diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..dfe0770 --- /dev/null +++ b/.gitattributes @@ -0,0 +1,2 @@ +# Auto detect text files and perform LF normalization +* text=auto diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..4966ebe --- /dev/null +++ b/.gitignore @@ -0,0 +1,11 @@ +**/config.ini +**/.ipynb_checkpoints +**/__pycache__ +**/*.csv +**/*.zip +**/*.7z +**/*.bak +**/*.ps1 +**/*.parquet +**/dask-worker-space + diff --git a/LICENSE b/LICENSE new file mode 100644 index 0000000..1c89858 --- /dev/null +++ b/LICENSE @@ -0,0 +1,21 @@ +MIT License + +Copyright (c) 2019 Patrick Thoral + +Permission is hereby granted, free of charge, to any person obtaining a copy +of this software and associated documentation files (the "Software"), to deal +in the Software without restriction, including without limitation the rights +to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +copies of the Software, and to permit persons to whom the Software is +furnished to do so, subject to the following conditions: + +The above copyright notice and this permission notice shall be included in all +copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +SOFTWARE. diff --git a/README.md b/README.md new file mode 100644 index 0000000..4d63b45 --- /dev/null +++ b/README.md @@ -0,0 +1,30 @@ +Logo + +# Welcome +AmsterdamUMCdb is the first freely accessible European intensive care database. It is endorsed by the European Society of Intensive Care Medicine (ESICM) and its Data Science Section. It contains de-identified health data related to tens of thousands of intensive care unit admissions, including demographics, vital signs, laboratory tests and medications. + +# Version +The current version of AmsterdamUMCdb is 1.0, released in November 2019. This version contains data related to 23,371 intensive care unit and high dependency unit admissions of adult patients from 2003-2016. + +# Requesting Access +The database, although de-identified, still contains detailed information regarding the clinical care of patients, so must be treated with appropriate care and respect and cannot be shared without permission. To request access, go to the [Amsterdam Medical Data Science](https://amsterdammedicaldatascience.nl/) website. + +# Facts and Figures +The current database contains data from the clinical patient data management system of the department of Intensive Care, a mixed medical-surgical ICU, from Amsterdam University Medical Center. The clinical data contains 23,371 admissions from 20,169 patients admitted from 2003 to 2016 with a total of almost 1.0 billion clinical observations consisting of vitals, clinical scoring systems, device data and lab results data and 5.0 million medication records. + +Admissions per year category +Admission per age category + + +# Available tables +The table and field definitions are available from the [AmsterdamUMCdb wiki](https://github.com/AmsterdamUMC/AmsterdamUMCdb/wiki) and from Jupyter Notebooks in the [tables](tables/) folder. + +|Table name|Description| +|:---|:---| +|[admissions](https://github.com/AmsterdamUMC/AmsterdamUMCdb/wiki/admissions)|admissions and demographic data of the patients admitted to the ICU or MCU| +|[drugitems](https://github.com/AmsterdamUMC/AmsterdamUMCdb/wiki/drugitems)|medication orders including fluids, (parenteral) feeding and blood transfusions during the stay on the ICU| +|[freetextitems](https://github.com/AmsterdamUMC/AmsterdamUMCdb/wiki/freetextitems)|observations, including laboratory results, that are based on non-numeric (text) data| +|[listitems](https://github.com/AmsterdamUMC/AmsterdamUMCdb/wiki/listitems)|categorial observations, e.g. based on a selection from a list, like type of heart rhytm, ventilatory mode, etc.| +|[numericitems](https://github.com/AmsterdamUMC/AmsterdamUMCdb/wiki/numericitems)| numerical measurements and observations, including vital parameters, data from medical devices, lab results, outputs from drains and foley-catheters, scores etc.| +|[procedureorderitems](https://github.com/AmsterdamUMC/AmsterdamUMCdb/wiki/procedureorderitems)|procedures and tasks, such as performing a chest X-ray, drawing blood and daily ICU nursing care and scoring| +|[processitems](https://github.com/AmsterdamUMC/AmsterdamUMCdb/wiki/processitems)|catheters, drains, tubes, and continous non-medication processes (e.g. renal replacement therapy, hypothermia induction, etc.)| diff --git a/config.SAMPLE.ini b/config.SAMPLE.ini new file mode 100644 index 0000000..432dee3 --- /dev/null +++ b/config.SAMPLE.ini @@ -0,0 +1,85 @@ +################################################################################ +# SAMPLE config.ini file for AmsterdamUMCdb +# This configuration file contains settings for the amsterdamumcdb notebooks for +# connecting to databases. Save the file as config.ini in the root of the +# repository +################################################################################ + +################################################################################ +# This section stores the settings for the csv containing the actual database +################################################################################ +[files] +datapath = ./data +admissions = admissions.csv +drugitems = drugitems.csv +freetextitems = freetextitems.csv +listitems = listitems.csv +numericitems = numericitems.csv +procedureorderitems = procedureorderitems.csv +processitems = processitems.csv + +################################################################################ +# This section stores the settings for connecting to a postgreSQL server using +# the psycopg2 module. +################################################################################ +[psycopg2] +database = postgres +username = postgres +password = postgres +host = 127.0.0.1 +port = 5432 + +################################################################################ +# This sectios stores the settings for connection to database (sql) servers +# from different database servers using the pyodbc package. The Amsterdam UMC +# AmsterdamUMCdb project uses Microsoft SQL server and is the default +# uncommented connection string. Uncomment the other connection strings +# depending on the database server in use. See +# [Connecting to databases](https://github.com/mkleehammer/pyodbc/wiki) +# on the pyodbc GitHub wiki for more information on setting the connection +# strings inclusing database and OS specific issues. +# +# Note: username/password are not required for Microsoft SQL Server when using +# Windows Authentication with Trusted_Connection +################################################################################ +[pyodbc] +hostname = myservername.mydomain.com +database = mydatabase +username = myusername +password = mypassword + +#Microsoft SQL Server Connection String using Windows Authentication +connectionstring = ( + 'DRIVER={ODBC Driver 13 for SQL Server};' #ODBC driver to use + 'SERVER='+hostname+';' + 'DATABASE='+database+';' + 'Trusted_Connection=yes' + ) + + +#Microsoft SQL Server Connection String using username/password +# connectionstring = ( +# 'DRIVER={ODBC Driver 13 for SQL Server}' #ODBC driver to use +# 'SERVER='+hostname+';' +# 'DATABASE='+database';' +# 'UID='+username+';' +# 'PWD='+password+';' +# ) + +#MySQL +# connectionstring = ( +# 'DRIVER={MySQL};' +# 'SERVER='+hostname+';' +# 'DATABASE='+database+';' +# 'UID='+username+';' +# 'PWD='+password+';' +# ) + +#PostgreSQL +# connectionstring = ( +# 'DRIVER={PostgreSQL Unicode(x64)};' +# 'SERVER='+hostname+';' +# 'DATABASE='+database+';' +# 'UID='+username+';' +# 'PWD='+password+';' +# ) \ No newline at end of file diff --git a/data/README.md b/data/README.md new file mode 100644 index 0000000..7acab59 --- /dev/null +++ b/data/README.md @@ -0,0 +1,8 @@ +Logo + +# AmsterdamUMCdb - Freely Accessible ICU Database +version 1.0 November 2019 +Copyright © 2003-2019 Amsterdam UMC - Amsterdam Medical Data Science + +# Data folder +This folder is a placeholder for the AmsterdamUMCdb csv files. Extract the files into this folder so the Jupyter Notebooks can find them without manually changing the paths. However, you are free to choose another location, but make sure to modify the [`config.SAMPLE.ini`](../config.SAMPLE.ini) file in the root folder of this repository and save it as `config.ini`. diff --git a/img/avatar_amds.png b/img/avatar_amds.png new file mode 100644 index 0000000..29bd58c Binary files /dev/null and b/img/avatar_amds.png differ diff --git a/img/avatar_amsterdam_umc.png b/img/avatar_amsterdam_umc.png new file mode 100644 index 0000000..0174743 Binary files /dev/null and b/img/avatar_amsterdam_umc.png differ diff --git a/img/logo_amds.png b/img/logo_amds.png new file mode 100644 index 0000000..8f1e73b Binary files /dev/null and b/img/logo_amds.png differ diff --git a/img/logo_amsterdam_umc.png b/img/logo_amsterdam_umc.png new file mode 100644 index 0000000..18464f2 Binary files /dev/null and b/img/logo_amsterdam_umc.png differ diff --git a/img/plot_admissions_age.png b/img/plot_admissions_age.png new file mode 100644 index 0000000..212c779 Binary files /dev/null and b/img/plot_admissions_age.png differ diff --git a/img/plot_admissions_year.png b/img/plot_admissions_year.png new file mode 100644 index 0000000..bb1bfed Binary files /dev/null and b/img/plot_admissions_year.png differ diff --git a/setup-amsterdamumcdb/README.md b/setup-amsterdamumcdb/README.md new file mode 100644 index 0000000..17b3069 --- /dev/null +++ b/setup-amsterdamumcdb/README.md @@ -0,0 +1,49 @@ +Logo + +# AmsterdamUMCdb - Freely Accessible ICU Database +version 1.0 November 2019 +Copyright © 2003-2019 Amsterdam UMC - Amsterdam Medical Data Science + +# Setup AmsterdamUMCdb +## Requirements +- Access to the AmsterdamUMCdb csv files: request access from [Amsterdam Medical Data Science](https://www.amsterdammedicaldatascience.nl/). +- Operating system: any OS capable of running Python and PostgreSQL, including Windows, macOS and Linux. +- Internal memory: 8GB should suffice for basic analysis and running the Jupyter notebooks. However, the recommended memory specification to run both PostgreSQL and the Jupyter Notebooks on the same machine is 16-32 GB. +- Disk space: Downloading and extracting the database files will require 110 GB of hard disk space. In addition, creating the SQL database requires about 128 GB of hard disk space and and an additional 144 GB for creating the indices to improve query performance. + +## 1. Install a Python distribution +We **strongly recommend** installing Python using Anaconda, a popular distribution that includes many useful modules for data science out-of-the-box. Install the (latest) Python 3.7 version distribution from [Anaconda's](https://www.anaconda.com/distribution) distribution page. + +## 2. Install PostgreSQL +PostgreSQL is an open source database management system (DBMS), available for most operating systems, including Windows, macOS and Linux. We recommend the installation of the most recent version of PostgreSQL (version 12) from the PostgreSQL [download](https://www.postgresql.org/download/) page. Please note your password for the `postgres` superuser, and if you did not chose `postgres` as the password, you need to modify these settings in the [`config.SAMPLE.ini`](https://github.com/AmsterdamUMC/AmsterdamUMCdb/tree/master/config.SAMPLE.ini) file in the root of the repository. Save the file as [`config.ini`](https://github.com/AmsterdamUMC/AmsterdamUMCdb/tree/master/config.ini). + +## 3. Install psycopg2 module +To connect to your postgreSQL server from Python, the [psycopg2](https://pypi.org/project/psycopg2/) package needs to be installed from the Anaconda Prompt/Shell using conda: + +> conda install -c anaconda psycopg2 +## 4. Clone the AmsterdamUMCdb GitHub respository +Clone or download the [AmsterdamUMCdb](https://github.com/AmsterdamUMC/AmsterdamUMCdb) repository from GitHub. +Follow the instructions on GitHub's online step-by-step guide, if needed: https://help.github.com/en/github/creating-cloning-and-archiving-repositories/cloning-a-repository. + +## 5. Download the database files +Download the AmsterdamUMCdb zip file from and extract the files from the zip file to the `data` folder of the cloned AmsterdamUMCdb repository. + +## 6. Create database tables +Start Jupyter notebook server from the command line (using Command Prompt on Windows or Terminal on Mac/Linux) by running: + +> jupyter notebook + +From the Jupyter file browser, open the `setup-amsterdamumc.ipynb` file from the `setup-amsterdamumc` folder in the cloned repository. The code in the notebook assumes there is a default postgres installation with a dabase named `postgres`, user `postgres` with password `postgres`. You should change these settings in the [`config.SAMPLE.ini`](https://github.com/AmsterdamUMC/AmsterdamUMCdb/tree/master/config.SAMPLE.ini) file in the root of the repository and save the file as [`config.ini`]. +To create the tables in the database run this Jupyter notebook, either cell by cell (▶️ Run) to see what's happening, or use the ⏩ button to to automatically perform all steps. An `amsterdamumc` [schema](https://www.postgresql.org/docs/12/ddl-schemas.html) will be created, and all tables will be added to this schema. + +## 7. Verify the database +After the notebook has been run completely, the postgres database should contain all tables with the same number of records we released. The output should state `Verification: PASSED`. + +## 8. Create database table indices +It's highly recommended to create some useful indices to improve performance for common queries on identifiers like admissionid, itemid and measured times. + +## 9. Jupyter Notebooks +While the indices are being created, the postgreSQL should be available for querying using the notebooks in the [`tables`](https://github.com/AmsterdamUMC/AmsterdamUMCdb/tree/master/tables) folder (with lower performance). We use plotly (version >4) for interactive plots in some notebooks. Plotly can be installed by +using conda: + +> conda install -c plotly plotly diff --git a/setup-amsterdamumcdb/setup-amsterdamumc.ipynb b/setup-amsterdamumcdb/setup-amsterdamumc.ipynb new file mode 100644 index 0000000..47e95ed --- /dev/null +++ b/setup-amsterdamumcdb/setup-amsterdamumc.ipynb @@ -0,0 +1,793 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\"Logo\"\n", + "\n", + "# AmsterdamUMCdb - Freely Accessible ICU Database\n", + "\n", + "version 1.0 November 2019 \n", + "Copyright © 2003-2019 Amsterdam UMC - Amsterdam Medical Data Science" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Setup AmsterdamUMCdb\n", + "## Requirements\n", + "- Access to the AmsterdamUMCdb csv files: request access from [Amsterdam Medical Data Science](https://www.amsterdammedicaldatascience.nl/).\n", + "- Operating system: any OS capable of running Python and PostgreSQL, including Windows, macOS and Linux.\n", + "- Internal memory: 8GB should suffice for basic analysis and running the Jupyter notebooks. However, the recommended memory specification to run both PostgreSQL and the Jupyter Notebooks on the same machine is 16-32 GB.\n", + "- Disk space: Downloading and extracting the database files will require 110 GB of hard disk space. In addition, creating the SQL database requires about 128 GB of hard disk space and and an additional 144 GB for creating the indices to improve query performance. \n", + "\n", + "## 1. Install a Python distribution\n", + "We **strongly recommend** installing Python using Anaconda, a popular distribution that includes many useful modules for data science out-of-the-box. Install the (latest) Python 3.7 version distribution from [Anaconda's](https://www.anaconda.com/distribution) distribution page.\n", + "\n", + "## 2. Install PostgreSQL\n", + "PostgreSQL is an open source database management system (DBMS), available for most operating systems, including Windows, macOS and Linux. We recommend the installation of the most recent version of PostgreSQL (version 12) from the PostgreSQL [download](https://www.postgresql.org/download/) page. Please note your password for the `postgres` superuser, and if you did not chose `postgres` as the password, you need to modify these settings in the [`config.SAMPLE.ini`](../config.SAMPLE.ini) file in the root of the repository. Save the file as [`config.ini`](../config.ini).\n", + "\n", + "## 3. Install psycopg2 module\n", + "To connect to your postgreSQL server from Python, the [psycopg2](https://pypi.org/project/psycopg2/) package needs to be installed from the Anaconda Prompt/Shell using conda:\n", + "\n", + "> conda install -c anaconda psycopg2\n", + "\n", + "## 4. Clone the AmsterdamUMCdb GitHub respository\n", + "Clone or download the [AmsterdamUMCdb](https://github.com/AmsterdamUMC/AmsterdamUMCdb) repository from GitHub. \n", + "Follow the instructions on GitHub's online step-by-step guide, if needed: https://help.github.com/en/github/creating-cloning-and-archiving-repositories/cloning-a-repository. \n", + "\n", + "## 5. Download the database files\n", + "Download the AmsterdamUMCdb zip file from and extract the files from the zip file to the [`data`](../data) folder of the cloned AmsterdamUMCdb repository.\n", + "\n", + "## 6. Create database tables\n", + "Start the Jupyter notebook server from the command line (using Command Prompt on Windows or Terminal on Mac/Linux) by running\n", + "\n", + "> jupyter notebook\n", + "\n", + "From the Jupyter file browser, open the `setup-amsterdamumc.ipynb` file from the `setup-amsterdamumc` folder in the cloned repository. This code in the notebook assumes there is a default postgres installation with a dabase named `postgres`, user `postgres` with password `postgres`. You should change these settings in the [`config.SAMPLE.ini`](../config.SAMPLE.ini) file in the root of the repository and save the file as [`config.ini`](../config.ini).\n", + "To create the tables in the database run this Jupyter notebook, either cell by cell (▶️ Run) or use the ⏩ button to perform all steps sequentially. An `amsterdamumc` [schema](https://www.postgresql.org/docs/12/ddl-schemas.html) will be created, and all tables will be added to this schema.\n", + "\n", + "## 7. Verify the database\n", + "After this notebook has been run completely, the postgres database should contain all tables with the same number of records we released. The output should state `Verification: PASSED`. You can verify it [here](#verify).\n", + " \n", + "## 8. Create database table indices\n", + "It's highly recommended to create some useful indices to improve performance for common queries on identifiers like admissionid, itemid and measured times. \n", + "\n", + "## 9. Jupyter Notebooks\n", + "While the indices are being created, the postgreSQL should be available for querying using the notebooks in the [`tables`](../tables) folder (with lower performance). We use plotly (version >4) for interactive plots in some notebooks. Plotly can be installed by using conda:\n", + "\n", + "> conda install -c plotly plotly" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Python settings\n", + "## Imports" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import psycopg2\n", + "import pandas as pd\n", + "import numpy as np\n", + "\n", + "import io\n", + "import os\n", + "from IPython.display import display, HTML, Markdown, clear_output\n", + "\n", + "from tqdm.auto import tqdm\n", + "\n", + "pd.options.display.max_columns = None\n", + "pd.options.display.max_rows = None\n", + "pd.options.display.max_colwidth = 1000\n", + "\n", + "class ProgressFile:\n", + " \"\"\"ProgressFile: simple class to work as a file-like object that can be used by function/library's to read the file\n", + " while at the same time updating a progress bar.\n", + " \"\"\"\n", + " \n", + " def __init__(self, pbar, filename, mode=\"r\"):\n", + " self.file = open(filename, mode)\n", + " self.progress = self.file.tell()\n", + " self.pbar = pbar\n", + " self.file.readline() #skip the first line: header\n", + " self.file.readline() #skip the second line: \"-----------\" from MS SQL csv export\n", + "\n", + " def close(self):\n", + " self.file.seek(0, os.SEEK_END)\n", + " self.pbar.n = self.file.tell()\n", + " self.pbar.refresh()\n", + " self.file.close()\n", + " \n", + " def read(self, size):\n", + " buf = self.file.read(size)\n", + " self.pbar.update(size)\n", + " \n", + " # backslash is considered an escape character and not allowed in postgresql in COPY FROM statement\n", + " # replace with double-backslash.\n", + " return buf.replace('\\\\','\\\\\\\\')\n", + " \n", + " def readline(self, size):\n", + " buf = self.file.readline(size)\n", + " self.pbar.update(size)\n", + " \n", + " # backslash is considered an escape character and not allowed in postgresql in COPY FROM statement\n", + " # replace with double-backslash.\n", + " return buf.replace('\\\\','\\\\\\\\')\n", + " \n", + " \n", + "def copy_progress(csv, table):\n", + " \"\"\"copy the csv file to the table using tdqm progressbar.\n", + " \"\"\"\n", + " #import the database using a tqdm progressbar and a ProgressFile\n", + " pbar = tqdm(total=os.path.getsize(csv), desc='Importing '+os.path.splitext(os.path.basename(csv))[0],\n", + " dynamic_ncols=True, unit_scale=1, unit='Bytes') #make a tdqm progress bar object\n", + "\n", + " pfile = ProgressFile(pbar, csv, 'r') #create a ProgressFile for showing progress\n", + " cursor.copy_from(pfile, table, null=\"NULL\")\n", + " \n", + " #close the objects\n", + " pfile.close()\n", + " pbar.close()\n", + "\n", + " #show the first 10 records of this table\n", + " df = pd.read_sql('SELECT * FROM ' + table + ' LIMIT 10',con)\n", + " display(Markdown('## ' + os.path.splitext(os.path.basename(csv))[0] + ' (' + str(cursor.rowcount) + ' records copied):\\n'))\n", + " display(df)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Connection settings" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#Modify config.ini in the root folder of the repository to change the settings to connect to your postgreSQL database\n", + "import configparser\n", + "import os\n", + "config = configparser.ConfigParser()\n", + "\n", + "if os.path.isfile('../config.ini'):\n", + " config.read('../config.ini')\n", + "else:\n", + " config.read('../config.SAMPLE.ini')\n", + "\n", + "#Open a connection to the postgres database:\n", + "con = psycopg2.connect(database=config['psycopg2']['database'], \n", + " user=config['psycopg2']['username'], password=config['psycopg2']['password'], \n", + " host=config['psycopg2']['host'], port=config['psycopg2']['port'])\n", + "con.set_client_encoding('WIN1252') #Uses code page for Dutch accented characters.\n", + "con.set_session(autocommit=True)\n", + "cursor = con.cursor()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Create schema\n", + "Create an `amsterdamumc` schema to prevent collissions with (possible) other tables in the default `public` schema and change the schema path to our newly created 'amsterdamumc' schema to access the data without schema qualifications (e.g. `admissions` instead of `amsterdamumc.admissions`." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "sql = \"\"\"\n", + "CREATE SCHEMA IF NOT EXISTS amsterdamumcdb;\n", + "GRANT USAGE ON SCHEMA amsterdamumcdb TO public;\n", + "GRANT CREATE ON SCHEMA amsterdamumcdb TO public;\n", + "SET SCHEMA 'amsterdamumcdb';\n", + "\"\"\"\n", + "cursor.execute(sql)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Create admissions table" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "azdata_cell_guid": "af0db8dd-df4e-4305-b2ac-f10e8fefe9b4" + }, + "outputs": [], + "source": [ + "table = 'admissions'\n", + "sql = \"\"\"\n", + "DROP TABLE IF EXISTS admissions CASCADE;\n", + "CREATE TABLE admissions \n", + "(\n", + " patientid INTEGER,\n", + " admissionid serial PRIMARY KEY,\n", + " admissioncount INTEGER,\n", + " location VARCHAR,\n", + " urgency BIT,\n", + " origin VARCHAR,\n", + " admittedat BIGINT,\n", + " admissionyeargroup VARCHAR,\n", + " dischargedat BIGINT,\n", + " lengthofstay SMALLINT,\n", + " destination VARCHAR,\n", + " gender VARCHAR,\n", + " agegroup VARCHAR,\n", + " dateofdeath BIGINT,\n", + " weightgroup VARCHAR,\n", + " weightsource VARCHAR,\n", + " lengthgroup VARCHAR,\n", + " lengthsource VARCHAR,\n", + " specialty VARCHAR\n", + ");\n", + "\"\"\"\n", + "cursor.execute(sql)\n", + "\n", + "csv = os.path.join('..', config['files']['datapath'], config['files'][table])\n", + "copy_progress(csv, table) #runs copy_from using a tdqm progress bar" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Create drugitems table" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "azdata_cell_guid": "af0db8dd-df4e-4305-b2ac-f10e8fefe9b4" + }, + "outputs": [], + "source": [ + "table = 'drugitems'\n", + "sql = \"\"\"\n", + "DROP TABLE IF EXISTS drugitems CASCADE;\n", + "CREATE TABLE drugitems \n", + "(\n", + " admissionid INTEGER,\n", + " orderid BIGINT,\n", + " ordercategoryid INTEGER,\n", + " ordercategory VARCHAR,\n", + " itemid INTEGER,\n", + " item VARCHAR,\n", + " isadditive BIT,\n", + " isconditional BIT,\n", + " rate FLOAT,\n", + " rateunit VARCHAR,\n", + " rateunitid INTEGER,\n", + " ratetimeunitid INTEGER,\n", + " doserateperkg BIT,\n", + " dose FLOAT,\n", + " doseunit VARCHAR,\n", + " doserateunit VARCHAR,\n", + " doseunitid INTEGER, \n", + " doserateunitid INTEGER,\n", + " administered FLOAT,\n", + " administeredunit VARCHAR,\n", + " administeredunitid INTEGER,\n", + " action VARCHAR,\n", + " start BIGINT,\n", + " stop BIGINT,\n", + " duration BIGINT,\n", + " solutionitemid INTEGER,\n", + " solutionitem VARCHAR,\n", + " solutionadministered FLOAT,\n", + " solutionadministeredunit VARCHAR,\n", + " fluidin FLOAT,\n", + " iscontinuous BIT\n", + ")\n", + "\"\"\"\n", + "cursor.execute(sql)\n", + "\n", + "csv = os.path.join('..', config['files']['datapath'], config['files'][table])\n", + "copy_progress(csv, table) #runs copy_from using a tdqm progress bar" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Create freetextitems table" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "table = 'freetextitems'\n", + "sql = \"\"\"\n", + "DROP TABLE IF EXISTS freetextitems CASCADE;\n", + "CREATE TABLE freetextitems \n", + "(\n", + " admissionid INTEGER,\n", + " itemid BIGINT,\n", + " item VARCHAR,\n", + " value VARCHAR,\n", + " comment VARCHAR,\n", + " measuredat BIGINT,\n", + " registeredat BIGINT,\n", + " registeredby VARCHAR,\n", + " updatedat BIGINT,\n", + " updatedby VARCHAR,\n", + " islabresult BIT\n", + ")\n", + "\"\"\"\n", + "cursor.execute(sql)\n", + "\n", + "csv = os.path.join('..', config['files']['datapath'], config['files'][table])\n", + "copy_progress(csv, table) #runs copy_from using a tdqm progress bar" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Create listitems table" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "table = 'listitems'\n", + "sql = \"\"\"\n", + "DROP TABLE IF EXISTS listitems CASCADE;\n", + "CREATE TABLE listitems \n", + "(\n", + " admissionid INTEGER,\n", + " itemid BIGINT,\n", + " item VARCHAR,\n", + " valueid INT,\n", + " value VARCHAR,\n", + " measuredat BIGINT,\n", + " registeredat BIGINT,\n", + " registeredby VARCHAR,\n", + " updatedat BIGINT,\n", + " updatedby VARCHAR,\n", + " islabresult BIT\n", + ")\n", + "\"\"\"\n", + "cursor.execute(sql)\n", + "\n", + "csv = os.path.join('..', config['files']['datapath'], config['files'][table])\n", + "copy_progress(csv, table) #runs copy_from using a tdqm progress bar" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Create numericitems table\n", + "This is the largest table and can take a while depending on the performance of your system." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "table = 'numericitems'\n", + "sql = \"\"\"\n", + " DROP TABLE IF EXISTS numericitems CASCADE;\n", + " CREATE TABLE numericitems \n", + " (\n", + " admissionid INTEGER,\n", + " itemid BIGINT,\n", + " item VARCHAR,\n", + " tag VARCHAR,\n", + " value FLOAT,\n", + " unitid INT,\n", + " unit VARCHAR,\n", + " comment VARCHAR,\n", + " measuredat BIGINT,\n", + " registeredat BIGINT,\n", + " registeredby VARCHAR,\n", + " updatedat BIGINT,\n", + " updatedby VARCHAR,\n", + " islabresult BIT,\n", + " fluidout FLOAT\n", + " )\n", + "\"\"\"\n", + "cursor.execute(sql)\n", + "\n", + "csv = os.path.join('..', config['files']['datapath'], config['files'][table])\n", + "copy_progress(csv, table) #runs copy_from using a tdqm progress bar" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Create procedureorderitems table" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "table = 'procedureorderitems'\n", + "sql = \"\"\"\n", + "DROP TABLE IF EXISTS procedureorderitems CASCADE;\n", + "CREATE TABLE procedureorderitems \n", + "(\n", + " admissionid INTEGER,\n", + " orderid BIGINT,\n", + " ordercategoryid INT,\n", + " ordercategoryname VARCHAR,\n", + " itemid INT,\n", + " item VARCHAR,\n", + " registeredat BIGINT,\n", + " registeredby VARCHAR\n", + ")\n", + "\"\"\"\n", + "cursor.execute(sql)\n", + "\n", + "csv = os.path.join('..', config['files']['datapath'], config['files'][table])\n", + "copy_progress(csv, table) #runs copy_from using a tdqm progress bar" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Create processitems table" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "table = 'processitems'\n", + "sql = \"\"\"\n", + "DROP TABLE IF EXISTS processitems CASCADE;\n", + "CREATE TABLE processitems \n", + "(\n", + " admissionid INTEGER,\n", + " itemid BIGINT,\n", + " item VARCHAR,\n", + " start BIGINT,\n", + " stop BIGINT,\n", + " duration BIGINT\n", + ");\n", + "\"\"\"\n", + "cursor.execute(sql)\n", + "\n", + "csv = os.path.join('..', config['files']['datapath'], config['files'][table])\n", + "copy_progress(csv, table) #runs copy_from using a tdqm progress bar" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Verify record counts with published data\n", + "Compares the counts of the imported tables with our published number of records to verify that they match. Since importing in postgreSQL is already very strict using the COPY FROM command (same number of rows, compatible datatypes), an equal number of rows assumes a correct import." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#AmsterdamUMCdb Version 1.0 record counts\n", + "data = [\n", + "['admissions', 23371],\n", + "['drugitems', 4999860],\n", + "['freetextitems', 662956],\n", + "['listitems', 31073093],\n", + "['numericitems', 984794199],\n", + "['procedureorderitems', 2228884],\n", + "['processitems', 260147]]\n", + "\n", + "counts_published = pd.DataFrame(data, columns=['tables', 'counts'])\n", + "counts_published = counts_published.set_index('tables')\n", + "\n", + "failed = False\n", + "html = u''\n", + " clear_output(wait=True)\n", + " get_ipython().run_cell_magic(u'HTML', u'', html)\n", + "\n", + "if failed:\n", + " conclusion = ''\n", + "else:\n", + " conclusion = ''\n", + "\n", + "clear_output(wait=True)\n", + "html = html + conclusion + '
TableCounts postgresCounts publishedVerified'\n", + "for table in counts_published.index:\n", + " sql = \"SELECT COUNT(admissionid) FROM \" + table + \";\"\n", + " try:\n", + " cursor.execute(sql)\n", + " count = cursor.fetchone()[0]\n", + " except:\n", + " count = 0\n", + " \n", + " count_published = counts_published.loc[table, 'counts']\n", + " \n", + " if count == count_published:\n", + " count_html = str(count)\n", + " image = '\\\n", + " '\n", + " else:\n", + " failed = True\n", + " count_html = '' + str(count) + ''\n", + " image = '\\\n", + " '\n", + " \n", + " html = html + '
' + table + '' + count_html + '' + str(count_published) + \\\n", + " '' + image + '
Verification:FAILED!
