diff --git a/notebooks/Quickstart.ipynb b/notebooks/Quickstart.ipynb new file mode 100644 index 0000000..0d4398b --- /dev/null +++ b/notebooks/Quickstart.ipynb @@ -0,0 +1,1294 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Quickstart" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This introduction provides an overview of EHRData, a tool designed for analyzing data in OMOP CDM format. It facilitates multimodal data analysis, encompassing tables, time series, images, and text, making it suitable for a diverse range of datasets. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Loading and analyzing OMOP CDM Dataset" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The Observational Medical Outcomes Partnership (OMOP) Common Data Model (CDM) is an open community data standard, designed to standardize the structure and content of observational data and to enable efficient analyses that can produce reliable evidence. \n", + "\n", + "Core tables usually are: `Person, visit_occurrence, Condition_occurrence, Procedure_occurrence, Drug_exposure, Measurement, and Observation`. \n", + "\n", + "Here's the OMOP CDM schema:\n", + "\n", + "\"OMOP\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We will start from a public available 100-patient demo dataset of MIMIC-IV in the OMOP CDM. \n", + "\n", + "(Source: https://physionet.org/content/mimic-iv-demo-omop/0.9/)\n", + "\n", + "The data has been downloaded, preprocessed, and stored in `tests/mimic-iv-demo-OMOP-CDM-data` folder. Some columns have been renamed to adhere to the OMOP CDM standard." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/anaconda3/envs/ehrdata/lib/python3.9/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", + " from .autonotebook import tqdm as notebook_tqdm\n" + ] + } + ], + "source": [ + "# Import some libraries\n", + "\n", + "import os\n", + "\n", + "import ehrdata as ehr\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "path = os.path.abspath(os.path.join(os.getcwd(), os.pardir))\n", + "path_to_omop_mimiciii = f\"{path}/tests/mimic-iv-demo-OMOP-CDM-data\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Loading Data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First, we can use `ehr.io.init_omop` to load the data into EHRData. As we can see, there are 22 tables in this dataset. And by default, it will load \"visit_occurrence\", \"person\", \"death\", \"visit_detail\", \"provider\" tables and join them together.\n", + "\n", + "The viewing option is controlled by `level` parameter. The default value is \"stay_level\", which means the each row in ehrdata is a stay in hospital. If we set it to \"patient_level\", each row will be a patient and several hospital stays will be combined into one row." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Checking if your data adheres to the OMOP Common Data Model (CDM) version 5.4 standards.\n" + ] + }, + { + "data": { + "text/html": [ + "
OMOP Database (mimic-iv-demo-OMOP-CDM-data) with 22 tables.\n",
+       "Clinical data tables: observation_period, drug_exposure, specimen, death, device_exposure, fact_relationship, \n",
+       "measurement, condition_occurrence, visit_occurrence, person, observation, visit_detail, procedure_occurrence\n",
+       "Health system data tables: care_site, location\n",
+       "Standardized derived elements tables: dose_era, drug_era, condition_era\n",
+       "Metadata tables: cdm_source\n",
+       "Vocabulary tables: concept_relationship, vocabulary, concept\n",
+       "\n",
+       "
\n" + ], + "text/plain": [ + "OMOP Database \u001b[1m(\u001b[0m\u001b[31mmimic-iv-demo-OMOP-CDM-data\u001b[0m\u001b[1m)\u001b[0m with \u001b[1;36m22\u001b[0m tables.\n", + "\u001b[34mClinical data tables\u001b[0m: \u001b[30mobservation_period, drug_exposure, specimen, death, device_exposure, fact_relationship, \u001b[0m\n", + "\u001b[30mmeasurement, condition_occurrence, visit_occurrence, person, observation, visit_detail, procedure_occurrence\u001b[0m\n", + "\u001b[32mHealth system data tables\u001b[0m: \u001b[30mcare_site, location\u001b[0m\n", + "\u001b[35mStandardized derived elements tables\u001b[0m: \u001b[30mdose_era, drug_era, condition_era\u001b[0m\n", + "\u001b[37mMetadata tables\u001b[0m: \u001b[30mcdm_source\u001b[0m\n", + "\u001b[38;5;208mVocabulary tables\u001b[0m: \u001b[30mconcept_relationship, vocabulary, concept\u001b[0m\n", + "\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1;35m2024-03-18 23:29:24,653\u001b[0m - \u001b[1;34mroot\u001b[0m \u001b[1;37mINFO - Transformed passed DataFrame into an AnnData object with n_obs x n_vars = `852` x `0`.