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path: root/gn3/computations/partial_correlations.py
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2021-11-04Create blackbox tests for some functions migrated from RFrederick Muriuki Muriithi
Issue: https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/partial-correlations.gmi * gn3/computations/partial_correlations.py: new stub functions (partial_correlation_matrix, partial_correlation_recursive) * tests/unit/computations/partial_correlations_test_data/pcor_mat_blackbox_test.csv: blackbox sample data and results for variance-covariance matrix method * tests/unit/computations/partial_correlations_test_data/pcor_rec_blackbox_test.csv: blackbox sample data and results for recursive method * tests/unit/computations/test_partial_correlations.py: Tests for new function Provide some blackbox testing sample data for checking the operation of the functions migrated from R.
2021-11-04Stub `determine_partials`Frederick Muriuki Muriithi
Issue: * Stub out `determine_partials` which is a migration of `web.webqtl.correlation.correlationFunction.determinePartialsByR` in GN1. The function in GN1 has R code from line 188 to line 344. This will need to be converted over to Python. This function will also need tests.
2021-11-04Implement `compute_partial_correlations_fast`Frederick Muriuki Muriithi
Issue: https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/partial-correlations.gmi * Implement `compute_partial_correlations_fast` that is a partial migration of `web.webqtl.correlation.PartialCorrDBPage.getPartialCorrelationsFast` in GN1. This function will probably be reworked once the dependencies are fully migrated. It also needs tests to be added.
2021-11-04Retrieve indices of the selected samplesFrederick Muriuki Muriithi
Issue: https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/partial-correlations.gmi * gn3/computations/partial_correlations.py: New function (good_dataset_samples_indexes). * tests/unit/computations/test_partial_correlations.py: Tests for new function (good_dataset_samples_indexes) Get the indices of the selected samples. This is a partial migration of the `web.webqtl.correlation.PartialCorrDBPage.getPartialCorrelationsFast` function in GN1.
2021-11-04Explicitly round the valuesFrederick Muriuki Muriithi
* Explicitly round the values to prevent issues with the type-checker
2021-11-04Specify ten (10) decimal placesFrederick Muriuki Muriithi
Issue: https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/partial-correlations.gmi * gn3/computations/partial_correlations.py: specify 10 decimal places * tests/unit/computations/test_partial_correlations.py: update examples Slight differences in python implementations, possibly hardware and operating systems could cause the value of float (double) values to be different in the less significant parts of the decimal places. This commit limits the usable part of the decimals to the first 10 decimal places for now.
2021-11-04Fix linting and typing errorsFrederick Muriuki Muriithi
Issue: https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/partial-correlations.gmi
2021-11-04Complete `build_temporary_tissue_correlations_table`Frederick Muriuki Muriithi
Issue: https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/partial-correlations.gmi * gn3/computations/partial_correlations.py: Remove comments after updating usage of the function at call point * gn3/db/correlations.py: Complete the implementation of the `build_temporary_tissue_correlations_table` function
2021-11-04Complete implementation of `batch_computed_tissue_correlation`Frederick Muriuki Muriithi
Issue: https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/partial-correlations.gmi * Complete the implementation of the `batch_computed_tissue_correlation` function
2021-11-04Move `correlations_of_all_tissue_traits`Frederick Muriuki Muriithi
Issue: https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/partial-correlations.gmi * gn3/computations/partial_correlations.py: new function (`correlations_of_all_tissue_traits`). * gn3/db/correlations.py: delete function (`correlations_of_all_tissue_traits`). Move the function to `gn3.computations.partial_correlations` module and comment out the db-access code. Rework it to receive, as arguments, the data it previously fetched from the database, and add comments on future rework to get the function working again.
2021-11-04Implement `tissue_correlation` functionFrederick Muriuki Muriithi
Issue: https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/partial-correlations.gmi * gn3/computations/partial_correlations.py: New function (tissue_correlation) * tests/unit/test_partial_correlations.py -> tests/unit/computations/test_partial_correlations.py: Move module. Implement tests for new function Migrate the `cal_tissue_corr` function embedded in the `web.webqtl.correlation.correlationFunction.batchCalTissueCorr` function in GN1 and implement tests to ensure it works correctly.
2021-11-04Move the function to computations moduleFrederick Muriuki Muriithi
Issue: https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/partial-correlations.gmi * The function `batch_computed_tissue_correlation` is a pure computations function with no expressions accessing the database, as far as I can tell, therefore, this commit moves the function over to the gn3.computations.partial_correlations module that holds the pure computation functions.
2021-11-04Move the partial_correlations module to gn3.computationsFrederick Muriuki Muriithi
* Issue: https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/partial-correlations.gmi * Move the partial_correlations.py module to the gn3.computations module, since it contains the computations for partial correlations.