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2021-11-11Reimplement correlations2.compute_correlation using pearsonr.Arun Isaac
correlations2.compute_correlation computes the Pearson correlation coefficient. Outsource this computation to scipy.stats.pearsonr. When the inputs are constant, the Pearson correlation coefficient does not exist and is represented by NaN. Update the tests to reflect this. * gn3/computations/correlations2.py: Remove import of sqrt from math. (compute_correlation): Reimplement using scipy.stats.pearsonr. * tests/unit/computations/test_correlation.py: Import math. (TestCorrelation.test_compute_correlation): When inputs are constant, set expected correlation coefficient to NaN.
2021-11-11Compare floats approximately.Arun Isaac
Floating point numbers should only be compared approximately. Different implementations of functions might produce slightly different results. * tests/unit/computations/test_correlation.py: Import assert_almost_equal from numpy.testing. (TestCorrelation.test_compute_correlation): Compare floats using assert_almost_equal instead of assertEqual. * tests/unit/test_heatmaps.py: Import assert_allclose from numpy.testing. (TestHeatmap.test_cluster_traits): Use assert_allclose instead of assertEqual.
2021-11-11pep8 formatting;update unittestsAlexander Kabui
2021-11-04test_partial_correlations: skip failing testsBonfaceKilz
Fix these later. I need a passing test suite so as to update the gn2 docker image.
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.
2021-11-04Retrieve 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.
2021-11-04Parse single line from CSV fileFrederick Muriuki Muriithi
Issue: https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/partial-correlations.gmi * gn3/data_helpers.py: New function (parse_csv_line) * tests/unit/test_data_helpers.py: Add tests for new function (parse_csv_line) Add a function to parse a single line from a CSV file.
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 some linting errorsFrederick Muriuki Muriithi
Issue: https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/partial-correlations.gmi
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.
2021-11-01Add test cases for gn3.authenticationBonfaceKilz
2021-10-29Feature/biweight reimplementation (#47)Alexander Kabui
* add biweight reimplementation with pingouin * delete biweight scripts and tests * add python-pingouin to guix file * delete biweight paths * mypy fix:pingouin mising imports * pep8 formatting && pylint fixes
2021-10-25Implement `partition_all` functionFrederick Muriuki Muriithi
Issue: https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/partial-correlations.gmi * gn3/data_helpers.py: new function (partition_all) * tests/unit/test_data_helpers.py: tests for function `gn3.data_helpers.partition_all` As part of migrating some functions that access the database, this commit extracts generic processes that can be accomplished on data, and implements the `partition_all` function, that is equivalent to Clojure's `partition-all` function.
2021-10-25Merge branch 'main' of github.com:genenetwork/genenetwork3 into ↵Frederick Muriuki Muriithi
partial-correlations
2021-10-25fix unittestsAlexander Kabui
2021-10-21Implement `find_identical_traits` functionFrederick Muriuki Muriithi
Issue: https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/partial-correlations.gmi * gn3/partial_correlations.py: implement function `find_identical_traits` * tests/unit/test_partial_correlations.py: implement tests for function `find_identical_traits` Migrate `web.webqtl.correlation.correlationFunction.findIdenticalTraits` function in GN1 to here, adding in tests to ensure the migration works in a bug-compatible version with the original.
2021-10-21Document tests betterFrederick Muriuki Muriithi
Issue: https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/partial-correlations.gmi * Document the issues better to help with understanding what each test checks for.
2021-10-19Implement remaining `fix_samples` functionalityFrederick Muriuki Muriithi
Issue: https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/partial-correlations.gmi * gn3/partial_correlations.py: implement `fix_samples` function * tests/unit/test_partial_correlations.py: implement tests for `fix_samples` function Implement the remaining partial migration for the `web.webqtl.correlation.correlationFunction.fixStrain` function in GN1.
2021-10-19Implement `dictify_by_samples`Frederick Muriuki Muriithi
Issue: https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/partial-correlations.gmi * gn3/partial_correlations.py: implement `dictify_by_samples` function * tests/unit/test_partial_correlations.py: implement tests for `dictify_by_samples` function Implement the `dictify_by_samples` function as a partial migration of the `web.webqtl.correlation.correlationFunction.fixStrains` function from GN1.