\u001b[0m\n", + "Loading tables: {'person', 'death', 'visit_occurrence', 'visit_detail'}\n" + ] + } + ], + "source": [ + "ehrdata = ehr.io.init_omop(folder_path=path_to_omop_mimiciii, level=\"stay_level\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exploring Data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Basic Demographics of the Patients" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of ICU stays: 852\n", + "Number of patients: 100\n", + "Number of survivors: 85\n", + "Number of non-survivors: 15\n", + "Number of male patients: 57\n", + "Number of female patients: 43\n" + ] + } + ], + "source": [ + "print(f\"Number of ICU stays: {len(ehrdata)}\")\n", + "print(f\"Number of patients: {len(ehrdata.obs['person_id'].unique())}\")\n", + "print(f\"Number of survivors: {len(ehrdata[ehrdata.obs['death_datetime'].isna()].obs['person_id'].unique())}\")\n", + "print(f\"Number of non-survivors: {len(ehrdata[~ehrdata.obs['death_datetime'].isna()].obs['person_id'].unique())}\")\n", + "print(f\"Number of male patients: {len(ehrdata[ehrdata.obs['gender_source_value'] == 'M'].obs['person_id'].unique())}\")\n", + "print(f\"Number of female patients: {len(ehrdata[ehrdata.obs['gender_source_value'] == 'F'].obs['person_id'].unique())}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we can use `ehr.pl.feature_counts` to see the number of features in core event tables. Supported tables include \"observation\", \"measurement\", \"procedure_occurrence\", \"specimen\", \"device_exposure\", \"drug_exposure\", \"condition_occurrence\".\n", + "\n", + "we can use \"number\" argument to specify the number of top features to show. " + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "observation_count_df = ehr.pl.feature_counts(ehrdata, source=\"observation\", number=10)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
Couldn't find concept [0] in concept table!\n",
+       "
\n" + ], + "text/plain": [ + "Couldn't find concept \u001b[1m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1m]\u001b[0m in concept table!\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", 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Couldn't find concept [0, 40220357, 40166274, 43011850, 19071700, 40167213] in concept table!\n",
+       "
\n" + ], + "text/plain": [ + "Couldn't find concept \u001b[1m[\u001b[0m\u001b[1;36m0\u001b[0m, \u001b[1;36m40220357\u001b[0m, \u001b[1;36m40166274\u001b[0m, \u001b[1;36m43011850\u001b[0m, \u001b[1;36m19071700\u001b[0m, \u001b[1;36m40167213\u001b[0m\u001b[1m]\u001b[0m in concept table!\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "drug_exposure_count_df = ehr.pl.feature_counts(ehrdata, source=\"drug_exposure\", number=10)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can get aggregation statistics (`min/max/mean/count/std`) of selected features from core event tables\n", + "\n", + "\n", + "Using `ehr.pp.get_feature_statistics` to see the feature statistics in core event tables. Supported tables include \"observation\", \"measurement\", \"procedure_occurrence\", \"specimen\", \"device_exposure\", \"drug_exposure\", \"condition_occurrence\".\n", + "\n", + "`features` argument is a list of features to show statistics. It can be feature name, feature id in concept table, or feature id in source enent table.\n", + "\n", + "By using `add_aggregation_to`, we can add statistics to either `.obs` or `.X` or just return the statistics_df." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
Detected: feature Respiratory Rate, feature ID 2000030002 in concept table, match ratio = 100.\n",
+       "
\n" + ], + "text/plain": [ + "Detected: feature \u001b[32mRespiratory Rate\u001b[0m, feature ID \u001b[1;32m2000030002\u001b[0m in concept table, match ratio = \u001b[1;32m100\u001b[0m\u001b[32m.\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
