Age | Commit message (Collapse) | Author |
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Issue:
https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/partial-correlations.gmi
* Update the sorting algorithm, for literature and tissue correlations so that
it sorts the results by the correlation value first then by the p-value
next.
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Issue:
https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/partial-correlations.gmi
* Return the correlation method used
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Issue:
https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/partial-correlations.gmi
* There is a lot of data that is not necessary in the final result. This
commit removes that data, retaining only data relevant for the display.
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Issue:
https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/partial-correlations.gmi
* The dataset type is relevant for the display of the data, therefore, this
commit presents the dataset type as part of the results.
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Issue: https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/partial-correlations.gmi
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* Ignore some missing library stubs
* Ignore some typing errors
* Fix obvious typing errors
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Issue:
https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/partial-correlations.gmi
* pingouin raises an exception whenever one attempts to use it to compute the
partial correlation with data that has less than 3 samples.
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Issue:
https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/partial-correlations.gmi
* Use the target dataset to load the target traits, not the primary trait's
dataset, since they might differ.
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Issue:
https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/partial-correlations.gmi
* Import the missing function.
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Issue:
https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/partial-correlations.gmi
* Fix the code, so that it removes all control values, whose corresponding
target values are None, without throwing an error.
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Issue:
https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/partial-correlations.gmi
* In addition to the partial correlation results, this commit enables the
return of the chosen primary trait and the selected control traits. This
data is required for presentation on the results page.
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Issue:
https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/partial-correlations.gmi
* Run the partial correlations against the database that the user selects, and
not the one from which the primary trait is. This was a bug in the code.
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Issue:
https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/partial-correlations.gmi
* If the dataset name is not found, don't cause an exception, instead, return
the provided search name.
* Use the correct inner object
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Issue:
https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/partial-correlations.gmi
* From the collections page, the group is not present, so this commit
retrieves the group value from the primary trait.
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Issue:
https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/partial-correlations.gmi
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Issue:
https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/partial-correlations.gmi
* Provide the entry-point function to the partial correlation feature. This is
the function that ochestrates the fetching of the data, and processing it
for output by the API endpoint (to be implemented).
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* Fix linting errors like:
- Unused variables
- Undeclared variable errors (mostly caused by typos, and wrong names)
- Missing documentation strings for functions
etc.
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Issue:
https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/partial-correlations.gmi
* Migrate the
`web.webqtl.correlation.PartialCorrDBPage.getPartialCorrelationsNormal`
function in GN1.
* Remove function obsoleted by newer implementation of the code
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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.
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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
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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.
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* gn3/computations/partial_correlations.py: Remove rounding. Fix computation
of remaining covariates
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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.
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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.
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partial-correlations
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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.
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* gn3/computations/correlations2.py: Remove import of reduce from functools.
(__items_with_values): Reimplement using list comprehension.
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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
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Issue:
https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/partial-correlations.gmi
* Fix a bug, caught when the function is called in a recursive form, with the
"z*" columns reducing for each cycle through the recursive form.
As it was, the last cycle through the recursive form would end up with a
DataFrame with the columns "x", "y", and "z0" rather than the columns "x",
"y", "z".
This commit handles that edge case to ensure that the column name is changed
from "z0" to simply "z".
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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)
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tests/unit/computations/partial_correlations_test_data/pcor_mat_blackbox_test.csv:
blackbox sample data and results for variance-covariance matrix method
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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.
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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.
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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.
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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.
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* Explicitly round the values to prevent issues with the type-checker
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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.
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Issue:
https://github.com/genenetwork/gn-gemtext-threads/blob/main/topics/gn1-migration-to-gn2/partial-correlations.gmi
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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
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