MIMIC-IV-Postgres

KO | EN

gitlite — search

#javascript #python #hacktoberfest #ai #llm #deep-learning #linux #docker #java #nodejs #windows #awesome #kubernetes #mcp

MIMIC-IV-Postgres

(★ 48)

Installing MIMIC-IV in a local Postgres database

MIMIC-IV-Postgres Latest Version Download

Download Latest Version (.zip)

// repository documentation

Was this content helpful?

★ 0 (0 ratings)

# Installing MIMIC-IV-ED and MIMIC-IV in a local Postgres database

**Jun 28th, 2021**: The repo updates to MIMIC-IV V4.0. As there is a major update of MIMIC-IV from version 0.4 to 1.0, I modify some codes to accomodate these changes.

**Jun 2nd, 2021**: MIMIC-IV-ED is released. Shout out to the authors. If you don't need the ED data, just skip the steps numbered with "ED". If you have already installed MIMIC-IV using this repo, you only need to run 1.ED, 4.ED, 5.ED.

In light of there is no offcial guide of deploying MIMIC-IV to Postgres server, this repo will help you navigate this process. We made necessary modification based on the [offcial guide of MIMIC-III][MIMIC-III] to adapt to MIMIC-IV.

#### 1. Prepare the data
Complete the PhysioNet Credentialing and download [MIMIC-IV data][MIMIC-IV]. Decompress all .csv.gz file using "gzip -d *.gz". You will have such directory structure:
```
BASE_DIR  
│
└───core
│   │   admissions.csv
│   │   patients.csv
│   │   transfers.csv
└───hosp
│   │   d_hcpcs.csv
│   │   ...
└───icu
│   │   d_items.csv
│   │   ...
```

#### 1.ED Prepare the ED data
Complete the PhysioNet Credentialing and download [MIMIC-IV-ED data][MIMIC-IV_ED]. Decompress all .csv.gz file using "gzip -d *.gz". Move those decompressed file to the same base directory. You will have such directory structure:
```
BASE_DIR  
│
└───core
│   │   admissions.csv
│   │   patients.csv
│   │   transfers.csv
└───hosp
│   │   d_hcpcs.csv
│   │   ...
└───icu
│   │   d_items.csv
│   │   ...
└───ed
│   │   edstays.csv
│   │   ...
```

#### 2. Install Postgresql server
Please refer [here][postgresql] for postgresql download and installation

#### 3. Create user, database, schema
In my case, I create a user named **mimicuser**, a new database named **mimic4** containing a new schema named **mimiciv** holding all data by:
```sh
createuser -P -s -e -d mimicuser             #creat user
psql -U mimicuser                            #launch psql
CREATE DATABASE mimic4 OWNER mimicuser;      #create new database
\c mimic4;                                   #enter the new database
CREATE SCHEMA mimiciv;                       #create new schema
\q                                           #quit psql
```

#### 4. Creat a set of empty tables with create_tables.sql
```sh
psql 'dbname=mimic4 user=mimicuser options=--search_path=mimiciv' -f create_tables.sql
```
#### 4.ED Creat a set of empty ED tables with create_ed_tables.sql
```sh
psql 'dbname=mimic4 user=mimicuser options=--search_path=mimiciv' -f create_ed_tables.sql
```

#### 5. load .csv files into the empty tables with load_data.sql
Change /YOUR/BASE/DIR/ to your BASE_DIR in the line 3,11,27 and run:
```sh
psql 'dbname=mimic4 user=mimicuser options=--search_path=mimiciv' -f load_data.sql
```
#### 5.ED load .csv files into the empty ED tables with load_ed_data.sql
Change /YOUR/BASE/DIR/ to your BASE_DIR in the line 3 and run:
```sh
psql 'dbname=mimic4 user=mimicuser options=--search_path=mimiciv' -f load_eddata.sql
```

#### NOTES:
- The data description and real data are inconsistent in data format, varchar length, etc. This repo is implemented based on the real data. Some comments are left in create_tables.sql to mark down the difference. 
- We follow the installation of MIMIC-III that creating 10 subtables for labevents.csv and chartevents.csv, respectively. Chartevents table is divided by itemid to 10-fold, while labevents table is divided by labevents_id.
- The size of MIMIC-IV after de-compression may exceed 100GB. Therefore, loading data is time-consuming. You may expect several hours to run through the process. 
- This repo is based on the latest data release before Jun 28, 2021. Should there be any data update, incompatibiltiy may observed.
- Leave an issue, if you encounter any error.

[MIMIC-III]: https://mimic.physionet.org/tutorials/install-mimic-locally-ubuntu/
[MIMIC-IV]: https://mimic-iv.mit.edu/docs/access/
[MIMIC-IV-ED]: https://physionet.org/content/mimic-iv-ed/1.0/
[postgresql]: http://www.postgresql.org/download/

MIMIC-IV-Postgres

MIMIC-IV-Postgres Latest Version Download

Today's picks

Was this content helpful?

Recent Feedback

MIMIC-IV-Postgres

MIMIC-IV-Postgres Latest Version Download

Today's picks

Was this content helpful?

Recent Feedback

Download README