Detected: feature Heart Rate, feature ID 2000030001 in concept table, match ratio = 100.\n",
+       "
\n" + ], + "text/plain": [ + "Detected: feature \u001b[32mHeart Rate\u001b[0m, feature ID \u001b[1;32m2000030001\u001b[0m in concept table, match ratio = \u001b[1;32m100\u001b[0m\u001b[32m.\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
Detected: feature O2 saturation pulseoxymetry, feature ID 2000030003 in concept table, match ratio = 100.\n",
+       "
\n" + ], + "text/plain": [ + "Detected: feature \u001b[32mO2 saturation pulseoxymetry\u001b[0m, feature ID \u001b[1;32m2000030003\u001b[0m in concept table, match ratio = \u001b[1;32m100\u001b[0m\u001b[32m.\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
Detected: feature Arterial Blood Pressure systolic, feature ID 2000030009 in concept table, match ratio = 100.\n",
+       "
\n" + ], + "text/plain": [ + "Detected: feature \u001b[32mArterial Blood Pressure systolic\u001b[0m, feature ID \u001b[1;32m2000030009\u001b[0m in concept table, match ratio = \u001b[1;32m100\u001b[0m\u001b[32m.\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
Detected: feature Temperature Celsius, feature ID 2000030092 in concept table, match ratio = 100.\n",
+       "
\n" + ], + "text/plain": [ + "Detected: feature \u001b[32mTemperature Celsius\u001b[0m, feature ID \u001b[1;32m2000030092\u001b[0m in concept table, match ratio = \u001b[1;32m100\u001b[0m\u001b[32m.\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
Detected: feature Glucose (serum), feature ID 2000030072 in concept table, match ratio = 100.\n",
+       "
\n" + ], + "text/plain": [ + "Detected: feature \u001b[32mGlucose \u001b[0m\u001b[1;32m(\u001b[0m\u001b[32mserum\u001b[0m\u001b[1;32m)\u001b[0m, feature ID \u001b[1;32m2000030072\u001b[0m in concept table, match ratio = \u001b[1;32m100\u001b[0m\u001b[32m.\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Calculating statistics\n" + ] + }, + { + "data": { + "text/html": [ + "
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5 rows × 30 columns

\n", + "
" + ], + "text/plain": [ + " Respiratory Rate_min Respiratory Rate_max \\\n", + "visit_occurrence_id \n", + "-9176297757944464068 NaN 115.0 \n", + "-9149771978458038515 NaN 106.0 \n", + "-9133360720296560252 NaN 90.0 \n", + "-9127810274408915712 NaN 86.0 \n", + "-9115500683315376728 73.0 165.0 \n", + "\n", + " Respiratory Rate_mean Respiratory Rate_std \\\n", + "visit_occurrence_id \n", + "-9176297757944464068 NaN NaN \n", + "-9149771978458038515 84.0 93.0 \n", + "-9133360720296560252 76.0 92.0 \n", + "-9127810274408915712 NaN NaN \n", + "-9115500683315376728 83.0 84.0 \n", + "\n", + " Respiratory Rate_count Heart Rate_min Heart Rate_max \\\n", + "visit_occurrence_id \n", + "-9176297757944464068 NaN NaN NaN \n", + "-9149771978458038515 9.0 98.1 NaN \n", + "-9133360720296560252 14.0 98.0 NaN \n", + "-9127810274408915712 NaN NaN NaN \n", + "-9115500683315376728 13.0 97.5 136.0 \n", + "\n", + " Heart Rate_mean Heart Rate_std Heart Rate_count ... \\\n", + "visit_occurrence_id ... \n", + "-9176297757944464068 165.0 NaN NaN ... \n", + "-9149771978458038515 170.0 147.0 99.0 ... \n", + "-9133360720296560252 127.0 99.0 99.0 ... \n", + "-9127810274408915712 86.0 NaN NaN ... \n", + "-9115500683315376728 370.0 150.0 100.0 ... \n", + "\n", + " Temperature Celsius_min Temperature Celsius_max \\\n", + "visit_occurrence_id \n", + "-9176297757944464068 NaN NaN \n", + "-9149771978458038515 22.113831 1.998188 \n", + "-9133360720296560252 5.584733 1.838653 \n", + "-9127810274408915712 NaN NaN \n", + "-9115500683315376728 12.721206 2.451577 \n", + "\n", + " Temperature Celsius_mean Temperature Celsius_std \\\n", + "visit_occurrence_id \n", + "-9176297757944464068 NaN NaN \n", + "-9149771978458038515 3.924087 0.275379 \n", + "-9133360720296560252 4.419410 1.028790 \n", + "-9127810274408915712 NaN NaN \n", + "-9115500683315376728 3.665969 0.294032 \n", + "\n", + " Temperature Celsius_count Glucose (serum)_min \\\n", + "visit_occurrence_id \n", + "-9176297757944464068 NaN 6.0 \n", + "-9149771978458038515 NaN 10.0 \n", + "-9133360720296560252 