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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 R...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. Frederick Muriuki Muriithi
2021-11-01Stub `determine_partials`...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. Frederick Muriuki Muriithi
2021-11-01Implement `compute_partial_correlations_fast`...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. Frederick Muriuki Muriithi
2021-11-01Retrieve indices of the selected samples...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. Frederick Muriuki Muriithi
2021-10-29Explicitly round the values...* Explicitly round the values to prevent issues with the type-checker Frederick Muriuki Muriithi
2021-10-29Specify ten (10) decimal places...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. Frederick Muriuki Muriithi
2021-10-29Fix linting and typing errors...Issue: https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/partial-correlations.gmi Frederick Muriuki Muriithi
2021-10-29Complete `build_temporary_tissue_correlations_table`...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 Frederick Muriuki Muriithi
2021-10-29Complete implementation of `batch_computed_tissue_correlation`...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 Frederick Muriuki Muriithi
2021-10-29Move `correlations_of_all_tissue_traits`...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. Frederick Muriuki Muriithi
2021-10-29Implement `tissue_correlation` function...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. Frederick Muriuki Muriithi
2021-10-29Move the function to computations module...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. Frederick Muriuki Muriithi
2021-10-29Move the partial_correlations module to gn3.computations...* 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. Frederick Muriuki Muriithi