From 6122320dd913fe06ff0f1cbe40ff474ad809b74c Mon Sep 17 00:00:00 2001 From: Dave Bunten Date: Tue, 3 Sep 2024 14:34:39 -0600 Subject: [PATCH] add find_outliers percentage of total (#81) --- .../src/examples/cosmicqc_in_a_nutshell.ipynb | 218 ++---------------- docs/src/examples/cosmicqc_in_a_nutshell.py | 4 +- src/cosmicqc/analyze.py | 6 +- tests/test_cli.py | 2 +- 4 files changed, 31 insertions(+), 199 deletions(-) diff --git a/docs/src/examples/cosmicqc_in_a_nutshell.ipynb b/docs/src/examples/cosmicqc_in_a_nutshell.ipynb index 889dd6d..dcb830e 100644 --- a/docs/src/examples/cosmicqc_in_a_nutshell.ipynb +++ b/docs/src/examples/cosmicqc_in_a_nutshell.ipynb @@ -501,7 +501,8 @@ "# set a path for the parquet-based dataset\n", "# (in this case, CellProfiler SQLite data processed by CytoTable)\n", "data_path = (\n", - " \"../../tests/data/cytotable/NF1_cellpainting_data/Plate_2_with_image_data.parquet\"\n", + " \"../../../tests/data/cytotable/NF1_cellpainting_data/\"\n", + " \"Plate_2_with_image_data.parquet\"\n", ")\n", "\n", "# set a context directory for images associated with the dataset\n", @@ -565,7 +566,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Number of outliers: 328\n", + "Number of outliers: 328 (19.14%)\n", "Outliers Range:\n", "Nuclei_AreaShape_Area Min: 734.0\n", "Nuclei_AreaShape_Area Max: 1904.0\n" @@ -942,7 +943,7 @@ "hovertemplate": "Nuclei_AreaShape_Eccentricity
Z-Score: %{x}
Single-cell Count (log): %{y}
", "legendgroup": "False", "marker": { - "color": "#1616A7", + "color": "#FC0080", "opacity": 0.7, "pattern": { "shape": "" @@ -2674,7 +2675,7 @@ "hovertemplate": "Nuclei_AreaShape_Eccentricity
Z-Score: %{x}
Single-cell Count (log): %{y}
", "legendgroup": "True", "marker": { - "color": "#1616A7", + "color": "#FC0080", "opacity": 0.7, "pattern": { "shape": "x" @@ -3553,11 +3554,11 @@ } } }, - "image/png": 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+ "image/png": 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