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2022-03-15Feature/refactored pca (#79)...* compute zscore function * test case for computing zscore * function to compute pca * generate scree plot data * generate new pca trait data from zscores and eigen_vec * remove redundant functions * generate factor loading table data * generate pca temp dataset dict * variable naming and error fixes * unit test for processing factor loadings * minor fixes for generating temp pca dataset * pass datetime as argument to generate_pca temp dataset function * add unittest for caching pca datasets * cache temp datasets * ignore missing imports for sklearn * mypy fixes * pylint fixes * refactor tests for pca * remove ununsed imports * fix for generating pca traits vals * mypy and code refactoring * pep8 formatting and add docstrings * remove comments /pep8 formatting * sort eigen vectors based on eigen values * minor fix for zscores * fix for rounding variance ratios * refactor tests * rename module to pca * rename datasets to traits * fix failing tests * fix caching function * fixes return x and y coordinates for scree plot * expand exception scope * fix for deprecated numpy.matrix function * fix for failing tests * pep8 fixes * remove comments * fix merge conflict * pylint fixes * rename module name to test_pcaAlexander Kabui
2022-03-14Sort import linesBonfaceKilz
2022-03-14Given a csv text and permissible headers, extract invalid headers...* gn3/csvcmp.py (extract_invalid_csv_headers): New function. * tests/unit/test_csvcmp.py: Import "extract_invalid_csv_headers". (test_extract_invalid_csv_headers_with_some_wrong_headers): Test case for the above. BonfaceKilz
2022-03-14Get all permissible column data...* gn3/csvcmp.py: Import "Any" and "List". (get_allowable_sampledata_headers): New function. * tests/unit/test_csvcmp: Import "get_allowable_sampledata_headers". (test_get_allowable_csv_headers): Test case for the above. BonfaceKilz
2022-03-12Fix pylint errors in unit_testsBonfaceKilz
2022-03-12Append the strain name when extracting "actions"...* gn3/db/sample_data.py (__extract_actions): During updates, make sure that the strain name is part of the returned string when extracting "actions". * tests/unit/db/test_sample_data.py: Add test cases for the above. BonfaceKilz
2022-03-12Apply auto-pep8 to sample_data.py and it's test fileBonfaceKilz
2022-03-12Update how data is updated by re-using existing functions...* gn3/db/sample_data.py (get_sample_data_ids): Re-use "delete_sample_data" and "insert_sample_data" when updating data; and also add logic for updating modified data. * tests/unit/db/test_sample_data.py: Add tests for the above. BonfaceKilz
2022-03-12Create action dict that's created when updating data...* gn3/db/sample_data.py (__extract_actions): An update on a vector of data can contain: inserts, deletes and updates. This functions extracts these actions during an update. * tests/unit/db/test_sample_data.py (test_extract_actions): Add test-case for the above. BonfaceKilz
2022-03-12Add test cases for inserting and deleting data...* tests/unit/db/test_sample_data.py (test_insert_sample_data): Test inserting data. (test_delete_sample_data): Test deleting data. BonfaceKilz
2022-03-12Fill in empty values in csv text with: "x"...* gn3/csvcmp.py (fill_csv): Update this function to allow empty lists to be filled with the default value(set in the args). * tests/unit/test_csvcmp.py (test_fill_csv): Update test to capture above. BonfaceKilz
2022-03-12Remove test cases related to sample data...Most of this functions were moved to their own module. BonfaceKilz
2022-03-12Extract a strain name given a csv string and it's header...* gn3/csvcmp.py (extract_strain_name): New function. * gn3/db/sample_data (delete_sample_data): Use the aforementioned function. (insert_sample_data): Ditto. * tests/unit/test_csvcmp: Test cases for above. BonfaceKilz
2022-03-12Don't add extra key "Column" to dict if there are no changes...gn3/csvcmp.py (csv_diff): If the diff is empty, don't add an extra key "Column" to the dictionary. tests/unit/test_csvcmp (test_csv_diff_only_column_change): Add test-case for the above. BonfaceKilz
2022-03-12Test edges cases for csv files when running csvdiff...* tests/unit/test_csvcmp.py (test_csv_diff): Delete it. (test_csv_diff_same_columns): Test csv_diff against csv texts with the same columns. (test_csv_diff_different_columns): Test csv texts against csv texts with different varying columns. BonfaceKilz