Verification:PASSED
'\n", + "get_ipython().run_cell_magic(u'HTML', u'', html)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Create Indices to increase performance\n", + "After verification this will run to create indices to improve query performance. However, this is a length process that can take hours depending on your system. In the meantime, the database is already to be queried (albeit slower), using the notebooks from the [tables](../tables/) folder." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import select\n", + "import psycopg2.extensions\n", + "from tqdm.notebook import tqdm\n", + "#from tqdm.notebook import tqdm\n", + "import time\n", + "\n", + "def wait(conn):\n", + " while True:\n", + " state = conn.poll()\n", + " if state == psycopg2.extensions.POLL_OK:\n", + " break\n", + " elif state == psycopg2.extensions.POLL_WRITE:\n", + " select.select([], [conn.fileno()], [])\n", + " elif state == psycopg2.extensions.POLL_READ:\n", + " select.select([conn.fileno()], [], [])\n", + " else:\n", + " raise psycopg2.OperationalError(\"poll() returned %s\" % state)\n", + "\n", + "def get_status():\n", + " status_sql = \"\"\"\n", + " SELECT c.relname as tablename, s.*, a.query FROM pg_stat_progress_create_index s \n", + " JOIN pg_stat_activity a ON s.pid = a.pid\n", + " JOIN pg_class c on s.relid = c.oid\n", + " WHERE query LIKE '%-- amsterdamumcdb indices%';\n", + " \"\"\"\n", + " status = pd.read_sql(status_sql, con)\n", + " if len(status) > 0:\n", + " pid = status['pid'][0]\n", + " phase = status['phase'][0]\n", + " tablename = status['tablename'][0]\n", + " \n", + " if 'tuples' in phase:\n", + " total = status['tuples_total'][0]\n", + " current = status['tuples_done'][0]\n", + " else:\n", + " total = status['blocks_total'][0]\n", + " current = status['blocks_done'][0]\n", + "\n", + " return pid, total, current, phase, tablename\n", + " else:\n", + " #no running index available\n", + " return None, None, None, None, None\n", + " \n", + "\n", + "#create a new async connection, to monitor the status from another connection while the indexing is running.\n", + "aconn = psycopg2.connect(database=config['psycopg2']['database'], \n", + " user=config['psycopg2']['username'], password=config['psycopg2']['password'], \n", + " host=config['psycopg2']['host'], port=config['psycopg2']['port'], async_=1) \n", + "\n", + "wait(aconn) #wait until connection is ready\n", + "acurs = aconn.cursor()\n", + "\n", + "index_sql = \"\"\"\n", + "-- amsterdamumcdb indices\n", + "SET SCHEMA 'amsterdamumcdb';\n", + "-- admissions table\n", + "CREATE INDEX admissions_admissionid_index ON admissions (admissionid);\n", + "CREATE INDEX admissions_patientid_index ON admissions (patientid);\n", + "\n", + "-- drugitems table\n", + "CREATE INDEX drugitems_admissionid_index ON drugitems (admissionid);\n", + "CREATE INDEX drugitems_orderid_index ON drugitems (orderid);\n", + "CREATE INDEX drugitems_ordercategoryid_index ON drugitems (ordercategoryid);\n", + "CREATE INDEX drugitems_itemid_index ON drugitems (itemid);\n", + "CREATE INDEX drugitems_start_index ON drugitems (start);\n", + "CREATE INDEX drugitems_stop_index ON drugitems (stop);\n", + "\n", + "-- freetextitems table\n", + "CREATE INDEX freetextitems_admissionid_index ON freetextitems (admissionid);\n", + "CREATE INDEX freetextitems_itemid_index ON freetextitems (itemid);\n", + "CREATE INDEX freetextitems_measuredat_index ON freetextitems (measuredat);\n", + "\n", + "-- listitems table\n", + "CREATE INDEX listitems_admissionid_index ON listitems (admissionid);\n", + "CREATE INDEX listitems_itemid_index ON listitems (itemid);\n", + "CREATE INDEX listitems_measuredat_index ON listitems (measuredat);\n", + "\n", + "-- numericitems table\n", + "CREATE INDEX numericitems_admissionid_index ON numericitems (admissionid);\n", + "CREATE INDEX numericitems_itemid_index ON numericitems (itemid);\n", + "CREATE INDEX numericitems_measuredat_index ON numericitems (measuredat);\n", + "CREATE INDEX numericitems_admission_item_time_index ON numericitems (admissionid, itemid, measuredat);\n", + "CREATE INDEX numericitems_islabresult_index ON numericitems (islabresult);\n", + "CREATE INDEX numericitems_fluidout_index ON numericitems (fluidout);\n", + "\n", + "-- procedureorderitems table\n", + "CREATE INDEX procedureorderitems_admissionid_index ON procedureorderitems (admissionid);\n", + "CREATE INDEX procedureorderitems_itemid_index ON procedureorderitems (itemid);\n", + "CREATE INDEX procedureorderitems_ordercategoryid_index ON procedureorderitems (ordercategoryid);\n", + "CREATE INDEX procedureorderitems_registeredat_index ON procedureorderitems (registeredat);\n", + "\n", + "-- processitems table\n", + "CREATE INDEX processitems_admissionid_index ON processitems (admissionid);\n", + "CREATE INDEX processitems_itemid_index ON processitems (itemid);\n", + "CREATE INDEX processitems_start_index ON processitems (start);\n", + "CREATE INDEX processitems_stop_index ON processitems (stop);\n", + "\"\"\"\n", + "#execute create index sql query **asychronously**\n", + "acurs.execute(index_sql)\n", + "\n", + "#wait 2 seconds to allow for starting up the indexing process \n", + "time.sleep(2)\n", + "\n", + "#progress bar variables\n", + "progress_blocks = None\n", + "progress_tuples = None\n", + "progress_current = None\n", + "\n", + "#used for progress of indexing the database (based on indices in release 1.0)\n", + "TOTAL_INDEX_BLOCKS = 98208063\n", + "TOTAL_INDEX_TUPLES = 6.043974e+09\n", + "\n", + "#get the current status of the indexing operation\n", + "\n", + "pid, total, current, previous_phase, previous_tablename = get_status()\n", + "if pid == None:\n", + " print('No indexing in progress.')\n", + "else:\n", + "\n", + " #create two tqdm objects for progress bars\n", + " progress_blocks = tqdm(total=TOTAL_INDEX_BLOCKS, desc='Total blocks read', dynamic_ncols=True, \n", + " unit_scale=1, unit='blocks') #total blocks progress\n", + " progress_tuples = tqdm(total=TOTAL_INDEX_TUPLES, desc='Total tuples written', dynamic_ncols=True, \n", + " unit_scale=1, unit='tuples') #total tuples progress\n", + " progress_current = tqdm(total=total, desc='Processing table ' + previous_tablename + ' (' + previous_phase + ')',\n", + " dynamic_ncols=True, unit_scale=1, leave=False) #current index progress\n", + "\n", + " #update the progress bars every two seconds until the progress query returns empty or changes\n", + " while True: \n", + " current_pid, total, current, phase, tablename = get_status()\n", + "\n", + " if pid == None or current_pid != pid:\n", + " break #process changed: done\n", + "\n", + " #phase changed, if 'scanning table' a new item was started\n", + " if (not previous_phase == phase) or \\\n", + " (not previous_tablename == tablename):\n", + " \n", + " reset = False\n", + " if 'scanning table' in phase: #scanning tables, loading tuples in tree\n", + " #previous phase ('tuples') should be added completely to progress bar\n", + " progress_tuples.update(progress_current.total - progress_current.n)\n", + " reset = True\n", + " \n", + " elif 'loading tuples in tree' in phase: #loading tuples in tree\n", + " #previous phase ('scanning table') should be added completely to progress bar\n", + " progress_blocks.update(progress_current.total - progress_current.n) \n", + " reset = True\n", + " \n", + " if reset:\n", + " #finalize (100%) the progress bar, remove it and start a new one\n", + " progress_current.n = progress_current.total\n", + " progress_current.close()\n", + " progress_current = tqdm(total=total, desc='Processing table ' + tablename + ' (' + phase + ')',\n", + " dynamic_ncols=True, unit_scale=1, leave=False) #current index progress\n", + " \n", + " #update progress bars based on the phase\n", + " update = False\n", + " if 'scanning table' in phase: #scanning tables, loading tuples in tree\n", + "\n", + " progress_current.unit = 'blocks'\n", + "\n", + " #update the progress of total blocks to read\n", + " progress_blocks.update(current - progress_current.n)\n", + " update = True\n", + "\n", + " elif 'loading tuples in tree' in phase:\n", + " progress_current.unit = 'tuples'\n", + "\n", + " #update the progress of total tuples written\n", + " progress_tuples.update(current - progress_current.n)\n", + " update = True\n", + "\n", + " if update:\n", + " #update the progress of the current index\n", + " progress_current.n = current\n", + " progress_current.update(0) #trigger refresh\n", + "\n", + " #store the current phase to compare with the next\n", + " previous_phase = phase\n", + " previous_tablename = tablename\n", + "\n", + " \n", + " time.sleep(1) #wait for one second before requerying indexing progress\n", + "\n", + " #left while loop\n", + " if not progress_blocks is None:\n", + " progress_blocks.n = TOTAL_INDEX_BLOCKS\n", + " progress_blocks.close()\n", + " if not progress_tuples is None:\n", + " progress_tuples.n = TOTAL_INDEX_TUPLES\n", + " progress_tuples.close()\n", + " if not progress_current is None:\n", + " progress_current.close()\n", + " \n", + " print('Indexing done.')\n", + " \n", + "wait(aconn) #wait until connection is ready\n", + "aconn.close()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/tables/README.md b/tables/README.md new file mode 100644 index 0000000..2366810 --- /dev/null +++ b/tables/README.md @@ -0,0 +1,19 @@ +Logo + +# AmsterdamUMCdb - Freely Accessible ICU Database +version 1.0 November 2019 +Copyright © 2003-2019 Amsterdam UMC - Amsterdam Medical Data Science + +# Table definitions in Jupyter notebooks +This folder contains Jupyter notebooks for each table with sample Python code for common metrics and examples for data exploration + +# Available notebooks +|Table name|Description| +|:---|:---| +|[admissions](admissions.ipynb)|admissions and demographic data of the patients admitted to the ICU or MCU| +|[drugitems](drugitems.ipynb)|medication orders including fluids, (parenteral) feeding and blood transfusions during the stay on the ICU| +|[freetextitems](freetextitems.ipynb)|observations, including laboratory results, that are based on non-numeric (text) data| +|[listitems](listitems.ipynb)|categorial observations, e.g. based on a selection from a list, like type of heart rhytm, ventilatory mode, etc.| +|[numericitems](numericitems.ipynb)| numerical measurements and observations, including vital parameters, data from medical devices, lab results, outputs from drains and foley-catheters, scores etc.| +|[procedureorderitems](procedureorderitems.ipynb)|procedures and tasks, such as performing a chest X-ray, drawing blood and daily ICU nursing care and scoring| +|[processitems](processitems.ipynb)|catheters, drains, tubes, and continous non-medication processes (e.g. renal replacement therapy, hypothermia induction, etc.)| diff --git a/tables/admissions.ipynb b/tables/admissions.ipynb new file mode 100644 index 0000000..58ee420 --- /dev/null +++ b/tables/admissions.ipynb @@ -0,0 +1,1887 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\"Logo\"\n", + "\n", + "# AmsterdamUMCdb - Freely Accessible ICU Database\n", + "\n", + "version 1.0 November 2019 \n", + "Copyright © 2003-2019 Amsterdam UMC - Amsterdam Medical Data Science" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "azdata_cell_guid": "4a40ac09-522e-41f3-991b-d42bf3f5ec7d" + }, + "source": [ + "# admissions table\n", + "This table contains all admissions and demographic data of the patients admitted to the intensive care unit (ICU, Dutch abbreviation: IC) or medium care unit (MCU, high dependency unit, Dutch abbreviation: MC).\n", + "\n", + "**Note**: reason for admission can be found by examining the Apache II diagnostic categories from the [listitems](listitems.ipynb#apache) table.\n", + "\n", + "## Fields\n", + "\n", + "|Name|Type|Description|\n", + "|:---|:---|:---|\n", + "|patientid|integer|unique value to identify individual patients throughout their admission(s)|\n", + "|admissionid|integer|unique value to identify the admission to the ICU. Patients may have multiple admissionid's during the same or another hospitalization, when they are discharge from the ICU or MC unit. Admissionid is used as an identifier in all other tables.| \n", + "|admissioncount|integer|for each patient, each additional ICU/MCU admission will increase this counter by one| \n", + "|[location](#location)|string|the department the patient has been admitted to, either *IC*, *MC* or both *(IC&MC or MC&IC)*|\n", + "|[urgency](#urgency)|bit|determines wheter the admission was urgent (1) (i.e. unplanned) or not (0) (planned)|\n", + "|[origin](#origin)|string|department the patient originated from (e.g. Emergency department, regular ward)|\n", + "|admittedat|integer|number of milliseconds since the first admission. For the first admission this is set to zero.|\n", + "|[admissionyeargroup](#admissionyeargroup)|string|year of admission, categorised|\n", + "|dischargedat|integer|time of discharge in number of milliseconds since the first admission| \n", + "|lengthofstay|integer|length of stay of the admission in hours| \n", + "|[destination](#destination)|string|department the patient has been discharged to or 'Overleden' if the patient died during the ICU/MCU admission|\n", + "|[gender](#gender)|string|gender, 'Man' for male, 'Vrouw' for female|\n", + "|[agegroup](#agegroup)|string|age at admission (years), categorised| \n", + "|dateofdeath|integer|the date on which the patient died calculated as the number of milliseconds since the first admission, if applicable (non-null)| \n", + "|[weightgroup](#weightgroup)|string|weight at admission (kg), categorised| \n", + "|weightsource|string|method used to determine the weight at ICU/MCU admission, either measured ('gemeten'), estimated ('geschat') or asked ('anamnestisch')| \n", + "|[lengthgroup](#lengthgroup)|string|length of the patient (cm), categorised| \n", + "|lengthsource|string|method used to determine the length at ICU/MCU admission, either measured ('gemeten'), estimated ('geschat') or asked ('anamnestisch')| \n", + "|[specialty](#specialty)|string|medical specialty the patient has been admitted for|" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Example Python and SQL scripts" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Imports" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import amsterdamumcdb\n", + "import psycopg2\n", + "import pandas as pd\n", + "import numpy as np\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib.gridspec as gridspec\n", + "import matplotlib as mpl\n", + "\n", + "import io\n", + "from IPython.display import display, HTML, Markdown" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Display settings" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "#matplotlib settings for image size\n", + "#needs to be in a different cell from %matplotlib inline\n", + "plt.style.use('seaborn-darkgrid')\n", + "plt.rcParams[\"figure.dpi\"] = 288\n", + "plt.rcParams[\"figure.figsize\"] = [8, 6]\n", + "plt.rcParams[\"font.size\"] = 12\n", + "\n", + "pd.options.display.max_columns = None\n", + "pd.options.display.max_rows = None\n", + "pd.options.display.max_colwidth = 1000" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Connection settings" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "#Modify config.ini in the root folder of the repository to change the settings to connect to your postgreSQL database\n", + "import configparser\n", + "import os\n", + "config = configparser.ConfigParser()\n", + "\n", + "if os.path.isfile('../config.ini'):\n", + " config.read('../config.ini')\n", + "else:\n", + " config.read('../config.SAMPLE.ini')\n", + "\n", + "#Open a connection to the postgres database:\n", + "con = psycopg2.connect(database=config['psycopg2']['database'], \n", + " user=config['psycopg2']['username'], password=config['psycopg2']['password'], \n", + " host=config['psycopg2']['host'], port=config['psycopg2']['port'])\n", + "con.set_client_encoding('WIN1252') #Uses code page for Dutch accented characters.\n", + "con.set_session(autocommit=True)\n", + "\n", + "cursor = con.cursor()\n", + "cursor.execute('SET SCHEMA \\'amsterdamumcdb\\''); #set search_path to amsterdamumcdb schema" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Overview of all fields" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "azdata_cell_guid": "af0db8dd-df4e-4305-b2ac-f10e8fefe9b4" + }, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT * FROM admissions;\n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "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", + "
patientidadmissionidadmissioncountlocationurgencyoriginadmittedatadmissionyeargroupdischargedatlengthofstaydestinationgenderagegroupdateofdeathweightgroupweightsourcelengthgrouplengthsourcespecialty
0001IC0None02003-20091488000004216Vrouw80+NaN60-69Anamnestisch160-169AnamnestischCardiochirurgie
1111IC0None02010-2016961200002615Man60-69NaN70-79Anamnestisch170-179AnamnestischCardiochirurgie
2221IC1Eerste Hulp afdeling zelfde ziekenhuis02010-2016842400002315Man60-69NaN90-99Anamnestisch180-189AnamnestischCardiochirurgie
3331MC0None02003-2009849000002314Man50-59NaN90-99None180-189GemetenCardiochirurgie
4441IC&MC0Verpleegafdeling zelfde ziekenhuis02010-20161809000005019Man70-79NaN70-79Anamnestisch170-179AnamnestischCardiochirurgie
5551IC1Eerste Hulp afdeling zelfde ziekenhuis02010-20162464200006931Man50-59NaN60-69Geschat160-169GemetenLongziekte
6661IC1Verpleegafdeling ander ziekenhuis02010-20161734600004845Vrouw80+NaN70-79Geschat160-169GeschatNeurochirurgie
7771MC0Verpleegafdeling zelfde ziekenhuis02010-20161486800004241Man70-79NaN70-79Gemeten170-179GemetenNefrologie
8881IC0None02003-2009847200002415Man50-59NaN100-109Geschat170-179AnamnestischCardiochirurgie
9991IC0None02003-20092420400006715Vrouw70-79NaN70-79None159-NoneCardiochirurgie
\n", + "
" + ], + "text/plain": [ + " patientid admissionid admissioncount location urgency \\\n", + "0 0 0 1 IC 0 \n", + "1 1 1 1 IC 0 \n", + "2 2 2 1 IC 1 \n", + "3 3 3 1 MC 0 \n", + "4 4 4 1 IC&MC 0 \n", + "5 5 5 1 IC 1 \n", + "6 6 6 1 IC 1 \n", + "7 7 7 1 MC 0 \n", + "8 8 8 1 IC 0 \n", + "9 9 9 1 IC 0 \n", + "\n", + " origin admittedat admissionyeargroup \\\n", + "0 None 0 2003-2009 \n", + "1 None 0 2010-2016 \n", + "2 Eerste Hulp afdeling zelfde ziekenhuis 0 2010-2016 \n", + "3 None 0 2003-2009 \n", + "4 Verpleegafdeling zelfde ziekenhuis 0 2010-2016 \n", + "5 Eerste Hulp afdeling zelfde ziekenhuis 0 2010-2016 \n", + "6 Verpleegafdeling ander ziekenhuis 0 2010-2016 \n", + "7 Verpleegafdeling zelfde ziekenhuis 0 2010-2016 \n", + "8 None 0 2003-2009 \n", + "9 None 0 2003-2009 \n", + "\n", + " dischargedat lengthofstay destination gender agegroup dateofdeath \\\n", + "0 148800000 42 16 Vrouw 80+ NaN \n", + "1 96120000 26 15 Man 60-69 NaN \n", + "2 84240000 23 15 Man 60-69 NaN \n", + "3 84900000 23 14 Man 50-59 NaN \n", + "4 180900000 50 19 Man 70-79 NaN \n", + "5 246420000 69 31 Man 50-59 NaN \n", + "6 173460000 48 45 Vrouw 80+ NaN \n", + "7 148680000 42 41 Man 70-79 NaN \n", + "8 84720000 24 15 Man 50-59 NaN \n", + "9 242040000 67 15 Vrouw 70-79 NaN \n", + "\n", + " weightgroup weightsource lengthgroup lengthsource specialty \n", + "0 60-69 Anamnestisch 160-169 Anamnestisch Cardiochirurgie \n", + "1 70-79 Anamnestisch 170-179 Anamnestisch Cardiochirurgie \n", + "2 90-99 Anamnestisch 180-189 Anamnestisch Cardiochirurgie \n", + "3 90-99 None 180-189 Gemeten Cardiochirurgie \n", + "4 70-79 Anamnestisch 170-179 Anamnestisch Cardiochirurgie \n", + "5 60-69 Geschat 160-169 Gemeten Longziekte \n", + "6 70-79 Geschat 160-169 Geschat Neurochirurgie \n", + "7 70-79 Gemeten 170-179 Gemeten Nefrologie \n", + "8 100-109 Geschat 170-179 Anamnestisch Cardiochirurgie \n", + "9 70-79 None 159- None Cardiochirurgie " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#since this is a small table we can load all data for some statistics\n", + "sql = \"\"\"\n", + "SELECT * FROM admissions;\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "df.head(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "scrolled": false + }, + "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", + "
patientidadmissionidadmissioncountadmittedatdischargedatlengthofstaydateofdeath
count23371.00000023371.00000023371.0000002.337100e+042.337100e+0423371.0000007.901000e+03
mean10167.64721211776.6350611.1992214.368134e+094.771993e+09112.1939166.232189e+10
std5864.9945826798.7139630.6797532.539504e+102.542488e+10234.2433038.925135e+10
min0.0000000.0000001.0000000.000000e+000.000000e+000.000000-1.382944e+11
25%5104.5000005889.5000001.0000000.000000e+007.536000e+0720.0000001.102080e+09
50%10166.00000011778.0000001.0000000.000000e+001.170600e+0826.0000001.592100e+10
75%15251.50000017663.5000001.0000000.000000e+005.848500e+0890.0000009.292722e+10
max20326.00000023552.00000022.0000003.916525e+113.916687e+115697.0000004.595904e+11
\n", + "
" + ], + "text/plain": [ + " patientid admissionid admissioncount admittedat dischargedat \\\n", + "count 23371.000000 23371.000000 23371.000000 2.337100e+04 2.337100e+04 \n", + "mean 10167.647212 11776.635061 1.199221 4.368134e+09 4.771993e+09 \n", + "std 5864.994582 6798.713963 0.679753 2.539504e+10 2.542488e+10 \n", + "min 0.000000 0.000000 1.000000 0.000000e+00 0.000000e+00 \n", + "25% 5104.500000 5889.500000 1.000000 0.000000e+00 7.536000e+07 \n", + "50% 10166.000000 11778.000000 1.000000 0.000000e+00 1.170600e+08 \n", + "75% 15251.500000 17663.500000 1.000000 0.000000e+00 5.848500e+08 \n", + "max 20326.000000 23552.000000 22.000000 3.916525e+11 3.916687e+11 \n", + "\n", + " lengthofstay dateofdeath \n", + "count 23371.000000 7.901000e+03 \n", + "mean 112.193916 6.232189e+10 \n", + "std 234.243303 8.925135e+10 \n", + "min 0.000000 -1.382944e+11 \n", + "25% 20.000000 1.102080e+09 \n", + "50% 26.000000 1.592100e+10 \n", + "75% 90.000000 9.292722e+10 \n", + "max 5697.000000 4.595904e+11 " + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.describe()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Location" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT \n", + " location,\n", + " COUNT(admissionid) AS \"Admissions per Location\"\n", + "FROM admissions\n", + "GROUP BY location\n", + "ORDER BY \"Admissions per Location\" DESC\n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "[Text(0, 0.5, 'Admissions per Location')]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sql = \"\"\"\n", + "SELECT \n", + " location,\n", + " COUNT(admissionid) AS \"Admissions per Location\"\n", + "FROM admissions\n", + "GROUP BY location\n", + "ORDER BY \"Admissions per Location\" DESC\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "cm = plt.get_cmap('RdPu')\n", + "color_step = int(-255/len(df.index))\n", + "ax = df.plot.bar(x=df.columns[0],y=df.columns[1], legend=False,color=cm(range(255,1,color_step)))\n", + "ax.set(ylabel=df.columns[1])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Urgency" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT \n", + " CASE \n", + " WHEN urgency = B'1' THEN 'Unplanned' \n", + " WHEN urgency = B'0' THEN 'Planned' \n", + " ELSE 'N/A' \n", + " END AS \"Urgency\",\n", + " COUNT(admissionid) AS \"Number of Admissions\"\n", + "FROM admissions\n", + "GROUP BY \"Urgency\"\n", + "ORDER BY \"Number of Admissions\" DESC\n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "[Text(0, 0.5, 'Number of Admissions')]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sql = \"\"\"\n", + "SELECT \n", + " CASE \n", + " WHEN urgency = B'1' THEN 'Unplanned' \n", + " WHEN urgency = B'0' THEN 'Planned' \n", + " ELSE 'N/A' \n", + " END AS \"Urgency\",\n", + " COUNT(admissionid) AS \"Number of Admissions\"\n", + "FROM admissions\n", + "GROUP BY \"Urgency\"\n", + "ORDER BY \"Number of Admissions\" DESC\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "cm = plt.get_cmap('RdPu')\n", + "color_step = int(-255/len(df.index))\n", + "ax = df.plot.bar(x=df.columns[0],y=df.columns[1], legend=False,color=cm(range(255,1,color_step)))\n", + "ax.set(ylabel=df.columns[1])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Origin" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT \n", + " origin as \"Origin\",\n", + " COUNT(admissionid) as \"Number of Admissions\"\n", + "FROM admissions\n", + "GROUP BY origin\n", + "ORDER BY \"Number of Admissions\" DESC\n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "[Text(0, 0.5, 'Number of Admissions')]" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sql = \"\"\"\n", + "SELECT \n", + " origin as \"Origin\",\n", + " COUNT(admissionid) as \"Number of Admissions\"\n", + "FROM admissions\n", + "GROUP BY origin\n", + "ORDER BY \"Number of Admissions\" DESC\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "cm = plt.get_cmap('RdPu')\n", + "color_step = int(-255/len(df.index))\n", + "ax = df.plot.bar(x=df.columns[0],y=df.columns[1], legend=False,color=cm(range(255,1,color_step)))\n", + "ax.set(ylabel=df.columns[1])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Destination" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "sql = \"\"\"\n", + "SELECT \n", + " destination as \"Destination\",\n", + " COUNT(admissionid) as \"Number of Admissions\"\n", + "FROM admissions\n", + "GROUP BY destination\n", + "ORDER BY \"Number of Admissions\" DESC\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "cm = plt.get_cmap('RdPu')\n", + "color_step = int(-255/len(df.index))\n", + "ax = df.plot.bar(x=df.columns[0],y=df.columns[1], legend=False,rot=90,color=cm(range(255,1,color_step)))\n", + "ax.set(ylabel=df.columns[1])" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "azdata_cell_guid": "3c65adb9-1528-4156-bcfd-464d3ccc165d" + }, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT COUNT(DISTINCT patientid) AS \"Total Number of Patients\", Min(patientid) AS \"First ID\", Max(patientid) AS \"Last ID\"\n", + "FROM admissions\n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Total Number of PatientsFirst IDLast ID
020169020326
\n", + "
" + ], + "text/plain": [ + " Total Number of Patients First ID Last ID\n", + "0 20169 0 20326" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sql = \"\"\"\n", + "SELECT COUNT(DISTINCT patientid) AS \"Total Number of Patients\", Min(patientid) AS \"First ID\", Max(patientid) AS \"Last ID\"\n", + "FROM admissions\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "sql = \"\"\"\n", + "SELECT DISTINCT destination\n", + "FROM admissions\n", + "ORDER BY destination\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "azdata_cell_guid": "d93773c1-11bf-4c81-b453-b99a3bb3013a" + }, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "--total number of ICU admissions\n", + "SELECT COUNT(DISTINCT admissionid) AS \"Total number of admissions\"\n", + "FROM admissions\n", + " \n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Total number of admissions
023371
\n", + "
" + ], + "text/plain": [ + " Total number of admissions\n", + "0 23371" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sql = \"\"\"\n", + "--total number of ICU admissions\n", + "SELECT COUNT(DISTINCT admissionid) AS \"Total number of admissions\"\n", + "FROM admissions\n", + " \"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "df\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "azdata_cell_guid": "b2c98d57-8131-44d6-bffd-dac32ab25e1f" + }, + "outputs": [], + "source": [ + "sql = \"\"\"\n", + "--patients that expired on the ICU\n", + "SELECT COUNT(admissionid) AS \"Number of deaths during ICU admission\"\n", + "FROM admissions\n", + "WHERE destination = 'Overleden'\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "azdata_cell_guid": "274b0aa6-e26f-49f1-bc28-28c1d741b2de", + "scrolled": false + }, + "outputs": [], + "source": [ + "sql = \"\"\"\n", + "SELECT admissionid\n", + " FROM admissions\n", + " WHERE location = 'IC' or location = 'IC&MC'\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "df.head(10)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Admission year group" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT admissionyeargroup\n", + " , COUNT(*) AS \"Number of admissions\" -- COUNT(*) counts everything including NULL\n", + "FROM admissions\n", + "GROUP BY admissionyeargroup\n", + "ORDER BY admissionyeargroup ASC\n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sql = \"\"\"\n", + "SELECT admissionyeargroup\n", + " , COUNT(*) AS \"Number of admissions\" -- COUNT(*) counts everything including NULL\n", + "FROM admissions\n", + "GROUP BY admissionyeargroup\n", + "ORDER BY admissionyeargroup ASC\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "\n", + "labels = df.iloc[:,0]\n", + "x = np.arange(len(labels))\n", + "y = df.iloc[:,1]\n", + "\n", + "fig, ax = plt.subplots()\n", + "bars = ax.bar(x,y)\n", + "patches = bars.patches\n", + "\n", + "ax.set_xticks(x)\n", + "ax.set_xticklabels(labels)\n", + "ax.set(ylabel=df.columns[1])\n", + "ax.set(xlabel='Admission year')\n", + "\n", + "cm = plt.cm.get_cmap('magma')\n", + "\n", + "#To normalize values\n", + "col = (y-y.min())/(y.max()-y.min())\n", + "for c, p in zip(col, patches):\n", + " plt.setp(p, 'facecolor', cm(0.15+0.6*c))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Gender" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT \n", + " CASE\n", + " WHEN Gender = 'Man' THEN 'Male'\n", + " WHEN Gender = 'Vrouw' THEN 'Female'\n", + " ELSE 'N/A'\n", + " END AS Gender\n", + " , COUNT(*) AS \"Number of patients\" -- COUNT(*) counts everything including NULL\n", + "FROM admissions\n", + "WHERE AdmissionCOUNT = 1\n", + "GROUP BY Gender\n", + "ORDER BY \"Number of patients\" DESC\n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "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", + "
genderNumber of patients
0Male12827
1Female6868
2N/A474
\n", + "
" + ], + "text/plain": [ + " gender Number of patients\n", + "0 Male 12827\n", + "1 Female 6868\n", + "2 N/A 474" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sql = \"\"\"\n", + "SELECT \n", + " CASE\n", + " WHEN Gender = 'Man' THEN 'Male'\n", + " WHEN Gender = 'Vrouw' THEN 'Female'\n", + " ELSE 'N/A'\n", + " END AS Gender\n", + " , COUNT(*) AS \"Number of patients\" -- COUNT(*) counts everything including NULL\n", + "FROM admissions\n", + "WHERE AdmissionCOUNT = 1\n", + "GROUP BY Gender\n", + "ORDER BY \"Number of patients\" DESC\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT \n", + " CASE\n", + " WHEN Gender = 'Man' THEN 'Male'\n", + " WHEN Gender = 'Vrouw' THEN 'Female'\n", + " ELSE 'N/A'\n", + " END AS Gender\n", + " , COUNT(*) AS \"Number of patients\" -- COUNT(*) counts everything including NULL\n", + "FROM admissions\n", + "WHERE AdmissionCOUNT = 1\n", + "GROUP BY Gender\n", + "ORDER BY \"Number of patients\" DESC\n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "[Text(0, 0.5, 'Number of patients')]" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sql = \"\"\"\n", + "SELECT \n", + " CASE\n", + " WHEN Gender = 'Man' THEN 'Male'\n", + " WHEN Gender = 'Vrouw' THEN 'Female'\n", + " ELSE 'N/A'\n", + " END AS Gender\n", + " , COUNT(*) AS \"Number of patients\" -- COUNT(*) counts everything including NULL\n", + "FROM admissions\n", + "WHERE AdmissionCOUNT = 1\n", + "GROUP BY Gender\n", + "ORDER BY \"Number of patients\" DESC\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "cm = plt.get_cmap('RdPu')\n", + "color_step = int(-255/len(df.index))\n", + "ax = df.plot.bar(x=df.columns[0],y=df.columns[1], legend=False,color=cm(range(255,1,color_step)))\n", + "ax.set(ylabel=df.columns[1])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Age Groups" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT agegroup\n", + " , COUNT(*) AS \"Number of admissions\" -- COUNT(*) counts everything including NULL\n", + "FROM admissions\n", + "GROUP BY agegroup\n", + "ORDER BY agegroup ASC\n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "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", + "
agegroupNumber of admissions
018-392581
140-492229
250-594016
360-696134
470-796122
580+2289
\n", + "
