 118\n", "0.5 159\n", "0.55 214\n", "0.6 186\n", "0.65 127\n", "0.7 69\n", "0.75 46\n", "0.8 18\n", "\n" ] } ], "source": [ "# can also get a print out of simulation results\n", "SimulationDrawer(\"text\").draw(data=waist_to_hgt_simulation, title=sim_feature)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Summary\n", "\n", "With the capabilities offered by FACET we were able to:\n", "\n", "1. Identify a learner with performance comparable to models in the literature.\n", "2. Utilize advanced the SHAP value capabilities (synergy and redundancy) to identify additional features that could be removed (i.e., BMI and waist circumference removed in favour of waist to height ratio) and whether any features had strong synergistic effects - which they did not.\n", "3. Simulate the effect of changes in waist to height ratio on the likelihood of being prediabetic." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# What can you do next?\n", "\n", "There are several next/alternative steps that could be taken:\n", "\n", "1. Utilize methods to deal with class imbalance and see if it improves the model.\n", "2. Adding more features! The NHANES data is a treasure trove of information.\n", "3. Retain diabetic patients and convert it into a multi-class learning problem.\n", "4. What would happen if we applied survey weights when constructing a learner?\n", "5. Further investigation of feature engineering. One could also look at different sets of measurements such as the bio-profile and perform dimension reduction first via PCA or some other method.\n", "6. Other learners such as SVC, LDA, Elastic-Net, CNN.\n", "7. More sophisticated imputation for missing values: the assumption of MAR might not hold, as those with worse health and thus more at risk of prediabetes may be more likely not to disclose poor health characteristics. Methods enabled by IterativeImputer could be used or even KNNImputer. Also feature engineering could be done post imputation in the pipeline, so values such as ratios are consistent. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Appendix" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data source and study cohort" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Introduction** \n", "Prediabetes is a treatable condition that leads to many health complications, including eventually type 2 diabetes. Prediabetes has become an epidemic worldwide and is increasing in prevalence. As a largely asymptomatic condition, screening for prediabetes can be extremely challenging. However, early intervention, especially with lifestyle changes has been shown as effective in treating prediabetes. Accurate prediction/identification of those individuals at risk of prediabetes can improve early intervention and may provide insights into those interventions that work best. The current standard of care is a CDC prediabetes risk [screening tool](https://www.cdc.gov/diabetes/prevention/pdf/Prediabetes-Risk-Test-Final.pdf). \n", "\n", "**Data source** \n", "The dataset used in this tutorial is derived from the [National Health and Nutrition Examination Survey (NHANES) 2013-14 cross-sectional survey](https://wwwn.cdc.gov/nchs/nhanes/Search/DataPage.aspx?Component=Examination&CycleBeginYear=2013). In brief, NHANES collects demographic, socioeconomic, dietary, health, medical, dental, physiological and laboratory data on a nationally representative sample of noninstitutionalized, civilian United States residents. Please note the set-up for this data loosely follows the approach in [De Silva et al](https://pubmed.ncbi.nlm.nih.gov/31889178/).\n", "\n", "**Patient cohort** \n", "In the NHANES data sub-sets of those surveyed may undergo a plasma glucose (FPG) test, oral glucose tolerance\n", "test (OGTT), or have glycated haemoglobin (HbA1c) measured. Diabetic patients were defined as those with any of the following: FPG >= 126 mg/dl, OGTT > 200 mg/dl, HbA1c > 6.4% or a Doctor diagnosed diabetes. The created dataset contains selected information for 4356 patients aged 20 years or over who were not considered diabetic or who were not pregnant or suspected to be pregnant at the time of the survey.