2022-03-12Create new method for filling csv with a default value...* gn3/csvcmp.py (fill_csv): Given a csv text with uneven or incomplete fields whole length are less than width, fill them with a value which defaults to "x". * tests/unit/test_csvcmp.py (test_fill_csv): Test cases for the above. BonfaceKilz
2022-03-12Add methods for working with csv data...gn3/csvcmp.py: New file (create_dirs_if_not_exists): From a list of dirs, create them if they don't exist. (remove_insignificant_edits): Given a dict with a "Modification" key, remove edits with "delta < ε". (csv_diff): Generate a csv_diff using the "csvdiff" tool packaged in guix. tests/unit/test_csvcmp.py: Add some tests for "gn3/csvcmp.py" BonfaceKilz
2022-03-12Append case attributes to csv data if they existBonfaceKilz
2022-03-11Fix some linting issuesFrederick Muriuki Muriithi
2022-03-08Remove unused function and its testsFrederick Muriuki Muriithi
2022-03-08Fix tests, and issues caught by tests...Fix some issues caught by tests due to changes introducing the hand-off of the partial correlations computations to an external process Fix some issues due to the changes that introduce context managers for database connections Update some tests to take the above two changes into consideration Frederick Muriuki Muriithi
2022-02-24gn3: Explicitly specify UTF-8 to be the file encoding....When the encoding is not specified explicitly, the system default encoding is used. This is not recommended. * gn3/computations/ctl.py (call_ctl_script), gn3/computations/gemma.py (generate_pheno_txt_file), gn3/computations/parsers.py (parse_genofile), gn3/computations/partial_correlations.py (partial_correlations_fast), gn3/computations/rqtl.py (process_rqtl_output, process_perm_output), gn3/computations/wgcna.py (dump_wgcna_data, call_wgcna_script), gn3/fs_helpers.py (jsonfile_to_dict): Explicitly specify UTF-8 to be the file encoding. * tests/unit/computations/test_gemma.py (TestGemma.test_generate_pheno_txt_file), tests/unit/computations/test_wgcna.py (TestWgcna.test_create_json_file): Test for call to open with encoding='utf-8' argument. Arun Isaac
2022-02-21Fix minor issues introduced while fixing linting errorsFrederick Muriuki Muriithi
2022-02-21Fix a myriad of linter issues...* Use `with` in place of plain `open` * Use f-strings in place of `str.format()` * Remove string interpolation from queries - provide data as query parameters * other minor fixes Frederick Muriuki Muriithi
2022-02-21Add test to ensure samples are read correctly from .geno files...* tests/unit/db/test_genotypes2.py: New file Frederick Muriuki Muriithi
2022-02-18Remove erroneous test based on wrong assumptions...Related to commit 75dcfe295af57b16428c586cc11dbaa827a5feba This commit removes the related test that was checking for the wrong thing. Frederick Muriuki Muriithi
2022-02-17Use pytest's "mark" feature to categorise tests...Use pytest's `mark` feature to explicitly categorise the tests and run them per category Frederick Muriuki Muriithi
2022-02-17Add property tests for `dictify_by_samples`...Add property tests using pytest and hypothesis to test that the expected properties hold for the `gn3.computations.partial_correlations.dictify_by_samples` function. Frederick Muriuki Muriithi
2022-02-09Remove obsolete `PublishFreeze` tableFrederick Muriuki Muriithi
2022-01-05test_traits.py: Update failing testBonfaceKilz
2021-12-14linting: Fix obvious linting issuesFrederick Muriuki Muriithi
2021-12-14Provide expected values to use for testsFrederick Muriuki Muriithi
2021-12-10refactor sample r unittestsAlexander Kabui
2021-12-10refactor unittest for normalizing sample valuesAlexander Kabui
2021-11-29Update test for data changes...Issue: https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/partial-correlations.gmi Frederick Muriuki Muriithi
2021-11-23Fix a myriad of linting errors...* Fix linting errors like: - Unused variables - Undeclared variable errors (mostly caused by typos, and wrong names) - Missing documentation strings for functions etc. Frederick Muriuki Muriithi
2021-11-22Add test to query builders...Issue: https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/partial-correlations.gmi * Add some tests for the query builders to ensure that the queries are built up correctly. Frederick Muriuki Muriithi