" + ], + "text/plain": [ + " agegroup Number of admissions\n", + "0 18-39 2581\n", + "1 40-49 2229\n", + "2 50-59 4016\n", + "3 60-69 6134\n", + "4 70-79 6122\n", + "5 80+ 2289" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sql = \"\"\"\n", + "SELECT agegroup\n", + " , COUNT(*) AS \"Number of admissions\" -- COUNT(*) counts everything including NULL\n", + "FROM admissions\n", + "GROUP BY agegroup\n", + "ORDER BY agegroup ASC\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT agegroup\n", + " , COUNT(*) AS \"Number of admissions\" -- COUNT(*) counts everything including NULL\n", + "FROM admissions\n", + "GROUP BY agegroup\n", + "ORDER BY agegroup ASC\n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "[Text(0.5, 0, 'Age')]" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sql = \"\"\"\n", + "SELECT agegroup\n", + " , COUNT(*) AS \"Number of admissions\" -- COUNT(*) counts everything including NULL\n", + "FROM admissions\n", + "GROUP BY agegroup\n", + "ORDER BY agegroup ASC\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "\n", + "labels = df.iloc[:,0]\n", + "x = np.arange(len(labels))\n", + "y = df.iloc[:,1]\n", + "\n", + "fig, ax = plt.subplots()\n", + "bars = ax.bar(x,y)\n", + "patches = bars.patches\n", + "\n", + "ax.set_xticks(x)\n", + "ax.set_xticklabels(labels, rotation=30, horizontalalignment='right')\n", + "\n", + "cm = plt.cm.get_cmap('magma')\n", + "\n", + "#To normalize your values\n", + "col = (y-y.min())/(y.max()-y.min())\n", + "for c, p in zip(col, patches):\n", + " plt.setp(p, 'facecolor', cm(0.15+0.6*c))\n", + " \n", + "ax.set(ylabel=df.columns[1])\n", + "ax.set(xlabel='Age')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "sql = \"\"\"\n", + "SELECT agegroup\n", + " ,CASE\n", + " WHEN destination = 'Overleden' THEN 1\n", + " ELSE 0\n", + " END AS died\n", + "FROM admissions\n", + "ORDER BY agegroup ASC\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "\n", + "alive = df[df['died'] == 0].groupby(['agegroup']).count()\n", + "died = df[df['died'] == 1].groupby(['agegroup']).count()\n", + "\n", + "labels = alive.index\n", + "x = np.arange(len(labels))\n", + "\n", + "fig, ax = plt.subplots()\n", + "bars1 = ax.bar(x,alive.iloc[:,0]/np.sum(alive.iloc[:,0]), width=1.0, facecolor='g', alpha=0.40, label='Alive at discharge')\n", + "bars2 = ax.bar(x,died.iloc[:,0]/np.sum(died.iloc[:,0]), width=1.0, facecolor='r', alpha=0.60, label='Died')\n", + "\n", + "ax.set_xticks(x)\n", + "ax.set_xticklabels(labels, rotation=30, horizontalalignment='right')\n", + "ax.legend()\n", + "\n", + "ax.set_ylabel('Proportion')\n", + "ax.set_xlabel('Age group')\n", + "ax.set_title('Age distribution of Alive vs death at ICU discharge')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## weightgroup" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "azdata_cell_guid": "c5aae337-3486-4497-9d02-6472f56034fa" + }, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT \n", + " CASE WHEN weightgroup IS NULL THEN 'N/A'\n", + " ELSE weightgroup\n", + " END as weightgroup\n", + " , COUNT(*) AS \"Number of admissions\" -- COUNT(*) counts everything including NULL\n", + "FROM admissions\n", + "GROUP BY weightgroup\n", + "ORDER BY CAST (SUBSTRING ( weightgroup FROM '^[0-9]+' ) AS INTEGER) ASC\n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "[Text(0.5, 0, 'Weight')]" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sql = \"\"\"\n", + "SELECT \n", + " CASE WHEN weightgroup IS NULL THEN 'N/A'\n", + " ELSE weightgroup\n", + " END as weightgroup\n", + " , COUNT(*) AS \"Number of admissions\" -- COUNT(*) counts everything including NULL\n", + "FROM admissions\n", + "GROUP BY weightgroup\n", + "ORDER BY CAST (SUBSTRING ( weightgroup FROM '^[0-9]+' ) AS INTEGER) ASC\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "\n", + "labels = df.iloc[:,0]\n", + "x = np.arange(len(labels))\n", + "y = df.iloc[:,1]\n", + "\n", + "fig, ax = plt.subplots()\n", + "bars = ax.bar(x,y)\n", + "patches = bars.patches\n", + "\n", + "ax.set_xticks(x)\n", + "ax.set_xticklabels(labels, rotation=30, horizontalalignment='right')\n", + "\n", + "cm = plt.cm.get_cmap('magma')\n", + "\n", + "#To normalize your values\n", + "col = (y-y.min())/(y.max()-y.min())\n", + "for c, p in zip(col, patches):\n", + " plt.setp(p, 'facecolor', cm(0.15+0.6*c))\n", + " \n", + "ax.set(ylabel=df.columns[1])\n", + "ax.set(xlabel='Weight')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## lengthgroup" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT \n", + " CASE WHEN lengthgroup IS NULL THEN 'N/A'\n", + " ELSE lengthgroup\n", + " END as lengthgroup\n", + " , COUNT(*) AS \"Number of admissions\" -- COUNT(*) counts everything including NULL\n", + "FROM admissions\n", + "GROUP BY lengthgroup\n", + "ORDER BY CAST (SUBSTRING ( lengthgroup FROM '^[0-9]+' ) AS INTEGER) ASC\n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "[Text(0.5, 0, 'Length')]" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sql = \"\"\"\n", + "SELECT \n", + " CASE WHEN lengthgroup IS NULL THEN 'N/A'\n", + " ELSE lengthgroup\n", + " END as lengthgroup\n", + " , COUNT(*) AS \"Number of admissions\" -- COUNT(*) counts everything including NULL\n", + "FROM admissions\n", + "GROUP BY lengthgroup\n", + "ORDER BY CAST (SUBSTRING ( lengthgroup FROM '^[0-9]+' ) AS INTEGER) ASC\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "\n", + "labels = df.iloc[:,0]\n", + "x = np.arange(len(labels))\n", + "y = df.iloc[:,1]\n", + "\n", + "fig, ax = plt.subplots()\n", + "bars = ax.bar(x,y)\n", + "patches = bars.patches\n", + "\n", + "ax.set_xticks(x)\n", + "ax.set_xticklabels(labels, rotation=30, horizontalalignment='right')\n", + "\n", + "cm = plt.cm.get_cmap('magma')\n", + "\n", + "#To normalize your values\n", + "col = (y-y.min())/(y.max()-y.min())\n", + "for c, p in zip(col, patches):\n", + " plt.setp(p, 'facecolor', cm(0.15+0.6*c))\n", + " \n", + "ax.set(ylabel=df.columns[1])\n", + "ax.set(xlabel='Length')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Medical specialty" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "sql = \"\"\"\n", + "SELECT Specialty\n", + " , COUNT(*) as AdmissionsPerSpecialty -- COUNT(*) counts everything including NULL\n", + "FROM admissions\n", + "GROUP BY specialty\n", + "ORDER BY AdmissionsPerSpecialty DESC\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "sql = \"\"\"\n", + "SELECT Specialty\n", + " , COUNT(*) AS \"Admissions per Specialty\" -- COUNT(*) counts everything including NULL\n", + "FROM admissions\n", + "GROUP BY Specialty\n", + "ORDER BY \"Admissions per Specialty\" DESC\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "cm = plt.get_cmap('RdPu')\n", + "color_step = int(-255/len(df.index))\n", + "ax = df.plot.bar(x=df.columns[0],y=df.columns[1], legend=False,color=cm(range(255,1,color_step)))\n", + "ylabel = ax.set(ylabel=df.columns[1])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/tables/amsterdamumcdb.py b/tables/amsterdamumcdb.py new file mode 100644 index 0000000..87cbfe5 --- /dev/null +++ b/tables/amsterdamumcdb.py @@ -0,0 +1,83 @@ +"""amsterdamumcdb +Contains functions for simplifying data analysis and cleanup of the AmsterdamUMCdb database +""" +import matplotlib.pyplot as plt +import numpy as np + +def outliers_histogram(data, z_treshold=4.0, lower=None, upper=None, bins='auto'): + """Return a pyplot histogram, where the upper and/or lower outliers are + binned together for a more even distribution plot. + + Arguments: + data -- dataframe to calculate the median absolute deviatan for + z_treshold -- number of standard deviations from the median to determine outliers + lower -- lower treshold for binning lower outliers together + upper -- uppoer treshold for binning higer outliers together + """ + if (not lower) & (not upper): + lower, upper = calculate_z_range(data, z_treshold) + + if not lower or lower < data.min(): + lower = data.min() + lower_outliers = False + else: + lower_outliers = True + + if not upper or upper > data.max(): + upper = data.max() + upper_outliers = False + else: + upper_outliers = True + + n, bins, patches = plt.hist(data, range=(lower, upper), bins=bins) + #cm = plt.cm.get_cmap('RdYlBu_r') + #cm = plt.cm.get_cmap('Reds') + #cm = plt.cm.get_cmap('RdPu') + cm = plt.cm.get_cmap('magma') + + # To normalize your values + col = (n-n.min())/(n.max()-n.min()) + for c, p in zip(col, patches): + #plt.setp(p, 'facecolor', cm(c)) + plt.setp(p, 'facecolor', cm(0.15+0.6*c)) + + if lower_outliers: + n_lower_outliers = (data < lower).sum() + patches[0].set_height(patches[0].get_height() + n_lower_outliers) + patches[0].set_facecolor('b') + patches[0].set_label('Lower outliers: ({:.2f}, {:.2f})'.format(data.min(), lower)) + + if upper_outliers: + n_upper_outliers = (data > upper).sum() + patches[-1].set_height(patches[-1].get_height() + n_upper_outliers) + patches[-1].set_facecolor('r') + patches[-1].set_label('Upper outliers: ({:.2f}, {:.2f})'.format(upper, data.max())) + + if lower_outliers or upper_outliers: + plt.legend() + + return plt + +def mad(data): + """Return the median absolute deviation for the data set. + + Arguments: + data -- the dataframe to calculate the median absolute deviatan for + """ + median = np.median(data) + diff = np.abs(data - median) + mad = np.median(diff) + return mad + +def calculate_z_range(data, z_thresh=3.5): + """Calculate the range for the dataset base on the specified Z treshold: the number of standard + deviations from the median. + + Arguments: + data -- the dataframe to calculate the median absolute deviation for. + z_tresh -- the Z treshold. + """ + MAD = mad(data) + median = np.median(data) + const = z_thresh * MAD / 0.6745 # sd = 0.6745*MAD + return (median - const, median + const) \ No newline at end of file diff --git a/tables/drugitems.ipynb b/tables/drugitems.ipynb new file mode 100644 index 0000000..622afd5 --- /dev/null +++ b/tables/drugitems.ipynb @@ -0,0 +1,2947 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\"Logo\"\n", + "\n", + "# AmsterdamUMCdb - Freely Accessible ICU Database\n", + "\n", + "version 1.0 November 2019 \n", + "Copyright © 2003-2019 Amsterdam UMC - Amsterdam Medical Data Science" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "azdata_cell_guid": "4a40ac09-522e-41f3-991b-d42bf3f5ec7d" + }, + "source": [ + "# drugitems table\n", + "The *drugitems* table contains all administered medication including fluids, (parenteral) feeding and blood transfusions during the stay on the ICU. Both bolus injections as well as continous drips are stored in this table. All items have an associated admissionid from the [admissions](admissions.ipynb) table.\n", + "\n", + "## Fields\n", + "\n", + "|Name|Type|Description|\n", + "|:--|:---|:---|\n", + "|admissionid|integer|links the item with the admissionid in the [admissions](admissions.ipynb) table|\n", + "|orderid|integer|uniquely identifies this medication record|\n", + "|ordercategoryid|integer|id of medication category, e.g. antibiotics, fluids, etc.|\n", + "|[ordercategory](#ordercategory)|string|name of medication category e.g. antibiotics, fluids, etc.|\n", + "|itemid|integer|id of the medication name|\n", + "|[item](#item)|string|medication name|\n", + "|[isadditive](#isadditive)|bit|shows whether this order is an additive, meaning it has been added to a parent solution with the same orderid|\n", + "|isconditional|bit|shows whether the order is conditional, meaning the health care provider, should verify if the order should be given at the planned date and time|\n", + "|rate|float|rate of medication infusion, expressed as a volume (amount of fluid) per time unit. Rate can be set to 0 for bolus medication (injections)|\n", + "|rateunit|string|unit of the infusion rate (e.g. ml/hour)|\n", + "|rateunitid|integer|id of the volume unit of the infusion rate|\n", + "|ratetimeunitid|integer|id of the time unit of the infusion rate|\n", + "|doserateperkg|bit|shows whether the dose rates (if applicable) are dosed by patient weight (e.g. 'mcg/kg/min' instead of 'mcg/min'). In contrast to prescribing medication for pediatric patients, most dose rates for adult intensive care patients are **not** weight based.\n", + "|[dose](#dose)|float|prescribed dose, expressed as either an absolute dose (e.g. doseunit = 'mg') or dose per time unit (e.g. doserateunit = 'mg/hour')|\n", + "|[doseunit](#doseunit)|string|unit of prescribed dose (e.g. mg)|\n", + "|doserateunit|string|time unit of infusion rate (e.g. hour)|\n", + "|doseunitid|integer|id of doseunit|\n", + "|doserateunitid|integer|id of doserateunit|\n", + "|administered|float|administered dose, which may or may not be the same as prescribed dose|\n", + "|administeredunit|string|unit of administered dose (e.g. mg)|\n", + "|administeredunitid|integer|id of administeredunit|\n", + "|[action](#action)|string|defines the reason for documenting (i.e. new bag/syringe, pause, restart, stopped)|\n", + "|start|integer|start time of medication infusion in milliseconds from the first admission|\n", + "|stop|integer|stop time of medication infusion in milliseconds from the first admission|\n", + "|duration|integer|duration of medication infusion (stop - start) in minutes|\n", + "|solutionitemid|integer|id of the solution, if any, used to prepare the medication|\n", + "|solutionitem|string|name of the solution, if any, used to prepare the medication|\n", + "|solutionadministered|float|amount of solution administered|\n", + "|solutionadministeredunit|string|unit of solution administered (e.g. ml)|\n", + "|fluidin|float|amount of fluid volume administered in ml, including the solution|\n", + "|iscontinuous|bit|determines wheter this order is continuous, i.e. restart on empty infusion bag|" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Example Python and SQL scripts" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Imports" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import amsterdamumcdb\n", + "import psycopg2\n", + "import pandas as pd\n", + "import numpy as np\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib.gridspec as gridspec\n", + "import matplotlib as mpl\n", + "\n", + "import io\n", + "from IPython.display import display, HTML, Markdown" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Display settings" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "#matplotlib settings for image size\n", + "#needs to be in a different cell from %matplotlib inline\n", + "plt.style.use('seaborn-darkgrid')\n", + "plt.rcParams[\"figure.dpi\"] = 288\n", + "plt.rcParams[\"figure.figsize\"] = [8, 6]\n", + "plt.rcParams[\"font.size\"] = 12\n", + "\n", + "pd.options.display.max_columns = None\n", + "pd.options.display.max_colwidth = 1000" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Connection settings" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "#Modify config.ini in the root folder of the repository to change the settings to connect to your postgreSQL database\n", + "import configparser\n", + "import os\n", + "config = configparser.ConfigParser()\n", + "\n", + "if os.path.isfile('../config.ini'):\n", + " config.read('../config.ini')\n", + "else:\n", + " config.read('../config.SAMPLE.ini')\n", + "\n", + "#Open a connection to the postgres database:\n", + "con = psycopg2.connect(database=config['psycopg2']['database'], \n", + " user=config['psycopg2']['username'], password=config['psycopg2']['password'], \n", + " host=config['psycopg2']['host'], port=config['psycopg2']['port'])\n", + "con.set_client_encoding('WIN1252') #Uses code page for Dutch accented characters.\n", + "con.set_session(autocommit=True)\n", + "\n", + "cursor = con.cursor()\n", + "cursor.execute('SET SCHEMA \\'amsterdamumcdb\\''); #set search_path to amsterdamumcdb schema" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Overview of all fields" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "azdata_cell_guid": "af0db8dd-df4e-4305-b2ac-f10e8fefe9b4" + }, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT * FROM drugitems\n", + "LIMIT 10;\n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "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", + "
admissionidorderidordercategoryidordercategoryitemiditemisadditiveisconditionalraterateunitrateunitidratetimeunitiddoserateperkgdosedoseunitdoserateunitdoseunitiddoserateunitidadministeredadministeredunitadministeredunitidactionstartstopdurationsolutionitemidsolutionitemsolutionadministeredsolutionadministeredunitfluidiniscontinuous
02808652794556Voeding Vast voedsel148541/4 portie aardappelen/aardappelpuree00NoneNoneNoneNone00.25PortieNone318None0.25Portie318Nieuwe portie5412600005413200001NoneNoneNoneNone0.00
12808652794656Voeding Vast voedsel148701/4 portie vlees00NoneNoneNoneNone00.25PortieNone318None0.25Portie318Nieuwe portie5412600005413200001NoneNoneNoneNone0.00
22808652794756Voeding Vast voedsel148781/4 portie jus00NoneNoneNoneNone00.25PortieNone318None0.25Portie318Nieuwe portie5412600005413200001NoneNoneNoneNone0.00
32808652794856Voeding Vast voedsel148821/4 portie groente00NoneNoneNoneNone00.25PortieNone318None0.25Portie318Nieuwe portie5412600005413200001NoneNoneNoneNone0.00
42808652794956Voeding Vast voedsel149051 portie nagerecht00NoneNoneNoneNone01.00PortieNone318None1.00Portie318Nieuwe portie5412600005413200001NoneNoneNoneNone0.00
52808652795056Voeding Vast voedsel149151/2 portie appelmoes/vruchtenmoes00NoneNoneNoneNone00.50PortieNone318None0.50Portie318Nieuwe portie5412600005413200001NoneNoneNoneNone0.00
62808652795156Voeding Vast voedsel149091 portie fruit00NoneNoneNoneNone01.00PortieNone318None1.00Portie318Nieuwe portie5412600005413200001NoneNoneNoneNone0.00
72808652805056Voeding Vast voedsel148851 portie rauwkost00NoneNoneNoneNone01.00PortieNone318None1.00Portie318Nieuwe portie5485800005486400001NoneNoneNoneNone0.00
82808652805156Voeding Vast voedsel148851 portie rauwkost00NoneNoneNoneNone01.00PortieNone318None1.00Portie318Nieuwe portie5485800005486400001NoneNoneNoneNone0.00
92808652805256Voeding Vast voedsel148851 portie rauwkost00NoneNoneNoneNone01.00PortieNone318None1.00Portie318Nieuwe portie5485800005486400001NoneNoneNoneNone0.00
\n", + "
" + ], + "text/plain": [ + " admissionid orderid ordercategoryid ordercategory itemid \\\n", + "0 2808 6527945 56 Voeding Vast voedsel 14854 \n", + "1 2808 6527946 56 Voeding Vast voedsel 14870 \n", + "2 2808 6527947 56 Voeding Vast voedsel 14878 \n", + "3 2808 6527948 56 Voeding Vast voedsel 14882 \n", + "4 2808 6527949 56 Voeding Vast voedsel 14905 \n", + "5 2808 6527950 56 Voeding Vast voedsel 14915 \n", + "6 2808 6527951 56 Voeding Vast voedsel 14909 \n", + "7 2808 6528050 56 Voeding Vast voedsel 14885 \n", + "8 2808 6528051 56 Voeding Vast voedsel 14885 \n", + "9 2808 6528052 56 Voeding Vast voedsel 14885 \n", + "\n", + " item isadditive isconditional rate \\\n", + "0 1/4 portie aardappelen/aardappelpuree 0 0 None \n", + "1 1/4 portie vlees 0 0 None \n", + "2 1/4 portie jus 0 0 None \n", + "3 1/4 portie groente 0 0 None \n", + "4 1 portie nagerecht 0 0 None \n", + "5 1/2 portie appelmoes/vruchtenmoes 0 0 None \n", + "6 1 portie fruit 0 0 None \n", + "7 1 portie rauwkost 0 0 None \n", + "8 1 portie rauwkost 0 0 None \n", + "9 1 portie rauwkost 0 0 None \n", + "\n", + " rateunit rateunitid ratetimeunitid doserateperkg dose doseunit \\\n", + "0 None None None 0 0.25 Portie \n", + "1 None None None 0 0.25 Portie \n", + "2 None None None 0 0.25 Portie \n", + "3 None None None 0 0.25 Portie \n", + "4 None None None 0 1.00 Portie \n", + "5 None None None 0 0.50 Portie \n", + "6 None None None 0 1.00 Portie \n", + "7 None None None 0 1.00 Portie \n", + "8 None None None 0 1.00 Portie \n", + "9 None None None 0 1.00 Portie \n", + "\n", + " doserateunit doseunitid doserateunitid administered administeredunit \\\n", + "0 None 318 None 0.25 Portie \n", + "1 None 318 None 0.25 Portie \n", + "2 None 318 None 0.25 Portie \n", + "3 None 318 None 0.25 Portie \n", + "4 None 318 None 1.00 Portie \n", + "5 None 318 None 0.50 Portie \n", + "6 None 318 None 1.00 Portie \n", + "7 None 318 None 1.00 Portie \n", + "8 None 318 None 1.00 Portie \n", + "9 None 318 None 1.00 Portie \n", + "\n", + " administeredunitid action start stop duration \\\n", + "0 318 Nieuwe portie 541260000 541320000 1 \n", + "1 318 Nieuwe portie 541260000 541320000 1 \n", + "2 318 Nieuwe portie 541260000 541320000 1 \n", + "3 318 Nieuwe portie 541260000 541320000 1 \n", + "4 318 Nieuwe portie 541260000 541320000 1 \n", + "5 318 Nieuwe portie 541260000 541320000 1 \n", + "6 318 Nieuwe portie 541260000 541320000 1 \n", + "7 318 Nieuwe portie 548580000 548640000 1 \n", + "8 318 Nieuwe portie 548580000 548640000 1 \n", + "9 318 Nieuwe portie 548580000 548640000 1 \n", + "\n", + " solutionitemid solutionitem solutionadministered solutionadministeredunit \\\n", + "0 None None None None \n", + "1 None None None None \n", + "2 None None None None \n", + "3 None None None None \n", + "4 None None None None \n", + "5 None None None None \n", + "6 None None None None \n", + "7 None None None None \n", + "8 None None None None \n", + "9 None None None None \n", + "\n", + " fluidin iscontinuous \n", + "0 0.0 0 \n", + "1 0.0 0 \n", + "2 0.0 0 \n", + "3 0.0 0 \n", + "4 0.0 0 \n", + "5 0.0 0 \n", + "6 0.0 0 \n", + "7 0.0 0 \n", + "8 0.0 0 \n", + "9 0.0 0 " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sql = \"\"\"\n", + "SELECT * FROM drugitems\n", + "LIMIT 10;\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "df.head(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT COUNT(orderid) AS \"Total number of medication records\", COUNT(DISTINCT orderid) AS \"Unique medication records\"\n", + "FROM drugitems\n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Total number of medication recordsUnique medication records
049998604957630
\n", + "
" + ], + "text/plain": [ + " Total number of medication records Unique medication records\n", + "0 4999860 4957630" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sql = \"\"\"\n", + "SELECT COUNT(orderid) AS \"Total number of medication records\", COUNT(DISTINCT orderid) AS \"Unique medication records\"\n", + "FROM drugitems\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT orderid, COUNT(orderid) as NumOrderRecords, COUNT(DISTINCT orderid) AS \"Unique medication records\"\n", + "FROM drugitems\n", + "GROUP BY orderid\n", + "HAVING COUNT(orderid) >= 2\n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "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", + "
orderidnumorderrecordsUnique medication records
03131
127131
269931
390631
4111731
5134531
6177421
7256321
8476231
9480031
\n", + "
" + ], + "text/plain": [ + " orderid numorderrecords Unique medication records\n", + "0 31 3 1\n", + "1 271 3 1\n", + "2 699 3 1\n", + "3 906 3 1\n", + "4 1117 3 1\n", + "5 1345 3 1\n", + "6 1774 2 1\n", + "7 2563 2 1\n", + "8 4762 3 1\n", + "9 4800 3 1" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sql = \"\"\"\n", + "SELECT orderid, COUNT(orderid) as NumOrderRecords, COUNT(DISTINCT orderid) AS \"Unique medication records\"\n", + "FROM drugitems\n", + "GROUP BY orderid\n", + "HAVING COUNT(orderid) >= 2\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "df.head(10)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## isadditive\n", + "Determines wheter the documented medication order is an additive of a parent solution (such as NaCl 0.9%). Every non-unique orderid, contains one or more additives." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT *\n", + "FROM drugitems\n", + "WHERE orderid IN (\n", + " SELECT orderid\n", + " FROM drugitems\n", + " GROUP BY orderid\n", + " HAVING COUNT(orderid) >= 2\n", + " )\n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "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", + "
admissionidorderidordercategoryidordercategoryitemiditemisadditiveisconditionalraterateunitrateunitidratetimeunitiddoserateperkgdosedoseunitdoserateunitdoseunitiddoserateunitidadministeredadministeredunitadministeredunitidactionstartstopdurationsolutionitemidsolutionitemsolutionadministeredsolutionadministeredunitfluidiniscontinuous
02839343398755Infuus - Crystalloid7624Actrapid (Insuline)10NaNNoneNaNNaN010.000000IENone180NaN10.00000IE180Nieuwe toediening54210000054390000030NaNNoneNaNNone0.000000
12839343398755Infuus - Crystalloid8940Glucose 40%00NaNNoneNaNNaN0100.000000mluur65.050.00000ml6Nieuwe zak54210000054390000030NaNNoneNaNNone50.000000
2286156751955Infuus - Crystalloid7291NaCl 0,45%/Glucose 2,5%00NaNNoneNaNNaN064.739998mluur65.0245.14000ml6Nieuwe zak4500000058620000227NaNNoneNaNNone245.100010
3286156751955Infuus - Crystalloid9021Ascorbinezuur (Vit C)10NaNNoneNaNNaN00.250000gNone9NaN0.25000g9Nieuwe toediening4500000058620000227NaNNoneNaNNone0.000000
4286156751955Infuus - Crystalloid9351Vitamine B Complex10NaNNoneNaNNaN00.260000mluur65.00.98000ml6Nieuwe toediening4500000058620000227NaNNoneNaNNone1.000000
52862449966755Infuus - Crystalloid7291NaCl 0,45%/Glucose 2,5%00NaNNoneNaNNaN064.739998mluur65.0276.45999ml6Nieuwe zak2910000044460000256NaNNoneNaNNone276.500000
62862449966755Infuus - Crystalloid9021Ascorbinezuur (Vit C)10NaNNoneNaNNaN00.280000gNone9NaN0.28000g9Nieuwe toediening2910000044460000256NaNNoneNaNNone0.000000
72862449966755Infuus - Crystalloid9351Vitamine B Complex10NaNNoneNaNNaN00.260000mluur65.01.11000ml6Nieuwe toediening2910000044460000256NaNNoneNaNNone1.100000
82921140237055Infuus - Crystalloid7148Magnesiumsulfaat (MgSO4)10NaNNoneNaNNaN02.000000gNone9NaN2.00000g9Nieuwe toediening1218000039900000462NaNNoneNaNNone0.000000
92921140237055Infuus - Crystalloid7291NaCl 0,45%/Glucose 2,5%00NaNNoneNaNNaN065.000000mluur65.0500.00000ml6Nieuwe zak1218000039900000462NaNNoneNaNNone500.000000
\n", + "
" + ], + "text/plain": [ + " admissionid orderid ordercategoryid ordercategory itemid \\\n", + "0 2839 3433987 55 Infuus - Crystalloid 7624 \n", + "1 2839 3433987 55 Infuus - Crystalloid 8940 \n", + "2 2861 567519 55 Infuus - Crystalloid 7291 \n", + "3 2861 567519 55 Infuus - Crystalloid 9021 \n", + "4 2861 567519 55 Infuus - Crystalloid 9351 \n", + "5 2862 4499667 55 Infuus - Crystalloid 7291 \n", + "6 2862 4499667 55 Infuus - Crystalloid 9021 \n", + "7 2862 4499667 55 Infuus - Crystalloid 9351 \n", + "8 2921 1402370 55 Infuus - Crystalloid 7148 \n", + "9 2921 1402370 55 Infuus - Crystalloid 7291 \n", + "\n", + " item isadditive isconditional rate rateunit \\\n", + "0 Actrapid (Insuline) 1 0 NaN None \n", + "1 Glucose 40% 0 0 NaN None \n", + "2 NaCl 0,45%/Glucose 2,5% 0 0 NaN None \n", + "3 Ascorbinezuur (Vit C) 1 0 NaN None \n", + "4 Vitamine B Complex 1 0 NaN None \n", + "5 NaCl 0,45%/Glucose 2,5% 0 0 NaN None \n", + "6 Ascorbinezuur (Vit C) 1 0 NaN None \n", + "7 Vitamine B Complex 1 0 NaN None \n", + "8 Magnesiumsulfaat (MgSO4) 1 0 NaN None \n", + "9 NaCl 0,45%/Glucose 2,5% 0 0 NaN None \n", + "\n", + " rateunitid ratetimeunitid doserateperkg dose doseunit doserateunit \\\n", + "0 NaN NaN 0 10.000000 IE None \n", + "1 NaN NaN 0 100.000000 ml uur \n", + "2 NaN NaN 0 64.739998 ml uur \n", + "3 NaN NaN 0 0.250000 g None \n", + "4 NaN NaN 0 0.260000 ml uur \n", + "5 NaN NaN 0 64.739998 ml uur \n", + "6 NaN NaN 0 0.280000 g None \n", + "7 NaN NaN 0 0.260000 ml uur \n", + "8 NaN NaN 0 2.000000 g None \n", + "9 NaN NaN 0 65.000000 ml uur \n", + "\n", + " doseunitid doserateunitid administered administeredunit \\\n", + "0 180 NaN 10.00000 IE \n", + "1 6 5.0 50.00000 ml \n", + "2 6 5.0 245.14000 ml \n", + "3 9 NaN 0.25000 g \n", + "4 6 5.0 0.98000 ml \n", + "5 6 5.0 276.45999 ml \n", + "6 9 NaN 0.28000 g \n", + "7 6 5.0 1.11000 ml \n", + "8 9 NaN 2.00000 g \n", + "9 6 5.0 500.00000 ml \n", + "\n", + " administeredunitid action start stop duration \\\n", + "0 180 Nieuwe toediening 542100000 543900000 30 \n", + "1 6 Nieuwe zak 542100000 543900000 30 \n", + "2 6 Nieuwe zak 45000000 58620000 227 \n", + "3 9 Nieuwe toediening 45000000 58620000 227 \n", + "4 6 Nieuwe toediening 45000000 58620000 227 \n", + "5 6 Nieuwe zak 29100000 44460000 256 \n", + "6 9 Nieuwe toediening 29100000 44460000 256 \n", + "7 6 Nieuwe toediening 29100000 44460000 256 \n", + "8 9 Nieuwe toediening 12180000 39900000 462 \n", + "9 6 Nieuwe zak 12180000 39900000 462 \n", + "\n", + " solutionitemid solutionitem solutionadministered solutionadministeredunit \\\n", + "0 NaN None NaN None \n", + "1 NaN None NaN None \n", + "2 NaN None NaN None \n", + "3 NaN None NaN None \n", + "4 NaN None NaN None \n", + "5 NaN None NaN None \n", + "6 NaN None NaN None \n", + "7 NaN None NaN None \n", + "8 NaN None NaN None \n", + "9 NaN None NaN None \n", + "\n", + " fluidin iscontinuous \n", + "0 0.00000 0 \n", + "1 50.00000 0 \n", + "2 245.10001 0 \n", + "3 0.00000 0 \n", + "4 1.00000 0 \n", + "5 276.50000 0 \n", + "6 0.00000 0 \n", + "7 1.10000 0 \n", + "8 0.00000 0 \n", + "9 500.00000 0 " + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sql = \"\"\"\n", + "SELECT *\n", + "FROM drugitems\n", + "WHERE orderid IN (\n", + " SELECT orderid\n", + " FROM drugitems\n", + " GROUP BY orderid\n", + " HAVING COUNT(orderid) >= 2\n", + " )\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "df.head(10)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Orders per admissionid" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT admissionid\n", + " ,COUNT(orderid) AS \"Number of Medication orders\"\n", + "FROM drugitems\n", + "GROUP BY admissionid\n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "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", + "
admissionidNumber of Medication orders
0062
1146
2257
3327
4481
55131
6693
7748
8834
99113
\n", + "
" + ], + "text/plain": [ + " admissionid Number of Medication orders\n", + "0 0 62\n", + "1 1 46\n", + "2 2 57\n", + "3 3 27\n", + "4 4 81\n", + "5 5 131\n", + "6 6 93\n", + "7 7 48\n", + "8 8 34\n", + "9 9 113" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sql = \"\"\"\n", + "SELECT admissionid\n", + " ,COUNT(orderid) AS \"Number of Medication orders\"\n", + "FROM drugitems\n", + "GROUP BY admissionid\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "df.head(10)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "sql = \"\"\"\n", + "SELECT admissionid\n", + " ,COUNT(orderid) AS \"medication orders per admission\"\n", + "FROM drugitems\n", + "GROUP BY admissionid\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "data = df['medication orders per admission'].fillna(0)\n", + "display(amsterdamumcdb.outliers_histogram(data, bins=32).show())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## ordercategory" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT DISTINCT ordercategory, ordercategoryid\n", + "FROM drugitems\n", + "ORDER BY ordercategory\n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "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", + "
ordercategoryordercategoryid
02. Spuitpompen65
1Infuus - Bloedproducten61
2Infuus - Colloid17
3Infuus - Crystalloid55
4Injecties Antimicrobiele middelen15
5Injecties Circulatie/Diuretica24
6Injecties CZS/Sedatie/Analgetica23
7Injecties Haematologisch25
8Injecties Hormonen/Vitaminen/Mineralen67
9Injecties Overig27
10Injecties Tractus Digestivus26
11Niet iv Antimicrobiele middelen21
12Niet iv Circulatie/Diurese30
13Niet iv CZS/Sedatie/Analgetica29
14Niet IV Groot Volume119
15Niet iv Hormonen/Vitaminen/Mineralen71
16Niet iv Overig32
17Niet iv Tractus Digestivus31
18Niet iv Tractus Respiratorius70
19Niet iv Zalven/Crèmes/Druppels69
20Research118
21Voeding Drinken42
22Voeding Enteraal114
23Voeding Enteraal oud63
24Voeding Parenteraal39
25Voeding Vast voedsel56
\n", + "
" + ], + "text/plain": [ + " ordercategory ordercategoryid\n", + "0 2. Spuitpompen 65\n", + "1 Infuus - Bloedproducten 61\n", + "2 Infuus - Colloid 17\n", + "3 Infuus - Crystalloid 55\n", + "4 Injecties Antimicrobiele middelen 15\n", + "5 Injecties Circulatie/Diuretica 24\n", + "6 Injecties CZS/Sedatie/Analgetica 23\n", + "7 Injecties Haematologisch 25\n", + "8 Injecties Hormonen/Vitaminen/Mineralen 67\n", + "9 Injecties Overig 27\n", + "10 Injecties Tractus Digestivus 26\n", + "11 Niet iv Antimicrobiele middelen 21\n", + "12 Niet iv Circulatie/Diurese 30\n", + "13 Niet iv CZS/Sedatie/Analgetica 29\n", + "14 Niet IV Groot Volume 119\n", + "15 Niet iv Hormonen/Vitaminen/Mineralen 71\n", + "16 Niet iv Overig 32\n", + "17 Niet iv Tractus Digestivus 31\n", + "18 Niet iv Tractus Respiratorius 70\n", + "19 Niet iv Zalven/Crèmes/Druppels 69\n", + "20 Research 118\n", + "21 Voeding Drinken 42\n", + "22 Voeding Enteraal 114\n", + "23 Voeding Enteraal oud 63\n", + "24 Voeding Parenteraal 39\n", + "25 Voeding Vast voedsel 56" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sql = \"\"\"\n", + "SELECT DISTINCT ordercategory, ordercategoryid\n", + "FROM drugitems\n", + "ORDER BY ordercategory\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT ordercategory, COUNT(orderid) AS \"Number of Prescriptions\"\n", + "FROM drugitems\n", + "GROUP BY ordercategory\n", + "ORDER BY \"Number of Prescriptions\" DESC\n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sql = \"\"\"\n", + "SELECT ordercategory, COUNT(orderid) AS \"Number of Prescriptions\"\n", + "FROM drugitems\n", + "GROUP BY ordercategory\n", + "ORDER BY \"Number of Prescriptions\" DESC\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "cm = plt.get_cmap('RdPu')\n", + "color_step = int(-255/len(df.index))\n", + "ax = df.plot.bar(x=df.columns[0],y=df.columns[1], legend=False,color=cm(range(255,1,color_step)))\n", + "ax.set(ylabel=df.columns[1])\n", + "ax.yaxis.set_major_formatter(mpl.ticker.StrMethodFormatter('{x:,.0f}'))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## item" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT item AS \"Drug name\", COUNT(orderid) AS \"Number of Prescriptions\"\n", + "FROM drugitems\n", + "WHERE ordercategoryid = 15 -- antibiotics\n", + "GROUP BY item\n", + "ORDER BY \"Number of Prescriptions\" DESC\n", + "LIMIT 20 \n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sql = \"\"\"\n", + "SELECT item AS \"Drug name\", COUNT(orderid) AS \"Number of Prescriptions\"\n", + "FROM drugitems\n", + "WHERE ordercategoryid = 15 -- antibiotics\n", + "GROUP BY item\n", + "ORDER BY \"Number of Prescriptions\" DESC\n", + "LIMIT 20 \n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "cm = plt.get_cmap('RdPu')\n", + "color_step = int(-(255-100)/len(df.index))\n", + "ax = df.plot.barh(x=df.columns[0],y=df.columns[1], legend=False,color=cm(range(255,100,color_step)))\n", + "ax.set(xlabel=df.columns[1])\n", + "ax.xaxis.set_major_formatter(mpl.ticker.StrMethodFormatter('{x:,.0f}'))" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT item AS \"Drug name\", COUNT(orderid) AS \"Number of Prescriptions\"\n", + "FROM drugitems\n", + "WHERE ordercategoryid = 65 -- continuous i.v. perfusor\n", + "GROUP BY item\n", + "ORDER BY \"Number of Prescriptions\" DESC\n", + "LIMIT 20 \n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sql = \"\"\"\n", + "SELECT item AS \"Drug name\", COUNT(orderid) AS \"Number of Prescriptions\"\n", + "FROM drugitems\n", + "WHERE ordercategoryid = 65 -- continuous i.v. perfusor\n", + "GROUP BY item\n", + "ORDER BY \"Number of Prescriptions\" DESC\n", + "LIMIT 20 \n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "cm = plt.get_cmap('RdPu')\n", + "color_step = int(-255/len(df.index))\n", + "ax = df.plot.barh(x=df.columns[0],y=df.columns[1], legend=False,color=cm(range(255,1,color_step)))\n", + "ax.set(xlabel=df.columns[1])\n", + "ax.xaxis.set_major_formatter(mpl.ticker.StrMethodFormatter('{x:,.0f}'))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## doseunit" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT DISTINCT rateunit, rateunitid, ratetimeunitid, doserateperkg, doseunit, doserateunit, doseunitid, doserateunitid\n", + "FROM drugitems\n", + "WHERE ordercategoryid = 65 -- continuous i.v. perfusor\n", + "AND itemid = 7229 -- noradrenalin\n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "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", + "
rateunitrateunitidratetimeunitiddoserateperkgdoseunitdoserateunitdoseunitiddoserateunitid
0ml/uur650µgmin114
1ml/uur650mgmin104
2ml/uur650mguur105
3ml/uur651µgmin114
4ml/uur651µguur115
\n", + "
