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PolicyEngine
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synthimpute
Python package for data synthesis and imputation using parametric and nonparametric methods, and evaluation of these methods.
MIT License
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Add unit test for `ignore_target` option in `rf_impute`
#59
nikhilwoodruff
opened
2 years ago
0
Add ignore targets option
#58
nikhilwoodruff
closed
2 years ago
2
Option to target nonzero values instead of total
#57
MaxGhenis
opened
2 years ago
0
Semantic versioning tools and moving examples to jupyterbook
#56
MaxGhenis
closed
2 years ago
3
Add `ols_quantile`
#55
MaxGhenis
opened
2 years ago
0
Add semantic versioning tools
#54
MaxGhenis
closed
2 years ago
0
Bump version and update authorship
#53
MaxGhenis
closed
2 years ago
0
Test determinism
#52
MaxGhenis
opened
2 years ago
0
Add multi-output handling
#51
nikhilwoodruff
closed
2 years ago
0
Try TensorFlow Probability
#50
MaxGhenis
opened
2 years ago
0
Set rf_impute's default new_weight to ones
#49
MaxGhenis
opened
3 years ago
0
Publish to PyPI
#48
nikhilwoodruff
opened
3 years ago
0
Consider Epistemic Neural Networks
#46
MaxGhenis
opened
3 years ago
0
Add matched imputation
#45
nikhilwoodruff
closed
3 years ago
0
Diagnostics like quantile loss in function like rf_impute
#44
MaxGhenis
opened
3 years ago
0
Option for rf_impute to return RandomForestClassifier object
#43
MaxGhenis
opened
3 years ago
0
Add mean_quantile arg to rf_impute and add black code formatting
#42
MaxGhenis
closed
3 years ago
0
Accept a mean quantile to rf_impute
#41
MaxGhenis
closed
3 years ago
1
Target a total in rf_impute
#40
MaxGhenis
closed
3 years ago
1
Look into scikit-garden for quantile regression in random forests
#39
MaxGhenis
opened
3 years ago
0
Function to identify variable that can be best predicted from a set of base variables
#38
MaxGhenis
opened
4 years ago
3
Pass list of y variables to rf_impute
#37
MaxGhenis
opened
4 years ago
0
Add option for Yeo-Johnson transformation of outcome
#36
MaxGhenis
opened
4 years ago
0
Install synthimpute in workflow
#35
MaxGhenis
closed
4 years ago
0
Install synthimpute in workflow
#34
MaxGhenis
closed
4 years ago
0
Fix rf_impute bug where nrow(test) != nrow(train)
#33
MaxGhenis
closed
4 years ago
0
rf_impute fails when train and test have different number of rows
#32
MaxGhenis
closed
4 years ago
0
Add sample_weight_train in rf_impute
#31
MaxGhenis
closed
4 years ago
0
Add observation weights to rf_impute
#30
MaxGhenis
closed
4 years ago
0
Add rf_impute
#29
MaxGhenis
closed
4 years ago
1
Support single quantile in rf_quantile
#28
MaxGhenis
closed
4 years ago
0
Add random forest imputation function
#27
MaxGhenis
closed
4 years ago
1
Order
#26
MaxGhenis
closed
5 years ago
0
Order
#25
MaxGhenis
closed
5 years ago
0
Add k argument to get multiple nearest elements
#24
MaxGhenis
closed
5 years ago
1
Add distance option to get 2nd and 3rd (or kth) nearest record
#23
MaxGhenis
opened
5 years ago
3
Check that dataframes have the same columns in nearest* functions
#22
MaxGhenis
opened
5 years ago
0
Scaling nearest_synth_train_test can produce NaNs
#21
MaxGhenis
closed
5 years ago
1
rf_synth isn't deterministic when setting a seed
#20
MaxGhenis
opened
5 years ago
0
Set column order to input column order in rf_synth
#19
MaxGhenis
opened
5 years ago
0
Parallelize nearest_record
#18
MaxGhenis
opened
5 years ago
0
Literature review
#17
MaxGhenis
opened
5 years ago
1
Check for duplicate index values in distance functions
#16
MaxGhenis
opened
5 years ago
0
Align columns when calculating distances
#15
MaxGhenis
opened
5 years ago
1
Get shortest distance with groupby for each block
#14
MaxGhenis
closed
5 years ago
1
Limit nearest_synth_train_test to common columns
#13
MaxGhenis
opened
5 years ago
0
Indexing error in nearest_synth_train_test_record
#12
MaxGhenis
closed
5 years ago
1
Warn when records are dropped from block_cdist because they don't have the same values of blocked variables
#11
MaxGhenis
opened
5 years ago
1
Fail gracefully if synthesizing nulls
#10
MaxGhenis
opened
5 years ago
0
Merge issue in cdist_long
#9
MaxGhenis
closed
5 years ago
1
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