NaN 9.0 \n", + "-9127810274408915712 NaN 1.0 \n", + "-9115500683315376728 48.0 18.0 \n", + "\n", + " Glucose (serum)_max Glucose (serum)_mean \\\n", + "visit_occurrence_id \n", + "-9176297757944464068 NaN NaN \n", + "-9149771978458038515 26.0 24.0 \n", + "-9133360720296560252 31.0 31.0 \n", + "-9127810274408915712 NaN NaN \n", + "-9115500683315376728 154.0 154.0 \n", + "\n", + " Glucose (serum)_std Glucose (serum)_count \n", + "visit_occurrence_id \n", + "-9176297757944464068 NaN NaN \n", + "-9149771978458038515 26.0 4.0 \n", + "-9133360720296560252 31.0 12.0 \n", + "-9127810274408915712 NaN NaN \n", + "-9115500683315376728 158.0 28.0 \n", + "\n", + "[5 rows x 30 columns]" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "features = [\n", + " \"Respiratory Rate\",\n", + " 2000030001,\n", + " \"O2 saturation pulseoxymetry\",\n", + " \"Arterial Blood Pressure systolic\",\n", + " \"Temperature Celsius\",\n", + " \"Glucose (serum)\",\n", + "]\n", + "# Here the feature_id of Heart Rate is 2000030001\n", + "measurement_statistics_df = ehr.pp.get_feature_statistics(\n", + " ehrdata, add_aggregation_to=\"return\", source=\"measurement\", level=\"stay_level\", features=features, verbose=True\n", + ")\n", + "measurement_statistics_df.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Extract Data from core event tables" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we use `ehr.pp.extract_features` to extract event data from core event tables. Supported tables include \"observation\", \"measurement\", \"procedure_occurrence\", \"specimen\", \"device_exposure\", \"drug_exposure\", \"condition_occurrence\"." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Reading measurement table\n", + "Adding feature [Respiratory Rate] from source table\n", + "Adding feature [Heart Rate] from source table\n", + "Adding feature [O2 saturation pulseoxymetry] from source table\n", + "Adding feature [Arterial Blood Pressure systolic] from source table\n", + "Adding feature [Temperature Celsius] from source table\n", + "Adding feature [Glucose (serum)] from source table\n" + ] + } + ], + "source": [ + "ehrdata = ehr.io.extract_features(\n", + " ehrdata,\n", + " source=\"measurement\",\n", + " features=features,\n", + " verbose=True,\n", + " use_dask=True,\n", + " source_table_columns=[\"measurement_datetime\", \"value_as_number\", \"unit_source_value\"],\n", + " dropna=True,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Data preprocessing" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Outliers\n", + "#### Data visualization\n", + "\n", + "We already saw that outliers are present in the dataset, but we need to take a closer look at data before deciding how to handle them. Using `ehrapy` and its `violin` plot function we can easily create one boxplot for every variable." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1;35m2024-03-18 23:29:30,039\u001b[0m - \u001b[1;34mroot\u001b[0m \u001b[1;37mINFO - Transformed passed DataFrame into an AnnData object with n_obs x n_vars = `19667` x `1`.\u001b[0m\n", + "\u001b[1;35m2024-03-18 23:29:30,263\u001b[0m - \u001b[1;34mroot\u001b[0m \u001b[1;37mINFO - Transformed passed DataFrame into an AnnData object with n_obs x n_vars = `19319` x `1`.\u001b[0m\n", + "\u001b[1;35m2024-03-18 23:29:30,474\u001b[0m - \u001b[1;34mroot\u001b[0m \u001b[1;37mINFO - Transformed passed DataFrame into an AnnData object with n_obs x n_vars = `17683` x `1`.\u001b[0m\n", + "\u001b[1;35m2024-03-18 23:29:30,669\u001b[0m - \u001b[1;34mroot\u001b[0m \u001b[1;37mINFO - Transformed passed DataFrame into an AnnData object with n_obs x n_vars = `9661` x `1`.\u001b[0m\n", + "\u001b[1;35m2024-03-18 23:29:30,803\u001b[0m - \u001b[1;34mroot\u001b[0m \u001b[1;37mINFO - Transformed passed DataFrame into an AnnData object with n_obs x n_vars = `3856` x `1`.\u001b[0m\n", + "\u001b[1;35m2024-03-18 23:29:30,905\u001b[0m - \u001b[1;34mroot\u001b[0m \u001b[1;37mINFO - Transformed passed DataFrame into an AnnData object with n_obs x n_vars = `3588` x `1`.