" + ], + "text/plain": [ + " rateunit rateunitid ratetimeunitid doserateperkg doseunit doserateunit \\\n", + "0 ml/uur 6 5 0 µg min \n", + "1 ml/uur 6 5 0 mg min \n", + "2 ml/uur 6 5 0 mg uur \n", + "3 ml/uur 6 5 1 µg min \n", + "4 ml/uur 6 5 1 µg uur \n", + "\n", + " doseunitid doserateunitid \n", + "0 11 4 \n", + "1 10 4 \n", + "2 10 5 \n", + "3 11 4 \n", + "4 11 5 " + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sql = \"\"\"\n", + "SELECT DISTINCT rateunit, rateunitid, ratetimeunitid, doserateperkg, doseunit, doserateunit, doseunitid, doserateunitid\n", + "FROM drugitems\n", + "WHERE ordercategoryid = 65 -- continuous i.v. perfusor\n", + "AND itemid = 7229 -- noradrenalin\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT * \n", + "FROM drugitems\n", + "WHERE ordercategoryid = 65 -- continuous i.v. perfusor\n", + "AND itemid = 7229 -- noradrenalin\n", + "AND doseunitid = 11\n", + "LIMIT 10\n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "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", + "
admissionidorderidordercategoryidordercategoryitemiditemisadditiveisconditionalraterateunitrateunitidratetimeunitiddoserateperkgdosedoseunitdoserateunitdoseunitiddoserateunitidadministeredadministeredunitadministeredunitidactionstartstopdurationsolutionitemidsolutionitemsolutionadministeredsolutionadministeredunitfluidiniscontinuous
028133404073652. Spuitpompen7229Noradrenaline (Norepinefrine)003.0ml/uur6510.17µgmin1143.25mg10Nieuwe spuit6780000262800003258994Glucose 5% Pompen16.299999ml16.2999991
128133404471652. Spuitpompen7229Noradrenaline (Norepinefrine)002.5ml/uur6510.14µgmin1144.56mg10Snelheid veranderd26280000591000005478994Glucose 5% Pompen22.799999ml22.7999991
228133405315652. Spuitpompen7229Noradrenaline (Norepinefrine)004.5ml/uur6510.25µgmin1141.35mg10Snelheid veranderd5910000064500000908994Glucose 5% Pompen6.700000ml6.7000001
328133405404652. Spuitpompen7229Noradrenaline (Norepinefrine)005.5ml/uur6510.31µgmin1140.84mg10Snelheid veranderd6450000067260000468994Glucose 5% Pompen4.200000ml4.2000001
428133405498652. Spuitpompen7229Noradrenaline (Norepinefrine)005.5ml/uur6510.24µgmin1140.59mg10Nieuwe spuit6726000069180000328994Glucose 5% Pompen2.900000ml2.9000001
528133405759652. Spuitpompen7229Noradrenaline (Norepinefrine)006.0ml/uur6510.27µgmin1142.32mg10Snelheid veranderd69180000761400001168994Glucose 5% Pompen11.600000ml11.6000001
628133405760652. Spuitpompen7229Noradrenaline (Norepinefrine)008.0ml/uur6510.36µgmin1147.09mg10Snelheid veranderd76140000920400002658994Glucose 5% Pompen35.400002ml35.4000021
728133406050652. Spuitpompen7229Noradrenaline (Norepinefrine)008.0ml/uur6510.36µgmin11410.00mg10Nieuwe spuit920400001144800003748994Glucose 5% Pompen50.000000ml50.0000001
828133406691652. Spuitpompen7229Noradrenaline (Norepinefrine)008.0ml/uur6510.36µgmin1145.32mg10Nieuwe spuit1144800001264200001998994Glucose 5% Pompen26.600000ml26.6000001
928133406882652. Spuitpompen7229Noradrenaline (Norepinefrine)0015.0ml/uur6510.67µgmin1144.68mg10Snelheid veranderd126420000132000000938994Glucose 5% Pompen23.400000ml23.4000001
\n", + "
" + ], + "text/plain": [ + " admissionid orderid ordercategoryid ordercategory itemid \\\n", + "0 2813 3404073 65 2. Spuitpompen 7229 \n", + "1 2813 3404471 65 2. Spuitpompen 7229 \n", + "2 2813 3405315 65 2. Spuitpompen 7229 \n", + "3 2813 3405404 65 2. Spuitpompen 7229 \n", + "4 2813 3405498 65 2. Spuitpompen 7229 \n", + "5 2813 3405759 65 2. Spuitpompen 7229 \n", + "6 2813 3405760 65 2. Spuitpompen 7229 \n", + "7 2813 3406050 65 2. Spuitpompen 7229 \n", + "8 2813 3406691 65 2. Spuitpompen 7229 \n", + "9 2813 3406882 65 2. Spuitpompen 7229 \n", + "\n", + " item isadditive isconditional rate rateunit \\\n", + "0 Noradrenaline (Norepinefrine) 0 0 3.0 ml/uur \n", + "1 Noradrenaline (Norepinefrine) 0 0 2.5 ml/uur \n", + "2 Noradrenaline (Norepinefrine) 0 0 4.5 ml/uur \n", + "3 Noradrenaline (Norepinefrine) 0 0 5.5 ml/uur \n", + "4 Noradrenaline (Norepinefrine) 0 0 5.5 ml/uur \n", + "5 Noradrenaline (Norepinefrine) 0 0 6.0 ml/uur \n", + "6 Noradrenaline (Norepinefrine) 0 0 8.0 ml/uur \n", + "7 Noradrenaline (Norepinefrine) 0 0 8.0 ml/uur \n", + "8 Noradrenaline (Norepinefrine) 0 0 8.0 ml/uur \n", + "9 Noradrenaline (Norepinefrine) 0 0 15.0 ml/uur \n", + "\n", + " rateunitid ratetimeunitid doserateperkg dose doseunit doserateunit \\\n", + "0 6 5 1 0.17 µg min \n", + "1 6 5 1 0.14 µg min \n", + "2 6 5 1 0.25 µg min \n", + "3 6 5 1 0.31 µg min \n", + "4 6 5 1 0.24 µg min \n", + "5 6 5 1 0.27 µg min \n", + "6 6 5 1 0.36 µg min \n", + "7 6 5 1 0.36 µg min \n", + "8 6 5 1 0.36 µg min \n", + "9 6 5 1 0.67 µg min \n", + "\n", + " doseunitid doserateunitid administered administeredunit \\\n", + "0 11 4 3.25 mg \n", + "1 11 4 4.56 mg \n", + "2 11 4 1.35 mg \n", + "3 11 4 0.84 mg \n", + "4 11 4 0.59 mg \n", + "5 11 4 2.32 mg \n", + "6 11 4 7.09 mg \n", + "7 11 4 10.00 mg \n", + "8 11 4 5.32 mg \n", + "9 11 4 4.68 mg \n", + "\n", + " administeredunitid action start stop duration \\\n", + "0 10 Nieuwe spuit 6780000 26280000 325 \n", + "1 10 Snelheid veranderd 26280000 59100000 547 \n", + "2 10 Snelheid veranderd 59100000 64500000 90 \n", + "3 10 Snelheid veranderd 64500000 67260000 46 \n", + "4 10 Nieuwe spuit 67260000 69180000 32 \n", + "5 10 Snelheid veranderd 69180000 76140000 116 \n", + "6 10 Snelheid veranderd 76140000 92040000 265 \n", + "7 10 Nieuwe spuit 92040000 114480000 374 \n", + "8 10 Nieuwe spuit 114480000 126420000 199 \n", + "9 10 Snelheid veranderd 126420000 132000000 93 \n", + "\n", + " solutionitemid solutionitem solutionadministered \\\n", + "0 8994 Glucose 5% Pompen 16.299999 \n", + "1 8994 Glucose 5% Pompen 22.799999 \n", + "2 8994 Glucose 5% Pompen 6.700000 \n", + "3 8994 Glucose 5% Pompen 4.200000 \n", + "4 8994 Glucose 5% Pompen 2.900000 \n", + "5 8994 Glucose 5% Pompen 11.600000 \n", + "6 8994 Glucose 5% Pompen 35.400002 \n", + "7 8994 Glucose 5% Pompen 50.000000 \n", + "8 8994 Glucose 5% Pompen 26.600000 \n", + "9 8994 Glucose 5% Pompen 23.400000 \n", + "\n", + " solutionadministeredunit fluidin iscontinuous \n", + "0 ml 16.299999 1 \n", + "1 ml 22.799999 1 \n", + "2 ml 6.700000 1 \n", + "3 ml 4.200000 1 \n", + "4 ml 2.900000 1 \n", + "5 ml 11.600000 1 \n", + "6 ml 35.400002 1 \n", + "7 ml 50.000000 1 \n", + "8 ml 26.600000 1 \n", + "9 ml 23.400000 1 " + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sql = \"\"\"\n", + "SELECT * \n", + "FROM drugitems\n", + "WHERE ordercategoryid = 65 -- continuous i.v. perfusor\n", + "AND itemid = 7229 -- noradrenalin\n", + "AND doseunitid = 11\n", + "LIMIT 10\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "df" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## dose" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "sql = \"\"\"\n", + "WITH dosing AS (\n", + " SELECT start,\n", + " dose,\n", + " drugitems.admissionid,\n", + " doseunitid,\n", + " doserateperkg,\n", + " doserateunitid,\n", + " CASE\n", + " WHEN weightgroup LIKE '59' THEN 55\n", + " WHEN weightgroup LIKE '60' THEN 65\n", + " WHEN weightgroup LIKE '70' THEN 75\n", + " WHEN weightgroup LIKE '80' THEN 85\n", + " WHEN weightgroup LIKE '90' THEN 95\n", + " WHEN weightgroup LIKE '100' THEN 105\n", + " WHEN weightgroup LIKE '110' THEN 115\n", + " ELSE 80 --mean weight for all years\n", + " END as patientweight,\n", + " CASE\n", + " WHEN Destination = 'Overleden' THEN 1\n", + " ELSE 0\n", + " END AS died\n", + " FROM drugitems \n", + " LEFT JOIN admissions \n", + " ON drugitems.admissionid = admissions.admissionid\n", + " WHERE ordercategoryid = 65 -- continuous i.v. perfusor\n", + " AND itemid = 7229 -- noradrenalin\n", + " AND rate > 0\n", + ")\n", + "SELECT *,\n", + " CASE \n", + " --recalculate the dose to µg/kg/min ('gamma')\n", + " WHEN doserateperkg = B'0' AND doseunitid = 11 AND doserateunitid = 4 --unit: µg/min -> µg/kg/min\n", + " THEN CASE \n", + " WHEN patientweight > 0\n", + " THEN dose/patientweight\n", + " ELSE dose/80 --mean weight\n", + " END\n", + " WHEN doserateperkg = B'0' AND doseunitid = 10 AND doserateunitid = 4 --unit: mg/min -> µg/kg/min\n", + " THEN CASE \n", + " WHEN patientweight > 0\n", + " THEN dose*1000/patientweight\n", + " ELSE dose*1000/80 --mean weight\n", + " END\n", + " WHEN doserateperkg = B'0' AND doseunitid = 10 AND doserateunitid = 5 --unit: mg/uur -> µg/kg/min\n", + " THEN CASE\n", + " WHEN patientweight > 0\n", + " THEN dose*1000/patientweight/60\n", + " ELSE dose*1000/80 --mean weight\n", + " END\n", + " WHEN doserateperkg = B'1' AND doseunitid = 11 AND doserateunitid = 5 --unit: µg/kg/min (no conversion needed)\n", + " THEN dose\n", + " WHEN doserateperkg = B'1' AND doseunitid = 11 AND doserateunitid = 5 --unit: µg/kg/uur -> µg/kg/min\n", + " THEN dose/60 \n", + " END AS gamma\n", + " FROM dosing\n", + " ORDER BY admissionid, start\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "data = df['gamma'].fillna(0)\n", + "display(amsterdamumcdb.outliers_histogram(data, z_treshold=12, bins=32).show())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "first24hours = 24*60*60*1000 #first 24 hours in milliseconds\n", + "\n", + "#get the highest noradrenalin dose during the first 24 hours\n", + "died = df[(df['gamma'] < 2) & (df['died'] == 1)& (df['start'] < first24hours)].groupby('admissionid')['gamma'].max()\n", + "alive = df[(df['gamma'] < 2) & (df['died'] == 0)& (df['start'] < first24hours)].groupby('admissionid')['gamma'].max()\n", + "\n", + "fig, ax = plt.subplots()\n", + "\n", + "rects1 = ax.hist(alive, bins=16, density=True, facecolor='g', alpha=0.40, label='Alive at discharge')\n", + "rects2 = ax.hist(died, bins=16, density=True, facecolor='r', alpha=0.60, label='Died')\n", + "ax.legend()\n", + "ax.set_ylabel('Proportion')\n", + "ax.set_xlabel(r'Noradrenaline dose in $\\mu $g/kg/min')\n", + "ax.set_title('Highest noradrenaline dose in the first 24 hours')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## action" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT DISTINCT action\n", + "FROM drugitems\n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "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", + "
action
0Flush
1Herstart
2Nieuwe portie
3Nieuwe toediening
4
5Snelheid veranderd
6Nieuwe zak
7Nieuwe spuit
\n", + "
" + ], + "text/plain": [ + " action\n", + "0 Flush\n", + "1 Herstart\n", + "2 Nieuwe portie\n", + "3 Nieuwe toediening\n", + "4 \n", + "5 Snelheid veranderd\n", + "6 Nieuwe zak\n", + "7 Nieuwe spuit" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sql = \"\"\"\n", + "SELECT DISTINCT action\n", + "FROM drugitems\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/tables/freetextitems.ipynb b/tables/freetextitems.ipynb new file mode 100644 index 0000000..9461ca8 --- /dev/null +++ b/tables/freetextitems.ipynb @@ -0,0 +1,1145 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\"Logo\"\n", + "\n", + "# AmsterdamUMCdb - Freely Accessible ICU Database\n", + "\n", + "version 1.0 November 2019 \n", + "Copyright © 2003-2019 Amsterdam UMC - Amsterdam Medical Data Science" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "azdata_cell_guid": "4a40ac09-522e-41f3-991b-d42bf3f5ec7d" + }, + "source": [ + "# freetextitems table\n", + "The *freetextitems* table contains all observations, including laboratory results, that store text (non-numeric) data. Personal data, including references to hospital staff have been removed. All items have an associated admissionid from the [admissions](admissions.ipynb#admissions) table.\n", + "\n", + "## Fields\n", + "\n", + "|Name|Type|Description|\n", + "|:---|:---|:---|\n", + "|admissionid|integer|links the items with the admissionid in the [admissions](admissions.ipynb#admissions) table|\n", + "|itemid|integer|id to identify the type of result|\n", + "|[item](#item)|string|type of result|\n", + "|[value](#value)|string|value of this text result|\n", + "|[comment](#comment)|string|comment associated with this result|\n", + "|measuredat|integer|time associated with this result in milliseconds since the first admission. Negative results imply that the sample was drawn before the first ICU admission|\n", + "|registeredat|integer|time the result was saved to the database in milliseconds since the first admission. Negative results imply that the sample was drawn before the first ICU admission.|\n", + "|registeredby|string|user group that updated the result ('System')|\n", + "|updatedat|integer|time the result was updated, in milliseconds since the first admission|\n", + "|updatedby|string|user group that updated the result ('System')|\n", + "|islabresult|bit|determines wheter the observation is a labresult. Currently, only freetext labresults have been released|" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "

Example Python and SQL scripts

" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Imports" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import amsterdamumcdb\n", + "import psycopg2\n", + "import pandas as pd\n", + "import numpy as np\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib.gridspec as gridspec\n", + "import matplotlib as mpl\n", + "\n", + "import io\n", + "from IPython.display import display, HTML, Markdown" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Display settings" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "#matplotlib settings for image size\n", + "#needs to be in a different cell from %matplotlib inline\n", + "plt.style.use('seaborn-darkgrid')\n", + "plt.rcParams[\"figure.dpi\"] = 288\n", + "plt.rcParams[\"figure.figsize\"] = [8, 6]\n", + "plt.rcParams[\"font.size\"] = 12\n", + "\n", + "pd.options.display.max_columns = None\n", + "pd.options.display.max_rows = None\n", + "pd.options.display.max_colwidth = 1000" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Connection settings" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "#Modify config.ini in the root folder of the repository to change the settings to connect to your postgreSQL database\n", + "import configparser\n", + "import os\n", + "config = configparser.ConfigParser()\n", + "\n", + "if os.path.isfile('../config.ini'):\n", + " config.read('../config.ini')\n", + "else:\n", + " config.read('../config.SAMPLE.ini')\n", + "\n", + "#Open a connection to the postgres database:\n", + "con = psycopg2.connect(database=config['psycopg2']['database'], \n", + " user=config['psycopg2']['username'], password=config['psycopg2']['password'], \n", + " host=config['psycopg2']['host'], port=config['psycopg2']['port'])\n", + "con.set_client_encoding('WIN1252') #Uses code page for Dutch accented characters.\n", + "con.set_session(autocommit=True)\n", + "\n", + "cursor = con.cursor()\n", + "cursor.execute('SET SCHEMA \\'amsterdamumcdb\\''); #set search_path to amsterdamumcdb schema" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Overview of all fields" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "azdata_cell_guid": "af0db8dd-df4e-4305-b2ac-f10e8fefe9b4" + }, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT * FROM freetextitems\n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "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", + "
admissioniditemiditemvaluecommentmeasuredatregisteredatregisteredbyupdatedatupdatedbyislabresult
0010890Eiwit Kwal (urine)NEGATIEFNone-5340000-5340000Systeem62921677None1
1010906Hb/Ery's (urine)SPOORNone-5340000-5340000Systeem62921710None1
2011646Afname (bloed)ART.None-978000000-978000000Systeem316843None1
3110858Treponema pallidum (ELISA) (bloed)volgt~ Gecodeerde Aanvr. opm. :Pre-op-97800000-97800000Systeem14837173None1
4110885Grootte (bloed)ANISO+None-79140000-79140000Systeem219220None1
5110890Eiwit Kwal (urine)+Opmerking verwijderd-86280000-86280000Systeem236206None1
6110891Gluc.Kwal. (urine)NEGATIEFOpmerking verwijderd-86280000-86280000Systeem233096None1
7110906Hb/Ery's (urine)NEGATIEFOpmerking verwijderd-86280000-86280000Systeem236706None1
8110948spijt (bloed)volgt~ Gecodeerde Aanvr. opm. :Pre-op-97800000-97800000Systeem14838003None1
9111646Afname (bloed)ART.None-13500000-13500000Systeem176703None1
\n", + "
" + ], + "text/plain": [ + " admissionid itemid item value \\\n", + "0 0 10890 Eiwit Kwal (urine) NEGATIEF \n", + "1 0 10906 Hb/Ery's (urine) SPOOR \n", + "2 0 11646 Afname (bloed) ART. \n", + "3 1 10858 Treponema pallidum (ELISA) (bloed) volgt \n", + "4 1 10885 Grootte (bloed) ANISO+ \n", + "5 1 10890 Eiwit Kwal (urine) + \n", + "6 1 10891 Gluc.Kwal. (urine) NEGATIEF \n", + "7 1 10906 Hb/Ery's (urine) NEGATIEF \n", + "8 1 10948 spijt (bloed) volgt \n", + "9 1 11646 Afname (bloed) ART. \n", + "\n", + " comment measuredat registeredat registeredby \\\n", + "0 None -5340000 -5340000 Systeem \n", + "1 None -5340000 -5340000 Systeem \n", + "2 None -978000000 -978000000 Systeem \n", + "3 ~ Gecodeerde Aanvr. opm. :Pre-op -97800000 -97800000 Systeem \n", + "4 None -79140000 -79140000 Systeem \n", + "5 Opmerking verwijderd -86280000 -86280000 Systeem \n", + "6 Opmerking verwijderd -86280000 -86280000 Systeem \n", + "7 Opmerking verwijderd -86280000 -86280000 Systeem \n", + "8 ~ Gecodeerde Aanvr. opm. :Pre-op -97800000 -97800000 Systeem \n", + "9 None -13500000 -13500000 Systeem \n", + "\n", + " updatedat updatedby islabresult \n", + "0 62921677 None 1 \n", + "1 62921710 None 1 \n", + "2 316843 None 1 \n", + "3 14837173 None 1 \n", + "4 219220 None 1 \n", + "5 236206 None 1 \n", + "6 233096 None 1 \n", + "7 236706 None 1 \n", + "8 14838003 None 1 \n", + "9 176703 None 1 " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sql = \"\"\"\n", + "SELECT * FROM freetextitems\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "freetexitems = pd.read_sql(sql,con)\n", + "freetexitems.head(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "scrolled": false + }, + "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", + "
admissioniditemidmeasuredatregisteredatupdatedat
count662956.000000662956.0000006.629560e+056.629560e+056.629560e+05
mean11775.00702011860.3692965.844029e+095.871669e+096.477941e+09
std6769.0429661176.5074212.837622e+102.843241e+102.877191e+10
min0.00000010765.000000-5.172246e+10-5.172246e+10-3.061021e+08
25%6054.00000011646.0000009.840000e+061.050000e+076.084645e+07
50%11745.00000011646.0000002.307600e+082.334900e+083.665479e+08
75%17674.00000011646.0000001.242435e+091.248795e+091.468029e+09
max23551.00000021207.0000003.916534e+113.916534e+113.916539e+11
\n", + "
" + ], + "text/plain": [ + " admissionid itemid measuredat registeredat updatedat\n", + "count 662956.000000 662956.000000 6.629560e+05 6.629560e+05 6.629560e+05\n", + "mean 11775.007020 11860.369296 5.844029e+09 5.871669e+09 6.477941e+09\n", + "std 6769.042966 1176.507421 2.837622e+10 2.843241e+10 2.877191e+10\n", + "min 0.000000 10765.000000 -5.172246e+10 -5.172246e+10 -3.061021e+08\n", + "25% 6054.000000 11646.000000 9.840000e+06 1.050000e+07 6.084645e+07\n", + "50% 11745.000000 11646.000000 2.307600e+08 2.334900e+08 3.665479e+08\n", + "75% 17674.000000 11646.000000 1.242435e+09 1.248795e+09 1.468029e+09\n", + "max 23551.000000 21207.000000 3.916534e+11 3.916534e+11 3.916539e+11" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "freetexitems.describe()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## item" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT item, value, comment\n", + "FROM freetextitems\n", + "WHERE item ILIKE '%coombs%'\n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "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", + "
itemvaluecomment
0Dir.Coombs conclusie (bloed)Poly AHG = negatiefNone
1Dir.Coombs conclusie (bloed)Poly AHG = zwak positiefNone
2Dir.Coombs conclusie (bloed)Poly AHG = negatiefNone
3Dir.Coombs conclusie (bloed)Poly AHG = Positief, IgG,C3d=positief , IgA,IgM,IgG1,IgG3=negatiefNone
4Dir.Coombs conclusie (bloed)volgtNone
\n", + "
" + ], + "text/plain": [ + " item \\\n", + "0 Dir.Coombs conclusie (bloed) \n", + "1 Dir.Coombs conclusie (bloed) \n", + "2 Dir.Coombs conclusie (bloed) \n", + "3 Dir.Coombs conclusie (bloed) \n", + "4 Dir.Coombs conclusie (bloed) \n", + "\n", + " value comment \n", + "0 Poly AHG = negatief None \n", + "1 Poly AHG = zwak positief None \n", + "2 Poly AHG = negatief None \n", + "3 Poly AHG = Positief, IgG,C3d=positief , IgA,IgM,IgG1,IgG3=negatief None \n", + "4 volgt None " + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sql = \"\"\"\n", + "SELECT item, value, comment\n", + "FROM freetextitems\n", + "WHERE item ILIKE '%coombs%'\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "df.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## value" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT DISTINCT value\n", + "FROM freetextitems\n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "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", + "
value
050-60
1dyserythropoïese
2Poly AHG = pos, IgG/IgA/IgM en C3c = neg, C3d = sterk Positief
3Allo DLI
413
5studie
68100
70.3
8182
9Klasse 0
\n", + "
" + ], + "text/plain": [ + " value\n", + "0 50-60\n", + "1 dyserythropoïese\n", + "2 Poly AHG = pos, IgG/IgA/IgM en C3c = neg, C3d = sterk Positief\n", + "3 Allo DLI\n", + "4 13\n", + "5 studie\n", + "6 8100\n", + "7 0.3\n", + "8 182\n", + "9 Klasse 0" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sql = \"\"\"\n", + "SELECT DISTINCT value\n", + "FROM freetextitems\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "df.head(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT item, COUNT(item) AS \"Number of results\"\n", + "FROM freetextitems\n", + "WHERE NOT itemid = 11646 -- not a real result: location of bloodsample: arterial, venous, etc.\n", + "GROUP BY item\n", + "ORDER BY \"Number of results\" DESC\n", + "LIMIT 20\n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sql = \"\"\"\n", + "SELECT item, COUNT(item) AS \"Number of results\"\n", + "FROM freetextitems\n", + "WHERE NOT itemid = 11646 -- not a real result: location of bloodsample: arterial, venous, etc.\n", + "GROUP BY item\n", + "ORDER BY \"Number of results\" DESC\n", + "LIMIT 20\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "cm = plt.get_cmap('RdPu')\n", + "color_step = int(-255/len(df.index))\n", + "ax = df.plot.barh(x=df.columns[0],y=df.columns[1], legend=False,color=cm(range(255,1,color_step)))\n", + "ax.set(xlabel=df.columns[1])\n", + "ax.xaxis.set_major_formatter(mpl.ticker.StrMethodFormatter('{x:,.0f}'))" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT DISTINCT value, COUNT(item) AS \"Number of results\"\n", + "FROM freetextitems\n", + "WHERE itemid = 11646 -- location of bloodsample: arterial, venous, etc.\n", + "GROUP BY value\n", + "ORDER BY \"Number of results\" DESC\n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "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", + "
valueNumber of results
0ART.254641
1Art.244908
2Ven.7457
3GEM.VEN.5051
4Gem. ven.3560
5VEN.3484
6volgt2526
7Vervalt1531
8ZIE-OPM844
9CAP.178
\n", + "
" + ], + "text/plain": [ + " value Number of results\n", + "0 ART. 254641\n", + "1 Art. 244908\n", + "2 Ven. 7457\n", + "3 GEM.VEN. 5051\n", + "4 Gem. ven. 3560\n", + "5 VEN. 3484\n", + "6 volgt 2526\n", + "7 Vervalt 1531\n", + "8 ZIE-OPM 844\n", + "9 CAP. 178" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sql = \"\"\"\n", + "SELECT DISTINCT value, COUNT(item) AS \"Number of results\"\n", + "FROM freetextitems\n", + "WHERE itemid = 11646 -- location of bloodsample: arterial, venous, etc.\n", + "GROUP BY value\n", + "ORDER BY \"Number of results\" DESC\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "df.head(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT DISTINCT value, COUNT(item) AS \"Number of results\"\n", + "FROM freetextitems\n", + "WHERE itemid = 11646 -- location of bloodsample: arterial, venous, etc.\n", + "GROUP BY value\n", + "ORDER BY \"Number of results\" DESC\n", + "LIMIT 5\n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sql = \"\"\"\n", + "SELECT DISTINCT value, COUNT(item) AS \"Number of results\"\n", + "FROM freetextitems\n", + "WHERE itemid = 11646 -- location of bloodsample: arterial, venous, etc.\n", + "GROUP BY value\n", + "ORDER BY \"Number of results\" DESC\n", + "LIMIT 5\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "cm = plt.get_cmap('RdPu')\n", + "color_step = int(-255/len(df.index))\n", + "ax = df.plot.bar(x=df.columns[0],y=df.columns[1], legend=False,color=cm(range(255,1,color_step)))\n", + "ax.set(ylabel=df.columns[1])\n", + "ax.yaxis.set_major_formatter(mpl.ticker.StrMethodFormatter('{x:,.0f}'))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## comment" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT DISTINCT comment\n", + "FROM freetextitems\n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "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", + "
comment
0None
1VERWISSELING.
2Geen aanwijzing VWD type I.
3AFNAMEFOUT, MONSTER VERVALT.
4Meest passned bij HCL-variant of SLVL.
\n", + "
" + ], + "text/plain": [ + " comment\n", + "0 None\n", + "1 VERWISSELING.\n", + "2 Geen aanwijzing VWD type I.\n", + "3 AFNAMEFOUT, MONSTER VERVALT.\n", + "4 Meest passned bij HCL-variant of SLVL." + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sql = \"\"\"\n", + "SELECT DISTINCT comment\n", + "FROM freetextitems\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "df.head()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/tables/listitems.ipynb b/tables/listitems.ipynb new file mode 100644 index 0000000..90ad412 --- /dev/null +++ b/tables/listitems.ipynb @@ -0,0 +1,3357 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\"Logo\"\n", + "\n", + "# AmsterdamUMCdb - Freely Accessible ICU Database\n", + "\n", + "version 1.0 November 2019 \n", + "Copyright © 2003-2019 Amsterdam UMC - Amsterdam Medical Data Science" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "azdata_cell_guid": "4a40ac09-522e-41f3-991b-d42bf3f5ec7d" + }, + "source": [ + "# listitems table\n", + "The *listitems* table contains all categorical observations, e.g. based on a selection from a list, like type of heart rhytm, ventilatory mode, etc. All items have an associated admissionid from the [admissions](admissions.ipynb#admissions) table.\n", + "\n", + "This table also contains the [reason for ICU admission](#apache), according to the APACHE II or IV diagnostic codes.\n", + "\n", + "## Fields\n", + "\n", + "|Name|Type|Description|\n", + "|:---|:---|:---|\n", + "|admissionid|integer|links the items with the admissionid in the [admissions](admissions.ipynb#admissions) table|\n", + "|[itemid](#itemid)|integer|id to identify the type of observation|\n", + "|[item](#item)|string|type of observation|\n", + "|[value](#value)|string|value of this observation|\n", + "|measuredat|integer|time associated with this observation in milliseconds since the first admission. Negative results imply that the sample was drawn before the first ICU admission|\n", + "|registeredat|integer|time the result was saved in the database in milliseconds since the first admission. Negative results imply that the sample was drawn before the first ICU admission.|\n", + "|registeredby|string|user group that documented the observation, e.g. nurses, physicians or NULL for linked devices|\n", + "|updatedat|integer|time of updating the observation in milliseconds since first admission|\n", + "|updatedby|string|user group that documented the observation, e.g. nurses, physicians or NULL for linked devices|\n", + "|islabresult|boolean|determines whether the observation is a labresult. Currently, only item 'Afnameplaats' is a labresult, used to determine the location of sample drawing during down-time of the lab or hospital system.|" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Example Python and SQL scripts" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Imports" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import amsterdamumcdb\n", + "import psycopg2\n", + "import pandas as pd\n", + "import numpy as np\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib.gridspec as gridspec\n", + "import matplotlib as mpl\n", + "\n", + "import io\n", + "from IPython.display import display, HTML, Markdown" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Display settings" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "#matplotlib settings for image size\n", + "#needs to be in a different cell from %matplotlib inline\n", + "plt.style.use('seaborn-darkgrid')\n", + "plt.rcParams[\"figure.dpi\"] = 288\n", + "plt.rcParams[\"figure.figsize\"] = [8, 6]\n", + "plt.rcParams[\"font.size\"] = 12\n", + "\n", + "pd.options.display.max_columns = None\n", + "pd.options.display.max_rows = 20\n", + "pd.options.display.max_colwidth = 1000" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Connection settings" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "#Modify config.ini in the root folder of the repository to change the settings to connect to your postgreSQL database\n", + "import configparser\n", + "import os\n", + "config = configparser.ConfigParser()\n", + "\n", + "if os.path.isfile('../config.ini'):\n", + " config.read('../config.ini')\n", + "else:\n", + " config.read('../config.SAMPLE.ini')\n", + "\n", + "#Open a connection to the postgres database:\n", + "con = psycopg2.connect(database=config['psycopg2']['database'], \n", + " user=config['psycopg2']['username'], password=config['psycopg2']['password'], \n", + " host=config['psycopg2']['host'], port=config['psycopg2']['port'])\n", + "con.set_client_encoding('WIN1252') #Uses code page for Dutch accented characters.\n", + "con.set_session(autocommit=True)\n", + "\n", + "cursor = con.cursor()\n", + "cursor.execute('SET SCHEMA \\'amsterdamumcdb\\''); #set search_path to amsterdamumcdb schema" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Overview of all fields" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "azdata_cell_guid": "af0db8dd-df4e-4305-b2ac-f10e8fefe9b4" + }, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT * FROM listitems LIMIT 10;\n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "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", + "
admissioniditemiditemvalueidvaluemeasuredatregisteredatregisteredbyupdatedatupdatedbyislabresult
006671Hartritme1NSR2052000021480000ICV_IC-Verpleegkundig21480000ICV_IC-Verpleegkundig0
106671Hartritme1NSR2232000029400000ICV_IC-Verpleegkundig29400000ICV_IC-Verpleegkundig0
206671Hartritme1NSR2592000029460000ICV_IC-Verpleegkundig29460000ICV_IC-Verpleegkundig0
306671Hartritme1NSR2952000029460000ICV_IC-Verpleegkundig29460000ICV_IC-Verpleegkundig0
406671Hartritme1NSR3312000033300000ICV_IC-Verpleegkundig33300000ICV_IC-Verpleegkundig0
506671Hartritme1NSR3672000036960000ICV_IC-Verpleegkundig36960000ICV_IC-Verpleegkundig0
606671Hartritme1NSR4032000040440000ICV_IC-Verpleegkundig40440000ICV_IC-Verpleegkundig0
706671Hartritme1NSR4392000045540000ICV_IC-Verpleegkundig45540000ICV_IC-Verpleegkundig0
806671Hartritme1NSR5112000051300000ICV_IC-Verpleegkundig51300000ICV_IC-Verpleegkundig0
906671Hartritme1NSR5832000062700000ICV_IC-Verpleegkundig62700000ICV_IC-Verpleegkundig0
\n", + "
" + ], + "text/plain": [ + " admissionid itemid item valueid value measuredat registeredat \\\n", + "0 0 6671 Hartritme 1 NSR 20520000 21480000 \n", + "1 0 6671 Hartritme 1 NSR 22320000 29400000 \n", + "2 0 6671 Hartritme 1 NSR 25920000 29460000 \n", + "3 0 6671 Hartritme 1 NSR 29520000 29460000 \n", + "4 0 6671 Hartritme 1 NSR 33120000 33300000 \n", + "5 0 6671 Hartritme 1 NSR 36720000 36960000 \n", + "6 0 6671 Hartritme 1 NSR 40320000 40440000 \n", + "7 0 6671 Hartritme 1 NSR 43920000 45540000 \n", + "8 0 6671 Hartritme 1 NSR 51120000 51300000 \n", + "9 0 6671 Hartritme 1 NSR 58320000 62700000 \n", + "\n", + " registeredby updatedat updatedby islabresult \n", + "0 ICV_IC-Verpleegkundig 21480000 ICV_IC-Verpleegkundig 0 \n", + "1 ICV_IC-Verpleegkundig 29400000 ICV_IC-Verpleegkundig 0 \n", + "2 ICV_IC-Verpleegkundig 29460000 ICV_IC-Verpleegkundig 0 \n", + "3 ICV_IC-Verpleegkundig 29460000 ICV_IC-Verpleegkundig 0 \n", + "4 ICV_IC-Verpleegkundig 33300000 ICV_IC-Verpleegkundig 0 \n", + "5 ICV_IC-Verpleegkundig 36960000 ICV_IC-Verpleegkundig 0 \n", + "6 ICV_IC-Verpleegkundig 40440000 ICV_IC-Verpleegkundig 0 \n", + "7 ICV_IC-Verpleegkundig 45540000 ICV_IC-Verpleegkundig 0 \n", + "8 ICV_IC-Verpleegkundig 51300000 ICV_IC-Verpleegkundig 0 \n", + "9 ICV_IC-Verpleegkundig 62700000 ICV_IC-Verpleegkundig 0 " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sql = \"\"\"\n", + "SELECT * FROM listitems LIMIT 10;\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT COUNT(*) AS \"Number of unique observations\" FROM (\n", + " SELECT DISTINCT admissionid, itemid, measuredat\n", + " FROM listitems\n", + " ) as unique_items_table\n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Number of unique observations
029935718
\n", + "
" + ], + "text/plain": [ + " Number of unique observations\n", + "0 29935718" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sql = \"\"\"\n", + "SELECT COUNT(*) AS \"Number of unique observations\" FROM (\n", + " SELECT DISTINCT admissionid, itemid, measuredat\n", + " FROM listitems\n", + " ) as unique_items_table\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT COUNT(*) AS \"Number of observations\" \n", + "FROM listitems\n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Number of observations
031073093
\n", + "
" + ], + "text/plain": [ + " Number of observations\n", + "0 31073093" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sql = \"\"\"\n", + "SELECT COUNT(*) AS \"Number of observations\" \n", + "FROM listitems\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "df" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## itemid" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT admissionid, itemid, measuredat, value\n", + "FROM listitems\n", + "GROUP BY admissionid, itemid, measuredat, value\n", + "HAVING COUNT(*) > 1\n", + "LIMIT 5\n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "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", + "
admissioniditemidmeasuredatvalue
00126112052000014
10126232052000021
201281020520000Standaard matras
301281058320000Standaard matras
4012810144720000Standaard matras
\n", + "
