diff --git a/Untitled.ipynb b/Untitled.ipynb deleted file mode 100644 index ed7db44f..00000000 --- a/Untitled.ipynb +++ /dev/null @@ -1,305 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "id": "0e8c07e7-0f1c-45fa-9449-86970e271096", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "data": { - "text/html": [ - "
Installed version 0.4.0 of ehrapy is newer than the latest release 0.3.0! You are running a nightly version and \n", - "features may break!\n", - "\n" - ], - "text/plain": [ - "\u001b[1;33mInstalled version \u001b[0m\u001b[1;33m0.4\u001b[0m\u001b[1;33m.\u001b[0m\u001b[1;33m0\u001b[0m\u001b[1;33m of ehrapy is newer than the latest release \u001b[0m\u001b[1;33m0.3\u001b[0m\u001b[1;33m.\u001b[0m\u001b[1;33m0\u001b[0m\u001b[1;33m! You are running a nightly version and \u001b[0m\n", - "\u001b[1;33mfeatures may break!\u001b[0m\n" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/zeth/miniconda3/envs/ehrapy/lib/python3.10/site-packages/medcat/cat.py:18: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n", - " from tqdm.autonotebook import tqdm, trange\n" - ] - } - ], - "source": [ - "import ehrapy as ep" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "20963ccc-b4ba-4a3d-acbd-3e0e59bbe1e8", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[1;35m2023-06-06 14:30:26,995\u001b[0m - \u001b[1;34mroot\u001b[0m \u001b[1;30mINFO - Added all columns to `obs`.\u001b[0m\n", - "\u001b[1;35m2023-06-06 14:30:27,023\u001b[0m - \u001b[1;34mroot\u001b[0m \u001b[1;30mINFO - Transformed passed dataframe into an AnnData object with n_obs x n_vars = `1776` x `46`.\u001b[0m\n", - "\u001b[1;35m2023-06-06 14:30:27,025\u001b[0m - \u001b[1;34mroot\u001b[0m \u001b[1;30mINFO - The original categorical values `['service_unit', 'day_icu_intime']` were added to uns.\u001b[0m\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "768f6c9d67c04f89a6c4f42697b63eb6", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Output()" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[1;35m2023-06-06 14:30:27,059\u001b[0m - \u001b[1;34mroot\u001b[0m \u001b[1;30mINFO - Encoding strings in X to save to .h5ad. Loading the file will reverse the encoding.\u001b[0m\n", - "\u001b[1;35m2023-06-06 14:30:27,077\u001b[0m - \u001b[1;34mroot\u001b[0m \u001b[1;30mINFO - Updated the original layer after encoding.\u001b[0m\n", - "\u001b[1;35m2023-06-06 14:30:27,124\u001b[0m - \u001b[1;34mroot\u001b[0m \u001b[1;30mINFO - The original categorical values `['service_unit', 'day_icu_intime']` were added to obs.\u001b[0m\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/zeth/PycharmProjects/ehrapy/ehrapy/io/_read.py:598: UserWarning: Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.\n", - " pd.to_datetime(initial_df[col])\n", - "/home/zeth/PycharmProjects/ehrapy/ehrapy/io/_read.py:598: UserWarning: Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.\n", - " pd.to_datetime(initial_df[col])\n" - ] - }, - { - "data": { - "text/html": [ - "\n" - ], - "text/plain": [] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "
\n", - "\n" - ], - "text/plain": [ - "\n" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "adata = ep.dt.mimic_2(encoded=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "6c67bce1-7626-4a0c-b013-0b4a19556bc1", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "data": { - "text/html": [ - "
Quality control metrics missing. Calculating...\n",
- "
\n"
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- "text/plain": [
- "\u001b[1;33mQuality control metrics missing. Calculating\u001b[0m\u001b[1;33m...\u001b[0m\n"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "\u001b[1;35m2023-06-06 14:30:27,418\u001b[0m - \u001b[1;34mroot\u001b[0m \u001b[1;30mINFO - Added the calculated metrics to AnnData's `obs` and `var`.\u001b[0m\n"
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- },
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- "data": {
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- "scikit-learn-intelex is not available. Install via pip install scikit-learn-intelex for faster imputations.\n", - "\n" - ], - "text/plain": [ - "\u001b[1;33mscikit-learn-intelex is not available. Install via \u001b[0m\u001b[1;34mpip install scikit-learn-intelex \u001b[0m\u001b[1;33m for faster imputations.\u001b[0m\n" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "b1e977d0149449c3933302682ca215b7", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Output()" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "\n" - ], - "text/plain": [] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "
\n", - "\n" - ], - "text/plain": [ - "\n" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "ep.pp.knn_impute(adata)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "ee3eca9e-a565-45a5-b199-45dc92685526", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "WARNING: Default of the method has been changed to 't-test' from 't-test_overestim_var'\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/zeth/miniconda3/envs/ehrapy/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:417: RuntimeWarning: overflow encountered in expm1\n", - " foldchanges = (self.expm1_func(mean_group) + 1e-9) / (\n", - "/home/zeth/miniconda3/envs/ehrapy/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:418: RuntimeWarning: overflow encountered in expm1\n", - " self.expm1_func(mean_rest) + 1e-9\n", - "/home/zeth/miniconda3/envs/ehrapy/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:417: RuntimeWarning: invalid value encountered in divide\n", - " foldchanges = (self.expm1_func(mean_group) + 1e-9) / (\n", - "/home/zeth/miniconda3/envs/ehrapy/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:417: RuntimeWarning: overflow encountered in expm1\n", - " foldchanges = (self.expm1_func(mean_group) + 1e-9) / (\n", - "/home/zeth/miniconda3/envs/ehrapy/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:418: RuntimeWarning: overflow encountered in expm1\n", - " self.expm1_func(mean_rest) + 1e-9\n", - "/home/zeth/miniconda3/envs/ehrapy/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:417: RuntimeWarning: invalid value encountered in divide\n", - " foldchanges = (self.expm1_func(mean_group) + 1e-9) / (\n", - "/home/zeth/miniconda3/envs/ehrapy/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:417: RuntimeWarning: overflow encountered in expm1\n", - " foldchanges = (self.expm1_func(mean_group) + 1e-9) / (\n", - "/home/zeth/miniconda3/envs/ehrapy/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:418: RuntimeWarning: overflow encountered in expm1\n", - " self.expm1_func(mean_rest) + 1e-9\n", - "/home/zeth/miniconda3/envs/ehrapy/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:417: RuntimeWarning: invalid value encountered in divide\n", - " foldchanges = (self.expm1_func(mean_group) + 1e-9) / (\n" - ] - } - ], - "source": [ - "ep.tl.rank_features_groups(adata, groupby=\"service_unit\")" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "dc96190b-c1f4-42c5-b33b-480c11371871", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/zeth/miniconda3/envs/ehrapy/lib/python3.10/site-packages/scanpy/plotting/_dotplot.py:749: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap', 'norm' will be ignored\n", - " dot_ax.scatter(x, y, **kwds)\n" - ] - }, - { - "data": { - "image/png": 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", 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