\u001b[0m\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "features = [\n", + " \"Respiratory Rate\",\n", + " \"Heart Rate\",\n", + " \"O2 saturation pulseoxymetry\",\n", + " \"Arterial Blood Pressure systolic\",\n", + " \"Temperature Celsius\",\n", + " \"Glucose (serum)\",\n", + "]\n", + "fig = plt.figure(figsize=(10, 10))\n", + "for i, variable in enumerate(features, start=1):\n", + " ax = plt.subplot(4, 3, i)\n", + " ehr.pl.violin(ehrdata, ax=ax, show=False, obsm_key=variable, keys=variable)\n", + "fig.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can already see that some data inconsistencies are present in the dataset. For example, the `Temperature Celsius` variable also contains Temperature with unit `Fahrenheit`. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Data IO with EHRData" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Time series data stored in EHRData can be easily exported using `ehr.io.to_dataframe` and imported using `ehr.io.from_dataframe` functions." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It turns out Temperature Celsius and Temperature Fahrenheit share same measurement_concept_id. So we need to do unit conversion before we can use the data." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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visit_occurrence_idvalue_as_numbermeasurement_datetimeunit_source_valuemeasurement_concept_idfeature_name
619407776167634385073998.22146-07-07 16:00:00°F3020891.0Temperature Celsius
620407776167634385073999.12146-06-30 00:00:00°F3020891.0Temperature Celsius
621407776167634385073999.12146-06-25 16:00:00°F3020891.0Temperature Celsius
622407776167634385073998.42146-07-08 08:00:00°F3020891.0Temperature Celsius
623407776167634385073999.12146-06-29 16:00:00°F3020891.0Temperature Celsius
.....................
4703307980758074599611899.42142-08-03 08:00:00°F3020891.0Temperature Celsius
4704307980758074599611898.22142-08-31 01:00:00°F3020891.0Temperature Celsius
4705307980758074599611898.32142-08-02 12:00:00°F3020891.0Temperature Celsius
4706307980758074599611899.22142-08-03 11:00:00°F3020891.0Temperature Celsius
47073079807580745996118101.02142-08-01 08:00:00°F3020891.0Temperature Celsius
\n", + "

3856 rows × 6 columns

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" + ], + "text/plain": [ + " visit_occurrence_id value_as_number measurement_datetime \\\n", + "619 4077761676343850739 98.2 2146-07-07 16:00:00 \n", + "620 4077761676343850739 99.1 2146-06-30 00:00:00 \n", + "621 4077761676343850739 99.1 2146-06-25 16:00:00 \n", + "622 4077761676343850739 98.4 2146-07-08 08:00:00 \n", + "623 4077761676343850739 99.1 2146-06-29 16:00:00 \n", + "... ... ... ... \n", + "4703 3079807580745996118 99.4 2142-08-03 08:00:00 \n", + "4704 3079807580745996118 98.2 2142-08-31 01:00:00 \n", + "4705 3079807580745996118 98.3 2142-08-02 12:00:00 \n", + "4706 3079807580745996118 99.2 2142-08-03 11:00:00 \n", + "4707 3079807580745996118 101.0 2142-08-01 08:00:00 \n", + "\n", + " unit_source_value measurement_concept_id feature_name \n", + "619 °F 3020891.0 Temperature Celsius \n", + "620 °F 3020891.0 Temperature Celsius \n", + "621 °F 3020891.0 Temperature Celsius \n", + "622 °F 3020891.0 Temperature Celsius \n", + "623 °F 3020891.0 Temperature Celsius \n", + "... ... ... ... \n", + "4703 °F 3020891.0 Temperature Celsius \n", + "4704 °F 3020891.0 Temperature Celsius \n", + "4705 °F 3020891.0 Temperature Celsius \n", + "4706 °F 3020891.0 Temperature Celsius \n", + "4707 °F 3020891.0 Temperature Celsius \n", + "\n", + "[3856 rows x 6 columns]" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = ehr.io.to_dataframe(ehrdata, features=\"Temperature Celsius\", keep_na=False)\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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visit_occurrence_idvalue_as_numbermeasurement_datetimeunit_source_valuemeasurement_concept_idfeature_name
619407776167634385073936.7777782146-07-07 16:00:00°C3020891.0Temperature Celsius
620407776167634385073937.2777782146-06-30 00:00:00°C3020891.0Temperature Celsius
621407776167634385073937.2777782146-06-25 16:00:00°C3020891.0Temperature Celsius
622407776167634385073936.8888892146-07-08 08:00:00°C3020891.0Temperature Celsius
623407776167634385073937.2777782146-06-29 16:00:00°C3020891.0Temperature Celsius
.....................