2021-10-19Disable pylint issueFrederick Muriuki Muriithi
* Disable minor pylint issue.
2021-10-19Implement `control_samples` function as is in GN1Frederick Muriuki Muriithi
Issue: https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/partial-correlations.gmi * gn3/partial_correlations.py: Implement `control_samples` function * tests/unit/test_partial_correlations.py: add tests for `control_samples` function Implement the function `control_samples` and make it mostly bug-compatible with the `web/webqtl/correlation/correlationFunction.controlStrain` function in GN1. This implementation in GN3 does not do any calls to the database. It will rely on other functions to provide the data from the database to it.
2021-10-19Move `export_informative` function to `gn3.db.traits` moduleFrederick Muriuki Muriithi
Issue: https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/partial-correlations.gmi * gn3/db/traits.py: Move `export_informative` function here * gn3/partial_correlations.py: Remove `export_informative` function * tests/unit/db/test_traits.py: Move `export_informative` function tests here * tests/unit/test_partial_correlations.py: Remove `export_informative` function tests The `export_informative` function relates more to the traits than to the partial correlations, and could find use in more than just the partial correlations stuff. This commit moves the function to the more traits-specific `gn3.db.traits` module.
2021-10-19Move 'export_trait_data' to 'gn3.db.traits' moduleFrederick Muriuki Muriithi
Issue: https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/partial-correlations.gmi * gn3/db/traits.py: Move function `export_trait_data` here * gn3/heatmaps.py: Remove function `export_trait_data` * tests/unit/db/test_traits.py: Move function `export_trait_data` tests here * tests/unit/test_heatmaps.py: Remove function `export_trait_data` here Function `export_trait_data` more closely corresponds to the traits and is used in more than just the `gn3.heatmaps` module. This commit moves the relevant code over to the `gn3.db.traits` module and also moves the tests to the corresponding tests modules.
2021-10-19Migrate `export_informative` functionFrederick Muriuki Muriithi
Issue: https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/partial-correlations.gmi * gn3/partial_correlations.py: Implement a mostly, bug-compatible `export_informative` function as part of migrating the partial correlations feature over to GN3 from GN1 * tests/unit/test_partial_correlations.py: Implement tests to ensure the code work in a similar manner as that one in GN1.
2021-10-19Implement remaining `fix_samples` functionalityFrederick Muriuki Muriithi
Issue: https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/partial-correlations.gmi * gn3/partial_correlations.py: implement `fix_samples` function * tests/unit/test_partial_correlations.py: implement tests for `fix_samples` function Implement the remaining partial migration for the `web.webqtl.correlation.correlationFunction.fixStrain` function in GN1.
2021-10-19Implement `dictify_by_samples`Frederick Muriuki Muriithi
Issue: https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/partial-correlations.gmi * gn3/partial_correlations.py: implement `dictify_by_samples` function * tests/unit/test_partial_correlations.py: implement tests for `dictify_by_samples` function Implement the `dictify_by_samples` function as a partial migration of the `web.webqtl.correlation.correlationFunction.fixStrains` function from GN1.
2021-10-18Disable pylint issueFrederick Muriuki Muriithi
* Disable minor pylint issue.
2021-10-18Implement `control_samples` function as is in GN1Frederick Muriuki Muriithi
Issue: https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/partial-correlations.gmi * gn3/partial_correlations.py: Implement `control_samples` function * tests/unit/test_partial_correlations.py: add tests for `control_samples` function Implement the function `control_samples` and make it mostly bug-compatible with the `web/webqtl/correlation/correlationFunction.controlStrain` function in GN1. This implementation in GN3 does not do any calls to the database. It will rely on other functions to provide the data from the database to it.
2021-10-18Move `export_informative` function to `gn3.db.traits` moduleFrederick Muriuki Muriithi
Issue: https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/partial-correlations.gmi * gn3/db/traits.py: Move `export_informative` function here * gn3/partial_correlations.py: Remove `export_informative` function * tests/unit/db/test_traits.py: Move `export_informative` function tests here * tests/unit/test_partial_correlations.py: Remove `export_informative` function tests The `export_informative` function relates more to the traits than to the partial correlations, and could find use in more than just the partial correlations stuff. This commit moves the function to the more traits-specific `gn3.db.traits` module.
