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developmentseed
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geospatial-ds-cholera-lab
A repo dedicated to developing a geospatial data science prototype (see issue: https://github.com/developmentseed/labs/issues/292)
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Wrap up and next steps
#30
kathrynberger
opened
11 months ago
0
Update README.md with text on lit review and outbreak data
#29
kathrynberger
opened
11 months ago
0
Kb/imputed smote imbalance
#28
kathrynberger
opened
11 months ago
0
Add missingno and clear cell outputs
#27
botanical
closed
11 months ago
2
Identify missing observations and imputation strategy
#26
kathrynberger
closed
11 months ago
1
Create aggregate zonal means dataframes with prior months data
#25
botanical
closed
11 months ago
1
Final merged dataframe containing zonal means for current month and three months prior
#24
botanical
closed
11 months ago
2
Zonal means for Land Surface Temperature, Precip, and Soil Moisture
#23
chuckwondo
closed
12 months ago
5
verify lat long overlap of LST files
#22
kathrynberger
closed
1 year ago
0
Verify lat/long array for LST is consistent over time
#21
kathrynberger
closed
1 year ago
1
cleaned up eda nb for outbreak data
#20
kathrynberger
closed
1 year ago
0
Identify methods to deal with imbalanced dataset
#19
kathrynberger
opened
1 year ago
1
Define ML ready data format of combined outbreak and EO dataframes
#18
kathrynberger
closed
11 months ago
2
Add shapefiles and geolocate outbreaks
#17
chuckwondo
closed
1 year ago
1
Confirm duplicate admin 2 geometries within outbreak dataset
#16
kathrynberger
closed
11 months ago
1
Confirm LST monthly dataset is indeed monthly and not daily units
#15
kathrynberger
closed
12 months ago
5
Model Exploration
#14
kathrynberger
opened
1 year ago
0
Combine all three indicator data sources (LST, Precipitation, Soil Moisture) with outbreak data in ML-ready format
#13
kathrynberger
closed
11 months ago
2
Complete full 10 year pre-processing of Soil Moisture data for all outbreak districts
#12
kathrynberger
closed
12 months ago
0
Run `zonal statistics` on Soil Moisture data for all districts for one year
#11
kathrynberger
closed
12 months ago
4
Complete full 10 year pro-processing of monthly Precipitation data for all outbreak districts
#10
kathrynberger
closed
12 months ago
0
Run `zonal statistics` on monthly Precipitation data for all districts for one year
#9
kathrynberger
closed
12 months ago
1
Complete full 10 year pre-processing of monthly LST data for all outbreak districts
#8
kathrynberger
closed
12 months ago
1
Run `zonal statistics` on monthly LST data for all districts for one year
#7
kathrynberger
closed
12 months ago
1
Tidy up repo, move pre-processing notebooks to scripts
#6
kathrynberger
closed
12 months ago
0
Revised list of potential cholera indicator datasets for inclusion into our ML work
#5
kathrynberger
closed
1 year ago
1
Identify total number of district (admin2) level outbreaks in dataset
#4
kathrynberger
closed
1 year ago
17
Environmental data pre-processing check list
#3
kathrynberger
closed
11 months ago
0
Assemble a list of potential environmental indicator data and their sources
#2
kathrynberger
closed
1 year ago
3
Add pre-commit hooks and use Python 3.11
#1
chuckwondo
closed
1 year ago
0