4703307980758074599611837.4444442142-08-03 08:00:00°C3020891.0Temperature Celsius
4704307980758074599611836.7777782142-08-31 01:00:00°C3020891.0Temperature Celsius
4705307980758074599611836.8333332142-08-02 12:00:00°C3020891.0Temperature Celsius
4706307980758074599611837.3333332142-08-03 11:00:00°C3020891.0Temperature Celsius
4707307980758074599611838.3333332142-08-01 08:00:00°C3020891.0Temperature Celsius
\n", + "

3856 rows × 6 columns

\n", + "
" + ], + "text/plain": [ + " visit_occurrence_id value_as_number measurement_datetime \\\n", + "619 4077761676343850739 36.777778 2146-07-07 16:00:00 \n", + "620 4077761676343850739 37.277778 2146-06-30 00:00:00 \n", + "621 4077761676343850739 37.277778 2146-06-25 16:00:00 \n", + "622 4077761676343850739 36.888889 2146-07-08 08:00:00 \n", + "623 4077761676343850739 37.277778 2146-06-29 16:00:00 \n", + "... ... ... ... \n", + "4703 3079807580745996118 37.444444 2142-08-03 08:00:00 \n", + "4704 3079807580745996118 36.777778 2142-08-31 01:00:00 \n", + "4705 3079807580745996118 36.833333 2142-08-02 12:00:00 \n", + "4706 3079807580745996118 37.333333 2142-08-03 11:00:00 \n", + "4707 3079807580745996118 38.333333 2142-08-01 08:00:00 \n", + "\n", + " unit_source_value measurement_concept_id feature_name \n", + "619 °C 3020891.0 Temperature Celsius \n", + "620 °C 3020891.0 Temperature Celsius \n", + "621 °C 3020891.0 Temperature Celsius \n", + "622 °C 3020891.0 Temperature Celsius \n", + "623 °C 3020891.0 Temperature Celsius \n", + "... ... ... ... \n", + "4703 °C 3020891.0 Temperature Celsius \n", + "4704 °C 3020891.0 Temperature Celsius \n", + "4705 °C 3020891.0 Temperature Celsius \n", + "4706 °C 3020891.0 Temperature Celsius \n", + "4707 °C 3020891.0 Temperature Celsius \n", + "\n", + "[3856 rows x 6 columns]" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.loc[df[\"unit_source_value\"] == \"°F\", \"value_as_number\"] = (\n", + " (df.loc[df[\"unit_source_value\"] == \"°F\", \"value_as_number\"] - 32) * 5 / 9\n", + ")\n", + "df.loc[df[\"value_as_number\"] > 90, \"value_as_number\"] = (\n", + " (df.loc[df[\"value_as_number\"] > 90, \"value_as_number\"] - 32) * 5 / 9\n", + ")\n", + "df.loc[df[\"unit_source_value\"] == \"°F\", \"unit_source_value\"] = \"°C\"\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "ehrdata = ehr.io.from_dataframe(ehrdata, feature=\"Temperature Celsius\", df=df)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1;35m2024-03-18 23:29:31,550\u001b[0m - \u001b[1;34mroot\u001b[0m \u001b[1;37mINFO - Transformed passed DataFrame into an AnnData object with n_obs x n_vars = `3856` x `1`.\u001b[0m\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ehr.pl.violin(ehrdata, obsm_key=\"Temperature Celsius\", keys=\"Temperature Celsius\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Time series data visualization" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The next example shows the vital signs for a specific ICU stay (ID = 2024697). Consecutive hourly observations are connected by line. " + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ehr.pl.plot_timeseries(\n", + " ehrdata, visit_occurrence_id=ehrdata.obs.index[-2], key=features, time_key=\"measurement_datetime\", to_time=\"2137-04\"\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Citations\n", + "\n", + "1. [OMOP CDM](https://ohdsi.github.io/CommonDataModel/) by OHDSI\n", + "2. [MIMIC-IV demo data in the OMOP Common Data Model](https://doi.org/10.13026/p1f5-7x35) Kallfelz, Michael, et al. \"MIMIC-IV demo data in the OMOP Common Data Model\" (version 0.9). PhysioNet (2021), ." + ] + } + ], + "metadata": { + "celltoolbar": "Edit Metadata", + "kernelspec": { + "display_name": "ehrapy_latents", + "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": "3.9.18" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +}