[ENHANCE] [DATA] Update NICD Hospitalization Data about covid19za HOT 13 OPEN

Hi all,

I had a go at scraping the NICD datasets for data since the 27 October 2020 (when the daily reports table has 10 columns). There is still work to do to get some of the columns described in covid19za/data/nicd_hospital_surveillance_data.csv (general, high care, isolation, total health care workers admitted) and in filtering for the many ways in which dates appear in the raw pdf files. Hope that this can be useful as a basis for scraping if there is no luck with NICD:

https://gist.github.com/sjbeckett/f1d3822db7d41d33dfddd01814a64481

from covid19za.

All

I did some work on the hospitalization data too. Actually my son :-).
Not in the data/nicd_hospital_surveillance_data.csv file yet, but in another file with a different format.
See data/covid19za_provincial_raw_hospitalization.csv
The scraper lives in scripts/daily_nicd_datcov.R.
And the github workflow runs this script every night -- it appears as if the posting / publication of these files are manual, so I'm not 100% sure what the best time would be.

Remaining todo:

• make sure the scraper runs stable
• extract the relevant parts and update the old summary hospitalization file, which is partially done already.
  g

from covid19za.

A friend has made the request, we will see if she gets a response @anelda

from covid19za.

Hi all,

I had a go at scraping the NICD datasets for data since the 27 October 2020 (when the daily reports table has 10 columns). There is still work to do to get some of the columns described in covid19za/data/nicd_hospital_surveillance_data.csv (general, high care, isolation, total health care workers admitted) and in filtering for the many ways in which dates appear in the raw pdf files. Hope that this can be useful as a basis for scraping if there is no luck with NICD:

https://gist.github.com/sjbeckett/f1d3822db7d41d33dfddd01814a64481

Thank you. i think this is a good start and we can then try to start filling in where the scraper could not.

from covid19za.

The challenge has been keeping up with the updates of the NICD Hospital Admissions reports. They are available here https://www.nicd.ac.za/diseases-a-z-index/disease-index-covid-19/surveillance-reports/daily-hospital-surveillance-datcov-report/

The second page of the daily reports has this table

Now if we can get someone to start doing backfill (start with 1 December 2021 for example, and work backwards it would be great @maximeLpt

from covid19za.

Do you have a scrapper for that?

from covid19za.

@maximeLpt no. It was initially filled in by a volunteer, day by day.

from covid19za.

Is there no chance NICD can/will just share the table in Excel or CSV format?

from covid19za.

Hey @anelda @vukosim let me know what the NICD says, and if not luck comes - then we can surely build a wrapper/scraper for the PDF's or find a way to parse the data from a different format?

from covid19za.

I managed to write a fairly decent scraper for the pdfs. Perhaps the script can be enhanced by adding a filter for a particular day. eg. r Report_Date >= Sys.Date() to avoid re-downloading each file. The script can run a cronjob.

Another script is the table scraper. The results were mixed. This could be due to changes to how tables are formatted , how the files are generated etc. Extracting each table from all files can be time-consuming. There probably exists a way to uniformly format the tables into a sound format in another language to technique.
directory containing the scripts

from covid19za.

Hi all,

I had a go at scraping the NICD datasets for data since the 27 October 2020 (when the daily reports table has 10 columns). There is still work to do to get some of the columns described in covid19za/data/nicd_hospital_surveillance_data.csv (general, high care, isolation, total health care workers admitted) and in filtering for the many ways in which dates appear in the raw pdf files. Hope that this can be useful as a basis for scraping if there is no luck with NICD:

https://gist.github.com/sjbeckett/f1d3822db7d41d33dfddd01814a64481

Just a note I updated the above gist to incorporate general and high care patient numbers.
Of note, isolation was no longer reported after 02-09-2020; and admitted healthcare workers were no longer reported after 08-10-2020.

from covid19za.

Greetings everyone. I took a different approach to this issue and created an API which is free and publicly available. At the moment, the database has data from 01 July 2021 to 28 Dec 2021.

The API has 2 main endpoints:

1. /all:

   • Gets all data from the the database
     

2. /dates:

   • Allows for filtering data between 2 specific dates. Province is not required but you can specify it if you are looking for a specific province data..

   Without Province
   

   With Province
   

Getting the PDFs from NICD website and uploading the data to a cloud database is automated but annotating the table on the PDF is still manual because the PDF formatting varies inconsistently between the documents so that is the only manual process thus far.

Try the API and I would appreciate some pointers and thoughts:
https://covidza-data.deta.dev/docs

from covid19za.

Happy new year everyone. There will be a bit more action to finalise this in the next 2 weeks. Thank you so much for the work and ideas.

from covid19za.