" + ], + "text/plain": [ + " admissionid itemid measuredat value\n", + "0 0 12611 20520000 14\n", + "1 0 12623 20520000 21\n", + "2 0 12810 20520000 Standaard matras\n", + "3 0 12810 58320000 Standaard matras\n", + "4 0 12810 144720000 Standaard matras" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sql = \"\"\"\n", + "SELECT admissionid, itemid, measuredat, value\n", + "FROM listitems\n", + "GROUP BY admissionid, itemid, measuredat, value\n", + "HAVING COUNT(*) > 1\n", + "LIMIT 5\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT *\n", + "FROM listitems t1\n", + "JOIN (\n", + " SELECT admissionid, itemid, measuredat\n", + " FROM listitems\n", + " GROUP BY admissionid, itemid, measuredat\n", + " HAVING COUNT(*) > 1\n", + " ) t2 \n", + "ON t1.admissionid = t2.admissionid AND t1.itemid = t2.itemid AND t1.measuredat = t2.measuredat\n", + "ORDER BY t1.admissionid, t1.itemid, t1.measuredat\n", + "LIMIT 10\n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "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", + "
admissioniditemiditemvalueidvaluemeasuredatregisteredatregisteredbyupdatedatupdatedbyislabresultadmissioniditemidmeasuredat
006671Hartritme1NSR126720000133680000ICV_IC-Verpleegkundig133680000ICV_IC-Verpleegkundig006671126720000
106671Hartritme22SVT126720000133680000ICV_IC-Verpleegkundig133680000ICV_IC-Verpleegkundig006671126720000
2012611Sonde maat1142052000022620000ICV_IC-Verpleegkundig22620000ICV_IC-Verpleegkundig001261120520000
3012611Sonde maat1142052000022644000ICV_IC-Verpleegkundig22644000ICV_IC-Verpleegkundig001261120520000
4012623Tube diepte3212052000022620000ICV_IC-Verpleegkundig22620000ICV_IC-Verpleegkundig001262320520000
5012623Tube diepte3212052000022668000ICV_IC-Verpleegkundig22668000ICV_IC-Verpleegkundig001262320520000
6012810Bedsoort1Standaard matras2052000022680000ICV_IC-Verpleegkundig22680000ICV_IC-Verpleegkundig001281020520000
7012810Bedsoort1Standaard matras2052000022691000ICV_IC-Verpleegkundig22691000ICV_IC-Verpleegkundig001281020520000
8012810Bedsoort1Standaard matras5832000058440000ICV_IC-Verpleegkundig58440000ICV_IC-Verpleegkundig001281058320000
9012810Bedsoort1Standaard matras5832000058478000ICV_IC-Verpleegkundig58478000ICV_IC-Verpleegkundig001281058320000
\n", + "
" + ], + "text/plain": [ + " admissionid itemid item valueid value measuredat \\\n", + "0 0 6671 Hartritme 1 NSR 126720000 \n", + "1 0 6671 Hartritme 22 SVT 126720000 \n", + "2 0 12611 Sonde maat 1 14 20520000 \n", + "3 0 12611 Sonde maat 1 14 20520000 \n", + "4 0 12623 Tube diepte 3 21 20520000 \n", + "5 0 12623 Tube diepte 3 21 20520000 \n", + "6 0 12810 Bedsoort 1 Standaard matras 20520000 \n", + "7 0 12810 Bedsoort 1 Standaard matras 20520000 \n", + "8 0 12810 Bedsoort 1 Standaard matras 58320000 \n", + "9 0 12810 Bedsoort 1 Standaard matras 58320000 \n", + "\n", + " registeredat registeredby updatedat updatedby \\\n", + "0 133680000 ICV_IC-Verpleegkundig 133680000 ICV_IC-Verpleegkundig \n", + "1 133680000 ICV_IC-Verpleegkundig 133680000 ICV_IC-Verpleegkundig \n", + "2 22620000 ICV_IC-Verpleegkundig 22620000 ICV_IC-Verpleegkundig \n", + "3 22644000 ICV_IC-Verpleegkundig 22644000 ICV_IC-Verpleegkundig \n", + "4 22620000 ICV_IC-Verpleegkundig 22620000 ICV_IC-Verpleegkundig \n", + "5 22668000 ICV_IC-Verpleegkundig 22668000 ICV_IC-Verpleegkundig \n", + "6 22680000 ICV_IC-Verpleegkundig 22680000 ICV_IC-Verpleegkundig \n", + "7 22691000 ICV_IC-Verpleegkundig 22691000 ICV_IC-Verpleegkundig \n", + "8 58440000 ICV_IC-Verpleegkundig 58440000 ICV_IC-Verpleegkundig \n", + "9 58478000 ICV_IC-Verpleegkundig 58478000 ICV_IC-Verpleegkundig \n", + "\n", + " islabresult admissionid itemid measuredat \n", + "0 0 0 6671 126720000 \n", + "1 0 0 6671 126720000 \n", + "2 0 0 12611 20520000 \n", + "3 0 0 12611 20520000 \n", + "4 0 0 12623 20520000 \n", + "5 0 0 12623 20520000 \n", + "6 0 0 12810 20520000 \n", + "7 0 0 12810 20520000 \n", + "8 0 0 12810 58320000 \n", + "9 0 0 12810 58320000 " + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sql = \"\"\"\n", + "SELECT *\n", + "FROM listitems t1\n", + "JOIN (\n", + " SELECT admissionid, itemid, measuredat\n", + " FROM listitems\n", + " GROUP BY admissionid, itemid, measuredat\n", + " HAVING COUNT(*) > 1\n", + " ) t2 \n", + "ON t1.admissionid = t2.admissionid AND t1.itemid = t2.itemid AND t1.measuredat = t2.measuredat\n", + "ORDER BY t1.admissionid, t1.itemid, t1.measuredat\n", + "LIMIT 10\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT *\n", + "FROM listitems\n", + "WHERE admissionid = 2863 AND\n", + " itemid = 8895 AND\n", + " measuredat = 4016700000;\n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "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", + "
admissioniditemiditemvalueidvaluemeasuredatregisteredatregisteredbyupdatedatupdatedbyislabresult
028638895Kleur Sputum6Purulent40167000004033140000ICV_IC-Verpleegkundig4033140000ICV_IC-Verpleegkundig0
128638895Kleur Sputum9Spoor bloed40167000004033140000ICV_IC-Verpleegkundig4033140000ICV_IC-Verpleegkundig0
\n", + "
" + ], + "text/plain": [ + " admissionid itemid item valueid value measuredat \\\n", + "0 2863 8895 Kleur Sputum 6 Purulent 4016700000 \n", + "1 2863 8895 Kleur Sputum 9 Spoor bloed 4016700000 \n", + "\n", + " registeredat registeredby updatedat updatedby \\\n", + "0 4033140000 ICV_IC-Verpleegkundig 4033140000 ICV_IC-Verpleegkundig \n", + "1 4033140000 ICV_IC-Verpleegkundig 4033140000 ICV_IC-Verpleegkundig \n", + "\n", + " islabresult \n", + "0 0 \n", + "1 0 " + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sql = \"\"\"\n", + "SELECT *\n", + "FROM listitems\n", + "WHERE admissionid = 2863 AND\n", + " itemid = 8895 AND\n", + " measuredat = 4016700000;\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "df" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## item" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT item, COUNT(itemid) AS \"number of observations\", itemid\n", + "FROM listitems\n", + "GROUP BY item, itemid\n", + "ORDER BY \"number of observations\" DESC\n", + "LIMIT 20; \n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "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", + "
itemnumber of observationsitemid
0Ventilatie Mode (Set)1570336912290
1MFT_Behandeling218688114846
2Hartritme20546196671
3Houding patiënt10815719233
4Toedieningsweg6616718189
5NIV Program Status (Set)37543912560
6Kleur Sputum3697568895
7Aantal Bronchiaaltoilet2893888889
8Hoeveelheid Sputum2701728894
9Hoestprikkel2588058899
10Pupil Links Grootte2513508832
11Pupil Rechts Grootte2511878833
12Pupil Links Reactie2470668829
13Pupil Rechts Reactie2454748830
14Aspect Sputum23572712519
15Bedsoort21061012810
16Actief openen van de ogen2102276732
17Beste verbale reactie2084926735
18Beste motore reactie van de armen2007796734
19Ramsay score1923479232
\n", + "
" + ], + "text/plain": [ + " item number of observations itemid\n", + "0 Ventilatie Mode (Set) 15703369 12290\n", + "1 MFT_Behandeling 2186881 14846\n", + "2 Hartritme 2054619 6671\n", + "3 Houding patiënt 1081571 9233\n", + "4 Toedieningsweg 661671 8189\n", + "5 NIV Program Status (Set) 375439 12560\n", + "6 Kleur Sputum 369756 8895\n", + "7 Aantal Bronchiaaltoilet 289388 8889\n", + "8 Hoeveelheid Sputum 270172 8894\n", + "9 Hoestprikkel 258805 8899\n", + "10 Pupil Links Grootte 251350 8832\n", + "11 Pupil Rechts Grootte 251187 8833\n", + "12 Pupil Links Reactie 247066 8829\n", + "13 Pupil Rechts Reactie 245474 8830\n", + "14 Aspect Sputum 235727 12519\n", + "15 Bedsoort 210610 12810\n", + "16 Actief openen van de ogen 210227 6732\n", + "17 Beste verbale reactie 208492 6735\n", + "18 Beste motore reactie van de armen 200779 6734\n", + "19 Ramsay score 192347 9232" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sql = \"\"\"\n", + "SELECT item, COUNT(itemid) AS \"number of observations\", itemid\n", + "FROM listitems\n", + "GROUP BY item, itemid\n", + "ORDER BY \"number of observations\" DESC\n", + "LIMIT 20; \n", + "\"\"\"\n", + "import matplotlib as mpl\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT item, COUNT(itemid) AS \"number of observations\", itemid\n", + "FROM listitems\n", + "GROUP BY item, itemid\n", + "ORDER BY \"number of observations\" DESC\n", + "LIMIT 20\n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "(array([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16,\n", + " 17, 18, 19]), )" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sql = \"\"\"\n", + "SELECT item, COUNT(itemid) AS \"number of observations\", itemid\n", + "FROM listitems\n", + "GROUP BY item, itemid\n", + "ORDER BY \"number of observations\" DESC\n", + "LIMIT 20\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "cm = plt.get_cmap('RdPu')\n", + "color_step = int(-255/len(df.index))\n", + "ax = df.plot.bar(x=df.columns[0],y=df.columns[1], legend=False,color=cm(range(255,1,color_step)))\n", + "ax.set(ylabel=df.columns[1])\n", + "ax.yaxis.set_major_formatter(mpl.ticker.StrMethodFormatter('{x:,.0f}'))\n", + "plt.xticks(rotation=30, horizontalalignment='right',fontweight='light',fontsize='small')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## value" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT value, COUNT(itemid) AS \"number of observations\"\n", + "FROM listitems\n", + "WHERE itemid = 12290 --ventilation mode\n", + "GROUP BY value, item, itemid\n", + "ORDER BY \"number of observations\" DESC\n", + "LIMIT 5 \n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "(array([0, 1, 2, 3, 4]), )" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#shows the most often used ventilator mode: itemid = 12290 #ventilation mode\n", + "sql = \"\"\"\n", + "SELECT value, COUNT(itemid) AS \"number of observations\"\n", + "FROM listitems\n", + "WHERE itemid = 12290 --ventilation mode\n", + "GROUP BY value, item, itemid\n", + "ORDER BY \"number of observations\" DESC\n", + "LIMIT 5 \n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "cm = plt.get_cmap('RdPu')\n", + "color_step = int(-255/len(df.index))\n", + "ax = df.plot.bar(x=df.columns[0],y=df.columns[1], legend=False,color=cm(range(255,1,color_step)))\n", + "ax.set(ylabel=df.columns[1])\n", + "ax.yaxis.set_major_formatter(mpl.ticker.StrMethodFormatter('{x:,.0f}'))\n", + "plt.xticks(rotation=30, horizontalalignment='right',fontweight='light',fontsize='small')" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT value, COUNT(itemid) AS \"number of observations\"\n", + "FROM listitems\n", + "WHERE itemid = 6671 --heart rhythm\n", + "GROUP BY value, item, itemid\n", + "ORDER BY \"number of observations\" DESC\n", + "LIMIT 5 \n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "(array([0, 1, 2, 3, 4]), )" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#shows the most often used heart rhytms mode: itemid = 6671 --heart rhythm\n", + "sql = \"\"\"\n", + "SELECT value, COUNT(itemid) AS \"number of observations\"\n", + "FROM listitems\n", + "WHERE itemid = 6671 --heart rhythm\n", + "GROUP BY value, item, itemid\n", + "ORDER BY \"number of observations\" DESC\n", + "LIMIT 5 \n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "cm = plt.get_cmap('RdPu')\n", + "color_step = int(-255/len(df.index))\n", + "ax = df.plot.bar(x=df.columns[0],y=df.columns[1], legend=False,color=cm(range(255,1,color_step)))\n", + "ax.set(ylabel=df.columns[1])\n", + "ax.yaxis.set_major_formatter(mpl.ticker.StrMethodFormatter('{x:,.0f}'))\n", + "plt.xticks(rotation=30, horizontalalignment='right',fontweight='light',fontsize='small')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Reason for ICU admission (based on pre-APACHE, APACHE II or IV admission diagnosis)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Reason for admission based on pre-APACHE/APACHE II or IV diagnosis" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "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", + "
admissionidadmission yeardiagnosisdiagnosis_subgroupdiagnosis_groupsurgical
002003-2009CABGCABG en KlepchirurgieThoraxchirurgie1.0
112010-2016BentallAorta chirurgieThoraxchirurgie1.0
222010-2016CABG with aortic valve replacementCABG en KlepchirurgiePost-operative cardiovascular1.0
332003-2009NoneNoneNoneNaN
442010-2016CABG alone, coronary artery bypass graftingCABG en KlepchirurgiePost-operative cardiovascular1.0
\n", + "
" + ], + "text/plain": [ + " admissionid admission year diagnosis \\\n", + "0 0 2003-2009 CABG \n", + "1 1 2010-2016 Bentall \n", + "2 2 2010-2016 CABG with aortic valve replacement \n", + "3 3 2003-2009 None \n", + "4 4 2010-2016 CABG alone, coronary artery bypass grafting \n", + "\n", + " diagnosis_subgroup diagnosis_group surgical \n", + "0 CABG en Klepchirurgie Thoraxchirurgie 1.0 \n", + "1 Aorta chirurgie Thoraxchirurgie 1.0 \n", + "2 CABG en Klepchirurgie Post-operative cardiovascular 1.0 \n", + "3 None None NaN \n", + "4 CABG en Klepchirurgie Post-operative cardiovascular 1.0 " + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sql = \"\"\"\n", + "WITH diagnosis_groups AS (\n", + "SELECT admissionid,\n", + " item, \n", + " value as diagnosis_group,\n", + " CASE\n", + " WHEN itemid = 13110 AND valueid BETWEEN 1 AND 3 THEN 1 --D_Hoofdgroep\n", + " WHEN itemid = 16651 AND valueid BETWEEN 7 AND 9 THEN 1 --DMC_Hoofdgroep\n", + " WHEN itemid = 16997 AND valueid BETWEEN 11 AND 20 THEN 1 --APACHE IV Groepen\n", + " WHEN itemid = 18588 AND valueid BETWEEN 1 AND 7 THEN 1 --Apache II Hoofdgroep\n", + " ELSE 0\n", + " END AS surgical,\n", + " ROW_NUMBER() OVER(PARTITION BY admissionid\n", + " ORDER BY measuredat DESC) AS rownum\n", + " FROM listitems\n", + " WHERE itemid IN (\n", + " --MAIN GROUP - LEVEL 0\n", + " 13110, --D_Hoofdgroep\n", + " 16651, --DMC_Hoofdgroep, Medium Care\n", + " \n", + " 18588, --Apache II Hoofdgroep\n", + " 16997 --APACHE IV Groepen\n", + " \n", + " )\n", + "),diagnosis_subgroups AS (\n", + "SELECT admissionid,\n", + " item, \n", + " value as diagnosis_subgroup,\n", + " ROW_NUMBER() OVER(PARTITION BY admissionid\n", + " ORDER BY measuredat DESC) AS rownum\n", + " FROM listitems\n", + " WHERE itemid IN (\n", + " --SUB GROUP - LEVEL 1\n", + " 13111, --D_Subgroep_Thoraxchirurgie\n", + " 16669, --DMC_Subgroep_Thoraxchirurgie\n", + " 13112, --D_Subgroep_Algemene chirurgie\n", + " 16665, --DMC_Subgroep_Algemene chirurgie\n", + " 13113, --D_Subgroep_Neurochirurgie\n", + " 16667, --DMC_Subgroep_Neurochirurgie\n", + " 13114, --D_Subgroep_Neurologie\n", + " 16668, --DMC_Subgroep_Neurologie\n", + " 13115, --D_Subgroep_Interne geneeskunde\n", + " 16666 --DMC_Subgroep_Interne geneeskunde\n", + " )\n", + "), diagnoses AS (\n", + "SELECT admissionid,\n", + " item, \n", + " value as diagnosis,\n", + " ROW_NUMBER() OVER(PARTITION BY admissionid\n", + " ORDER BY measuredat DESC) AS rownum\n", + "FROM listitems\n", + "WHERE itemid IN (\n", + " -- Diagnosis - LEVEL 2\n", + " --SURGICAL\n", + " 13116, --D_Thoraxchirurgie_CABG en Klepchirurgie\n", + " 16671, --DMC_Thoraxchirurgie_CABG en Klepchirurgie\n", + " 13117, --D_Thoraxchirurgie_Cardio anders\n", + " 16672, --DMC_Thoraxchirurgie_Cardio anders\n", + " 13118, --D_Thoraxchirurgie_Aorta chirurgie\n", + " 16670, --DMC_Thoraxchirurgie_Aorta chirurgie\n", + " 13119, --D_Thoraxchirurgie_Pulmonale chirurgie\n", + " 16673, --DMC_Thoraxchirurgie_Pulmonale chirurgie\n", + " \n", + " \n", + " 13141, --D_Algemene chirurgie_Algemeen \n", + " 16642, --DMC_Algemene chirurgie_Algemeen\n", + " 13121, --D_Algemene chirurgie_Buikchirurgie\n", + " 16643, --DMC_Algemene chirurgie_Buikchirurgie\n", + " 13123, --D_Algemene chirurgie_Endocrinologische chirurgie\n", + " 16644, --DMC_Algemene chirurgie_Endocrinologische chirurgie\n", + " 13145, --D_Algemene chirurgie_KNO/Overige\n", + " 16645, --DMC_Algemene chirurgie_KNO/Overige\n", + " 13125, --D_Algemene chirurgie_Orthopedische chirurgie\n", + " 16646, --DMC_Algemene chirurgie_Orthopedische chirurgie\n", + " 13122, --D_Algemene chirurgie_Transplantatie chirurgie\n", + " 16647, --DMC_Algemene chirurgie_Transplantatie chirurgie\n", + " 13124, --D_Algemene chirurgie_Trauma\n", + " 16648, --DMC_Algemene chirurgie_Trauma\n", + " 13126, --D_Algemene chirurgie_Urogenitaal\n", + " 16649, --DMC_Algemene chirurgie_Urogenitaal\n", + " 13120, --D_Algemene chirurgie_Vaatchirurgie\n", + " 16650, --DMC_Algemene chirurgie_Vaatchirurgie\n", + "\n", + " 13128, --D_Neurochirurgie _Vasculair chirurgisch\n", + " 16661, --DMC_Neurochirurgie _Vasculair chirurgisch\n", + " 13129, --D_Neurochirurgie _Tumor chirurgie\n", + " 16660, --DMC_Neurochirurgie _Tumor chirurgie\n", + " 13130, --D_Neurochirurgie_Overige\n", + " 16662, --DMC_Neurochirurgie_Overige\n", + " \n", + " 18596, --Apache II Operatief Gastr-intenstinaal\n", + " 18597, --Apache II Operatief Cardiovasculair\n", + " 18598, --Apache II Operatief Hematologisch\n", + " 18599, --Apache II Operatief Metabolisme\n", + " 18600, --Apache II Operatief Neurologisch\n", + " 18601, --Apache II Operatief Renaal\n", + " 18602, --Apache II Operatief Respiratoir\n", + " \n", + " 17008, --APACHEIV Post-operative cardiovascular\n", + " 17009, --APACHEIV Post-operative gastro-intestinal\n", + " 17010, --APACHEIV Post-operative genitourinary\n", + " 17011, --APACHEIV Post-operative hematology\n", + " 17012, --APACHEIV Post-operative metabolic\n", + " 17013, --APACHEIV Post-operative musculoskeletal /skin\n", + " 17014, --APACHEIV Post-operative neurologic\n", + " 17015, --APACHEIV Post-operative respiratory\n", + " 17016, --APACHEIV Post-operative transplant\n", + " 17017, --APACHEIV Post-operative trauma\n", + "\n", + " --MEDICAL\n", + " 13133, --D_Interne Geneeskunde_Cardiovasculair\n", + " 16653, --DMC_Interne Geneeskunde_Cardiovasculair\n", + " 13134, --D_Interne Geneeskunde_Pulmonaal\n", + " 16658, --DMC_Interne Geneeskunde_Pulmonaal\n", + " 13135, --D_Interne Geneeskunde_Abdominaal\n", + " 16652, --DMC_Interne Geneeskunde_Abdominaal\n", + " 13136, --D_Interne Geneeskunde_Infectieziekten\n", + " 16655, --DMC_Interne Geneeskunde_Infectieziekten\n", + " 13137, --D_Interne Geneeskunde_Metabool\n", + " 16656, --DMC_Interne Geneeskunde_Metabool\n", + " 13138, --D_Interne Geneeskunde_Renaal\n", + " 16659, --DMC_Interne Geneeskunde_Renaal\n", + " 13139, --D_Interne Geneeskunde_Hematologisch\n", + " 16654, --DMC_Interne Geneeskunde_Hematologisch\n", + " 13140, --D_Interne Geneeskunde_Overige\n", + " 16657, --DMC_Interne Geneeskunde_Overige\n", + "\n", + " 13131, --D_Neurologie_Vasculair neurologisch\n", + " 16664, --DMC_Neurologie_Vasculair neurologisch\n", + " 13132, --D_Neurologie_Overige\n", + " 16663, --DMC_Neurologie_Overige \n", + " 13127, --D_KNO/Overige\n", + " \n", + " 18589, --Apache II Non-Operatief Cardiovasculair\n", + " 18590, --Apache II Non-Operatief Gastro-intestinaal\n", + " 18591, --Apache II Non-Operatief Hematologisch\n", + " 18592, --Apache II Non-Operatief Metabolisme\n", + " 18593, --Apache II Non-Operatief Neurologisch\n", + " 18594, --Apache II Non-Operatief Renaal\n", + " 18595, --Apache II Non-Operatief Respiratoir\n", + " \n", + " 16998, --APACHE IV Non-operative cardiovascular\n", + " 16999, --APACHE IV Non-operative Gastro-intestinal\n", + " 17000, --APACHE IV Non-operative genitourinary\n", + " 17001, --APACHEIV Non-operative haematological\n", + " 17002, --APACHEIV Non-operative metabolic\n", + " 17003, --APACHEIV Non-operative musculo-skeletal\n", + " 17004, --APACHEIV Non-operative neurologic\n", + " 17005, --APACHEIV Non-operative respiratory\n", + " 17006, --APACHEIV Non-operative transplant\n", + " 17007 --APACHEIV Non-operative trauma \n", + " \n", + " )\n", + ")\n", + "SELECT admissions.admissionid, admissionyeargroup AS \"admission year\", diagnosis, diagnosis_subgroup, \n", + " diagnosis_group, surgical\n", + "FROM admissions\n", + "LEFT JOIN diagnoses on admissions.admissionid = diagnoses.admissionid\n", + "LEFT JOIN diagnosis_subgroups on admissions.admissionid = diagnosis_subgroups.admissionid\n", + "LEFT JOIN diagnosis_groups on admissions.admissionid = diagnosis_groups.admissionid\n", + "WHERE (diagnoses.rownum = 1 OR diagnoses.rownum IS NULL) AND \n", + " (diagnosis_subgroups.rownum = 1 OR diagnosis_subgroups.rownum IS NULL) AND\n", + " (diagnosis_groups.rownum = 1 OR diagnosis_groups.rownum IS NULL) --only last updated record\n", + ";\n", + "\"\"\"\n", + "combined_diagnoses = pd.read_sql(sql,con)\n", + "combined_diagnoses.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "plotdata = combined_diagnoses[['surgical']].copy()\n", + "plotdata.loc[plotdata['surgical'] == 1, 'group'] = 'Surgical'\n", + "plotdata.loc[plotdata['surgical'] == 0, 'group'] = 'Medical'\n", + "plotdata.loc[plotdata['surgical'].isna(), 'group'] = '*N/A*'\n", + "plotdata = plotdata.groupby('group').size().to_frame('Number of admissions').reset_index()\n", + "plotdata" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#plot the data\n", + "cm = plt.get_cmap('RdPu')\n", + "color_step = int(-255/len(plotdata))\n", + "ax = plotdata.plot.bar(x=plotdata.columns[0],y=plotdata.columns[1], legend=False,color=cm(range(255,1,color_step)))\n", + "ax.set(title='Groups based on admission diagnosis (pre-APACHE/APACHE II or IV diagnosis)', ylabel=plotdata.columns[1])\n", + "ax.yaxis.set_major_formatter(mpl.ticker.StrMethodFormatter('{x:,.0f}'))\n", + "plt.xticks(rotation=30, horizontalalignment='right',fontweight='light',fontsize='small')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "plotdata = combined_diagnoses[['diagnosis_group']].copy()\n", + "plotdata = plotdata.groupby('diagnosis_group').size().to_frame('number of admissions').sort_values(by='number of admissions', ascending=False).reset_index()\n", + "plotdata" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "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", + "
admission yearnumber of patientsavailable diagnosis group*N/A*
02003-20091005945665493
12010-20161331212740572
2None23371173066065
\n", + "
" + ], + "text/plain": [ + " admission year number of patients available diagnosis group *N/A*\n", + "0 2003-2009 10059 4566 5493\n", + "1 2010-2016 13312 12740 572\n", + "2 None 23371 17306 6065" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sql = \"\"\"\n", + "WITH diagnoses AS (\n", + " SELECT admissionid,\n", + " item, \n", + " value AS main_group,\n", + " ROW_NUMBER() OVER(PARTITION BY admissionid\n", + " ORDER BY measuredat DESC) AS rownum\n", + " FROM listitems\n", + " WHERE itemid IN (\n", + " --MAIN GROUP - LEVEL 0\n", + " 13110, --D_Hoofdgroep\n", + " 16651, --DMC_Hoofdgroep, Medium Care\n", + " \n", + " 18588, --Apache II Hoofdgroep\n", + " 16997 --APACHE IV Groepen\n", + " )\n", + ")\n", + "SELECT admissionyeargroup AS \"admission year\", Count(*) AS \"number of patients\", \n", + " Count(main_group) AS \"available diagnosis group\", Count(*) - Count(main_group) AS \"*N/A*\"\n", + "FROM admissions\n", + "LEFT JOIN diagnoses on admissions.admissionid = diagnoses.admissionid\n", + "WHERE rownum = 1 OR rownum IS NULL --only last updated record\n", + "GROUP BY ROLLUP(admissionyeargroup)\n", + "ORDER BY admissionyeargroup;\n", + "\"\"\"\n", + "admissiondiagnosis = pd.read_sql(sql,con)\n", + "admissiondiagnosis" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([0, 1]), )" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#plot the data\n", + "plotdata = admissiondiagnosis[['admission year','available diagnosis group', '*N/A*']].iloc[0:-1]\n", + "cm = plt.get_cmap('RdPu')\n", + "color_step = int(-255/len(plotdata.index))\n", + "ax = plotdata.plot.bar(x=plotdata.columns[0],y=plotdata.columns[[1,2]], stacked=True, legend=True,color=['g','r'], alpha=0.70)\n", + "ax.set(title='Available diagnosis groups', xlabel=plotdata.columns[0], ylabel=plotdata.columns[1])\n", + "ax.yaxis.set_major_formatter(mpl.ticker.StrMethodFormatter('{x:,.0f}'))\n", + "plt.xticks(rotation=0, horizontalalignment='center',fontweight='light',fontsize='small')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Pre-APACHE diagnosis groups" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "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", + "
admission yearnumber of admissionsAvailable Pre-APACHE diagnosis group*N/A*
02003-20091005945645495
12010-20161331212739573
2None23371173036068
\n", + "
" + ], + "text/plain": [ + " admission year number of admissions Available Pre-APACHE diagnosis group \\\n", + "0 2003-2009 10059 4564 \n", + "1 2010-2016 13312 12739 \n", + "2 None 23371 17303 \n", + "\n", + " *N/A* \n", + "0 5495 \n", + "1 573 \n", + "2 6068 " + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sql = \"\"\"\n", + "WITH diagnoses AS (\n", + " SELECT admissionid,\n", + " item, \n", + " value AS main_group,\n", + " ROW_NUMBER() OVER(PARTITION BY admissionid\n", + " ORDER BY measuredat DESC) AS rownum\n", + " FROM listitems\n", + " WHERE itemid IN (\n", + " 13110, --D_Hoofdgroep\n", + " 16651 --DMC_Hoofdgroep\n", + " )\n", + ")\n", + "SELECT admissionyeargroup AS \"admission year\", Count(admissions.admissionid) AS \"number of admissions\", \n", + " Count(main_group) AS \"Available Pre-APACHE diagnosis group\", Count(admissions.admissionid) - Count(main_group) AS \"*N/A*\"\n", + "FROM admissions\n", + "LEFT JOIN diagnoses on admissions.admissionid = diagnoses.admissionid\n", + "WHERE rownum = 1 OR rownum IS NULL --only last updated record\n", + "GROUP BY ROLLUP(admissionyeargroup) --calculates a totals row\n", + "ORDER BY admissionyeargroup;\n", + "\"\"\"\n", + "admissiondiagnosis = pd.read_sql(sql,con)\n", + "admissiondiagnosis" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([0, 1]), )" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#plot the data\n", + "plotdata = admissiondiagnosis[['admission year','Available Pre-APACHE diagnosis group', '*N/A*']].iloc[0:-1]\n", + "ax = plotdata.plot.bar(x=plotdata.columns[0],y=plotdata.columns[[1,2]], stacked=True, legend=True,color=['g','r'], alpha=0.70)\n", + "ax.set(title='Available Pre-APACHE diagnosis group', xlabel=plotdata.columns[0], ylabel=plotdata.columns[1])\n", + "ax.yaxis.set_major_formatter(mpl.ticker.StrMethodFormatter('{x:,.0f}'))\n", + "plt.xticks(rotation=0, horizontalalignment='center',fontweight='light',fontsize='small')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Pre-APACHE diagnosis group levels: main group, subgroup, ICU admission diagnosis" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "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", + "
admissionidadmission yeardiagnosisdiagnosis_subgroupdiagnosis_group
03862010-2016NoneOverigeNeurochirurgie
16572010-2016NoneAlgemeenAlgemene chirurgie
210112010-2016NoneNoneThoraxchirurgie
310742010-2016NoneNoneThoraxchirurgie
415692010-2016NoneTumor chirurgieNeurochirurgie
520832010-2016NoneOverigeNeurochirurgie
631622010-2016NoneVaatchirurgieAlgemene chirurgie
734192010-2016NoneTraumatologieAlgemene chirurgie
842332010-2016NoneCardio andersThoraxchirurgie
951242010-2016NoneOverigeNeurochirurgie
1051432010-2016NonePulmonaalInterne geneeskunde
1154922010-2016NonePulmonale chirurgieThoraxchirurgie
1267862010-2016NoneUrogenitaalAlgemene chirurgie
1370362010-2016NoneTraumatologieAlgemene chirurgie
1488712010-2016NoneCABG en KlepchirurgieThoraxchirurgie
1590292010-2016NoneVaatchirurgieAlgemene chirurgie
1690742010-2016NonePulmonaalInterne geneeskunde
1791882010-2016NoneNoneInterne geneeskunde
18104222010-2016NoneCABG en KlepchirurgieThoraxchirurgie
19106462010-2016NonePulmonaalInterne geneeskunde
\n", + "
" + ], + "text/plain": [ + " admissionid admission year diagnosis diagnosis_subgroup \\\n", + "0 386 2010-2016 None Overige \n", + "1 657 2010-2016 None Algemeen \n", + "2 1011 2010-2016 None None \n", + "3 1074 2010-2016 None None \n", + "4 1569 2010-2016 None Tumor chirurgie \n", + "5 2083 2010-2016 None Overige \n", + "6 3162 2010-2016 None Vaatchirurgie \n", + "7 3419 2010-2016 None Traumatologie \n", + "8 4233 2010-2016 None Cardio anders \n", + "9 5124 2010-2016 None Overige \n", + "10 5143 2010-2016 None Pulmonaal \n", + "11 5492 2010-2016 None Pulmonale chirurgie \n", + "12 6786 2010-2016 None Urogenitaal \n", + "13 7036 2010-2016 None Traumatologie \n", + "14 8871 2010-2016 None CABG en Klepchirurgie \n", + "15 9029 2010-2016 None Vaatchirurgie \n", + "16 9074 2010-2016 None Pulmonaal \n", + "17 9188 2010-2016 None None \n", + "18 10422 2010-2016 None CABG en Klepchirurgie \n", + "19 10646 2010-2016 None Pulmonaal \n", + "\n", + " diagnosis_group \n", + "0 Neurochirurgie \n", + "1 Algemene chirurgie \n", + "2 Thoraxchirurgie \n", + "3 Thoraxchirurgie \n", + "4 Neurochirurgie \n", + "5 Neurochirurgie \n", + "6 Algemene chirurgie \n", + "7 Algemene chirurgie \n", + "8 Thoraxchirurgie \n", + "9 Neurochirurgie \n", + "10 Interne geneeskunde \n", + "11 Thoraxchirurgie \n", + "12 Algemene chirurgie \n", + "13 Algemene chirurgie \n", + "14 Thoraxchirurgie \n", + "15 Algemene chirurgie \n", + "16 Interne geneeskunde \n", + "17 Interne geneeskunde \n", + "18 Thoraxchirurgie \n", + "19 Interne geneeskunde " + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sql = \"\"\"\n", + "WITH diagnosis_groups AS (\n", + "SELECT admissionid,\n", + " item, \n", + " value as diagnosis_group,\n", + " ROW_NUMBER() OVER(PARTITION BY admissionid\n", + " ORDER BY measuredat DESC) AS rownum\n", + " FROM listitems\n", + " WHERE itemid IN (\n", + " --MAIN GROUP - LEVEL 0\n", + " 13110, --D_Hoofdgroep\n", + " 16651 --DMC_Hoofdgroep, Medium Care\n", + " )\n", + "),diagnosis_subgroups AS (\n", + "SELECT admissionid,\n", + " item, \n", + " value as diagnosis_subgroup,\n", + " ROW_NUMBER() OVER(PARTITION BY admissionid\n", + " ORDER BY measuredat DESC) AS rownum\n", + " FROM listitems\n", + " WHERE itemid IN (\n", + " --SUB GROUP - LEVEL 1\n", + " 13111, --D_Subgroep_Thoraxchirurgie\n", + " 16669, --DMC_Subgroep_Thoraxchirurgie\n", + " 13112, --D_Subgroep_Algemene chirurgie\n", + " 16665, --DMC_Subgroep_Algemene chirurgie\n", + " 13113, --D_Subgroep_Neurochirurgie\n", + " 16667, --DMC_Subgroep_Neurochirurgie\n", + " 13114, --D_Subgroep_Neurologie\n", + " 16668, --DMC_Subgroep_Neurologie\n", + " 13115, --D_Subgroep_Interne geneeskunde\n", + " 16666 --DMC_Subgroep_Interne geneeskunde\n", + " )\n", + "), diagnoses AS (\n", + "SELECT admissionid,\n", + " item, \n", + " value as diagnosis,\n", + " CASE \n", + " WHEN item ILIKE '%chirurgie%' THEN 1\n", + " ELSE 0\n", + " END AS surgical,\n", + " ROW_NUMBER() OVER(PARTITION BY admissionid\n", + " ORDER BY measuredat DESC) AS rownum\n", + "FROM listitems\n", + "WHERE itemid IN (\n", + " -- Diagnosis - LEVEL 2\n", + " --SURGICAL\n", + " 13116, --D_Thoraxchirurgie_CABG en Klepchirurgie\n", + " 16671, --DMC_Thoraxchirurgie_CABG en Klepchirurgie\n", + " 13117, --D_Thoraxchirurgie_Cardio anders\n", + " 16672, --DMC_Thoraxchirurgie_Cardio anders\n", + " 13118, --D_Thoraxchirurgie_Aorta chirurgie\n", + " 16670, --DMC_Thoraxchirurgie_Aorta chirurgie\n", + " 13119, --D_Thoraxchirurgie_Pulmonale chirurgie\n", + " 16673, --DMC_Thoraxchirurgie_Pulmonale chirurgie\n", + "\n", + " 13141, --D_Algemene chirurgie_Algemeen \n", + " 16642, --DMC_Algemene chirurgie_Algemeen\n", + " 13121, --D_Algemene chirurgie_Buikchirurgie\n", + " 16643, --DMC_Algemene chirurgie_Buikchirurgie\n", + " 13123, --D_Algemene chirurgie_Endocrinologische chirurgie\n", + " 16644, --DMC_Algemene chirurgie_Endocrinologische chirurgie\n", + " 13145, --D_Algemene chirurgie_KNO/Overige\n", + " 16645, --DMC_Algemene chirurgie_KNO/Overige\n", + " 13125, --D_Algemene chirurgie_Orthopedische chirurgie\n", + " 16646, --DMC_Algemene chirurgie_Orthopedische chirurgie\n", + " 13122, --D_Algemene chirurgie_Transplantatie chirurgie\n", + " 16647, --DMC_Algemene chirurgie_Transplantatie chirurgie\n", + " 13124, --D_Algemene chirurgie_Trauma\n", + " 16648, --DMC_Algemene chirurgie_Trauma\n", + " 13126, --D_Algemene chirurgie_Urogenitaal\n", + " 16649, --DMC_Algemene chirurgie_Urogenitaal\n", + " 13120, --D_Algemene chirurgie_Vaatchirurgie\n", + " 16650, --DMC_Algemene chirurgie_Vaatchirurgie\n", + "\n", + " 13128, --D_Neurochirurgie _Vasculair chirurgisch\n", + " 16661, --DMC_Neurochirurgie _Vasculair chirurgisch\n", + " 13129, --D_Neurochirurgie _Tumor chirurgie\n", + " 16660, --DMC_Neurochirurgie _Tumor chirurgie\n", + " 13130, --D_Neurochirurgie_Overige\n", + " 16662, --DMC_Neurochirurgie_Overige\n", + "\n", + " --MEDICAL\n", + " 13133, --D_Interne Geneeskunde_Cardiovasculair\n", + " 16653, --DMC_Interne Geneeskunde_Cardiovasculair\n", + " 13134, --D_Interne Geneeskunde_Pulmonaal\n", + " 16658, --DMC_Interne Geneeskunde_Pulmonaal\n", + " 13135, --D_Interne Geneeskunde_Abdominaal\n", + " 16652, --DMC_Interne Geneeskunde_Abdominaal\n", + " 13136, --D_Interne Geneeskunde_Infectieziekten\n", + " 16655, --DMC_Interne Geneeskunde_Infectieziekten\n", + " 13137, --D_Interne Geneeskunde_Metabool\n", + " 16656, --DMC_Interne Geneeskunde_Metabool\n", + " 13138, --D_Interne Geneeskunde_Renaal\n", + " 16659, --DMC_Interne Geneeskunde_Renaal\n", + " 13139, --D_Interne Geneeskunde_Hematologisch\n", + " 16654, --DMC_Interne Geneeskunde_Hematologisch\n", + " 13140, --D_Interne Geneeskunde_Overige\n", + " 16657, --DMC_Interne Geneeskunde_Overige\n", + "\n", + " 13131, --D_Neurologie_Vasculair neurologisch\n", + " 16664, --DMC_Neurologie_Vasculair neurologisch\n", + " 13132, --D_Neurologie_Overige\n", + " 16663, --DMC_Neurologie_Overige\n", + "\n", + " 13127 --D_KNO/Overige\n", + " )\n", + ")\n", + "SELECT admissions.admissionid, admissionyeargroup AS \"admission year\", diagnosis, diagnosis_subgroup, diagnosis_group\n", + "FROM admissions\n", + "LEFT JOIN diagnoses on admissions.admissionid = diagnoses.admissionid\n", + "LEFT JOIN diagnosis_subgroups on admissions.admissionid = diagnosis_subgroups.admissionid\n", + "LEFT JOIN diagnosis_groups on admissions.admissionid = diagnosis_groups.admissionid\n", + "WHERE (diagnoses.rownum = 1 OR diagnoses.rownum IS NULL) AND \n", + " (diagnosis_subgroups.rownum = 1 OR diagnosis_subgroups.rownum IS NULL) AND\n", + " (diagnosis_groups.rownum = 1 OR diagnosis_groups.rownum IS NULL) --only last updated record\n", + " AND diagnosis IS NULL AND NOT diagnosis_group IS NULL\n", + "LIMIT 20\n", + ";\n", + "\"\"\"\n", + "items = pd.read_sql(sql,con)\n", + "items.head(20)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Pre-APACHE sepsis" + ] + }, + { + "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", + "
admission yearsepsis
02010-2016Nee
12010-2016Nee
22010-2016Nee
32010-2016Nee
42010-2016Nee
.........
