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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)
*
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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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
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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 (`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.
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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 (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.
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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.
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* 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.
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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 one path for the
`gn3.computations.partial_correlations.partial_correlation_recursive`
function.
* gn3/settings.py: Add a setting for how many decimal places to round to
* tests/unit/computations/test_partial_correlations.py: Update test to take
the number of decimal places into consideration
Implement a single path (where the z value is a vector and not a matrix) for
the `partial_correlation_recursive` function.
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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 (`build_data_frame`)
* tests/unit/computations/test_partial_correlations.py: Add tests for new
function
Add a new function to build a pandas DataFrame object from the provided
values:
- x: a vector of floats (represented with a tuple of floats)
- y: a vector of floats (represented with a tuple of floats)
- z: a vector OR matrix of floats (represented with a tuple of floats or a
tuple of tuples of floats)
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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)
*
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.
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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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partial-correlations
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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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* 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
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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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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
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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 (`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.
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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 (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.
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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.
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* 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.
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