diff --git a/.github/workflows/deploy.yml b/.github/workflows/deploy.yml index b86a85d..c937acc 100644 --- a/.github/workflows/deploy.yml +++ b/.github/workflows/deploy.yml @@ -4,6 +4,7 @@ on: push: tags: - "v[0-9]+.[0-9]+.[0-9]+" + workflow_dispatch: permissions: contents: write @@ -20,14 +21,14 @@ jobs: python-version: "3.12" - name: Install dependencies run: python -m pip install build . --upgrade pip - - name: Build package distribution - run: python -m build --sdist --wheel --outdir dist/ . - - name: Publish package distribution to PyPI - uses: pypa/gh-action-pypi-publish@release/v1 - with: - skip_existing: true - user: __token__ - password: ${{ secrets.PYPI_API_TOKEN }} + # - name: Build package distribution + # run: python -m build --sdist --wheel --outdir dist/ . + # - name: Publish package distribution to PyPI + # uses: pypa/gh-action-pypi-publish@release/v1 + # with: + # skip_existing: true + # user: __token__ + # password: ${{ secrets.PYPI_API_TOKEN }} docs: runs-on: ubuntu-latest diff --git a/.gitignore b/.gitignore index e9dfee1..1085034 100644 --- a/.gitignore +++ b/.gitignore @@ -130,5 +130,5 @@ dmypy.json # Misc. .DS_Store -cleaned_individual_microdata_gbd2023_2024_03_18.csv -microdata_2024_05_03.csv \ No newline at end of file +*.csv +*.parquet \ No newline at end of file diff --git a/plots.ipynb b/plots.ipynb index 4d6f5f2..f091393 100644 --- a/plots.ipynb +++ b/plots.ipynb @@ -4,27 +4,19 @@ "cell_type": "code", "execution_count": 1, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/var/folders/55/53rfb8cd7bd3rvs9lvgv5zyw0000gn/T/ipykernel_68134/2158923151.py:8: DtypeWarning: Columns (5,6,11,15,16,17,22,26,27,34,40,41,42) have mixed types. Specify dtype option on import or set low_memory=False.\n", - " data = pd.read_csv(\"microdata_2024_05_03.csv\", encoding=\"latin-1\")\n" - ] - } - ], + "outputs": [], "source": [ "import numpy as np\n", - "import scipy\n", + "import scipy.stats as stats\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "from ensemble.distributions import distribution_dict\n", "from ensemble.model import EnsembleFitter, EnsembleDistribution\n", "\n", - "data = pd.read_csv(\"microdata_2024_05_03.csv\", encoding=\"latin-1\")\n", - "data[\"year_id\"] = np.around(np.mean(data[\"year_start\"] / data[\"year_end\"]), decimals=1)\n", - "data = data[[\"nid\", \"location_id\", \"year_id\", \"sex\", \"age\", \"age_start3\", \"fpg_mmol\"]]" + "# data = pd.read_csv(\"microdata_2024_05_03.csv\", encoding=\"latin-1\")\n", + "# data[\"year_id\"] = np.around(np.mean(data[\"year_start\"] / data[\"year_end\"]), decimals=1)\n", + "# data = data[[\"nid\", \"location_id\", \"year_id\", \"sex\", \"age\", \"age_start3\", \"fpg_mmol\"]]\n", + "data = pd.read_parquet(\"microdata_2024_05_03.parquet\")" ] }, { @@ -132,20 +124,9 @@ "execution_count": 4, "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "10000 , num of empirical quantiles\n", - "10000 , num of empirical quantiles\n", - "10000 , num of empirical quantiles\n", - "10000 , num of empirical quantiles\n", - "10000 , num of empirical quantiles\n" - ] - }, { "data": { - "image/png": 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", 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", 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" ] @@ -188,32 +169,22 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "542\n", - "542 num unique fpgs\n", - "542 , num of empirical quantiles\n", - "1.1000074253128067 21.000005226688213\n" + "current combo: 398104 44870 1.0 Female 52.3887748117728\n", + "num. rows: 4915\n", + "FPG bounds: 3.4999973916104077 29.722223579867197\n", + "distributions and weights: {'gamma': 2.4941752980545753e-12, 'invgamma': 5.088614034968366e-12, 'lognormal': 1.1547633722588353e-12, 'fisk': 0.9999999999912624}\n" ] }, { "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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" ] @@ -223,41 +194,61 @@ } ], "source": [ - "# print(data.columns)\n", - "# for col in data.columns:\n", - "# if \"id\" in col.lower():\n", - "# print(col)\n", - "\n", + "# choose random values and filter columns\n", "nid_value = np.random.choice(data['nid'].unique())\n", "location_id_value = np.random.choice(data['location_id'].unique())\n", "year_id_value = np.random.choice(data['year_id'].unique())\n", "sex_value = np.random.choice(data['sex'].unique())\n", "age_value = np.random.choice(data['age'].unique())\n", "\n", - "filtered_df = data[(data['nid'] == nid_value) &\n", - " # (data['location_id'] == location_id_value) &\n", + "filtered_df = data[# (data['nid'] == nid_value) &\n", + " (data['location_id'] == location_id_value) &\n", " (data['year_id'] == year_id_value) &\n", " (data['sex'] == sex_value)] # &\n", - " # (data['age'] == age_value)]\n", + " # (data['age'] <= 18)]\n", "\n", - "# Get the number of rows that match\n", - "fig, ax = plt.subplots(1, 2, figsize=(12, 6))\n", - "num_rows = len(filtered_df)\n", - "print(num_rows)\n", - "model = EnsembleFitter([\"gamma\", \"invgamma\", \"lognormal\", \"fisk\"], \"KS\")\n", + "# add small jitter to deal with identical FPG values\n", "fpg = filtered_df[\"fpg_mmol\"].to_numpy()\n", "fpg = fpg + np.random.normal(loc=0, scale=0.00001, size=len(fpg))\n", - "print(len(np.unique(fpg)), \"num unique fpgs\")\n", - "# print(fpg)\n", + "# fit ensemble\n", + "distributions = [\"gamma\", \"invgamma\", \"lognormal\", \"fisk\"]\n", + "model = EnsembleFitter(distributions, \"KS\")\n", "res = model.fit(fpg)\n", - "pdf = res.ensemble_distribution.pdf(fpg)\n", + "named_weights = {}\n", + "for i in range(len(distributions)):\n", + " named_weights[distributions[i]] = res.weights[i]\n", + "\n", + "\n", + "# prepare matplotlib subplots and support\n", + "fig, ax = plt.subplots(1, 2, figsize=(12, 6))\n", "support = np.linspace(np.min(fpg), np.max(fpg), 1000)\n", - "print(np.min(fpg), np.max(fpg))\n", "\n", + "# plot histogram vs fitted PDF\n", "ax[0].hist(fpg, density=True, bins=50)\n", "ax[0].plot(support, res.ensemble_distribution.pdf(support))\n", - "# ax[i].axvline(mean, color=\"red\")\n" + "\n", + "# plot eCDF vs fitted CDF\n", + "stats.ecdf(fpg).cdf.plot(ax[1])\n", + "ax[1].plot(support, res.ensemble_distribution.cdf(support))\n", + "# shows individual cdf fits but makes graph too busy\n", + "# for i in range(len(distributions)):\n", + "# ax[1].plot(support, res.ensemble_distribution.my_objs[i].cdf(support), color=\"orange\", alpha=0.25)\n", + "\n", + "\n", + "# various diagnostics\n", + "print(\"current combo:\", nid_value, location_id_value, year_id_value, sex_value, age_value)\n", + "num_rows = len(filtered_df)\n", + "print(\"num. rows:\", num_rows)\n", + "print(\"FPG bounds:\", np.min(fpg), np.max(fpg))\n", + "print(\"distributions and weights:\", named_weights)" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/src/ensemble/model.py b/src/ensemble/model.py index f2769d9..ba1e44e 100644 --- a/src/ensemble/model.py +++ b/src/ensemble/model.py @@ -338,7 +338,6 @@ def fit(self, data: npt.ArrayLike) -> EnsembleResult: sample_variance = np.var(data, ddof=1) ecdf = stats.ecdf(data).cdf.probabilities equantiles = stats.ecdf(data).cdf.quantiles - print(len(equantiles), ", num of empirical quantiles") # fill matrix with cdf values over support of data num_distributions = len(self.distributions)