\n", "\n", "**Learning target: prediabetes status** \n", "Using any of the available FPG, OGTT and HbA1c tests we defined patients as prediabetic where any of the following was satisfied: FPG 100–125 mg/dl, OGTT 140–200 mg/dl, or HbA1c 5.7–6.4%. Among this cohort 35% were prediabetic (n=1509).\n", "\n", "**Initial features** \n", "The following tables provides an overview of the 37 features included in the example dataset.\n", "\n", "|Instrument\t|Data File Name (File)\t| NHANES Field\t| Description | Dataset name | Type |\n", "| :-- | :-- | :-- | :-- | :-- | :-- |\n", "|Demographics|Demographic Variables, Sample Weights (DEMO_H)|RIDAGEYR|Age in years at screening|Age|Numeric|\n", "|Demographics|Demographic Variables, Sample Weights (DEMO_H)|RIAGENDR|Gender|Gender| Categorical|\n", "|Examination|Body Measures (BMX_H)|BMXWT|Weight (kg)|Weight|Numeric|\n", "|Examination|Body Measures (BMX_H)|BMXHT|Standing Height (cm)|Standing_Height|Numeric|\n", "|Examination|Body Measures (BMX_H)|BMXWAIST|Waist Circumference (cm)|Waist_Circumference|Numeric|\n", "|Examination|Body Measures (BMX_H)|BMXBMI|Body Mass Index (kg/m^2)|BMI|Numeric|\n", "|Examination|Blood Pressure (BPX_H)|BPXSY1 to 4|Systolic: Blood pres mm Hg|Average_SBP| Numeric|\n", "|Examination|Blood Pressure (BPX_H)|BPXDI1 to 4|Diastolic: Blood pres mm Hg|Average_DBP| Numeric|\n", "|Questionnaire|Blood Pressure & Cholesterol (BPQ_H)|BPQ020|Ever told you had high blood pressure|High_BP| Categorical|\n", "|Questionnaire|Diet Behavior & Nutrition (DBQ_H)|DBQ700|How healthy is the diet|Healthy_diet| Categorical|\n", "|Questionnaire|Diabetes (DIQ_H)|DIQ175A|Family history|Family_hist_diab| Categorical|\n", "|Questionnaire|Diabetes (DIQ_H)|DIQ172|Feel could be at risk for diabetes|Feel_at_risk_diab| Categorical|\n", "|Questionnaire|Current Health Status (HSQ_H)|HSD010|General health condition|General_health| Categorical|\n", "|Questionnaire|Medical Conditions (MCQ_H)|MCQ080|Doctor ever said you were overweight|Told_overweight| Categorical|\n", "|Questionnaire|Physical Activity (PAQ_H)|PAQ605|Vigorous work activity|Vigorous_work_activity| Categorical|\n", "|Questionnaire|Physical Activity (PAQ_H)|PAQ620|Moderate work activity|Moderate_work_activity| Categorical|\n", "|Questionnaire|Physical Activity (PAQ_H)|PAQ635|Walk or bicycle|Walk_or_bicycle| Categorical|\n", "|Questionnaire|Physical Activity (PAQ_H)|PAQ650|Vigorous recreational activities|Vigorous_rec_activity| Categorical|\n", "|Questionnaire|Physical Activity (PAQ_H)|PAQ665|Moderate recreational activities|Moderate_rec_activity| Categorical|\n", "|Questionnaire|Sleep Disorders (SLQ_H)|SLD010H|How much sleep do you get (hours)?|Sleep_hours| Numeric|\n", "|Questionnaire|Sleep Disorders (SLQ_H)|SLQ050|Ever told doctor had trouble sleeping?|Trouble_sleeping| Categorical|\n", "|Questionnaire|Sleep Disorders (SLQ_H)|SLQ060|Ever told by doctor have sleep disorder?|Sleep_disorder| Categorical|\n", "|Questionnaire|Weight History (WHQ_H)|WHQ070|Tried to lose weight in past year|Tried_weight_loss_past_year| Categorical|\n", "|Laboratory|Cholesterol HDL (HDL_H)|LBDHDD|Direct HDL-Cholesterol (mg/dL)|HDL_Cholesterol| Numeric|\n", "|Laboratory|Cholesterol Total (TCHOL_H)|LBXTC|Total Cholesterol(mg/dL)|Total_Cholesterol| Numeric|\n", "|Laboratory|Complete Blood Count (CBC_H)|LBXWBCSI|White blood cell count (1000 cells/uL)|WBC_count| Numeric|\n", "|Laboratory|Complete Blood Count (CBC_H)|LBXRBCSI|Red blood cell count (million cells/uL)|RBC_count| Numeric|\n", "|Laboratory|Complete Blood Count (CBC_H)|LBXHCT|Haematocrit (%)|Haematocrit| Numeric|\n", "|Laboratory|Biochemistry Profile (BIOPRO_H)|LBXSTR|Triglycerides (mg/dL)|Triglycerides| Numeric|\n", "|Laboratory|Biochemistry Profile (BIOPRO_H)|LBXSUA|Uric acid (mg/dL)|Uric_acid| Numeric|\n", "|Laboratory|Biochemistry Profile (BIOPRO_H)|LBXSOSSI|Osmolality (mmol/Kg)|Osmolality| Numeric|\n", "|Laboratory|Biochemistry Profile (BIOPRO_H)|LBXSNASI|Sodium (mmol/L)|Sodium| Numeric|\n", "|Laboratory|Biochemistry Profile (BIOPRO_H)|LBXSKSI|Potassium (mmol/L)|Potassium| Numeric|\n", "|Laboratory|Biochemistry Profile (BIOPRO_H)|LBXSGTSI|Gamma glutamyl transferase (U/L)|Gamma_glutamyl_transferase| Numeric|\n", "|Laboratory|Biochemistry Profile (BIOPRO_H)|LBXSCA|Total calcium (mg/dL)|Calcium| Numeric|\n", "|Laboratory|Biochemistry Profile (BIOPRO_H)|LBXSATSI|Alanine aminotransferase ALT (IU/L)|Alanine_aminotransferase| Numeric|\n", "|Laboratory|Biochemistry Profile (BIOPRO_H)|LBXSASSI|Aspartate aminotransferase AST (IU/L)|Aspartate_aminotransferase| Numeric|" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exploratory Data Analysis (EDA)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's begin by doing some brief exploratory data analysis to assess the impact features might have on the likelihood someone is prediabetic and to also determine what will need to be addressed in a preprocessing pipeline." ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\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", " \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", " \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", " \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", " \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", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
AgeGenderWaist_CircumferenceWeightStanding_HeightBMIAverage_SBPAverage_DBPHDL_CholesterolTotal_Cholesterol...TriglyceridesUric_acidOsmolalitySodiumPotassiumGamma_glutamyl_transferaseCalciumAlanine_aminotransferaseAspartate_aminotransferasePre_diab
073.02.0NaN52.0162.419.7137.33333386.66666785.0201.0...88.04.2290.0142.04.131.010.028.036.01
156.01.0123.1105.0158.741.7157.33333382.00000038.0226.0...327.09.1287.0143.03.322.09.316.024.00
261.02.0110.893.4161.835.7122.66666780.66666758.0168.0...68.05.1281.0140.03.917.09.921.020.01
356.02.085.561.8152.826.5122.00000072.66666759.0278.0...262.03.5277.0139.04.021.09.524.023.00
465.01.093.765.3172.422.0141.33333377.33333379.0173.0...39.06.3281.0140.04.824.09.520.029.00
\n", "

5 rows × 38 columns

\n", "
" ], "text/plain": [ " Age Gender Waist_Circumference Weight Standing_Height BMI \\\n", "0 73.0 2.0 NaN 52.0 162.4 19.7 \n", "1 56.0 1.0 123.1 105.0 158.7 41.7 \n", "2 61.0 2.0 110.8 93.4 161.8 35.7 \n", "3 56.0 2.0 85.5 61.8 152.8 26.5 \n", "4 65.0 1.0 93.7 65.3 172.4 22.0 \n", "\n", " Average_SBP Average_DBP HDL_Cholesterol Total_Cholesterol ... \\\n", "0 137.333333 86.666667 85.0 201.0 ... \n", "1 157.333333 82.000000 38.0 226.0 ... \n", "2 122.666667 80.666667 58.0 168.0 ... \n", "3 122.000000 72.666667 59.0 278.0 ... \n", "4 141.333333 77.333333 79.0 173.0 ... \n", "\n", " Triglycerides Uric_acid Osmolality Sodium Potassium \\\n", "0 88.0 4.2 290.0 142.0 4.1 \n", "1 327.0 9.1 287.0 143.0 3.3 \n", "2 68.0 5.1 281.0 140.0 3.9 \n", "3 262.0 3.5 277.0 139.0 4.0 \n", "4 39.0 6.3 281.0 140.0 4.8 \n", "\n", " Gamma_glutamyl_transferase Calcium Alanine_aminotransferase \\\n", "0 31.0 10.0 28.0 \n", "1 22.0 9.3 16.0 \n", "2 17.0 9.9 21.0 \n", "3 21.0 9.5 24.0 \n", "4 24.0 9.5 20.0 \n", "\n", " Aspartate_aminotransferase Pre_diab \n", "0 36.0 1 \n", "1 24.0 0 \n", "2 20.0 1 \n", "3 23.0 0 \n", "4 29.0 0 \n", "\n", "[5 rows x 38 columns]" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# load the prepared data frame\n", "prediab_eda = pd.read_csv(\"pre_diab_nhanes.csv\")\n", "prediab_eda.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We might also consider some rudimentary feature engineering as well, such as the ratio of waist circumference to height or the ratio of systolic to diastolic blood pressure. Let's create these two features as well." ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\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", " \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", " \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", " \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", " \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", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
AgeGenderWaist_CircumferenceWeightStanding_HeightBMIAverage_SBPAverage_DBPHDL_CholesterolTotal_Cholesterol...OsmolalitySodiumPotassiumGamma_glutamyl_transferaseCalciumAlanine_aminotransferaseAspartate_aminotransferasePre_diabSBP_to_DBPWaist_to_hgt