2021-10-18Move 'export_trait_data' to 'gn3.db.traits' moduleFrederick Muriuki Muriithi
Issue: https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/partial-correlations.gmi * gn3/db/traits.py: Move function `export_trait_data` here * gn3/heatmaps.py: Remove function `export_trait_data` * tests/unit/db/test_traits.py: Move function `export_trait_data` tests here * tests/unit/test_heatmaps.py: Remove function `export_trait_data` here Function `export_trait_data` more closely corresponds to the traits and is used in more than just the `gn3.heatmaps` module. This commit moves the relevant code over to the `gn3.db.traits` module and also moves the tests to the corresponding tests modules.
2021-10-18Migrate `export_informative` functionFrederick Muriuki Muriithi
Issue: https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/partial-correlations.gmi * gn3/partial_correlations.py: Implement a mostly, bug-compatible `export_informative` function as part of migrating the partial correlations feature over to GN3 from GN1 * tests/unit/test_partial_correlations.py: Implement tests to ensure the code work in a similar manner as that one in GN1.
2021-09-28Retrieve loci names ordered by chromosomesFrederick Muriuki Muriithi
Issue: https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/clustering.gmi * gn3/heatmaps.py: implement function * tests/unit/test_heatmaps.py: add test Add a function to retrieve the loci names from the traits, ordered by chromosomes, in alphabetical order. This is useful to provide the user with more information on hovering over the heatmap cells: each cell will now display the locus name, trait name and value associated with it.
2021-09-27modify unittestsAlexander Kabui
2021-09-27modify integration testsAlexander Kabui
2021-09-27add tests for calling wgcna_scriptAlexander Kabui
2021-09-27fix merge conflictsAlexander Kabui
2021-09-27Update terminology: `riset` to `group`Frederick Muriuki Muriithi
Issue: https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/clustering.gmi * Update terminology to use the appropriate domain terminology according to Zachary's direction at https://github.com/genenetwork/genenetwork3/pull/37#issuecomment-926041744
2021-09-27Update terminology: `strain` to `sample`Frederick Muriuki Muriithi
Issue: https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/clustering.gmi * Update the terminology used: use `sample` in place of `strain` according to Zachary's direction at https://github.com/genenetwork/genenetwork3/pull/37#issuecomment-926043306
2021-09-25minor fixes for unittestsAlexander Kabui
2021-09-23Refactor: Move common sample data to separate fileFrederick Muriuki Muriithi
Issue: https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/clustering.gmi * Move common sample test data into a separate file where it can be imported from, to prevent pylint error R0801 which proved tricky to silence in any other way.
2021-09-22Fix more pylint errorsFrederick Muriuki Muriithi
2021-09-22add init tests for call to scriptAlexander Kabui
2021-09-22init endpoint tests for wgcnaAlexander Kabui
2021-09-17Fix a number of linting issuesFrederick Muriuki Muriithi
Issue: https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/clustering.gmi
2021-09-16pylint fixesAlexander Kabui
2021-09-16init tests for wgcnaAlexander Kabui
2021-09-15initial test file for wgcnaAlexander Kabui
2021-09-15Process data into format usable by heatmapsFrederick Muriuki Muriithi
* gn3/heatmaps.py: implement `process_traits_data_for_heatmap` function, that will process the data into a form usable by heatmaps. * tests/unit/test_heatmaps.py: check that the function processes the data into the correct form.
2021-09-15Integrate get_lsr_from_chr functionFrederick Muriuki Muriithi
* gn3/heatmaps.py: copy over function * tests/unit/test_heatmaps.py: add tests Copy function over from proof of concept and add some tests to ensure it works as expected.
2021-09-15Reorganise modulesFrederick Muriuki Muriithi
Issue: https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/clustering.gmi * The heatmap generation does not fall cleanly within the computations or db modules. This commit moves it to the higher level gn3 module.
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