233662003-2009None
233672003-2009None
233682003-2009None
233692003-2009None
233702003-2009None
\n", + "

23371 rows × 2 columns

\n", + "
" + ], + "text/plain": [ + " admission year sepsis\n", + "0 2010-2016 Nee\n", + "1 2010-2016 Nee\n", + "2 2010-2016 Nee\n", + "3 2010-2016 Nee\n", + "4 2010-2016 Nee\n", + "... ... ...\n", + "23366 2003-2009 None\n", + "23367 2003-2009 None\n", + "23368 2003-2009 None\n", + "23369 2003-2009 None\n", + "23370 2003-2009 None\n", + "\n", + "[23371 rows x 2 columns]" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sql = \"\"\"\n", + "WITH diagnoses AS (\n", + " SELECT admissionid,\n", + " item, \n", + " value AS sepsis,\n", + " ROW_NUMBER() OVER(PARTITION BY admissionid\n", + " ORDER BY measuredat DESC) AS rownum\n", + " FROM listitems\n", + " WHERE itemid IN (\n", + " 15808, --Opname Sepsis\n", + " 16675 --DMC_Opname Sepsis\n", + " )\n", + ")\n", + "SELECT admissionyeargroup AS \"admission year\", sepsis\n", + "FROM admissions\n", + "LEFT JOIN diagnoses on admissions.admissionid = diagnoses.admissionid\n", + "WHERE rownum = 1 OR rownum IS NULL --only last updated record\n", + "\"\"\"\n", + "sepsis = pd.read_sql(sql,con)\n", + "sepsis " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "plotdata = sepsis[['sepsis']].copy()\n", + "plotdata.loc[plotdata['sepsis'] == 'Ja', 'group'] = 'Sepsis'\n", + "plotdata.loc[plotdata['sepsis'] == 'Nee', 'group'] = 'No Sepsis'\n", + "plotdata.loc[plotdata['sepsis'].isna(), 'group'] = '*N/A*'\n", + "plotdata = plotdata.groupby('group').size().to_frame('Number of admissions').reset_index()\n", + "plotdata" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#plot the data\n", + "cm = plt.get_cmap('RdPu')\n", + "color_step = int(-255/len(plotdata))\n", + "ax = plotdata.plot.bar(x=plotdata.columns[0],y=plotdata.columns[1], legend=False,color=cm(range(255,1,color_step)))\n", + "ax.set(title='Groups based on manual \\'Sepsis\\' classification', ylabel=plotdata.columns[1])\n", + "ax.yaxis.set_major_formatter(mpl.ticker.StrMethodFormatter('{x:,.0f}'))\n", + "plt.xticks(rotation=30, horizontalalignment='right',fontweight='light',fontsize='small')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## APACHE II or IV admission diagnosis" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "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", + "
admission yearnumber of patientsavailable APACHE II/IV diagnoses*N/A*
02003-2009100591819878
12010-20161331288094503
2None23371899014381
\n", + "
" + ], + "text/plain": [ + " admission year number of patients available APACHE II/IV diagnoses *N/A*\n", + "0 2003-2009 10059 181 9878\n", + "1 2010-2016 13312 8809 4503\n", + "2 None 23371 8990 14381" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#show the most recent documented Apache II or IV diagnosis\n", + "sql = \"\"\"\n", + "SET SCHEMA 'amsterdamumcdb';\n", + "WITH apache AS (\n", + " SELECT admissionid,\n", + " item AS apache_group, \n", + " value AS apache_diagnosis,\n", + " CASE \n", + " WHEN item ILIKE '%non-operat%' THEN 0\n", + " ELSE 1\n", + " END AS surgical,\n", + " ROW_NUMBER() OVER(PARTITION BY admissionid\n", + " ORDER BY measuredat DESC) AS rownum --prioritize APACHE IV over APACHE II\n", + " FROM listitems\n", + " WHERE itemid IN (\n", + " --18588, --Apache II Hoofdgroep\n", + " 18589, --Apache II Non-Operatief Cardiovasculair\n", + " 18590, --Apache II Non-Operatief Gastro-intestinaal\n", + " 18591, --Apache II Non-Operatief Hematologisch\n", + " 18592, --Apache II Non-Operatief Metabolisme\n", + " 18593, --Apache II Non-Operatief Neurologisch\n", + " 18594, --Apache II Non-Operatief Renaal\n", + " 18595, --Apache II Non-Operatief Respiratoir\n", + " 18596, --Apache II Operatief Gastr-intenstinaal\n", + " 18597, --Apache II Operatief Cardiovasculair\n", + " 18598, --Apache II Operatief Hematologisch\n", + " 18599, --Apache II Operatief Metabolisme\n", + " 18600, --Apache II Operatief Neurologisch\n", + " 18601, --Apache II Operatief Renaal\n", + " 18602, --Apache II Operatief Respiratoir\n", + " --16997, --APACHE IV Groepen\n", + " 16998, --APACHE IV Non-operative cardiovascular\n", + " 16999, --APACHE IV Non-operative Gastro-intestinal\n", + " 17000, --APACHE IV Non-operative genitourinary\n", + " 17001, --APACHEIV Non-operative haematological\n", + " 17002, --APACHEIV Non-operative metabolic\n", + " 17003, --APACHEIV Non-operative musculo-skeletal\n", + " 17004, --APACHEIV Non-operative neurologic\n", + " 17005, --APACHEIV Non-operative respiratory\n", + " 17006, --APACHEIV Non-operative transplant\n", + " 17007, --APACHEIV Non-operative trauma\n", + " 17008, --APACHEIV Post-operative cardiovascular\n", + " 17009, --APACHEIV Post-operative gastro-intestinal\n", + " 17010, --APACHEIV Post-operative genitourinary\n", + " 17011, --APACHEIV Post-operative hematology\n", + " 17012, --APACHEIV Post-operative metabolic\n", + " 17013, --APACHEIV Post-operative musculoskeletal /skin\n", + " 17014, --APACHEIV Post-operative neurologic\n", + " 17015, --APACHEIV Post-operative respiratory\n", + " 17016, --APACHEIV Post-operative transplant\n", + " 17017 --APACHEIV Post-operative trauma\n", + " \n", + " --- IGNORE Secondary Apache diagnoses and 'NICE'\n", + " --18669, --NICE APACHEII diagnosen\n", + " --18671, --NICE APACHEIV diagnosen\n", + " --18670, --NICE SEC APACHEII diagnosen\n", + " --18673, --NICE SEC APACHEIV diagnosen\n", + " --18603, --SEC_Apache II Hoofdgroep\n", + " --18604, --SEC_Apache II Non-Operatief Cardiovasculair\n", + " --18605, --SEC_Apache II Non-Operatief Gastro-intestinaal\n", + " --18606, --SEC_Apache II Non-Operatief Hematologisch\n", + " --18607, --SEC_Apache II Non-Operatief Metabolisme\n", + " --18608, --SEC_Apache II Non-Operatief Neurologisch\n", + " --18609, --SEC_Apache II Non-Operatief Renaal\n", + " --18610, --SEC_Apache II Non-Operatief Respiratoir\n", + " --18611, --SEC_Apache II Operatief Gastr-intenstinaal\n", + " --18612, --SEC_Apache II Operatief Cardiovasculair\n", + " --18613, --SEC_Apache II Operatief Hematologisch\n", + " --18614, --SEC_Apache II Operatief Metabolisme\n", + " --18615, --SEC_Apache II Operatief Neurologisch\n", + " --18616, --SEC_Apache II Operatief Renaal\n", + " --18617, --SEC_Apache II Operatief Respiratoir\n", + " --17018, --SEC_APACHE IV Groepen\n", + " --17019, --SEC_APACHE IV Non-operative cardiovascular\n", + " --17020, --SEC_APACHE IV Non-operative Gastro-intestinal\n", + " --17021, --SEC_APACHE IV Non-operative genitourinary\n", + " --17022, --SEC_APACHEIV Non-operative haematological\n", + " --17023, --SEC_APACHEIV Non-operative metabolic\n", + " --17024, --SEC_APACHEIV Non-operative musculo-skeletal\n", + " --17025, --SEC_APACHEIV Non-operative neurologic\n", + " --17026, --SEC_APACHEIV Non-operative respiratory\n", + " --17027, --SEC_APACHEIV Non-operative transplant\n", + " --17028, --SEC_APACHEIV Non-operative trauma\n", + " --17029, --SEC_APACHEIV Post-operative cardiovascular\n", + " --17030, --SEC_APACHEIV Post-operative gastro-intestinal\n", + " --17031, --SEC_APACHEIV Post-operative genitourinary\n", + " --17032, --SEC_APACHEIV Post-operative hematology\n", + " --17033, --SEC_APACHEIV Post-operative metabolic\n", + " --17034, --SEC_APACHEIV Post-operative musculoskeletal /skin\n", + " --17035, --SEC_APACHEIV Post-operative neurologic\n", + " --17036, --SEC_APACHEIV Post-operative respiratory\n", + " --17037, --SEC_APACHEIV Post-operative transplant\n", + " --17038 --SEC_APACHEIV Post-operative trauma\n", + " ) \n", + " )\n", + " \n", + "SELECT admissionyeargroup AS \"admission year\", Count(*) AS \"number of patients\", \n", + " Count(apache_diagnosis) AS \"available APACHE II/IV diagnoses\", Count(*) - Count(apache_diagnosis) AS \"*N/A*\"\n", + "FROM admissions\n", + "LEFT JOIN apache on admissions.admissionid = apache.admissionid\n", + "WHERE rownum = 1 OR rownum IS NULL --only last updated record, APACHE IV prioritized over APACHE II\n", + "GROUP BY ROLLUP(admissionyeargroup)\n", + "ORDER BY admissionyeargroup;\n", + "\"\"\"\n", + "admissiondiagnosis = pd.read_sql(sql,con)\n", + "admissiondiagnosis" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([0, 1]), )" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#plot the data\n", + "plotdata = admissiondiagnosis[['admission year','available APACHE II/IV diagnoses', '*N/A*']].iloc[0:-1]\n", + "cm = plt.get_cmap('RdPu')\n", + "color_step = int(-255/len(plotdata.index))\n", + "ax = plotdata.plot.bar(x=plotdata.columns[0],y=plotdata.columns[[1,2]], stacked=True, legend=True,color=['g','r'], alpha=0.70)\n", + "ax.set(title='APACHE II/IV diagnoses', xlabel=plotdata.columns[0], ylabel=plotdata.columns[1])\n", + "ax.yaxis.set_major_formatter(mpl.ticker.StrMethodFormatter('{x:,.0f}'))\n", + "plt.xticks(rotation=0, horizontalalignment='center',fontweight='light',fontsize='small')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### APACHE II or IV surgical admissions" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "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", + "
admission yearapache_diagnosissurgical
02010-2016CABG with aortic valve replacement1.0
12010-2016CABG alone, coronary artery bypass grafting1.0
22010-2016Restrictive lung disease (i.e. sarcoidosis, pulmonary fibrosis)0.0
32010-2016Shunts and revisions1.0
42010-2016Cystectomy for neoplasm1.0
52010-2016Na cardiac arrest0.0
62010-2016Whipple-surgery for pancreatic cancer1.0
72010-2016Na cardiac arrest0.0
82010-2016Na cardiac arrest0.0
92010-2016CABG alone, coronary artery bypass grafting1.0
\n", + "
" + ], + "text/plain": [ + " admission year \\\n", + "0 2010-2016 \n", + "1 2010-2016 \n", + "2 2010-2016 \n", + "3 2010-2016 \n", + "4 2010-2016 \n", + "5 2010-2016 \n", + "6 2010-2016 \n", + "7 2010-2016 \n", + "8 2010-2016 \n", + "9 2010-2016 \n", + "\n", + " apache_diagnosis surgical \n", + "0 CABG with aortic valve replacement 1.0 \n", + "1 CABG alone, coronary artery bypass grafting 1.0 \n", + "2 Restrictive lung disease (i.e. sarcoidosis, pulmonary fibrosis) 0.0 \n", + "3 Shunts and revisions 1.0 \n", + "4 Cystectomy for neoplasm 1.0 \n", + "5 Na cardiac arrest 0.0 \n", + "6 Whipple-surgery for pancreatic cancer 1.0 \n", + "7 Na cardiac arrest 0.0 \n", + "8 Na cardiac arrest 0.0 \n", + "9 CABG alone, coronary artery bypass grafting 1.0 " + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#show the most recent documented Apache II or IV diagnosis\n", + "sql = \"\"\"\n", + "SET SCHEMA 'amsterdamumcdb';\n", + "WITH apache AS (\n", + " SELECT admissionid,\n", + " item AS apache_group, \n", + " value AS apache_diagnosis,\n", + " CASE \n", + " WHEN item ILIKE '%non-operat%' THEN 0\n", + " ELSE 1\n", + " END AS surgical,\n", + " ROW_NUMBER() OVER(PARTITION BY admissionid\n", + " ORDER BY measuredat DESC) AS rownum --prioritize APACHE IV over APACHE II\n", + " FROM listitems\n", + " WHERE itemid IN (\n", + " --18588, --Apache II Hoofdgroep\n", + " 18589, --Apache II Non-Operatief Cardiovasculair\n", + " 18590, --Apache II Non-Operatief Gastro-intestinaal\n", + " 18591, --Apache II Non-Operatief Hematologisch\n", + " 18592, --Apache II Non-Operatief Metabolisme\n", + " 18593, --Apache II Non-Operatief Neurologisch\n", + " 18594, --Apache II Non-Operatief Renaal\n", + " 18595, --Apache II Non-Operatief Respiratoir\n", + " 18596, --Apache II Operatief Gastr-intenstinaal\n", + " 18597, --Apache II Operatief Cardiovasculair\n", + " 18598, --Apache II Operatief Hematologisch\n", + " 18599, --Apache II Operatief Metabolisme\n", + " 18600, --Apache II Operatief Neurologisch\n", + " 18601, --Apache II Operatief Renaal\n", + " 18602, --Apache II Operatief Respiratoir\n", + " --16997, --APACHE IV Groepen\n", + " 16998, --APACHE IV Non-operative cardiovascular\n", + " 16999, --APACHE IV Non-operative Gastro-intestinal\n", + " 17000, --APACHE IV Non-operative genitourinary\n", + " 17001, --APACHEIV Non-operative haematological\n", + " 17002, --APACHEIV Non-operative metabolic\n", + " 17003, --APACHEIV Non-operative musculo-skeletal\n", + " 17004, --APACHEIV Non-operative neurologic\n", + " 17005, --APACHEIV Non-operative respiratory\n", + " 17006, --APACHEIV Non-operative transplant\n", + " 17007, --APACHEIV Non-operative trauma\n", + " 17008, --APACHEIV Post-operative cardiovascular\n", + " 17009, --APACHEIV Post-operative gastro-intestinal\n", + " 17010, --APACHEIV Post-operative genitourinary\n", + " 17011, --APACHEIV Post-operative hematology\n", + " 17012, --APACHEIV Post-operative metabolic\n", + " 17013, --APACHEIV Post-operative musculoskeletal /skin\n", + " 17014, --APACHEIV Post-operative neurologic\n", + " 17015, --APACHEIV Post-operative respiratory\n", + " 17016, --APACHEIV Post-operative transplant\n", + " 17017 --APACHEIV Post-operative trauma\n", + " \n", + " --- IGNORE Secondary Apache diagnoses and 'NICE'\n", + " --18669, --NICE APACHEII diagnosen\n", + " --18671, --NICE APACHEIV diagnosen\n", + " --18670, --NICE SEC APACHEII diagnosen\n", + " --18673, --NICE SEC APACHEIV diagnosen\n", + " --18603, --SEC_Apache II Hoofdgroep\n", + " --18604, --SEC_Apache II Non-Operatief Cardiovasculair\n", + " --18605, --SEC_Apache II Non-Operatief Gastro-intestinaal\n", + " --18606, --SEC_Apache II Non-Operatief Hematologisch\n", + " --18607, --SEC_Apache II Non-Operatief Metabolisme\n", + " --18608, --SEC_Apache II Non-Operatief Neurologisch\n", + " --18609, --SEC_Apache II Non-Operatief Renaal\n", + " --18610, --SEC_Apache II Non-Operatief Respiratoir\n", + " --18611, --SEC_Apache II Operatief Gastr-intenstinaal\n", + " --18612, --SEC_Apache II Operatief Cardiovasculair\n", + " --18613, --SEC_Apache II Operatief Hematologisch\n", + " --18614, --SEC_Apache II Operatief Metabolisme\n", + " --18615, --SEC_Apache II Operatief Neurologisch\n", + " --18616, --SEC_Apache II Operatief Renaal\n", + " --18617, --SEC_Apache II Operatief Respiratoir\n", + " --17018, --SEC_APACHE IV Groepen\n", + " --17019, --SEC_APACHE IV Non-operative cardiovascular\n", + " --17020, --SEC_APACHE IV Non-operative Gastro-intestinal\n", + " --17021, --SEC_APACHE IV Non-operative genitourinary\n", + " --17022, --SEC_APACHEIV Non-operative haematological\n", + " --17023, --SEC_APACHEIV Non-operative metabolic\n", + " --17024, --SEC_APACHEIV Non-operative musculo-skeletal\n", + " --17025, --SEC_APACHEIV Non-operative neurologic\n", + " --17026, --SEC_APACHEIV Non-operative respiratory\n", + " --17027, --SEC_APACHEIV Non-operative transplant\n", + " --17028, --SEC_APACHEIV Non-operative trauma\n", + " --17029, --SEC_APACHEIV Post-operative cardiovascular\n", + " --17030, --SEC_APACHEIV Post-operative gastro-intestinal\n", + " --17031, --SEC_APACHEIV Post-operative genitourinary\n", + " --17032, --SEC_APACHEIV Post-operative hematology\n", + " --17033, --SEC_APACHEIV Post-operative metabolic\n", + " --17034, --SEC_APACHEIV Post-operative musculoskeletal /skin\n", + " --17035, --SEC_APACHEIV Post-operative neurologic\n", + " --17036, --SEC_APACHEIV Post-operative respiratory\n", + " --17037, --SEC_APACHEIV Post-operative transplant\n", + " --17038 --SEC_APACHEIV Post-operative trauma\n", + " ) \n", + " )\n", + " \n", + "SELECT admissionyeargroup AS \"admission year\", apache_diagnosis, surgical\n", + "FROM admissions\n", + "LEFT JOIN apache on admissions.admissionid = apache.admissionid\n", + "WHERE rownum = 1 OR rownum IS NULL --only last updated record, APACHE IV prioritized over APACHE II\n", + "\"\"\"\n", + "admissiondiagnosis = pd.read_sql(sql,con)\n", + "admissiondiagnosis.head(10)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "surgical = admissiondiagnosis[admissiondiagnosis['surgical'] == 1].groupby('apache_diagnosis').size().to_frame('number of admissions').sort_values('number of admissions', ascending=False).reset_index().head(10)\n", + "surgical" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#plot the data\n", + "cm = plt.get_cmap('RdPu')\n", + "color_step = int(-255/len(surgical.index))\n", + "ax = surgical.plot.bar(x=surgical.columns[0],y=surgical.columns[1], legend=False,color=cm(range(255,1,color_step)))\n", + "ax.set(title='surgical admissions', ylabel=surgical.columns[1])\n", + "ax.yaxis.set_major_formatter(mpl.ticker.StrMethodFormatter('{x:,.0f}'))\n", + "plt.xticks(rotation=30, horizontalalignment='right',fontweight='light',fontsize='small')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### APACHE II or IV medical admissions" + ] + }, + { + "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", + "
admission yearapache_diagnosissurgical
22010-2016Restrictive lung disease (i.e. sarcoidosis, pulmonary fibrosis)0.0
52010-2016Na cardiac arrest0.0
72010-2016Na cardiac arrest0.0
82010-2016Na cardiac arrest0.0
112010-2016Vascular medical, other0.0
\n", + "
" + ], + "text/plain": [ + " admission year \\\n", + "2 2010-2016 \n", + "5 2010-2016 \n", + "7 2010-2016 \n", + "8 2010-2016 \n", + "11 2010-2016 \n", + "\n", + " apache_diagnosis surgical \n", + "2 Restrictive lung disease (i.e. sarcoidosis, pulmonary fibrosis) 0.0 \n", + "5 Na cardiac arrest 0.0 \n", + "7 Na cardiac arrest 0.0 \n", + "8 Na cardiac arrest 0.0 \n", + "11 Vascular medical, other 0.0 " + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "medical = admissiondiagnosis[admissiondiagnosis['surgical'] == 0]\n", + "medical.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "medical = admissiondiagnosis[admissiondiagnosis['surgical'] == 0].groupby('apache_diagnosis').size().to_frame('number of admissions').sort_values('number of admissions', ascending=False).reset_index().head(10)\n", + "medical" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#plot the data\n", + "cm = plt.get_cmap('RdPu')\n", + "color_step = int(-255/len(medical.index))\n", + "ax = medical.plot.bar(x=medical.columns[0],y=medical.columns[1], legend=False,color=cm(range(255,1,color_step)))\n", + "ax.set(title='medical admissions', ylabel=medical.columns[1])\n", + "ax.yaxis.set_major_formatter(mpl.ticker.StrMethodFormatter('{x:,.0f}'))\n", + "plt.xticks(rotation=30, horizontalalignment='right',fontweight='light',fontsize='small')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "plotdata = admissiondiagnosis[['surgical']].copy()\n", + "plotdata.loc[plotdata['surgical'] == 1, 'group'] = 'Surgical'\n", + "plotdata.loc[plotdata['surgical'] == 0, 'group'] = 'Medical'\n", + "plotdata.loc[plotdata['surgical'].isna(), 'group'] = '*N/A*'\n", + "plotdata = plotdata.groupby('group').size().to_frame('Number of admissions').reset_index()\n", + "plotdata" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#plot the data\n", + "cm = plt.get_cmap('RdPu')\n", + "color_step = int(-255/len(plotdata))\n", + "ax = plotdata.plot.bar(x=plotdata.columns[0],y=plotdata.columns[1], legend=False,color=cm(range(255,1,color_step)))\n", + "ax.set(title='Groups based on APACHE II/IV diagnosis', ylabel=plotdata.columns[1])\n", + "ax.yaxis.set_major_formatter(mpl.ticker.StrMethodFormatter('{x:,.0f}'))\n", + "plt.xticks(rotation=30, horizontalalignment='right',fontweight='light',fontsize='small')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/tables/numericitems.ipynb b/tables/numericitems.ipynb new file mode 100644 index 0000000..9ff7435 --- /dev/null +++ b/tables/numericitems.ipynb @@ -0,0 +1,4026 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\"Logo\"\n", + "\n", + "# AmsterdamUMCdb - Freely Accessible ICU Database\n", + "\n", + "version 1.0 November 2019 \n", + "Copyright © 2003-2019 Amsterdam UMC - Amsterdam Medical Data Science" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "azdata_cell_guid": "4a40ac09-522e-41f3-991b-d42bf3f5ec7d" + }, + "source": [ + "# numericitems table\n", + "The *numericitems* table contains all numerical measurements and observations, including vital parameters, data from medical devices, lab results, outputs from drains and foley-catheters, scores etc. All items have an associated admissionid from the [admissions](admissions.ipynb#admissions) table.\n", + "\n", + "## Fields\n", + "\n", + "|Name|Type|Description|\n", + "|:---|:---|:---|\n", + "|[admissionid](#admissionid)|integer|links the items with the admissionid in the [admissions](admissions.ipynb#admissions) table|\n", + "|[itemid](#itemid)|integer|id to identify the type of observation\n", + "|[item](#item)|string| name of the observation\n", + "|[tag](#tag)|string|used in some lab results to modify a value (e.g tag = '<' and value = 0.05, to demonstrate that a value is lower than the displayed value).\n", + "|unitid|integer|id of the unit of the observation. \n", + "|unit|string|unit of the observation (e.g. mmHg). \n", + "|[comment](#comment)|string|user specified comment. Comments may have been removed ('Opmerking verwijderd') due to containing personal data.\n", + "|[value](#value)|float|value of the observation\n", + "|measuredat|integer|time associated with this observation, expressed as milliseconds since the first ICU admission. Negative values imply that the observation (e.g. lab result) was performed before the first ICU admission\n", + "|registeredat|integer|time the result was stored in the database, expressed as milliseconds since the first admission. Negative values imply that the observation (e.g. lab result) was performed before the first ICU admission. For (automatic) lab results this value is the same as *measuredat* are the same.\n", + "|registeredby|string|the user group that entered the result, e.g. nurses, physicians or NULL for linked devices\n", + "|updatedat|integer|time the observation was updated in milliseconds from the first ICU admission.\n", + "|updatedby|string|the user group that entered the observation, e.g. nurses, physicians or NULL for linked devices\n", + "|[islabresult](#islabresult)|bit|determines whether the observation is a lab result (islabresult=1).\n", + "|[fluidout](#fluidout)|integer|the amount of fluid in ml that was removed from the patient (e.g. urine, drain)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Example Python and SQL scripts" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Imports" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import amsterdamumcdb\n", + "import psycopg2\n", + "import pandas as pd\n", + "import numpy as np\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib.gridspec as gridspec\n", + "import matplotlib as mpl\n", + "\n", + "import io\n", + "from IPython.display import display, HTML, Markdown" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Display settings" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "#matplotlib settings for image size\n", + "#needs to be in a different cell from %matplotlib inline\n", + "plt.style.use('seaborn-darkgrid')\n", + "plt.rcParams[\"figure.dpi\"] = 288\n", + "plt.rcParams[\"figure.figsize\"] = [8, 6]\n", + "plt.rcParams[\"font.size\"] = 12\n", + "\n", + "pd.options.display.max_columns = None\n", + "pd.options.display.max_rows = None\n", + "pd.options.display.max_colwidth = 1000" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Connection settings" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "#Modify config.ini in the root folder of the repository to change the settings to connect to your postgreSQL database\n", + "import configparser\n", + "import os\n", + "config = configparser.ConfigParser()\n", + "\n", + "if os.path.isfile('../config.ini'):\n", + " config.read('../config.ini')\n", + "else:\n", + " config.read('../config.SAMPLE.ini')\n", + "\n", + "#Open a connection to the postgres database:\n", + "con = psycopg2.connect(database=config['psycopg2']['database'], \n", + " user=config['psycopg2']['username'], password=config['psycopg2']['password'], \n", + " host=config['psycopg2']['host'], port=config['psycopg2']['port'])\n", + "con.set_client_encoding('WIN1252') #Uses code page for Dutch accented characters.\n", + "con.set_session(autocommit=True)\n", + "\n", + "cursor = con.cursor()\n", + "cursor.execute('SET SCHEMA \\'amsterdamumcdb\\''); #set search_path to amsterdamumcdb schema" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Overview of all fields" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "azdata_cell_guid": "af0db8dd-df4e-4305-b2ac-f10e8fefe9b4", + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT * FROM numericitems\n", + "LIMIT 10\n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "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", + "
admissioniditemiditemtagvalueunitidunitcommentmeasuredatregisteredatregisteredbyupdatedatupdatedbyislabresultfluidout
006636PatiëntGewichtNUL67.012kgOpmerking verwijderd1992000019920000ICV_Medisch19973710ICV_Medisch0None
106636PatiëntGewicht67.012kgNone2250000022559000ICV_IC-Verpleegkundig22559000ICV_IC-Verpleegkundig0None
206636PatiëntGewicht67.012kgOpmerking verwijderd2250000022500000ICV_IC-Verpleegkundig22559584ICV_IC-Verpleegkundig0None
306636PatiëntGewicht67.012kgNone2364000023685000ICV_IC-Verpleegkundig23685000ICV_IC-Verpleegkundig0None
406636PatiëntGewicht67.012kgOpmerking verwijderd2364000023640000ICV_IC-Verpleegkundig23686020ICV_IC-Verpleegkundig0None
506636PatiëntGewicht67.012kgNone2586000025941000ICV_IC-Verpleegkundig25941000ICV_IC-Verpleegkundig0None
606636PatiëntGewicht67.012kgOpmerking verwijderd2586000025920000ICV_IC-Verpleegkundig25942320ICV_IC-Verpleegkundig0None
706639PatiëntLengte168.050cmNone2250000022559000ICV_IC-Verpleegkundig22559000ICV_IC-Verpleegkundig0None
806639PatiëntLengte168.050cmOpmerking verwijderd2250000022500000ICV_IC-Verpleegkundig22559600ICV_IC-Verpleegkundig0None
906639PatiëntLengte168.050cmNone2364000023685000ICV_IC-Verpleegkundig23685000ICV_IC-Verpleegkundig0None
\n", + "
" + ], + "text/plain": [ + " admissionid itemid item tag value unitid unit \\\n", + "0 0 6636 PatiëntGewicht NUL 67.0 12 kg \n", + "1 0 6636 PatiëntGewicht 67.0 12 kg \n", + "2 0 6636 PatiëntGewicht 67.0 12 kg \n", + "3 0 6636 PatiëntGewicht 67.0 12 kg \n", + "4 0 6636 PatiëntGewicht 67.0 12 kg \n", + "5 0 6636 PatiëntGewicht 67.0 12 kg \n", + "6 0 6636 PatiëntGewicht 67.0 12 kg \n", + "7 0 6639 PatiëntLengte 168.0 50 cm \n", + "8 0 6639 PatiëntLengte 168.0 50 cm \n", + "9 0 6639 PatiëntLengte 168.0 50 cm \n", + "\n", + " comment measuredat registeredat registeredby \\\n", + "0 Opmerking verwijderd 19920000 19920000 ICV_Medisch \n", + "1 None 22500000 22559000 ICV_IC-Verpleegkundig \n", + "2 Opmerking verwijderd 22500000 22500000 ICV_IC-Verpleegkundig \n", + "3 None 23640000 23685000 ICV_IC-Verpleegkundig \n", + "4 Opmerking verwijderd 23640000 23640000 ICV_IC-Verpleegkundig \n", + "5 None 25860000 25941000 ICV_IC-Verpleegkundig \n", + "6 Opmerking verwijderd 25860000 25920000 ICV_IC-Verpleegkundig \n", + "7 None 22500000 22559000 ICV_IC-Verpleegkundig \n", + "8 Opmerking verwijderd 22500000 22500000 ICV_IC-Verpleegkundig \n", + "9 None 23640000 23685000 ICV_IC-Verpleegkundig \n", + "\n", + " updatedat updatedby islabresult fluidout \n", + "0 19973710 ICV_Medisch 0 None \n", + "1 22559000 ICV_IC-Verpleegkundig 0 None \n", + "2 22559584 ICV_IC-Verpleegkundig 0 None \n", + "3 23685000 ICV_IC-Verpleegkundig 0 None \n", + "4 23686020 ICV_IC-Verpleegkundig 0 None \n", + "5 25941000 ICV_IC-Verpleegkundig 0 None \n", + "6 25942320 ICV_IC-Verpleegkundig 0 None \n", + "7 22559000 ICV_IC-Verpleegkundig 0 None \n", + "8 22559600 ICV_IC-Verpleegkundig 0 None \n", + "9 23685000 ICV_IC-Verpleegkundig 0 None " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sql = \"\"\"\n", + "SELECT * FROM numericitems\n", + "LIMIT 10\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT COUNT(itemid) AS \"Number of unique observations\" FROM (\n", + " SELECT DISTINCT admissionid, itemid, measuredat\n", + " FROM numericitems\n", + " ) as unique_items_table\n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Number of unique observations
0984264591
\n", + "
" + ], + "text/plain": [ + " Number of unique observations\n", + "0 984264591" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sql = \"\"\"\n", + "SELECT COUNT(itemid) AS \"Number of unique observations\" FROM (\n", + " SELECT DISTINCT admissionid, itemid, measuredat\n", + " FROM numericitems\n", + " ) as unique_items_table\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT COUNT(itemid) AS \"Number of observations\" \n", + "FROM numericitems\n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Number of observations
0984794199
\n", + "
" + ], + "text/plain": [ + " Number of observations\n", + "0 984794199" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sql = \"\"\"\n", + "SELECT COUNT(itemid) AS \"Number of observations\" \n", + "FROM numericitems\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT *\n", + "FROM numericitems t1\n", + "JOIN (\n", + " SELECT admissionid, itemid, measuredat\n", + " FROM numericitems\n", + " GROUP BY admissionid, itemid, measuredat\n", + " HAVING COUNT(*) > 1\n", + " ) t2 \n", + "ON t1.admissionid = t2.admissionid AND t1.itemid = t2.itemid AND t1.measuredat = t2.measuredat\n", + "ORDER BY t1.admissionid, t1.itemid, t1.measuredat\n", + "LIMIT 10\n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "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", + "
admissioniditemiditemtagvalueunitidunitcommentmeasuredatregisteredatregisteredbyupdatedatupdatedbyislabresultfluidoutadmissioniditemidmeasuredat
006636PatiëntGewicht67.012kgNone2250000022559000ICV_IC-Verpleegkundig22559000ICV_IC-Verpleegkundig0None0663622500000
106636PatiëntGewicht67.012kgOpmerking verwijderd2250000022500000ICV_IC-Verpleegkundig22559584ICV_IC-Verpleegkundig0None0663622500000
206636PatiëntGewicht67.012kgNone2364000023685000ICV_IC-Verpleegkundig23685000ICV_IC-Verpleegkundig0None0663623640000
306636PatiëntGewicht67.012kgOpmerking verwijderd2364000023640000ICV_IC-Verpleegkundig23686020ICV_IC-Verpleegkundig0None0663623640000
406636PatiëntGewicht67.012kgNone2586000025941000ICV_IC-Verpleegkundig25941000ICV_IC-Verpleegkundig0None0663625860000
506636PatiëntGewicht67.012kgOpmerking verwijderd2586000025920000ICV_IC-Verpleegkundig25942320ICV_IC-Verpleegkundig0None0663625860000
606639PatiëntLengte168.050cmNone2250000022559000ICV_IC-Verpleegkundig22559000ICV_IC-Verpleegkundig0None0663922500000
706639PatiëntLengte168.050cmOpmerking verwijderd2250000022500000ICV_IC-Verpleegkundig22559600ICV_IC-Verpleegkundig0None0663922500000
806639PatiëntLengte168.050cmNone2364000023685000ICV_IC-Verpleegkundig23685000ICV_IC-Verpleegkundig0None0663923640000
906639PatiëntLengte168.050cmOpmerking verwijderd2364000023640000ICV_IC-Verpleegkundig23686020ICV_IC-Verpleegkundig0None0663923640000
\n", + "
" + ], + "text/plain": [ + " admissionid itemid item tag value unitid unit \\\n", + "0 0 6636 PatiëntGewicht 67.0 12 kg \n", + "1 0 6636 PatiëntGewicht 67.0 12 kg \n", + "2 0 6636 PatiëntGewicht 67.0 12 kg \n", + "3 0 6636 PatiëntGewicht 67.0 12 kg \n", + "4 0 6636 PatiëntGewicht 67.0 12 kg \n", + "5 0 6636 PatiëntGewicht 67.0 12 kg \n", + "6 0 6639 PatiëntLengte 168.0 50 cm \n", + "7 0 6639 PatiëntLengte 168.0 50 cm \n", + "8 0 6639 PatiëntLengte 168.0 50 cm \n", + "9 0 6639 PatiëntLengte 168.0 50 cm \n", + "\n", + " comment measuredat registeredat registeredby \\\n", + "0 None 22500000 22559000 ICV_IC-Verpleegkundig \n", + "1 Opmerking verwijderd 22500000 22500000 ICV_IC-Verpleegkundig \n", + "2 None 23640000 23685000 ICV_IC-Verpleegkundig \n", + "3 Opmerking verwijderd 23640000 23640000 ICV_IC-Verpleegkundig \n", + "4 None 25860000 25941000 ICV_IC-Verpleegkundig \n", + "5 Opmerking verwijderd 25860000 25920000 ICV_IC-Verpleegkundig \n", + "6 None 22500000 22559000 ICV_IC-Verpleegkundig \n", + "7 Opmerking verwijderd 22500000 22500000 ICV_IC-Verpleegkundig \n", + "8 None 23640000 23685000 ICV_IC-Verpleegkundig \n", + "9 Opmerking verwijderd 23640000 23640000 ICV_IC-Verpleegkundig \n", + "\n", + " updatedat updatedby islabresult fluidout admissionid itemid \\\n", + "0 22559000 ICV_IC-Verpleegkundig 0 None 0 6636 \n", + "1 22559584 ICV_IC-Verpleegkundig 0 None 0 6636 \n", + "2 23685000 ICV_IC-Verpleegkundig 0 None 0 6636 \n", + "3 23686020 ICV_IC-Verpleegkundig 0 None 0 6636 \n", + "4 25941000 ICV_IC-Verpleegkundig 0 None 0 6636 \n", + "5 25942320 ICV_IC-Verpleegkundig 0 None 0 6636 \n", + "6 22559000 ICV_IC-Verpleegkundig 0 None 0 6639 \n", + "7 22559600 ICV_IC-Verpleegkundig 0 None 0 6639 \n", + "8 23685000 ICV_IC-Verpleegkundig 0 None 0 6639 \n", + "9 23686020 ICV_IC-Verpleegkundig 0 None 0 6639 \n", + "\n", + " measuredat \n", + "0 22500000 \n", + "1 22500000 \n", + "2 23640000 \n", + "3 23640000 \n", + "4 25860000 \n", + "5 25860000 \n", + "6 22500000 \n", + "7 22500000 \n", + "8 23640000 \n", + "9 23640000 " + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sql = \"\"\"\n", + "SELECT *\n", + "FROM numericitems t1\n", + "JOIN (\n", + " SELECT admissionid, itemid, measuredat\n", + " FROM numericitems\n", + " GROUP BY admissionid, itemid, measuredat\n", + " HAVING COUNT(*) > 1\n", + " ) t2 \n", + "ON t1.admissionid = t2.admissionid AND t1.itemid = t2.itemid AND t1.measuredat = t2.measuredat\n", + "ORDER BY t1.admissionid, t1.itemid, t1.measuredat\n", + "LIMIT 10\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "df" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## item / itemid\n", + "Name of the observation, such as heart rate, saturation, arterial blood pressure, labs..." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT item, COUNT(itemid) AS \"number of observations\", itemid\n", + "FROM numericitems\n", + "GROUP BY item, itemid\n", + "ORDER BY \"number of observations\" DESC\n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "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", + "
itemnumber of observationsitemid
0Hartfrequentie380417936640
1Saturatie (Monitor)366985336709
2ABP gemiddeld335694276642
3ABP systolisch335605906641
4ABP diastolisch335602616643
5ST segment analyse afleiding II301837266665
6ST segment analyse afleiding293503266666
7ST segment analyse afleiding I285083466664
8Ademfrequentie Monitor260046948874
9ST segment analyse afleiding AVF244496836668
\n", + "
" + ], + "text/plain": [ + " item number of observations itemid\n", + "0 Hartfrequentie 38041793 6640\n", + "1 Saturatie (Monitor) 36698533 6709\n", + "2 ABP gemiddeld 33569427 6642\n", + "3 ABP systolisch 33560590 6641\n", + "4 ABP diastolisch 33560261 6643\n", + "5 ST segment analyse afleiding II 30183726 6665\n", + "6 ST segment analyse afleiding 29350326 6666\n", + "7 ST segment analyse afleiding I 28508346 6664\n", + "8 Ademfrequentie Monitor 26004694 8874\n", + "9 ST segment analyse afleiding AVF 24449683 6668" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sql = \"\"\"\n", + "SELECT item, COUNT(itemid) AS \"number of observations\", itemid\n", + "FROM numericitems\n", + "GROUP BY item, itemid\n", + "ORDER BY \"number of observations\" DESC\n", + "\"\"\"\n", + "import matplotlib as mpl\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "df.head(10)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "data = df.head(20)\n", + "cm = plt.get_cmap('RdPu')\n", + "color_step = int(-255/len(data.index))\n", + "ax = data.plot.bar(x=data.columns[0],y=data.columns[1], legend=False,color=cm(range(255,1,color_step)))\n", + "ax.set(ylabel=data.columns[1])\n", + "ax.yaxis.set_major_formatter(mpl.ticker.StrMethodFormatter('{x:,.0f}'))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## admissionid\n", + "### Items by year group\n", + "Device data, measurements and settings from the patient monitor, mechanical ventilator, hemofiltration device and so on, were automatically captured and stored in the database every minute. Every nurse was required to validate these data at least hourly on the ICU and two-hourly on the MCU, and important changes had to be validated or documented as well. Initially only validated data and hourly data were stored for archival purposes, but due to advancements in hard disk storage, it was decided to archive all data." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT admissionyeargroup, COUNT(itemid) AS \"number of observations\", item, itemid\n", + "FROM numericitems\n", + "LEFT JOIN admissions on numericitems.admissionid = admissions.admissionid\n", + "WHERE itemid = 6640 --heart rate\n", + "GROUP BY admissionyeargroup, item, itemid\n", + "ORDER BY admissionyeargroup ASC\n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "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", + "
admissionyeargroupnumber of observationsitemitemid
02003-20092218594Hartfrequentie6640
12010-201635823199Hartfrequentie6640
\n", + "
" + ], + "text/plain": [ + " admissionyeargroup number of observations item itemid\n", + "0 2003-2009 2218594 Hartfrequentie 6640\n", + "1 2010-2016 35823199 Hartfrequentie 6640" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sql = \"\"\"\n", + "SELECT admissionyeargroup, COUNT(itemid) AS \"number of observations\", item, itemid\n", + "FROM numericitems\n", + "LEFT JOIN admissions on numericitems.admissionid = admissions.admissionid\n", + "WHERE itemid = 6640 --heart rate\n", + "GROUP BY admissionyeargroup, item, itemid\n", + "ORDER BY admissionyeargroup ASC\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cm = plt.get_cmap('RdPu')\n", + "color_step = int(-255/len(df.index))\n", + "ax = df.plot.bar(x=df.columns[0],y=df.columns[1], legend=False,color=cm(range(255,1,color_step)))\n", + "ax.set(ylabel=df.columns[1])\n", + "ax.yaxis.set_major_formatter(mpl.ticker.StrMethodFormatter('{x:,.0f}'))" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from matplotlib.ticker import NullFormatter # useful for `logit` scale\n", + "cm = plt.get_cmap('RdPu')\n", + "color_step = int(-255/len(df.index))\n", + "ax = df.plot.bar(logy=True, x=df.columns[0],y=df.columns[1], legend=False,color=cm(range(255,1,color_step)))\n", + "ax.set(ylabel=df.columns[1])\n", + "ax.yaxis.set_major_formatter(mpl.ticker.StrMethodFormatter('{x:,.0f}'))\n", + "ax.grid('True', which='both')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Fluidout\n", + "Fluid balance items: drains, urine catheters, renal replacement ultrafiltration" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT item, COUNT(itemid) AS \"number of observations\", itemid\n", + "FROM numericitems\n", + "WHERE fluidout > 0\n", + "GROUP BY item, itemid\n", + "ORDER BY \"number of observations\" DESC\n", + "LIMIT 10\n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "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", + "
itemnumber of observationsitemid
0UrineCAD16329668794
1Thoraxdrain1 Productie1771128699
2Ontlasting1007928789
3CVVH Onttrokken960278805
4Ventrikeldrain1 Uit568528770
5Maaghevel544558774
6MaagRetentieWeg300218777
7Thoraxdrain2 Productie245638700
8Wonddrain1 Productie237868717
9UrineSupraPubis162388796
\n", + "
" + ], + "text/plain": [ + " item number of observations itemid\n", + "0 UrineCAD 1632966 8794\n", + "1 Thoraxdrain1 Productie 177112 8699\n", + "2 Ontlasting 100792 8789\n", + "3 CVVH Onttrokken 96027 8805\n", + "4 Ventrikeldrain1 Uit 56852 8770\n", + "5 Maaghevel 54455 8774\n", + "6 MaagRetentieWeg 30021 8777\n", + "7 Thoraxdrain2 Productie 24563 8700\n", + "8 Wonddrain1 Productie 23786 8717\n", + "9 UrineSupraPubis 16238 8796" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sql = \"\"\"\n", + "SELECT item, COUNT(itemid) AS \"number of observations\", itemid\n", + "FROM numericitems\n", + "WHERE fluidout > 0\n", + "GROUP BY item, itemid\n", + "ORDER BY \"number of observations\" DESC\n", + "LIMIT 10\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#plot the data\n", + "cm = plt.get_cmap('RdPu')\n", + "color_step = int(-255/len(df.index))\n", + "ax = df.plot.bar(x=df.columns[0],y=df.columns[1], legend=False,color=cm(range(255,1,color_step)))\n", + "ax.set(ylabel=df.columns[1])\n", + "ax.yaxis.set_major_formatter(mpl.ticker.StrMethodFormatter('{x:,.0f}'))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## islabresult\n", + "Shows numeric lab results" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT COUNT(itemid) AS \"number of numeric lab results\"\n", + "FROM numericitems\n", + "WHERE islabresult = B'1'\n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
number of numeric lab results
014598964
\n", + "
" + ], + "text/plain": [ + " number of numeric lab results\n", + "0 14598964" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sql = \"\"\"\n", + "SELECT COUNT(itemid) AS \"number of numeric lab results\"\n", + "FROM numericitems\n", + "WHERE islabresult = B'1'\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "df" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Common lab results" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT item, COUNT(itemid) AS \"number of observations\", itemid\n", + "FROM numericitems\n", + "WHERE islabresult = B'1'\n", + "GROUP BY item, itemid\n", + "ORDER BY \"number of observations\" DESC\n", + "LIMIT 20\n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "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", + "
itemnumber of observationsitemid
0Glucose (bloed)8379849947
1pCO2 (bloed)6731739990
2pH (bloed)67313612310
3Act.HCO3 (bloed)6707409992
4B.E. (bloed)6679119994
5PO2 (bloed)6676429996
6O2-Saturatie (bloed)66603312311
7K (onv.ISE) (bloed)55260710285
8Na (onv.ISE) (bloed)53786310284
9Ht(v.Bgs) (bloed)50388711545
10Hb(v.Bgs) (bloed)50332210286
11Ca-ion (7.4) (bloed)48907610267
12Anion-Gap (bloed)4727449559
13OxyHb-Fr. (bloed)41553911541
14Meettemp. (bloed)35525011889
15Cl (onv.ISE) (bloed)34937314413
16O2-Content (bloed)34670010282
17CO-Hb (bloed)34083311690
18Met-Hb (bloed)33935914412
19Natrium (bloed)2320879924
\n", + "
" + ], + "text/plain": [ + " item number of observations itemid\n", + "0 Glucose (bloed) 837984 9947\n", + "1 pCO2 (bloed) 673173 9990\n", + "2 pH (bloed) 673136 12310\n", + "3 Act.HCO3 (bloed) 670740 9992\n", + "4 B.E. (bloed) 667911 9994\n", + "5 PO2 (bloed) 667642 9996\n", + "6 O2-Saturatie (bloed) 666033 12311\n", + "7 K (onv.ISE) (bloed) 552607 10285\n", + "8 Na (onv.ISE) (bloed) 537863 10284\n", + "9 Ht(v.Bgs) (bloed) 503887 11545\n", + "10 Hb(v.Bgs) (bloed) 503322 10286\n", + "11 Ca-ion (7.4) (bloed) 489076 10267\n", + "12 Anion-Gap (bloed) 472744 9559\n", + "13 OxyHb-Fr. (bloed) 415539 11541\n", + "14 Meettemp. (bloed) 355250 11889\n", + "15 Cl (onv.ISE) (bloed) 349373 14413\n", + "16 O2-Content (bloed) 346700 10282\n", + "17 CO-Hb (bloed) 340833 11690\n", + "18 Met-Hb (bloed) 339359 14412\n", + "19 Natrium (bloed) 232087 9924" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#get the data\n", + "sql = \"\"\"\n", + "SELECT item, COUNT(itemid) AS \"number of observations\", itemid\n", + "FROM numericitems\n", + "WHERE islabresult = B'1'\n", + "GROUP BY item, itemid\n", + "ORDER BY \"number of observations\" DESC\n", + "LIMIT 20\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#plot the data\n", + "cm = plt.get_cmap('RdPu')\n", + "color_step = int(-255/len(df.index))\n", + "ax = df.plot.bar(x=df.columns[0],y=df.columns[1], legend=False,color=cm(range(255,1,color_step)))\n", + "ax.set(ylabel=df.columns[1])\n", + "ax.yaxis.set_major_formatter(mpl.ticker.StrMethodFormatter('{x:,.0f}'))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Tag\n", + "Used as a 'modifier' for some lab results" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT DISTINCT tag\n", + "FROM numericitems\n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "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", + "
tag
0>
1NUL
2D
3-
4K
55
6
7T
8Q
9<
10S
11R
120
13&
\n", + "
" + ], + "text/plain": [ + " tag\n", + "0 >\n", + "1 NUL\n", + "2 D\n", + "3 -\n", + "4 K\n", + "5 5\n", + "6 \n", + "7 T\n", + "8 Q\n", + "9 <\n", + "10 S\n", + "11 R\n", + "12 0\n", + "13 &" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sql = \"\"\"\n", + "SELECT DISTINCT tag\n", + "FROM numericitems\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "df" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## comment\n", + "Mostly used for lab results for additional information" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT DISTINCT comment\n", + "FROM numericitems\n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "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", + "
comment
0T=24 uur
1kb5 t124 - Indien negroide, uitslag * 1.212
2T=12.45
3korr. +, Hypersegmentatie +
4MIW ~
\n", + "
" + ], + "text/plain": [ + " comment\n", + "0 T=24 uur\n", + "1 kb5 t124 - Indien negroide, uitslag * 1.212\n", + "2 T=12.45\n", + "3 korr. +, Hypersegmentatie +\n", + "4 MIW ~" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sql = \"\"\"\n", + "SELECT DISTINCT comment\n", + "FROM numericitems\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "comments = pd.read_sql(sql,con)\n", + "comments.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## value\n", + "Example of plotting the values for an individual admission" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT measuredat as time, value, item, unit, itemid \n", + "FROM numericitems\n", + "WHERE itemid IN (\n", + " 6640, --Heart rate \n", + " 6709, -- SpO2 \t36834293 \t\n", + " 6642, -- mABP\n", + " 6641, -- sABP\n", + " 6643 -- dABP\n", + " ) AND\n", + " admissionid = 2\n", + "ORDER BY time\n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "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", + "
timevalueitemunititemid
00.273.0ABP gemiddeldmmHg6642
10.271.0Hartfrequentie/min6640
20.255.0ABP diastolischmmHg6643
30.2113.0ABP systolischmmHg6641
40.297.0Saturatie (Monitor)None6709
\n", + "
" + ], + "text/plain": [ + " time value item unit itemid\n", + "0 0.2 73.0 ABP gemiddeld mmHg 6642\n", + "1 0.2 71.0 Hartfrequentie /min 6640\n", + "2 0.2 55.0 ABP diastolisch mmHg 6643\n", + "3 0.2 113.0 ABP systolisch mmHg 6641\n", + "4 0.2 97.0 Saturatie (Monitor) None 6709" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sql = \"\"\"\n", + "SELECT measuredat as time, value, item, unit, itemid \n", + "FROM numericitems\n", + "WHERE itemid IN (\n", + " 6640, --Heart rate \n", + " 6709, -- SpO2 \t36834293 \t\n", + " 6642, -- mABP\n", + " 6641, -- sABP\n", + " 6643 -- dABP\n", + " ) AND\n", + " admissionid = 2\n", + "ORDER BY time\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "signals = df\n", + "signals['time'] = signals['time']/(1000*60*60)\n", + "signals.head(5)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax1 = plt.subplots(figsize=(8, 4))\n", + "\n", + "#reasonable physiological limits for axes\n", + "ax2 = ax1.twinx() # second axis sharing x-axis for SpO2\n", + "ax1.set_ylim(top=300,bottom=0)\n", + "ax2.set_ylim(top=100,bottom=40)\n", + "ax1.set_xlabel('time (hours)')\n", + "\n", + "#match scales\n", + "ylim1 = ax1.get_ylim()\n", + "len1 = ylim1[1]-ylim1[0]\n", + "yticks1 = ax1.get_yticks()\n", + "rel_dist = [(y-ylim1[0])/len1 for y in yticks1]\n", + "ylim2 = ax2.get_ylim()\n", + "len2 = ylim2[1]-ylim2[0]\n", + "yticks2 = [ry*len2+ylim2[0] for ry in rel_dist]\n", + "ax2.set_yticks(yticks2)\n", + "ax2.set_ylim(ylim2)\n", + "ax2.grid(False) #hides the unneccessary lines\n", + "\n", + "ax1.set_zorder(1)\n", + "ax2.set_zorder(1)\n", + "\n", + "#sbp\n", + "signal = signals[signals['itemid'] == 6641]\n", + "signal['time']\n", + "ax1.plot(signal['time'],signal['value'], 'r', label=signal['item'].iloc[0], zorder=10)\n", + "\n", + "#mabp\n", + "signal = signals[signals['itemid'] == 6642]\n", + "ax1.plot(signal['time'],signal['value'], 'r', label=signal['item'].iloc[0], zorder=11)\n", + "\n", + "#dabp\n", + "signal = signals[signals['itemid'] == 6643]\n", + "ax1.plot(signal['time'],signal['value'], 'r', label=signal['item'].iloc[0], zorder=12)\n", + "\n", + "#fill in between\n", + "other_signal = signals[signals['itemid'] == 6641]\n", + "ax1.fill_between(signal['time'],other_signal['value'], signal['value'], facecolor='r', alpha=0.1, zorder=13)\n", + "\n", + "#heart rate\n", + "signal = df[df['itemid'] == 6640]\n", + "ax1.plot(signal['time'],signal['value'], 'g', label=signal['item'].iloc[0], zorder=14)\n", + "\n", + "#SpO2\n", + "signal = signals[signals['itemid'] == 6709]\n", + "ax2.plot(signal['time'],signal['value'], 'c', label=signal['item'].iloc[0], zorder=15)\n", + "ax2.fill_between(signal['time'],100, signal['value'], alpha=0.1, zorder=16)\n", + "\n", + "ax1.legend(loc='upper left', fontsize = 'x-small')\n", + "ax2.legend(loc='upper right', fontsize = 'x-small')\n", + "\n", + "#fig.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT admissionid,\n", + " CASE\n", + " WHEN destination = 'Overleden' THEN 0\n", + " ELSE 1\n", + " END AS aliveatdischarge,\n", + " location,\n", + " admissionyeargroup,\n", + " dischargedat,\n", + " lengthofstay,\n", + " gender,\n", + " agegroup,\n", + " specialty\n", + "FROM admissions\n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sql = \"\"\"\n", + "SELECT admissionid,\n", + " CASE\n", + " WHEN destination = 'Overleden' THEN 0\n", + " ELSE 1\n", + " END AS aliveatdischarge,\n", + " location,\n", + " admissionyeargroup,\n", + " dischargedat,\n", + " lengthofstay,\n", + " gender,\n", + " agegroup,\n", + " specialty\n", + "FROM admissions\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "admissions = pd.read_sql(sql,con)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "import plotly.graph_objects as go\n", + "from plotly.subplots import make_subplots\n", + "import scipy\n", + "import scipy.signal\n", + "from matplotlib import colors\n", + "from ipywidgets import widgets\n", + "from ipywidgets import interact\n", + "\n", + "import random\n", + "\n", + "def geticuview(id, smooth=False):\n", + " \n", + " try:\n", + " \n", + " sql = (\n", + " \"\"\"\n", + " SELECT measuredat as time, value, item, unit, itemid \n", + " FROM numericitems\n", + " WHERE itemid IN (\n", + " 6640, --Heart rate \n", + " 6709, -- SpO2 \t36834293 \t\n", + " 6642, -- mABP\n", + " 6641, -- sABP\n", + " 6643 -- dABP\n", + " ) \n", + " \"\"\" + \n", + " \"AND admissionid = \" + str(id) +\n", + " \"\"\"\n", + " ORDER BY time\n", + " \"\"\")\n", + "\n", + " signals = pd.read_sql(sql,con)\n", + " signals['time'] = signals['time']/(1000*60*60) \n", + "\n", + " #create figure with secondary y-axis\n", + " fig = make_subplots(specs=[[{\"secondary_y\": True}]])\n", + " fig.layout.yaxis2.range = [40,100]\n", + "\n", + " #SpO2\n", + " signalids = [\n", + " ##itemid, color, fill, secondary\n", + " (6709, 'cyan', 'tonexty', True), #SpO2\n", + " (6643, 'red', None, False), #diastolic abp\n", + " (6641, 'red', 'tonexty', False), #systolic abp\n", + " (6642, 'red', None, False),#mean abp\n", + " (6640, 'green', None, False) #heart rate\n", + " ]\n", + "\n", + " #100% line:\n", + " s = signalids[0]\n", + " color = colors.to_rgba(s[1])\n", + " #change alpha channel of the color tuple\n", + " red = color[0]\n", + " green = color[1]\n", + " blue = color[2]\n", + " alpha = 0.2\n", + " fillcolor = 'rgba('+ str(red*255) + ',' + str(green*255) + ',' + str(blue*255) + ',' + str(alpha) + ')'\n", + "\n", + " signal = signals[signals['itemid'] == s[0]]\n", + " fig.add_trace(\n", + " go.Scatter(\n", + " x=signal['time'], \n", + " y= np.full((len(signal['time'])), 100), #use 100% as mark\n", + " mode='lines',\n", + " name=None,\n", + " showlegend=False,\n", + " line_color=fillcolor,\n", + " fill=None,\n", + " fillcolor=None,\n", + " hoverinfo='none' #disable hovering for reference line\n", + " ),\n", + " secondary_y=s[3]\n", + " )\n", + "\n", + " for s in signalids:\n", + " color = colors.to_rgba(s[1])\n", + " #change alpha channel of the color tuple\n", + " red = color[0]\n", + " green = color[1]\n", + " blue = color[2]\n", + " alpha = 0.2\n", + " fillcolor = 'rgba('+ str(red*255) + ',' + str(green*255) + ',' + str(blue*255) + ',' + str(alpha) + ')'\n", + "\n", + " #smoothing settings for SciPy's Savgol Filter \n", + " windowsize = int(len(signal['value'])/10)\n", + " if windowsize > int(len(signal['value'])/10):\n", + " windowsize = len(signal['value'])\n", + " if windowsize%2==0: \n", + " windowsize += 1\n", + " if windowsize < 4: \n", + " windowsize = 3 \n", + " polyorder = 5\n", + " \n", + " signal = signals[signals['itemid'] == s[0]]\n", + " fig.add_trace(\n", + " go.Scatter(\n", + " x=signal['time'], \n", + " y=(scipy.signal.savgol_filter(signal['value'],\n", + " windowsize, # window size used for filtering\n", + " polyorder) # order of fitted polynomial)\n", + " if smooth \n", + " else \n", + " signal['value']\n", + " ),\n", + " mode='lines',\n", + " name=signal['item'].iloc[0],\n", + " line_color=s[1],\n", + " fill=s[2],\n", + " fillcolor=fillcolor\n", + " ),\n", + " secondary_y=s[3]\n", + " )\n", + " return fig\n", + " except Exception as e:\n", + " print(e)\n", + "\n", + "def validate():\n", + " if admissions_slider.value in admissions['admissionid'].unique():\n", + " return True\n", + " else:\n", + " return False\n", + " \n", + "def updateicuview(change):\n", + " if validate():\n", + " print(change.new)\n", + " \n", + " \n", + "def requery(change):\n", + " selection = admissions[(admissions['aliveatdischarge'] == alive_checkbox.value) &\n", + " (admissions['agegroup'] == agegroup_dropdown.value) &\n", + " (admissions['admissionyeargroup'] == admissionyeargroup_dropdown.value)\n", + " ]\n", + " admissions_slider.options = selection['admissionid'].unique().tolist()\n", + " #admissions_slider.value = random.choice(selection['admissionid'].unique().tolist())\n", + " \n", + "def response(change):\n", + " smooth_curves.value = False\n", + " fig = geticuview(admissions_slider.value, smooth_curves.value)\n", + " if fig is not None:\n", + " with figurewidget.batch_update():\n", + " figurewidget.layout.title = admissions_slider.value\n", + " for i in range(len(figurewidget.data)):\n", + " figurewidget.data[i].x = fig.data[i].x\n", + " figurewidget.data[i].y = fig.data[i].y\n", + "\n", + "def toggle_smooth(change):\n", + " fig = geticuview(admissions_slider.value, smooth_curves.value)\n", + " if fig is not None:\n", + " with figurewidget.batch_update():\n", + " saved_range = figurewidget.layout.yaxis1.range\n", + " figurewidget.layout.title = admissions_slider.value\n", + " for i in range(len(figurewidget.data)):\n", + " figurewidget.data[i].x = fig.data[i].x\n", + " figurewidget.data[i].y = fig.data[i].y\n", + " figurewidget.layout.yaxis1.range = saved_range\n", + "\n", + "alive_checkbox = widgets.Checkbox(\n", + " description='Alive at discharge',\n", + " value=True,\n", + ")\n", + "\n", + "admissions_slider = widgets.SelectionSlider(\n", + " options=admissions['admissionid'].unique().tolist(),\n", + " value=admissions['admissionid'].unique().tolist()[0],\n", + " description='Admissionid:',\n", + " continuous_update=False\n", + ")\n", + "\n", + "agegroup_dropdown = widgets.Dropdown(\n", + " options=admissions['agegroup'].sort_values().unique().tolist(),\n", + " value=admissions['agegroup'].sort_values().unique().tolist()[0],\n", + " description='Age:',\n", + " disabled=False,\n", + ")\n", + "\n", + "admissionyeargroup_dropdown = widgets.Dropdown(\n", + " options=admissions['admissionyeargroup'].sort_values().unique().tolist(),\n", + " value=admissions['admissionyeargroup'].sort_values().unique().tolist()[0],\n", + " description='Admission year:',\n", + " disabled=False,\n", + ")\n", + "\n", + "smooth_curves = widgets.Checkbox(\n", + " description='Smooth curves',\n", + " value=False,\n", + ")\n", + " \n", + "fig = geticuview(admissions_slider.value, smooth=False)\n", + "figurewidget = go.FigureWidget(fig)\n", + "\n", + "alive_checkbox.observe(requery, names='value')\n", + "admissionyeargroup_dropdown.observe(requery, names='value')\n", + "agegroup_dropdown.observe(requery, names='value')\n", + "smooth_curves.observe(toggle_smooth, names='value')\n", + "admissions_slider.observe(response, names= 'value')\n", + "\n", + "container1 = widgets.VBox([agegroup_dropdown, admissionyeargroup_dropdown])\n", + "container2 = widgets.VBox([alive_checkbox])\n", + "\n", + "display(widgets.VBox([admissions_slider]))\n", + "display(widgets.VBox([container1,container2]))\n", + "display(widgets.VBox([figurewidget, smooth_curves]))\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.7.4" + }, + "widgets": { + "application/vnd.jupyter.widget-state+json": { + "state": { + "0f65d772bf6d4ec2be00d2026cdd0516": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": {} + }, + "30234c511a504fddb6b3ee2346ab8c13": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": {} + }, + "40fa42eff73f4d83b2ed10579430d003": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "SelectionSliderModel", + "state": { + "_options_labels": [ + "151", + "284", + "652", + "791", + "1770", + "2375", + "2744", + "3212", + "3278", + "3588", + "4187", + "4304", + "4378", + "4617", + "4704", + "4864", + "4981", + "5124", + "5223", + "5496", + "5744", + "6155", + "6968", + "7041", + "7042", + "7475", + "7795", + "8037", + "8066", + "8210", + "8650", + "8767", + "9002", + "9752", + "10199", + "12128", + "12154", + "12247", + "12532", + "12666", + "12940", + "12941", + "13267", + "13323", + "13630", + "14812", + "15904", + "15986", + "17175", + "17404", + "17513", + "17959", + "18083", + "19240", + "19609", + "19892", + "19956", + "20028", + "20145", + "20941", + "21238", + "21290", + "21354", + "21498", + "22592", + "23246", + "23284", + "23353" + ], + "continuous_update": false, + "description": "Admissionid:", + "index": 0, + "layout": "IPY_MODEL_4a4a5f624cad4052993a056f507d694b", + "style": "IPY_MODEL_e15dbfa03b2e41888bb95a50fef79c03" + } + }, + "4a4a5f624cad4052993a056f507d694b": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": {} + }, + "545da9b8e50c4849b77c1945ed86010b": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "DescriptionStyleModel", + "state": { + "description_width": "" + } + }, + "5feaa3ff263f40e8971bd4107b95bf49": { + "buffers": [ + { + "data": "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", + "encoding": "base64", + "path": [ + "_data", + 0, + "x", + "value" + ] + }, + { + "data": "ZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAAZAAAAGQAAABkAAAA", + "encoding": "base64", + "path": [ + "_data", + 0, + "y", + "value" + ] + }, + { + "data": "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", + "encoding": "base64", + "path": [ + "_data", + 1, + "x", + "value" + ] + }, + { + "data": "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", + "encoding": "base64", + "path": [ + "_data", + 1, + "y", + "value" + ] + }, + { + "data": "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", + "encoding": "base64", + "path": [ + "_data", + 2, + "x", + "value" + ] + }, + { + "data": "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", + "encoding": "base64", + "path": [ + "_data", + 2, + "y", + "value" + ] + }, + { + "data": "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", + "encoding": "base64", + "path": [ + "_data", + 3, + "x", + "value" + ] + }, + { + "data": "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", + "encoding": "base64", + "path": [ + "_data", + 3, + "y", + "value" + ] + }, + { + "data": "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", + "encoding": "base64", + "path": [ + "_data", + 4, + "x", + "value" + ] + }, + { + "data": "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", + "encoding": "base64", + "path": [ + "_data", + 4, + "y", + "value" + ] + }, + { + "data": "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", + "encoding": "base64", + "path": [ + "_data", + 5, + "x", + "value" + ] + }, + { + "data": "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", + "encoding": "base64", + "path": [ + "_data", + 5, + "y", + "value" + ] + } + ], + "model_module": "plotlywidget", + "model_module_version": "^1.1.1", + "model_name": "FigureModel", + "state": { + "_config": { + "plotlyServerURL": "https://plot.ly" + }, + "_data": [ + { + "hoverinfo": "none", + "line": { + "color": "rgba(0.0,255.0,255.0,0.2)" + }, + "mode": "lines", + "showlegend": false, + "type": "scatter", + "uid": "aa7e5a7f-7ef7-4e05-aa35-902d24daab08", + "x": { + "dtype": "float64", + "shape": [ + 1134 + ], + "value": {} + }, + "xaxis": "x", + "y": { + "dtype": "int32", + "shape": [ + 1134 + ], + "value": {} + }, + "yaxis": "y2" + }, + { + "fill": "tonexty", + "fillcolor": "rgba(0.0,255.0,255.0,0.2)", + "line": { + "color": "cyan" + }, + "mode": "lines", + "name": "Saturatie (Monitor)", + "type": "scatter", + "uid": "79957b5b-bab9-485c-9a31-1ac996a82bbe", + "x": { + "dtype": "float64", + "shape": [ + 1134 + ], + "value": {} + }, + "xaxis": "x", + "y": { + "dtype": "float64", + "shape": [ + 1134 + ], + "value": {} + }, + "yaxis": "y2" + }, + { + "fillcolor": "rgba(255.0,0.0,0.0,0.2)", + "line": { + "color": "red" + }, + "mode": "lines", + "name": "ABP diastolisch", + "type": "scatter", + "uid": "18271cf2-64be-481c-891d-b1ccbbe5c732", + "x": { + "dtype": "float64", + "shape": [ + 1080 + ], + "value": {} + }, + "xaxis": "x", + "y": { + "dtype": "float64", + "shape": [ + 1080 + ], + "value": {} + }, + "yaxis": "y" + }, + { + "fill": "tonexty", + "fillcolor": "rgba(255.0,0.0,0.0,0.2)", + "line": { + "color": "red" + }, + "mode": "lines", + "name": "ABP systolisch", + "type": "scatter", + "uid": "1cb2f388-6301-4d6d-9583-2fcb7400b7b4", + "x": { + "dtype": "float64", + "shape": [ + 1083 + ], + "value": {} + }, + "xaxis": "x", + "y": { + "dtype": "float64", + "shape": [ + 1083 + ], + "value": {} + }, + "yaxis": "y" + }, + { + "fillcolor": "rgba(255.0,0.0,0.0,0.2)", + "line": { + "color": "red" + }, + "mode": "lines", + "name": "ABP gemiddeld", + "type": "scatter", + "uid": "b5f9b69e-193c-40d9-ab55-962ae63182ae", + "x": { + "dtype": "float64", + "shape": [ + 1081 + ], + "value": {} + }, + "xaxis": "x", + "y": { + "dtype": "float64", + "shape": [ + 1081 + ], + "value": {} + }, + "yaxis": "y" + }, + { + "fillcolor": "rgba(0.0,128.0,0.0,0.2)", + "line": { + "color": "green" + }, + "mode": "lines", + "name": "Hartfrequentie", + "type": "scatter", + "uid": "45ab39c4-111a-4b26-afad-42d0f6d04ce7", + "x": { + "dtype": "float64", + "shape": [ + 1144 + ], + "value": {} + }, + "xaxis": "x", + "y": { + "dtype": "float64", + "shape": [ + 1144 + ], + "value": {} + }, + "yaxis": "y" + } + ], + "_js2py_restyle": {}, + "_js2py_update": {}, + "_last_layout_edit_id": 10, + "_last_trace_edit_id": 9, + "_layout": { + "autosize": true, + "template": { + "data": { + "bar": [ + { + "error_x": { + "color": "#2a3f5f" + }, + "error_y": { + "color": "#2a3f5f" + }, + "marker": { + "line": { + "color": "#E5ECF6", + "width": 0.5 + } + }, + "type": "bar" + } + ], + "barpolar": [ + { + "marker": { + "line": { + "color": "#E5ECF6", + "width": 0.5 + } + }, + "type": "barpolar" + } + ], + "carpet": [ + { + "aaxis": { + "endlinecolor": "#2a3f5f", + "gridcolor": "white", + "linecolor": "white", + "minorgridcolor": "white", + "startlinecolor": "#2a3f5f" + }, + "baxis": { + "endlinecolor": "#2a3f5f", + "gridcolor": "white", + "linecolor": "white", + "minorgridcolor": "white", + "startlinecolor": "#2a3f5f" + }, + "type": "carpet" + } + ], + "choropleth": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "choropleth" + } + ], + "contour": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "contour" + } + ], + "contourcarpet": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "contourcarpet" + } + ], + "heatmap": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "heatmap" + } + ], + "heatmapgl": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "heatmapgl" + } + ], + "histogram": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "histogram" + } + ], + "histogram2d": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "histogram2d" + } + ], + "histogram2dcontour": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "histogram2dcontour" + } + ], + "mesh3d": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "mesh3d" + } + ], + "parcoords": [ + { + "line": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "parcoords" + } + ], + "scatter": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatter" + } + ], + "scatter3d": [ + { + "line": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatter3d" + } + ], + "scattercarpet": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattercarpet" + } + ], + "scattergeo": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattergeo" + } + ], + "scattergl": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattergl" + } + ], + "scattermapbox": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattermapbox" + } + ], + "scatterpolar": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterpolar" + } + ], + "scatterpolargl": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterpolargl" + } + ], + "scatterternary": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterternary" + } + ], + "surface": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "surface" + } + ], + "table": [ + { + "cells": { + "fill": { + "color": "#EBF0F8" + }, + "line": { + "color": "white" + } + }, + "header": { + "fill": { + "color": "#C8D4E3" + }, + "line": { + "color": "white" + } + }, + "type": "table" + } + ] + }, + "layout": { + "annotationdefaults": { + "arrowcolor": "#2a3f5f", + "arrowhead": 0, + "arrowwidth": 1 + }, + "colorscale": { + "diverging": [ + [ + 0, + "#8e0152" + ], + [ + 0.1, + "#c51b7d" + ], + [ + 0.2, + "#de77ae" + ], + [ + 0.3, + "#f1b6da" + ], + [ + 0.4, + "#fde0ef" + ], + [ + 0.5, + "#f7f7f7" + ], + [ + 0.6, + "#e6f5d0" + ], + [ + 0.7, + "#b8e186" + ], + [ + 0.8, + "#7fbc41" + ], + [ + 0.9, + "#4d9221" + ], + [ + 1, + "#276419" + ] + ], + "sequential": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "sequentialminus": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ] + }, + "colorway": [ + "#636efa", + "#EF553B", + "#00cc96", + "#ab63fa", + "#FFA15A", + "#19d3f3", + "#FF6692", + "#B6E880", + "#FF97FF", + "#FECB52" + ], + "font": { + "color": "#2a3f5f" + }, + "geo": { + "bgcolor": "white", + "lakecolor": "white", + "landcolor": "#E5ECF6", + "showlakes": true, + "showland": true, + "subunitcolor": "white" + }, + "hoverlabel": { + "align": "left" + }, + "hovermode": "closest", + "mapbox": { + "style": "light" + }, + "paper_bgcolor": "white", + "plot_bgcolor": "#E5ECF6", + "polar": { + "angularaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "bgcolor": "#E5ECF6", + "radialaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + } + }, + "scene": { + "xaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + }, + "yaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + }, + "zaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + } + }, + "shapedefaults": { + "line": { + "color": "#2a3f5f" + } + }, + "ternary": { + "aaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "baxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "bgcolor": "#E5ECF6", + "caxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + } + }, + "title": { + "x": 0.05 + }, + "xaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "zerolinecolor": "white", + "zerolinewidth": 2 + }, + "yaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "zerolinecolor": "white", + "zerolinewidth": 2 + } + } + }, + "title": { + "text": "151" + }, + "xaxis": { + "anchor": "y", + "domain": [ + 0, + 0.94 + ] + }, + "yaxis": { + "anchor": "x", + "domain": [ + 0, + 1 + ], + "range": [ + -0.3888888888888893, + 207.38888888888889 + ] + }, + "yaxis2": { + "anchor": "x", + "overlaying": "y", + "range": [ + 40, + 100 + ], + "side": "right" + } + }, + "_py2js_addTraces": {}, + "_py2js_animate": {}, + "_py2js_deleteTraces": {}, + "_py2js_moveTraces": {}, + "_py2js_removeLayoutProps": {}, + "_py2js_removeTraceProps": {}, + "_py2js_restyle": {}, + "_view_count": 1 + } + }, + "61ccc30d200842e58132fa7ed6e7c77e": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": {} + }, + "622c472b06104ffd9bead90194b818e4": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "VBoxModel", + "state": { + "children": [ + "IPY_MODEL_69a13bbe7e154397b66b6c55a24d631f", + "IPY_MODEL_e30d3eed41284cbf81be409e030168ef" + ], + "layout": "IPY_MODEL_0f65d772bf6d4ec2be00d2026cdd0516" + } + }, + "69a13bbe7e154397b66b6c55a24d631f": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "VBoxModel", + "state": { + "children": [ + "IPY_MODEL_adfb73f3f4194204a122b59e1a8f49e8", + "IPY_MODEL_db2aca95cdab461187abd326406ec421" + ], + "layout": "IPY_MODEL_61ccc30d200842e58132fa7ed6e7c77e" + } + }, + "8a32f12ef7234addabda6faaa73121d9": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": {} + }, + "8a3b5167b28a47d59f0f79d68b565f0f": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": {} + }, + "8fbb096dc2d5400fa3c784bbf5b15d2b": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "VBoxModel", + "state": { + "children": [ + "IPY_MODEL_40fa42eff73f4d83b2ed10579430d003" + ], + "layout": "IPY_MODEL_ced6ac3651a94449bdaeae5a4c18facd" + } + }, + "ade6f87ec42447fb93eff0b2fad8ba7d": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "VBoxModel", + "state": { + "children": [ + "IPY_MODEL_5feaa3ff263f40e8971bd4107b95bf49", + "IPY_MODEL_d48f94ed4fc44572b68d6679c8efdb2a" + ], + "layout": "IPY_MODEL_8a32f12ef7234addabda6faaa73121d9" + } + }, + "adfb73f3f4194204a122b59e1a8f49e8": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "DropdownModel", + "state": { + "_options_labels": [ + "18-24", + "25-29", + "30-34", + "35-39", + "40-44", + "45-49", + "50-54", + "55-59", + "60-64", + "65-69", + "70-74", + "75-79", + "80-84", + "85-89", + "90+" + ], + "description": "Age:", + "index": 0, + "layout": "IPY_MODEL_fec1401e606f4748aecc37d0d03a6f1e", + "style": "IPY_MODEL_545da9b8e50c4849b77c1945ed86010b" + } + }, + "b0824f28a2d04ceeaa5fed2dc0d500d0": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "DescriptionStyleModel", + "state": { + "description_width": "" + } + }, + "b560c23b41dc4477abaf9bf84d121053": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": {} + }, + "ba06066f1bd54192b8d2f40372f0439f": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "DescriptionStyleModel", + "state": { + "description_width": "" + } + }, + "c2df5b4f8ea54223b4afc0d49cca7be5": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": {} + }, + "c3943a89bc8d498d8d9e5af7a94affd7": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "CheckboxModel", + "state": { + "description": "Alive at discharge", + "disabled": false, + "layout": "IPY_MODEL_c2df5b4f8ea54223b4afc0d49cca7be5", + "style": "IPY_MODEL_ba06066f1bd54192b8d2f40372f0439f", + "value": true + } + }, + "ced6ac3651a94449bdaeae5a4c18facd": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": {} + }, + "d48f94ed4fc44572b68d6679c8efdb2a": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "CheckboxModel", + "state": { + "description": "Smooth curves", + "disabled": false, + "layout": "IPY_MODEL_30234c511a504fddb6b3ee2346ab8c13", + "style": "IPY_MODEL_b0824f28a2d04ceeaa5fed2dc0d500d0", + "value": false + } + }, + "db2aca95cdab461187abd326406ec421": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "DropdownModel", + "state": { + "_options_labels": [ + "2003-2005", + "2006-2008", + "2009-2011", + "2012-2014", + "2015-2016" + ], + "description": "Admission year:", + "index": 4, + "layout": "IPY_MODEL_8a3b5167b28a47d59f0f79d68b565f0f", + "style": "IPY_MODEL_ee35a2652f7843ddb22cb6778dd68577" + } + }, + "e15dbfa03b2e41888bb95a50fef79c03": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "DescriptionStyleModel", + "state": { + "description_width": "" + } + }, + "e30d3eed41284cbf81be409e030168ef": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "VBoxModel", + "state": { + "children": [ + "IPY_MODEL_c3943a89bc8d498d8d9e5af7a94affd7" + ], + "layout": "IPY_MODEL_b560c23b41dc4477abaf9bf84d121053" + } + }, + "ee35a2652f7843ddb22cb6778dd68577": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "DescriptionStyleModel", + "state": { + "description_width": "" + } + }, + "fec1401e606f4748aecc37d0d03a6f1e": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": {} + } + }, + "version_major": 2, + "version_minor": 0 + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/tables/procedureorderitems.ipynb b/tables/procedureorderitems.ipynb new file mode 100644 index 0000000..7f514c1 --- /dev/null +++ b/tables/procedureorderitems.ipynb @@ -0,0 +1,922 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\"Logo\"\n", + "\n", + "# AmsterdamUMCdb - Freely Accessible ICU Database\n", + "\n", + "version 1.0 November 2019 \n", + "Copyright © 2003-2019 Amsterdam UMC - Amsterdam Medical Data Science" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "azdata_cell_guid": "4a40ac09-522e-41f3-991b-d42bf3f5ec7d" + }, + "source": [ + "# procedureorderitems table\n", + "The *procedureorderitems* table contains all orders for procedures and tasks, such drawing blood, perfforminroutine ICU nursing care and scoring. Please note that many of these tasks will lead to a result or observation, that can be found in the [freetextitems](freetextitems.ipynb#freetextitems), [listitems](listitems.ipynb#listitems) or [numericitems](numericitems.ipynb#numericitems) tables, depending on the type of documentation required. All items have an associated admissionid from the [admissions](admissions.ipynb#admissions) table.\n", + "\n", + "## Fields\n", + "\n", + "|Name|Type|Description|\n", + "|:---|:---|:---|\n", + "|admissionid|integer|links the items with the admissionid in the [admissions](admissions.ipynb#admissions) table|\n", + "|orderid|integer|unique number identifiying this order\n", + "|ordercategoryid|integer|id of procedure category \n", + "|[ordercategoryname](#ordercategoryname)|string|name of procedure category\n", + "|itemid|integer|id of procedure name\n", + "|[item](#item)|string|procedure name\n", + "|registeredat|integer|time the result was stored in the database, expressed as milliseconds since the first ICU admission. \n", + "|[registeredby](#registeredby)|string|user group that entered the result, e.g. nurses, physicians, etc." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Example Python and SQL scripts" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Imports" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import amsterdamumcdb\n", + "import psycopg2\n", + "import pandas as pd\n", + "import numpy as np\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib.gridspec as gridspec\n", + "import matplotlib as mpl\n", + "\n", + "import io\n", + "from IPython.display import display, HTML, Markdown" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Display settings" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "#matplotlib settings for image size\n", + "#needs to be in a different cell from %matplotlib inline\n", + "plt.style.use('seaborn-darkgrid')\n", + "plt.rcParams[\"figure.dpi\"] = 288\n", + "plt.rcParams[\"figure.figsize\"] = [8, 6]\n", + "plt.rcParams[\"font.size\"] = 12\n", + "\n", + "pd.options.display.max_columns = None\n", + "pd.options.display.max_rows = None\n", + "pd.options.display.max_colwidth = 1000" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Connection settings" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "#Modify config.ini in the root folder of the repository to change the settings to connect to your postgreSQL database\n", + "import configparser\n", + "import os\n", + "config = configparser.ConfigParser()\n", + "\n", + "if os.path.isfile('../config.ini'):\n", + " config.read('../config.ini')\n", + "else:\n", + " config.read('../config.SAMPLE.ini')\n", + "\n", + "#Open a connection to the postgres database:\n", + "con = psycopg2.connect(database=config['psycopg2']['database'], \n", + " user=config['psycopg2']['username'], password=config['psycopg2']['password'], \n", + " host=config['psycopg2']['host'], port=config['psycopg2']['port'])\n", + "con.set_client_encoding('WIN1252') #Uses code page for Dutch accented characters.\n", + "con.set_session(autocommit=True)\n", + "\n", + "cursor = con.cursor()\n", + "cursor.execute('SET SCHEMA \\'amsterdamumcdb\\''); #set search_path to amsterdamumcdb schema" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Overview of all fields" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "azdata_cell_guid": "af0db8dd-df4e-4305-b2ac-f10e8fefe9b4", + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT * FROM procedureorderitems\n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "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", + "
admissionidorderidordercategoryidordercategorynameitemiditemregisteredatregisteredby
001994476101Opdr. Huid12896Decubitus score22680000ICV_IC-Verpleegkundig
10199447973Opdr. Laboratorium afname9270Bloedgas afnemen22680000ICV_IC-Verpleegkundig
20199448073Opdr. Laboratorium afname9269Lab. CCH-VAT T = 022680000ICV_IC-Verpleegkundig
301994481103Opdr. Radiologie7922X-Thorax22680000ICV_IC-Verpleegkundig
40199448281Opdr. Circulatie7921ECG22680000ICV_IC-Verpleegkundig
50199456673Opdr. Laboratorium afname9270Bloedgas afnemen27840000ICV_IC-Verpleegkundig
60199456773Opdr. Laboratorium afname9267Lab. CCH-VAT T = 227840000ICV_IC-Verpleegkundig
7019946031111. Stoppen/Wijzigen9449Opdr.\\Proc. Stoppen30900000ICV_IC-Verpleegkundig
80199470773Opdr. Laboratorium afname9270Bloedgas afnemen40500000ICV_IC-Verpleegkundig
90199470873Opdr. Laboratorium afname9268Lab. CCH-VAT T = 640500000ICV_IC-Verpleegkundig
\n", + "
" + ], + "text/plain": [ + " admissionid orderid ordercategoryid ordercategoryname itemid \\\n", + "0 0 1994476 101 Opdr. Huid 12896 \n", + "1 0 1994479 73 Opdr. Laboratorium afname 9270 \n", + "2 0 1994480 73 Opdr. Laboratorium afname 9269 \n", + "3 0 1994481 103 Opdr. Radiologie 7922 \n", + "4 0 1994482 81 Opdr. Circulatie 7921 \n", + "5 0 1994566 73 Opdr. Laboratorium afname 9270 \n", + "6 0 1994567 73 Opdr. Laboratorium afname 9267 \n", + "7 0 1994603 111 1. Stoppen/Wijzigen 9449 \n", + "8 0 1994707 73 Opdr. Laboratorium afname 9270 \n", + "9 0 1994708 73 Opdr. Laboratorium afname 9268 \n", + "\n", + " item registeredat registeredby \n", + "0 Decubitus score 22680000 ICV_IC-Verpleegkundig \n", + "1 Bloedgas afnemen 22680000 ICV_IC-Verpleegkundig \n", + "2 Lab. CCH-VAT T = 0 22680000 ICV_IC-Verpleegkundig \n", + "3 X-Thorax 22680000 ICV_IC-Verpleegkundig \n", + "4 ECG 22680000 ICV_IC-Verpleegkundig \n", + "5 Bloedgas afnemen 27840000 ICV_IC-Verpleegkundig \n", + "6 Lab. CCH-VAT T = 2 27840000 ICV_IC-Verpleegkundig \n", + "7 Opdr.\\Proc. Stoppen 30900000 ICV_IC-Verpleegkundig \n", + "8 Bloedgas afnemen 40500000 ICV_IC-Verpleegkundig \n", + "9 Lab. CCH-VAT T = 6 40500000 ICV_IC-Verpleegkundig " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sql = \"\"\"\n", + "SELECT * FROM procedureorderitems\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "df.head(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "scrolled": false + }, + "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", + "
admissionidorderidordercategoryiditemidregisteredat
count2.228884e+062.228884e+062.228884e+062.228884e+062.228884e+06
mean1.171853e+044.127012e+068.836378e+011.191555e+047.163217e+09
std6.724193e+032.177415e+061.035396e+013.066651e+033.077452e+10
min0.000000e+007.000000e+007.300000e+017.921000e+03-3.361800e+08
25%6.073000e+032.263473e+068.200000e+019.377000e+032.049600e+08
50%1.157200e+044.254017e+068.900000e+011.247300e+048.697000e+08
75%1.753600e+046.041042e+069.000000e+011.302100e+042.505000e+09
max2.355200e+047.660473e+061.160000e+022.124000e+043.916634e+11
\n", + "
" + ], + "text/plain": [ + " admissionid orderid ordercategoryid itemid registeredat\n", + "count 2.228884e+06 2.228884e+06 2.228884e+06 2.228884e+06 2.228884e+06\n", + "mean 1.171853e+04 4.127012e+06 8.836378e+01 1.191555e+04 7.163217e+09\n", + "std 6.724193e+03 2.177415e+06 1.035396e+01 3.066651e+03 3.077452e+10\n", + "min 0.000000e+00 7.000000e+00 7.300000e+01 7.921000e+03 -3.361800e+08\n", + "25% 6.073000e+03 2.263473e+06 8.200000e+01 9.377000e+03 2.049600e+08\n", + "50% 1.157200e+04 4.254017e+06 8.900000e+01 1.247300e+04 8.697000e+08\n", + "75% 1.753600e+04 6.041042e+06 9.000000e+01 1.302100e+04 2.505000e+09\n", + "max 2.355200e+04 7.660473e+06 1.160000e+02 2.124000e+04 3.916634e+11" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.describe()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## orderid" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT COUNT(*) AS \"Number of unique observations\" FROM (\n", + " SELECT DISTINCT orderid\n", + " FROM procedureorderitems\n", + " ) as unique_items_table\n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Number of unique observations
02228884
\n", + "
" + ], + "text/plain": [ + " Number of unique observations\n", + "0 2228884" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sql = \"\"\"\n", + "SELECT COUNT(*) AS \"Number of unique observations\" FROM (\n", + " SELECT DISTINCT orderid\n", + " FROM procedureorderitems\n", + " ) as unique_items_table\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT COUNT(admissionid) AS \"procedures per admission\"\n", + "FROM procedureorderitems\n", + "GROUP BY admissionid\n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sql = \"\"\"\n", + "SELECT COUNT(admissionid) AS \"procedures per admission\"\n", + "FROM procedureorderitems\n", + "GROUP BY admissionid\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "\n", + "#plot the data\n", + "data = df['procedures per admission']\n", + "amsterdamumcdb.outliers_histogram(data, bins=32).show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## item" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT item, COUNT(item) AS \"number of observations\", itemid\n", + "FROM procedureorderitems\n", + "GROUP BY item, itemid\n", + "ORDER BY \"number of observations\" DESC\n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "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", + "
itemnumber of observationsitemid
0Gantt-lijst controle24869313021
1Wisselligging17709912771
2Decubitus score10973612896
3Hielen vrijleggen10819712839
4Pijnscore bepalen8914819661
5Glucose afnemen744729547
6Drukzak vernieuwen710199287
7Opdr.\\Proc. wijzigen679589452
8Lab. dgs Standaard 6.00u660529446
9Opnieuw profiel monitor en alarmen instellen4721820393
\n", + "
" + ], + "text/plain": [ + " item number of observations \\\n", + "0 Gantt-lijst controle 248693 \n", + "1 Wisselligging 177099 \n", + "2 Decubitus score 109736 \n", + "3 Hielen vrijleggen 108197 \n", + "4 Pijnscore bepalen 89148 \n", + "5 Glucose afnemen 74472 \n", + "6 Drukzak vernieuwen 71019 \n", + "7 Opdr.\\Proc. wijzigen 67958 \n", + "8 Lab. dgs Standaard 6.00u 66052 \n", + "9 Opnieuw profiel monitor en alarmen instellen 47218 \n", + "\n", + " itemid \n", + "0 13021 \n", + "1 12771 \n", + "2 12896 \n", + "3 12839 \n", + "4 19661 \n", + "5 9547 \n", + "6 9287 \n", + "7 9452 \n", + "8 9446 \n", + "9 20393 " + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sql = \"\"\"\n", + "SELECT item, COUNT(item) AS \"number of observations\", itemid\n", + "FROM procedureorderitems\n", + "GROUP BY item, itemid\n", + "ORDER BY \"number of observations\" DESC\n", + "\"\"\"\n", + "import matplotlib as mpl\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "df.head(10)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## ordercategoryname" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT ordercategoryname AS \"Order Category\", COUNT(ordercategoryname) AS \"Number of tasks\", ordercategoryid\n", + "FROM procedureorderitems\n", + "GROUP BY ordercategoryname, ordercategoryid\n", + "ORDER BY \"Number of tasks\" DESC\n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sql = \"\"\"\n", + "SELECT ordercategoryname AS \"Order Category\", COUNT(ordercategoryname) AS \"Number of tasks\", ordercategoryid\n", + "FROM procedureorderitems\n", + "GROUP BY ordercategoryname, ordercategoryid\n", + "ORDER BY \"Number of tasks\" DESC\n", + "\"\"\"\n", + "import matplotlib as mpl\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "cm = plt.get_cmap('RdPu')\n", + "color_step = int(-255/len(df.index))\n", + "ax = df.plot.bar(x=df.columns[0],y=df.columns[1], legend=False,color=cm(range(255,1,color_step)))\n", + "ax.set(ylabel=df.columns[1])\n", + "ax.yaxis.set_major_formatter(mpl.ticker.StrMethodFormatter('{x:,.0f}'))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# registeredby\n", + "Most documentation of the tasks was performed by either the intensive care (IC) or medium care (MC) nurses" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT registeredby AS \"User group\", COUNT(registeredby) AS \"Number of tasks\"\n", + "FROM procedureorderitems\n", + "GROUP BY registeredby\n", + "ORDER BY \"Number of tasks\" DESC\n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sql = \"\"\"\n", + "SELECT registeredby AS \"User group\", COUNT(registeredby) AS \"Number of tasks\"\n", + "FROM procedureorderitems\n", + "GROUP BY registeredby\n", + "ORDER BY \"Number of tasks\" DESC\n", + "\"\"\"\n", + "import matplotlib as mpl\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "cm = plt.get_cmap('RdPu')\n", + "color_step = int(-255/len(df.index))\n", + "ax = df.plot.bar(x=df.columns[0],y=df.columns[1], legend=False,color=cm(range(255,1,color_step)))\n", + "ax.set(ylabel=df.columns[1])\n", + "ax.yaxis.set_major_formatter(mpl.ticker.StrMethodFormatter('{x:,.0f}'))" + ] + } + ], + "metadata": { + "file_extension": ".py", + "kernelspec": { + "display_name": "Python 3", + "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": "3.7.4" + }, + "mimetype": "text/x-python", + "name": "python", + "npconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": 3 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/tables/processitems.ipynb b/tables/processitems.ipynb new file mode 100644 index 0000000..f2296f1 --- /dev/null +++ b/tables/processitems.ipynb @@ -0,0 +1,1131 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\"Logo\"\n", + "\n", + "# AmsterdamUMCdb - Freely Accessible ICU Database\n", + "\n", + "version 1.0 November 2019 \n", + "Copyright © 2003-2019 Amsterdam UMC - Amsterdam Medical Data Science" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "azdata_cell_guid": "4a40ac09-522e-41f3-991b-d42bf3f5ec7d" + }, + "source": [ + "# processitems table\n", + "The *processitems* table contains all catheters, drains, tubes, and continous non-medication processes (e.g. renal replacement therapy, hypothermia induction, etc) that patients received during their stay on the ICU. All items have an associated admissionid from the [admissions](admissions.ipynb#admissions) table.\n", + "\n", + "## Fields\n", + "|Name|Type|Description|\n", + "|----|----|-----------|\n", + "|admissionid|integer|links the item with the admissionid in the [admissions](admissions.ipynb#admissions) table.|\n", + "|itemid|integer|id to identify the type of process.|\n", + "|[item](#item)|string|name of the process.|\n", + "|start|integer|start time (time of introduction) of the process, in milliseconds since the first ICU admission.| \n", + "|stop|integer|stop time (time of removal) of the process, in milliseconds since the first ICU admission.| \n", + "|[duration](#duration)|integer|duration of the process, i.e. the difference between start and stop times, in minutes.|" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Example Python and SQL scripts" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Imports" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import amsterdamumcdb\n", + "import psycopg2\n", + "import pandas as pd\n", + "import numpy as np\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib.gridspec as gridspec\n", + "import matplotlib as mpl\n", + "\n", + "import io\n", + "from IPython.display import display, HTML, Markdown" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Display settings" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "#matplotlib settings for image size\n", + "#needs to be in a different cell from %matplotlib inline\n", + "plt.style.use('seaborn-darkgrid')\n", + "plt.rcParams[\"figure.dpi\"] = 288\n", + "plt.rcParams[\"figure.figsize\"] = [8, 6]\n", + "plt.rcParams[\"font.size\"] = 12\n", + "\n", + "pd.options.display.max_columns = None\n", + "pd.options.display.max_rows = None\n", + "pd.options.display.max_colwidth = 1000" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Connection settings" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "#Modify config.ini in the root folder of the repository to change the settings to connect to your postgreSQL database\n", + "import configparser\n", + "import os\n", + "config = configparser.ConfigParser()\n", + "\n", + "if os.path.isfile('../config.ini'):\n", + " config.read('../config.ini')\n", + "else:\n", + " config.read('../config.SAMPLE.ini')\n", + "\n", + "#Open a connection to the postgres database:\n", + "con = psycopg2.connect(database=config['psycopg2']['database'], \n", + " user=config['psycopg2']['username'], password=config['psycopg2']['password'], \n", + " host=config['psycopg2']['host'], port=config['psycopg2']['port'])\n", + "con.set_client_encoding('WIN1252') #Uses code page for Dutch accented characters.\n", + "con.set_session(autocommit=True)\n", + "\n", + "cursor = con.cursor()\n", + "cursor.execute('SET SCHEMA \\'amsterdamumcdb\\''); #set search_path to amsterdamumcdb schema" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Overview of all fields" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "azdata_cell_guid": "af0db8dd-df4e-4305-b2ac-f10e8fefe9b4", + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT * FROM processitems;\n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "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", + "
admissioniditemiditemstartstopduration
009159Arterielijn Radialis205200001488000002138
109166Trilumen Jugularis205200001488000002138
209174Swan Ganz Jugularis205200001390200001975
309328Beademen2052000069120000810
409399Wonddrain 120520000943200001230
509400Wonddrain 2205200001420800002026
609403Thoraxdrain 1205200001488000002138
709415Urine-Catheter (CAD)205200001488000002138
809417Sonde205200001488000002138
909422Perifeer infuus205200001488000002138
\n", + "
" + ], + "text/plain": [ + " admissionid itemid item start stop duration\n", + "0 0 9159 Arterielijn Radialis 20520000 148800000 2138\n", + "1 0 9166 Trilumen Jugularis 20520000 148800000 2138\n", + "2 0 9174 Swan Ganz Jugularis 20520000 139020000 1975\n", + "3 0 9328 Beademen 20520000 69120000 810\n", + "4 0 9399 Wonddrain 1 20520000 94320000 1230\n", + "5 0 9400 Wonddrain 2 20520000 142080000 2026\n", + "6 0 9403 Thoraxdrain 1 20520000 148800000 2138\n", + "7 0 9415 Urine-Catheter (CAD) 20520000 148800000 2138\n", + "8 0 9417 Sonde 20520000 148800000 2138\n", + "9 0 9422 Perifeer infuus 20520000 148800000 2138" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sql = \"\"\"\n", + "SELECT * FROM processitems;\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "df.head(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "scrolled": false + }, + "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", + "
admissioniditemidstartstopduration
count260147.000000260147.0000002.601470e+052.601470e+052.601470e+05
mean11767.0382679962.6255194.375607e+094.653852e+092.121331e+03
std6761.1422431583.6715332.478155e+102.479905e+103.706657e+05
min0.0000007926.000000-3.426000e+08-5.670000e+07-5.455790e+07
25%5970.0000009328.0000002.820000e+067.404000e+079.250000e+02
50%11761.0000009415.0000009.660000e+061.744800e+081.395000e+03
75%17606.0000009422.0000003.942600e+089.941400e+084.580000e+03
max23552.00000021188.0000003.916624e+113.916687e+113.011310e+05
\n", + "
" + ], + "text/plain": [ + " admissionid itemid start stop duration\n", + "count 260147.000000 260147.000000 2.601470e+05 2.601470e+05 2.601470e+05\n", + "mean 11767.038267 9962.625519 4.375607e+09 4.653852e+09 2.121331e+03\n", + "std 6761.142243 1583.671533 2.478155e+10 2.479905e+10 3.706657e+05\n", + "min 0.000000 7926.000000 -3.426000e+08 -5.670000e+07 -5.455790e+07\n", + "25% 5970.000000 9328.000000 2.820000e+06 7.404000e+07 9.250000e+02\n", + "50% 11761.000000 9415.000000 9.660000e+06 1.744800e+08 1.395000e+03\n", + "75% 17606.000000 9422.000000 3.942600e+08 9.941400e+08 4.580000e+03\n", + "max 23552.000000 21188.000000 3.916624e+11 3.916687e+11 3.011310e+05" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.describe()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## item" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT item, COUNT(item) AS \"number of times\", itemid\n", + "FROM processitems\n", + "GROUP BY item, itemid\n", + "ORDER BY \"number of times\" DESC\n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "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", + "
itemnumber of timesitemid
0Perifeer infuus399369422
1Sonde244749417
2Arterielijn Radialis227139159
3Urine-Catheter (CAD)215349415
4Beademen187079328
5Tube1517812634
6Trilumen Jugularis106489166
7Thoraxdrain 199809403
8Swan Ganz Jugularis66909174
9Wonddrain 158559399
\n", + "
" + ], + "text/plain": [ + " item number of times itemid\n", + "0 Perifeer infuus 39936 9422\n", + "1 Sonde 24474 9417\n", + "2 Arterielijn Radialis 22713 9159\n", + "3 Urine-Catheter (CAD) 21534 9415\n", + "4 Beademen 18707 9328\n", + "5 Tube 15178 12634\n", + "6 Trilumen Jugularis 10648 9166\n", + "7 Thoraxdrain 1 9980 9403\n", + "8 Swan Ganz Jugularis 6690 9174\n", + "9 Wonddrain 1 5855 9399" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sql = \"\"\"\n", + "SELECT item, COUNT(item) AS \"number of times\", itemid\n", + "FROM processitems\n", + "GROUP BY item, itemid\n", + "ORDER BY \"number of times\" DESC\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "df.head(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "selection = df.head(20)\n", + "cm = plt.get_cmap('RdPu')\n", + "color_step = int(-255/len(selection.index))\n", + "ax = selection.plot.bar(x=selection.columns[0],y=selection.columns[1], legend=False,color=cm(range(255,1,color_step)))\n", + "ax.set(ylabel=selection.columns[1])\n", + "ax.yaxis.set_major_formatter(mpl.ticker.StrMethodFormatter('{x:,.0f}'))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "## duration" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT *\n", + "FROM processitems\n", + "WHERE duration < 0 --stop time 'undefined'\n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "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", + "
admissioniditemiditemstartstopduration
016779159Arterielijn Radialis732480000-1899-54557903
116779161Dialyselijn Femoralis732600000-1899-54557905
298109169Quad lumen Subclavia717360000-1899-54557892
398109188X-Proces Lijnen/Catheter/Drain717300000-1899-54557891
498109328Beademen717300000-1899-54557891
\n", + "
" + ], + "text/plain": [ + " admissionid itemid item start stop \\\n", + "0 1677 9159 Arterielijn Radialis 732480000 -1899 \n", + "1 1677 9161 Dialyselijn Femoralis 732600000 -1899 \n", + "2 9810 9169 Quad lumen Subclavia 717360000 -1899 \n", + "3 9810 9188 X-Proces Lijnen/Catheter/Drain 717300000 -1899 \n", + "4 9810 9328 Beademen 717300000 -1899 \n", + "\n", + " duration \n", + "0 -54557903 \n", + "1 -54557905 \n", + "2 -54557892 \n", + "3 -54557891 \n", + "4 -54557891 " + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sql = \"\"\"\n", + "SELECT *\n", + "FROM processitems\n", + "WHERE duration < 0 --stop time 'undefined'\n", + "\"\"\"\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "df.head(5)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/markdown": [ + "``` mysql\n", + "\n", + "SELECT *\n", + "FROM processitems\n", + "WHERE itemid IN (\n", + " 9170, --Quad lumen Jugularis\n", + " 9166, --Trilumen Jugularis\n", + " 12400, --Duo lumen Jugularis\n", + " 9162, --Dialyselijn Jugularis\n", + " 9595, --Enkel lumen Jugularis\n", + " 13422, --Trauma catheter Jugularis\n", + " 9168, --Quad lumen Femoralis\n", + " 9165, --Trilumen Femoralis\n", + " 9161, --Dialyselijn Femoralis\n", + " 13421, --Trauma catheter Femoralis\n", + " 12399, --Duo lumen Femoralis\n", + " 9594, --Enkel lumen Femoralis\n", + " 9169, --Quad lumen Subclavia\n", + " 9167, --Trilumen Subclavia\n", + " 9596, --Enkel lumen Subclavia\n", + " 9163, --Dialyselijn Subclavia\n", + " 13423 --Trauma catheter Subclavia\n", + ");\n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'number of central venous catheters')" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#duration of central venous lines\n", + "sql = \"\"\"\n", + "SELECT *\n", + "FROM processitems\n", + "WHERE itemid IN (\n", + " 9170, --Quad lumen Jugularis\n", + " 9166, --Trilumen Jugularis\n", + " 12400, --Duo lumen Jugularis\n", + " 9162, --Dialyselijn Jugularis\n", + " 9595, --Enkel lumen Jugularis\n", + " 13422, --Trauma catheter Jugularis\n", + " 9168, --Quad lumen Femoralis\n", + " 9165, --Trilumen Femoralis\n", + " 9161, --Dialyselijn Femoralis\n", + " 13421, --Trauma catheter Femoralis\n", + " 12399, --Duo lumen Femoralis\n", + " 9594, --Enkel lumen Femoralis\n", + " 9169, --Quad lumen Subclavia\n", + " 9167, --Trilumen Subclavia\n", + " 9596, --Enkel lumen Subclavia\n", + " 9163, --Dialyselijn Subclavia\n", + " 13423 --Trauma catheter Subclavia\n", + ");\n", + "\"\"\"\n", + "\n", + "display(Markdown(\"``` mysql\\n\" + sql + \"\\n```\"))\n", + "df = pd.read_sql(sql,con)\n", + "df.head(20)\n", + "\n", + "#plot the data\n", + "data = df[df['duration'] > 0]['duration']/(24*60)\n", + "fig = amsterdamumcdb.outliers_histogram(data, bins=8)\n", + "fig.title('central venous lines')\n", + "fig.xlabel('catheter indwelling period')\n", + "fig.ylabel('number of central venous catheters')" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.7.4" + }, + "widgets": { + "state": { + "10e54e76a767487d867866c99660a3a2": { + "views": [ + { + "cell_index": 34 + } + ] + }, + "15cd52a19d4441c4bb64724b7693415d": { + "views": [ + { + "cell_index": 34 + } + ] + }, + "20f9ef552e524d459cd80dbe3beb31ff": { + "views": [ + { + "cell_index": 34 + } + ] + }, + "2c73aa8bd117438b873a59523d70b673": { + "views": [ + { + "cell_index": 34 + } + ] + }, + "2ff4314f0fdc49c093d0eaffd3974110": { + "views": [ + { + "cell_index": 34 + } + ] + }, + "3d2b65379619446daae52efdb4f80135": { + "views": [ + { + "cell_index": 34 + } + ] + }, + "420f7e152a0640dc92044816c8490619": { + "views": [ + { + "cell_index": 34 + } + ] + }, + "433ef59473574a759af4bed0eeb38022": { + "views": [ + { + "cell_index": 34 + } + ] + }, + "4ac3f89a59534f2d8961913261ad197e": { + "views": [ + { + "cell_index": 34 + } + ] + }, + "580eced942c942e2921cda808afc0c5f": { + "views": [ + { + "cell_index": 34 + } + ] + }, + "6038c2c8c56e401aaff88567a36defb5": { + "views": [ + { + "cell_index": 34 + } + ] + }, + "655b0cd729fc4b92b0959cdde415d8b7": { + "views": [ + { + "cell_index": 34 + } + ] + }, + "6a2d8d00749f43a288fc1ff643544fce": { + "views": [ + { + "cell_index": 34 + } + ] + }, + "6bcf3f496b1043fdb22d41bd2ca057ad": { + "views": [ + { + "cell_index": 34 + } + ] + }, + "7caca00ae39a41c6a1947fe1c41771f9": { + "views": [ + { + "cell_index": 34 + } + ] + }, + "7d312839a65f4052a76c333a55ca7a3d": { + "views": [ + { + "cell_index": 34 + } + ] + }, + "7fa5050f89574b509244213448213075": { + "views": [ + { + "cell_index": 34 + } + ] + }, + "9b090ff547034d23a445a1a5afad5fc3": { + "views": [ + { + "cell_index": 34 + } + ] + }, + "9d91ab22ff8a410d8cf626053bd509c9": { + "views": [ + { + "cell_index": 34 + } + ] + }, + "a570afad6dac42ff840c191f073f0b9d": { + "views": [ + { + "cell_index": 34 + } + ] + }, + "a89223fda75b457fbcb03cf46e6092e4": { + "views": [ + { + "cell_index": 34 + } + ] + }, + "a9b0a45f5e7947f7a05c99dbe544bf86": { + "views": [ + { + "cell_index": 34 + } + ] + }, + "abd2074abe964e2cb1e09c632d145560": { + "views": [ + { + "cell_index": 34 + } + ] + }, + "ad12a7a5e2a9449395f93deeacbdaeb8": { + "views": [ + { + "cell_index": 34 + } + ] + }, + "b3198e4d8a694bd6aba9ec47ea3b0200": { + "views": [ + { + "cell_index": 34 + } + ] + }, + "bf2470e3b6984ca1b240cc9adda6cc0b": { + "views": [ + { + "cell_index": 34 + } + ] + }, + "cc8dcee3aeaa46dfb7ce89bedbf6b3a7": { + "views": [ + { + "cell_index": 34 + } + ] + }, + "ce409eec71834885a3c7ad74df0fd65b": { + "views": [ + { + "cell_index": 34 + } + ] + }, + "cf16f570ae7148c49a47a983e8bce719": { + "views": [ + { + "cell_index": 34 + } + ] + }, + "e0f3b99c83ee46ca884431b7141c1d38": { + "views": [ + { + "cell_index": 34 + } + ] + }, + "e9072683ea3a420486ed7eaf8c8fe2e1": { + "views": [ + { + "cell_index": 34 + } + ] + }, + "e93b506e4a99485e9c817554997a4d03": { + "views": [ + { + "cell_index": 34 + } + ] + }, + "ee0a56c1280d4fa9a0ec46b8a5c932d2": { + "views": [ + { + "cell_index": 34 + } + ] + }, + "f5237b817c49495cabb686ed7de04c28": { + "views": [ + { + "cell_index": 34 + } + ] + }, + "fc8e02b5624e4510b51e6ef480476892": { + "views": [ + { + "cell_index": 34 + } + ] + } + }, + "version": "1.2.0" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}