073.02.0NaN52.0162.419.7137.33333386.66666785.0201.0...290.0142.04.131.010.028.036.011.584615NaN
156.01.0123.1105.0158.741.7157.33333382.00000038.0226.0...287.0143.03.322.09.316.024.001.9186990.775677
261.02.0110.893.4161.835.7122.66666780.66666758.0168.0...281.0140.03.917.09.921.020.011.5206610.684796
356.02.085.561.8152.826.5122.00000072.66666759.0278.0...277.0139.04.021.09.524.023.001.6788990.559555
465.01.093.765.3172.422.0141.33333377.33333379.0173.0...281.0140.04.824.09.520.029.001.8275860.543503
\n", "

5 rows × 40 columns

\n", "
" ], "text/plain": [ " Age Gender Waist_Circumference Weight Standing_Height BMI \\\n", "0 73.0 2.0 NaN 52.0 162.4 19.7 \n", "1 56.0 1.0 123.1 105.0 158.7 41.7 \n", "2 61.0 2.0 110.8 93.4 161.8 35.7 \n", "3 56.0 2.0 85.5 61.8 152.8 26.5 \n", "4 65.0 1.0 93.7 65.3 172.4 22.0 \n", "\n", " Average_SBP Average_DBP HDL_Cholesterol Total_Cholesterol ... \\\n", "0 137.333333 86.666667 85.0 201.0 ... \n", "1 157.333333 82.000000 38.0 226.0 ... \n", "2 122.666667 80.666667 58.0 168.0 ... \n", "3 122.000000 72.666667 59.0 278.0 ... \n", "4 141.333333 77.333333 79.0 173.0 ... \n", "\n", " Osmolality Sodium Potassium Gamma_glutamyl_transferase Calcium \\\n", "0 290.0 142.0 4.1 31.0 10.0 \n", "1 287.0 143.0 3.3 22.0 9.3 \n", "2 281.0 140.0 3.9 17.0 9.9 \n", "3 277.0 139.0 4.0 21.0 9.5 \n", "4 281.0 140.0 4.8 24.0 9.5 \n", "\n", " Alanine_aminotransferase Aspartate_aminotransferase Pre_diab SBP_to_DBP \\\n", "0 28.0 36.0 1 1.584615 \n", "1 16.0 24.0 0 1.918699 \n", "2 21.0 20.0 1 1.520661 \n", "3 24.0 23.0 0 1.678899 \n", "4 20.0 29.0 0 1.827586 \n", "\n", " Waist_to_hgt \n", "0 NaN \n", "1 0.775677 \n", "2 0.684796 \n", "3 0.559555 \n", "4 0.543503 \n", "\n", "[5 rows x 40 columns]" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prediab_eda[\"SBP_to_DBP\"] = prediab_eda[\"Average_SBP\"] / prediab_eda[\"Average_DBP\"]\n", "prediab_eda[\"Waist_to_hgt\"] = (\n", " prediab_eda[\"Waist_Circumference\"] / prediab_eda[\"Standing_Height\"]\n", ")\n", "prediab_eda.head()" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\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", " \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", " \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", " \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", " \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", " \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", " \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", " \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", " \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", " \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", " \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", " \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", " \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", " \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", " \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", " \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", " \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", "
countmeanstdmin25%50%75%max
Age4356.047.04453617.18870320.00000033.00000045.00000061.00000080.000000
Gender4356.01.5213500.4996011.0000001.0000002.0000002.0000002.000000
Waist_Circumference4158.097.16726815.79990955.50000085.90000095.500000106.500000177.900000
Weight4321.079.93996821.13509332.30000065.10000076.90000091.100000222.600000
Standing_Height4318.0167.36970110.158315136.300000160.000000167.100000174.500000199.400000
BMI4314.028.4466396.79357714.10000023.70000027.30000031.80000082.900000
Average_SBP4229.0121.89367117.27184164.666667110.000000118.666667131.333333228.000000
Average_DBP4222.070.28051511.03922122.66666763.33333370.66666777.333333128.000000
HDL_Cholesterol4318.053.72302016.24012510.00000042.00000051.00000063.000000173.000000
Total_Cholesterol4318.0190.36313139.63128869.000000163.000000188.000000214.000000525.000000
High_BP4355.00.3203210.4666540.0000000.0000000.0000001.0000001.000000
Sleep_hours4352.06.8828121.3896422.0000006.0000007.0000008.00000012.000000
Trouble_sleeping4354.00.2494260.4327300.0000000.0000000.0000000.0000001.000000
Sleep_disorder4346.00.0858260.2801390.0000000.0000000.0000000.0000001.000000
