From 85d47c4346578e10bb91591c7d8fde5740b3b5ae Mon Sep 17 00:00:00 2001 From: kwinkunks Date: Mon, 4 Sep 2023 07:37:55 +0200 Subject: [PATCH] Get docs to build --- docs/notebooks/Basic_usage.ipynb | 176 ++++++++++++++++++++----------- pyproject.toml | 1 + src/redflag/__init__.py | 18 ++-- src/redflag/distributions.py | 7 +- 4 files changed, 129 insertions(+), 73 deletions(-) diff --git a/docs/notebooks/Basic_usage.ipynb b/docs/notebooks/Basic_usage.ipynb index 92dfa18..fab1eb6 100644 --- a/docs/notebooks/Basic_usage.ipynb +++ b/docs/notebooks/Basic_usage.ipynb @@ -19,16 +19,16 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "'0.1.10'" + "'0.1.11.dev54+gf3190f3.d20230904'" ] }, - "execution_count": 3, + "execution_count": 1, "metadata": {}, "output_type": "execute_result" } @@ -48,7 +48,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -262,7 +262,7 @@ "RHOB 2342.202051 2434.166399 2802.871147 " ] }, - "execution_count": 4, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -311,7 +311,7 @@ " PE ... True\n", " Facies ... False\n", " LATITUDE ... True\n", - " LONGITUDE ... True\n", + " LONGITUDE ... False\n", " ILD_log10 ... True\n", " Lithology ... False\n", " RHOB ... True\n", @@ -349,7 +349,7 @@ { "data": { "text/plain": [ - "8.347368420878391" + "3.378593040846633" ] }, "execution_count": 4, @@ -470,13 +470,13 @@ "cell_type": "code", "execution_count": 8, "metadata": { - "scrolled": true + "scrolled": false }, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 8, @@ -485,14 +485,12 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -548,10 +546,20 @@ "execution_count": 10, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + "use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n", + "is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + "use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n" + ] + }, { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 10, @@ -560,14 +568,12 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -592,10 +598,35 @@ "execution_count": 11, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + "is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + "is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + "is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + "is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + "is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + "is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + "is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + "is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + "is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + "is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + "is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + "is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + "use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n", + "is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + "is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + "is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + "is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + "use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n" + ] + }, { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 11, @@ -604,14 +635,12 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -704,10 +733,19 @@ "execution_count": 15, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + "use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n", + "The figure layout has changed to tight\n" + ] + }, { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 15, @@ -716,14 +754,12 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -792,10 +828,19 @@ "execution_count": 18, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + "use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n", + "The figure layout has changed to tight\n" + ] + }, { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 18, @@ -804,14 +849,12 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -881,7 +924,7 @@ { "data": { "text/plain": [ - "Distribution(name='gumbel_r', shape=[], loc=10.040572536302586, scale=4.934329727517257)" + "Distribution(name='gumbel_r', shape=[], loc=10.040572536302586, scale=4.93432972751726)" ] }, "execution_count": 20, @@ -898,10 +941,19 @@ "execution_count": 21, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + "use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n", + "The figure layout has changed to tight\n" + ] + }, { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 21, @@ -910,14 +962,12 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -983,7 +1033,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 23, @@ -992,14 +1042,12 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -1177,7 +1225,7 @@ { "data": { "text/plain": [ - "array([0.26212942, 0.36516684, 0.2869616 , 0.08298919, 0. ])" + "array([0.27546362, 0.3060072 , 0.32892693, 0.08960226, 0. ])" ] }, "execution_count": 29, @@ -1199,14 +1247,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "This tells us that the most important features are, in order: ILD, PE, GR, with the random and constant variables unsurprisingly useless.\n", + "This tells us that the most important features are, in order: PE, ILD, GR, with the random and constant variables unsurprisingly useless.\n", "\n", "There's a function to help us decide which are the least important features; it returns the indices of the least useful features, in order (least useful first):" ] }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 31, "metadata": {}, "outputs": [ { @@ -1215,7 +1263,7 @@ "array([4, 3])" ] }, - "execution_count": 34, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" } @@ -1233,16 +1281,16 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([1, 2, 0])" + "array([2, 1, 0])" ] }, - "execution_count": 35, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" } @@ -1260,16 +1308,16 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([0.0887365 , 0.427288 , 0.45634234, 0.02687602, 0. ])" + "array([0.08375883, 0.36240187, 0.52059484, 0.03324445, 0. ])" ] }, - "execution_count": 36, + "execution_count": 33, "metadata": {}, "output_type": "execute_result" } @@ -1293,9 +1341,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3.10.4 64-bit", + "display_name": "redflag", "language": "python", - "name": "python3" + "name": "redflag" }, "language_info": { "codemirror_mode": { @@ -1307,7 +1355,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.4" + "version": "3.11.5" }, "vscode": { "interpreter": { diff --git a/pyproject.toml b/pyproject.toml index 9584082..6c77bb0 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -39,6 +39,7 @@ dev = [ "pytest-cov", "sphinx", "sphinxcontrib-apidoc", + "sphinx_copybutton", "furo", "myst_nb", "jupyter", diff --git a/src/redflag/__init__.py b/src/redflag/__init__.py index 1b9cf06..c482b84 100644 --- a/src/redflag/__init__.py +++ b/src/redflag/__init__.py @@ -11,11 +11,17 @@ from .importance import * from .outliers import * -# From https://github.com/pypa/setuptools_scm -from importlib.metadata import version, PackageNotFoundError +from pkg_resources import get_distribution, DistributionNotFound try: - __version__ = version("package-name") -except PackageNotFoundError: - # package is not installed - pass + VERSION = get_distribution(__name__).version +except DistributionNotFound: + try: + from ._version import version as VERSION + except ImportError: + raise ImportError( + "Failed to find (autogenerated) _version.py. " + "This might be because you are installing from GitHub's tarballs, " + "use the PyPI ones." + ) +__version__ = VERSION diff --git a/src/redflag/distributions.py b/src/redflag/distributions.py index f406304..b1e7196 100644 --- a/src/redflag/distributions.py +++ b/src/redflag/distributions.py @@ -258,12 +258,13 @@ def wasserstein(X: ArrayLike, pass if stacked: - if not is_standard_normal(first.flat): - warnings.warn('First group does not appear to be standardized.', stacklevel=2) + # Not sure this test makes sense any more. + # if not is_standard_normal(first.flat): + # warnings.warn('First group does not appear to be standardized.', stacklevel=2) groups = np.hstack([len(dataset)*[i] for i, dataset in enumerate(X)]) X = np.vstack(X) - # Now we can certainly treat X as a 2D array. + # Now we can treat X as a 2D array. X = np.asarray(X) if X.ndim != 2: raise ValueError("X must be a 2D array-like.")