2021-11-19Avoid rounding: compare floats approximately...Notes: https://github.com/genenetwork/genenetwork3/pull/56#issuecomment-973798918 * As mentioned in the notes, rather than rounding to an arbitrary number of decimal places, it is a much better practice to use approximate comparisons of floats for the tests. Frederick Muriuki Muriithi
2021-11-19Replace use of assert_allclose. Disable linter error...Notes: https://github.com/genenetwork/genenetwork3/pull/56#issuecomment-973798918 * From the notes above, the assert_allclose is a better function for figuring out what failed, unlike the allclose that simply just returns a True/False value. This commit restores the use of the assert_allclose function, and then disables the linter error due to the fact that there is no use of the `self` keyword. Frederick Muriuki Muriithi
2021-11-18Fix some linting errors...Issue: https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/partial-correlations.gmi * Fix some obvious linting errors and remove obsolete code Frederick Muriuki Muriithi
2021-11-18Replace code migrated from R with pingouin functions...Issue: https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/partial-correlations.gmi * Replace the code that was in the process of being migrated from R in GeneNetwork1 with calls to pingouin functions that achieve the same thing. Since the functions in this case are computing correlations and partial correlations, rather than having home-rolled functions to do that, this commit makes use of the tried and tested pingouin functions. This avoids complicating our code with edge-case checks, and leverages the performance optimisations done in pingouin. Frederick Muriuki Muriithi
2021-11-15Fix bugs in recursive partial correlations...* gn3/computations/partial_correlations.py: Remove rounding. Fix computation of remaining covariates * tests/unit/computations/partial_correlations_test_data/pcor_rec_blackbox_test.txt: reduce the number of covariates to between one (1) and three (3) * tests/unit/computations/test_partial_correlations.py: fix some minor bugs It turns out that the computation complexity increases exponentially, with the number of covariates. Therefore, to get a somewhat sensible test time, while retaining a large-ish number of tests, this commit reduces the number of covariates to between 1 and 3. Frederick Muriuki Muriithi
2021-11-15Fix the columns in built data frame...Issue: https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/partial-correlations.gmi * When the z value is a Sequence of sequences of values, each of the internal sequences should form a column of its own, and not a row, as it was originally set up to do. Frederick Muriuki Muriithi
2021-11-12Merge branch 'main' of github.com:genenetwork/genenetwork3 into partial-corre...Frederick Muriuki Muriithi
2021-11-12Pass in parser function for flexibility...Issue: https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/partial-correlations.gmi * To improve the usefulness of already existing code, provide the parser function as an argument to the `parse_input_line` function. This was found to be useful when writing code to compare the `pcor.test` function in GN1 and the `pingouin.partial_corr` function. The format of the data generated when getting results for the `pcor.test` function shared a lot with that of the `pcor.rec` function, but it was different in a few, places, and the differences were non-trivial, needing different parsing processes. In such a case, it was found necessary to just pass in the function to do the actual parsing, rather than create code with the same form as the existing one, save for the function being called. Frederick Muriuki Muriithi
2021-11-11Reimplement correlations2.compute_correlation using pearsonr....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. Arun Isaac
2021-11-11Compare floats approximately....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. Arun Isaac
2021-11-11pep8 formatting;update unittestsAlexander Kabui
2021-11-09Merge branch 'main' of github.com:genenetwork/genenetwork3 into partial-corre...Frederick Muriuki Muriithi
2021-11-09Implement remaining part of `partial_correlation_recursive` function...Issue: https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/partial-correlations.gmi * gn3/computations/partial_correlations.py: implement remaining portion of `partial_correlation_recursive` function. * tests/unit/computations/test_partial_correlations.py: add parsing for new data format and update tests Frederick Muriuki Muriithi