Told_overweight4354.00.3109780.4629470.0000000.0000000.0000001.0000001.000000
General_health4016.02.7392930.9524221.0000002.0000003.0000003.0000005.000000
Family_hist_diab4356.00.2192380.4137780.0000000.0000000.0000000.0000001.000000
Feel_at_risk_diab4311.00.2885640.4531470.0000000.0000000.0000001.0000001.000000
Vigorous_work_activity4355.00.1926520.3944270.0000000.0000000.0000000.0000001.000000
Moderate_work_activity4354.00.3387690.4733460.0000000.0000000.0000001.0000001.000000
Walk_or_bicycle4356.00.2548210.4358110.0000000.0000000.0000001.0000001.000000
Vigorous_rec_activity4356.00.2460970.4307850.0000000.0000000.0000000.0000001.000000
Moderate_rec_activity4356.00.4322770.4954490.0000000.0000000.0000001.0000001.000000
Tried_weight_loss_past_year3857.00.3634950.4810680.0000000.0000000.0000001.0000001.000000
Healthy_diet4356.02.9313590.9955671.0000002.0000003.0000004.0000005.000000
WBC_count4356.07.2385222.3134412.5000005.7000006.9000008.40000055.700000
RBC_count4356.04.6636200.4822551.6700004.3475004.6400004.9700008.300000
Hematocrit4356.041.5432514.03208617.90000038.90000041.50000044.30000055.900000
Triglycerides4306.0143.406410105.11363820.00000076.000000113.000000176.0000001213.000000
Uric_acid4308.05.3873031.3845420.7000004.4000005.3000006.30000013.300000
Osmolality4309.0279.0619634.825951237.000000276.000000279.000000282.000000323.000000
Sodium4309.0139.8825712.205999119.000000139.000000140.000000141.000000154.000000
Potassium4308.04.0029480.3470912.8000003.8000004.0000004.2000005.800000
Gamma_glutamyl_transferase4308.027.45914646.8129675.00000013.00000018.00000028.0000001510.000000
Calcium4289.09.4511310.3632287.6000009.2000009.4000009.70000014.800000
Alanine_aminotransferase4307.024.83143719.5281766.00000016.00000020.00000027.000000536.000000
Aspartate_aminotransferase4307.025.30090619.6125509.00000019.00000022.00000027.000000882.000000
Pre_diab4356.00.3464190.4758830.0000000.0000000.0000001.0000001.000000
SBP_to_DBP4222.01.7656590.3314931.2727271.5500971.6844481.8802565.470588
Waist_to_hgt4152.00.5811310.0951540.3644120.5140590.5710750.6357161.063995
\n", "
" ], "text/plain": [ " count mean std min \\\n", "Age 4356.0 47.044536 17.188703 20.000000 \n", "Gender 4356.0 1.521350 0.499601 1.000000 \n", "Waist_Circumference 4158.0 97.167268 15.799909 55.500000 \n", "Weight 4321.0 79.939968 21.135093 32.300000 \n", "Standing_Height 4318.0 167.369701 10.158315 136.300000 \n", "BMI 4314.0 28.446639 6.793577 14.100000 \n", "Average_SBP 4229.0 121.893671 17.271841 64.666667 \n", "Average_DBP 4222.0 70.280515 11.039221 22.666667 \n", "HDL_Cholesterol 4318.0 53.723020 16.240125 10.000000 \n", "Total_Cholesterol 4318.0 190.363131 39.631288 69.000000 \n", "High_BP 4355.0 0.320321 0.466654 0.000000 \n", "Sleep_hours 4352.0 6.882812 1.389642 2.000000 \n", "Trouble_sleeping 4354.0 0.249426 0.432730 0.000000 \n", "Sleep_disorder 4346.0 0.085826 0.280139 0.000000 \n", "Told_overweight 4354.0 0.310978 0.462947 0.000000 \n", "General_health 4016.0 2.739293 0.952422 1.000000 \n", "Family_hist_diab 4356.0 0.219238 0.413778 0.000000 \n", "Feel_at_risk_diab 4311.0 0.288564 0.453147 0.000000 \n", "Vigorous_work_activity 4355.0 0.192652 0.394427 0.000000 \n", "Moderate_work_activity 4354.0 0.338769 0.473346 0.000000 \n", "Walk_or_bicycle 4356.0 0.254821 0.435811 0.000000 \n", "Vigorous_rec_activity 4356.0 0.246097 0.430785 0.000000 \n", "Moderate_rec_activity 4356.0 0.432277 0.495449 0.000000 \n", "Tried_weight_loss_past_year 3857.0 0.363495 0.481068 0.000000 \n", "Healthy_diet 4356.0 2.931359 0.995567 1.000000 \n", "WBC_count 4356.0 7.238522 2.313441 2.500000 \n", "RBC_count 4356.0 4.663620 0.482255 1.670000 \n", "Hematocrit 4356.0 41.543251 4.032086 17.900000 \n", "Triglycerides 4306.0 143.406410 105.113638 20.000000 \n", "Uric_acid 4308.0 5.387303 1.384542 0.700000 \n", "Osmolality 4309.0 279.061963 4.825951 237.000000 \n", "Sodium 4309.0 139.882571 2.205999 119.000000 \n", "Potassium 4308.0 4.002948 0.347091 2.800000 \n", "Gamma_glutamyl_transferase 4308.0 27.459146 46.812967 5.000000 \n", "Calcium 4289.0 9.451131 0.363228 7.600000 \n", "Alanine_aminotransferase 4307.0 24.831437 19.528176 6.000000 \n", "Aspartate_aminotransferase 4307.0 25.300906 19.612550 9.000000 \n", "Pre_diab 4356.0 0.346419 0.475883 0.000000 \n", "SBP_to_DBP 4222.0 1.765659 0.331493 1.272727 \n", "Waist_to_hgt 4152.0 0.581131 0.095154 0.364412 \n", "\n", " 25% 50% 75% max \n", "Age 33.000000 45.000000 61.000000 80.000000 \n", "Gender 1.000000 2.000000 2.000000 2.000000 \n", "Waist_Circumference 85.900000 95.500000 106.500000 177.900000 \n", "Weight 65.100000 76.900000 91.100000 222.600000 \n", "Standing_Height 160.000000 167.100000 174.500000 199.400000 \n", "BMI 23.700000 27.300000 31.800000 82.900000 \n", "Average_SBP 110.000000 118.666667 131.333333 228.000000 \n", "Average_DBP 63.333333 70.666667 77.333333 128.000000 \n", "HDL_Cholesterol 42.000000 51.000000 63.000000 173.000000 \n", "Total_Cholesterol 163.000000 188.000000 214.000000 525.000000 \n", "High_BP 0.000000 0.000000 1.000000 1.000000 \n", "Sleep_hours 6.000000 7.000000 8.000000 12.000000 \n", "Trouble_sleeping 0.000000 0.000000 0.000000 1.000000 \n", "Sleep_disorder 0.000000 0.000000 0.000000 1.000000 \n", "Told_overweight 0.000000 0.000000 1.000000 1.000000 \n", "General_health 2.000000 3.000000 3.000000 5.000000 \n", "Family_hist_diab 0.000000 0.000000 0.000000 1.000000 \n", "Feel_at_risk_diab 0.000000 0.000000 1.000000 1.000000 \n", "Vigorous_work_activity 0.000000 0.000000 0.000000 1.000000 \n", "Moderate_work_activity 0.000000 0.000000 1.000000 1.000000 \n", "Walk_or_bicycle 0.000000 0.000000 1.000000 1.000000 \n", "Vigorous_rec_activity 0.000000 0.000000 0.000000 1.000000 \n", "Moderate_rec_activity 0.000000 0.000000 1.000000 1.000000 \n", "Tried_weight_loss_past_year 0.000000 0.000000 1.000000 1.000000 \n", "Healthy_diet 2.000000 3.000000 4.000000 5.000000 \n", "WBC_count 5.700000 6.900000 8.400000 55.700000 \n", "RBC_count 4.347500 4.640000 4.970000 8.300000 \n", "Hematocrit 38.900000 41.500000 44.300000 55.900000 \n", "Triglycerides 76.000000 113.000000 176.000000 1213.000000 \n", "Uric_acid 4.400000 5.300000 6.300000 13.300000 \n", "Osmolality 276.000000 279.000000 282.000000 323.000000 \n", "Sodium 139.000000 140.000000 141.000000 154.000000 \n", "Potassium 3.800000 4.000000 4.200000 5.800000 \n", "Gamma_glutamyl_transferase 13.000000 18.000000 28.000000 1510.000000 \n", "Calcium 9.200000 9.400000 9.700000 14.800000 \n", "Alanine_aminotransferase 16.000000 20.000000 27.000000 536.000000 \n", "Aspartate_aminotransferase 19.000000 22.000000 27.000000 882.000000 \n", "Pre_diab 0.000000 0.000000 1.000000 1.000000 \n", "SBP_to_DBP 1.550097 1.684448 1.880256 5.470588 \n", "Waist_to_hgt 0.514059 0.571075 0.635716 1.063995 " ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# first a quick look at features overall\n", "prediab_eda.describe().T" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# missingness\n", "miss_count = prediab_eda.isna().sum()\n", "miss_pct = miss_count[miss_count > 0] / len(prediab_eda)\n", "miss_pct.sort_values().plot.barh()" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Age 0.0\n", "Gender 0.0\n", "Family_hist_diab 0.0\n", "Walk_or_bicycle 0.0\n", "Vigorous_rec_activity 0.0\n", "Moderate_rec_activity 0.0\n", "Healthy_diet 0.0\n", "WBC_count 0.0\n", "RBC_count 0.0\n", "Hematocrit 0.0\n", "Pre_diab 0.0\n", "dtype: float64" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# those variables that are complete\n", "miss_count[miss_count == 0] / len(prediab_eda)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# view correlations with a heatmap\n", "df_cor = prediab_eda.corr()\n", "sns.heatmap(df_cor, xticklabels=df_cor.columns, yticklabels=df_cor.columns)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\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", " \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", " \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", " \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", "
Grouped by Pre_diab
Missing01P-Value
n28471509
Age, mean (SD)043.4 (16.4)54.0 (16.4)<0.001
Gender, n (%)1.001330 (46.7)755 (50.0)0.040
2.01517 (53.3)754 (50.0)
Waist_Circumference, mean (SD)19894.7 (15.3)101.9 (15.7)<0.001
..................
