IIPGH Webinar2 exploring Ghana Health facilities dataset and curating it using google collaboratory notebooks,

1. IIPGH DS Webinar 2:
Exploring Ghana’s Health
Facilities Dataset
easimadi • 13.09.2018

2. Content
Citizen Data Science
- Ghana Health Facility Dataset
Let’s Explore
- Ghana Health Facility Dataset in Tableau
Let’s Make Things Better (Data Cleaning)
- Jupyter Notebooks are everywhere
Recap

3. Citizen Data Science Community
Using Data for Social Good & Learning
call-for-analysis
Analyse and build data applications
Output: inform, recommend act for social
good, learn, enable new business
call-for-data
Help us collect and publish interesting
Ghana Datasets for the community.
Output: published dataset
call-for-exploration
Explore and Curate the dataset for the
community
Output: cleaned dataset
01
03 02
#citizenDataScienceGh
#cdsgh
https://ds4good.github.io/ghana-datasets/ https://bit.ly/2BM74MK https://www.kaggle.com/citizen-ds-ghana
https://public.tableau.com/profile/datanix.ds4good#!/

4. Exploring Ghana’s Health
Facility Dataset

5. Analytic Spectrum
Where will this exploration sit?

6. Seeing is believing!
- The Data
- data inventory - https://ds4good.github.io/ghana-datasets/
- Kaggle - https://www.kaggle.com/citizen-ds-ghana
- Exploration in Tableau.
- https://public.tableau.com/profile/datanix.ds4good#!/
- Also possible in PowerBI, Looker, Qlik…..etc.

7. Let’s Make Things Better
Cleaning the Ghana Health Facilities Dataset
Jupyter Notebooks are everywhere

8. Example Notebook Environments
Kaggle [free, Python 2 & 3; R, RAM-17GB, Disk-5GB, GPU, Dataset Host - 20GB ]
- https://www.kaggle.com/
Microsoft Azure Notebooks [free, Python 2 & 3; R; F#, RAM -4GB]
- https://notebooks.azure.com/
Amazon Sagemaker [2-Months free trial, Python 2 & 3]
- From your aws account.
Google Colaboratory [free, Python 2 & 3, RAM -12GB, Disk-38GB, GPU]
https://colab.research.google.com/notebooks/welcome.ipynb
Etc...

9. Opportunities for Improving the dataset
Uncategorised Health facilities
- Let’s find and categorise uncategorised facilities
Consuming external API
- Consume external API to correct or enrich the dataset.
Notebook

10. Recap
Data Visualisation & Exploration in Tableau
- Let’s find and categorise uncategorised facilities
Notebooks are everywhere
- Free rich learning & research environments (IDEs)
Data Cleaning
- Cleaning & enriching data

11. Thank you

12. How do I get Started with Data Science?
Practice!Practice!
End-to-EndUse-Cases/
Topics
Advanced Topics
(NLP, Deep Learning)
Distributed
Com
puting (Apache
Spark)
SQL
PythonforData
Science(orR,Scala)
DataScience
KnowledgeMap
e.g.
- Kaggle/learn
- Python for DataScience Handbook
- Scala cookbook
e.g.
- Apache Spark Definitive guide- Deep Learning with Python (Francois Chollet )
- Keras, Pytorch
- Spacy, NLTK, StanfordNLP, GATE-NLP
- Freelance
- Create & Implement your own
use-cases
- selected topics