Calcium, mean (SD)679.5 (0.4)9.4 (0.4)0.129
Alanine_aminotransferase, mean (SD)4924.0 (19.1)26.4 (20.2)<0.001
Aspartate_aminotransferase, mean (SD)4924.7 (14.1)26.5 (27.1)0.018
SBP_to_DBP, mean (SD)1341.7 (0.3)1.8 (0.4)<0.001
Waist_to_hgt, mean (SD)2040.6 (0.1)0.6 (0.1)<0.001
\n", "

61 rows × 4 columns

\n", "

" ], "text/plain": [ " Grouped by Pre_diab \n", " Missing 0 1 P-Value\n", "n 2847 1509 \n", "Age, mean (SD) 0 43.4 (16.4) 54.0 (16.4) <0.001\n", "Gender, n (%) 1.0 0 1330 (46.7) 755 (50.0) 0.040\n", " 2.0 1517 (53.3) 754 (50.0) \n", "Waist_Circumference, mean (SD) 198 94.7 (15.3) 101.9 (15.7) <0.001\n", "Weight, mean (SD) 35 77.8 (20.2) 83.9 (22.2) <0.001\n", "Standing_Height, mean (SD) 38 167.6 (10.1) 166.8 (10.2) 0.014\n", "BMI, mean (SD) 42 27.6 (6.4) 30.0 (7.2) <0.001\n", "Average_SBP, mean (SD) 127 119.6 (16.3) 126.3 (18.1) <0.001\n", "Average_DBP, mean (SD) 134 70.0 (10.7) 70.7 (11.7) 0.057\n", "HDL_Cholesterol, mean (SD) 38 54.9 (16.6) 51.5 (15.2) <0.001\n", "Total_Cholesterol, mean (SD) 38 187.2 (38.0) 196.3 (41.8) <0.001\n", "High_BP, n (%) 0.0 1 2113 (74.2) 847 (56.2) <0.001\n", " 1.0 734 (25.8) 661 (43.8) \n", "Sleep_hours, mean (SD) 4 6.8 (1.4) 6.9 (1.5) 0.024\n", "Trouble_sleeping, n (%) 0.0 2 2161 (75.9) 1107 (73.4) 0.073\n", " 1.0 685 (24.1) 401 (26.6) \n", "Sleep_disorder, n (%) 0.0 10 2624 (92.4) 1349 (89.6) 0.003\n", " 1.0 217 (7.6) 156 (10.4) \n", "Told_overweight, n (%) 0.0 2 2057 (72.3) 943 (62.6) <0.001\n", " 1.0 790 (27.7) 564 (37.4) \n", "General_health, n (%) 1.0 340 317 (12.1) 94 (6.7) <0.001\n", " 2.0 799 (30.5) 340 (24.3) \n", " 3.0 1038 (39.6) 623 (44.6) \n", " 4.0 403 (15.4) 293 (21.0) \n", " 5.0 62 (2.4) 47 (3.4) \n", "Family_hist_diab, n (%) 0 0 2254 (79.2) 1147 (76.0) 0.018\n", " 1 593 (20.8) 362 (24.0) \n", "Feel_at_risk_diab, n (%) 0.0 45 2066 (73.3) 1001 (67.0) <0.001\n", " 1.0 752 (26.7) 492 (33.0) \n", "Vigorous_work_activity, n (%) 0.0 1 2287 (80.3) 1229 (81.5) 0.374\n", " 1.0 560 (19.7) 279 (18.5) \n", "Moderate_work_activity, n (%) 0.0 2 1857 (65.2) 1022 (67.8) 0.101\n", " 1.0 989 (34.8) 486 (32.2) \n", "Walk_or_bicycle, n (%) 0.0 0 2088 (73.3) 1158 (76.7) 0.016\n", " 1.0 759 (26.7) 351 (23.3) \n", "Vigorous_rec_activity, n (%) 0.0 0 2033 (71.4) 1251 (82.9) <0.001\n", " 1.0 814 (28.6) 258 (17.1) \n", "Moderate_rec_activity, n (%) 0.0 0 1569 (55.1) 904 (59.9) 0.003\n", " 1.0 1278 (44.9) 605 (40.1) \n", "Tried_weight_loss_past_year, n (%) 0.0 499 1616 (64.1) 839 (62.9) 0.499\n", " 1.0 907 (35.9) 495 (37.1) \n", "Healthy_diet, n (%) 1.0 0 245 (8.6) 139 (9.2) 0.642\n", " 2.0 628 (22.1) 312 (20.7) \n", " 3.0 1191 (41.8) 658 (43.6) \n", " 4.0 631 (22.2) 326 (21.6) \n", " 5.0 152 (5.3) 74 (4.9) \n", "WBC_count, mean (SD) 0 7.2 (2.2) 7.3 (2.5) 0.727\n", "RBC_count, mean (SD) 0 4.6 (0.5) 4.7 (0.5) <0.001\n", "Hematocrit, mean (SD) 0 41.5 (4.0) 41.7 (4.1) 0.048\n", "Triglycerides, mean (SD) 50 137.8 (97.5) 154.0 (117.5) <0.001\n", "Uric_acid, mean (SD) 48 5.2 (1.3) 5.7 (1.4) <0.001\n", "Osmolality, mean (SD) 47 278.6 (4.7) 279.9 (5.0) <0.001\n", "Sodium, mean (SD) 47 139.8 (2.2) 140.0 (2.2) 0.023\n", "Potassium, mean (SD) 48 4.0 (0.3) 4.0 (0.4) <0.001\n", "Gamma_glutamyl_transferase, mean (SD) 48 26.5 (52.1) 29.3 (34.8) 0.036\n", "Calcium, mean (SD) 67 9.5 (0.4) 9.4 (0.4) 0.129\n", "Alanine_aminotransferase, mean (SD) 49 24.0 (19.1) 26.4 (20.2) <0.001\n", "Aspartate_aminotransferase, mean (SD) 49 24.7 (14.1) 26.5 (27.1) 0.018\n", "SBP_to_DBP, mean (SD) 134 1.7 (0.3) 1.8 (0.4) <0.001\n", "Waist_to_hgt, mean (SD) 204 0.6 (0.1) 0.6 (0.1) <0.001" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# let's do a table comparing features by the target\n", "\n", "from tableone import TableOne\n", "\n", "TableOne(\n", " prediab_eda,\n", " columns=prediab_eda.columns.drop(\"Pre_diab\").to_list(),\n", " categorical=[\n", " \"Gender\",\n", " \"High_BP\",\n", " \"Trouble_sleeping\",\n", " \"Sleep_disorder\",\n", " \"Told_overweight\",\n", " \"General_health\",\n", " \"Family_hist_diab\",\n", " \"Feel_at_risk_diab\",\n", " \"Vigorous_work_activity\",\n", " \"Moderate_work_activity\",\n", " \"Walk_or_bicycle\",\n", " \"Vigorous_rec_activity\",\n", " \"Moderate_rec_activity\",\n", " \"Tried_weight_loss_past_year\",\n", " \"Healthy_diet\",\n", " ],\n", " groupby=\"Pre_diab\",\n", " pval=True,\n", " remarks=False,\n", " overall=False,\n", ")" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# KDE plots by prediabetes status as well for those continuous features\n", "distn_vars = [\n", " \"Age\",\n", " \"Waist_Circumference\",\n", " \"Weight\",\n", " \"Standing_Height\",\n", " \"BMI\",\n", " \"Average_SBP\",\n", " \"Average_DBP\",\n", " \"HDL_Cholesterol\",\n", " \"Total_Cholesterol\",\n", " \"Sleep_hours\",\n", " \"WBC_count\",\n", " \"RBC_count\",\n", " \"Hematocrit\",\n", " \"Triglycerides\",\n", " \"Uric_acid\",\n", " \"Osmolality\",\n", " \"Sodium\",\n", " \"Potassium\",\n", " \"Gamma_glutamyl_transferase\",\n", " \"Calcium\",\n", " \"Alanine_aminotransferase\",\n", " \"Aspartate_aminotransferase\",\n", " \"SBP_to_DBP\",\n", " \"Waist_to_hgt\",\n", "]\n", "\n", "df_kde = pd.melt(prediab_eda[distn_vars + [\"Pre_diab\"]], \"Pre_diab\", distn_vars)\n", "g = sns.FacetGrid(\n", " df_kde, col=\"variable\", hue=\"Pre_diab\", col_wrap=5, sharex=False, sharey=False\n", ")\n", "g.map(sns.kdeplot, \"value\", fill=True)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Quick EDA summary:**\n", "\n", "Missingness\n", "\n", "- Our target and 10 features were complete.\n", "- The other 29 features had levels of missing ranging from 0.02% to 11.5%, and 22 of the 29 were <3%.\n", "- Most extreme cases of missingness were for tried weight loss in the past year (11.5%) and general health (7.8%).\n", "\n", "Correlations\n", "\n", "- There is a wide range of correlation among features, where we can see that for example RBC count, haematocrit and standing height are all moderately negatively correlated with gender (i.e., females are shorter), and that body measurements for weight, height, BMI, and waist circumference are all strongly positively correlated. \n", "\n", "Associations\n", "\n", "- Some features already appear to not to be strongly associated based on univariate tests, such as: average DBP, trouble sleeping, vigorous work activity, moderate work activity, tried weight loss in the past year, healthy diet, WBC count, and calcium levels.\n", "- Features associated with an increased risk of prediabetes include: older age, being male, increased waist circumference, decreased standing height, increased weight, increased BMI, increased average SBP, lower HDL cholesterol, increased total cholesterol, having high BP, increased sleep hours, having a sleep disorder, being told you are overweight, poorer general health, family history of diabetes, feeling at risk for diabetes, reduced walking or cycling, less vigorous or moderate recreational activity, higher RBC count, higher haematocrit, increased triglycerides, increased uric acid, higher osmolality, increased sodium, increased potassium, increased gamma glutamyl transferase, increased alanine aminotransferase, increased aspartate aminotransferase, increased SBP to DBP ratio, increased waist to height ratio.\n", "\n", "Distributions of numeric features\n", "\n", "- Many of the continuous features have been flagged as potentially non-normal/multi-modal and with potential outliers. This can be seen in the plots where many biomarkers have positive skewed distributions and in the case of sodium, some modality which could also be related to measurement." ] } ], "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": "3.9.13" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": false, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 4 }