{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Fibers length in multi animals\n", "This example uses synthetic data to showcase how `histoquant` can be used in a [pipeline](../guide-pipeline.html).\n", "\n", "Annotations measurements should be exported from QuPath, following the required [directory structure](../guide-pipeline.html#directory-structure).\n", "\n", "Alternatively, you can merge all your CSV files yourself, one per animal, adding an animal ID to each table. Those can be processed with the `histoquant.process.process_animal()` function, in a loop, collecting the results at each iteration and finally concatenating the results. Finally, those can be used with `display` module. See the API reference for the [`process` module](../api-process.html)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import cuisto" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Full path to your configuration file, edited according to your need beforehand\n", "config_file = \"../../resources/demo_config_multi.toml\"" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Files\n", "wdir = \"../../resources/multi\"\n", "animals = [\"mouse0\", \"mouse1\"]" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# get configuration\n", "cfg = cuisto.Config(config_file)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Processing mouse1: 100%|██████████| 2/2 [00:00<00:00, 15.66it/s]\n" ] }, { "data": { "text/html": [ "
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NamehemisphereArea µm^2Area mm^2length µmlength mmdensity µm^-1density mm^-1coverage indexrelative countrelative densitychannelanimal
0ACVIIContra.9099.040.009099468.03810.4680380.05143851438.18468824.075030.000640.022168marker3mouse0
1ACVIIContra.9099.040.0090994260.48444.2604840.468234468234.4950681994.9057620.00190.056502marker2mouse0
2ACVIIContra.9099.040.0090995337.71035.337710.586623586623.456983131.2260690.0101040.242734marker1mouse0
3ACVIIIpsi.4609.900.0046100.00.00.00.00.00.00.0marker3mouse0
4ACVIIIpsi.4609.900.0046100.00.00.00.00.00.00.0marker2mouse0
5ACVIIIpsi.4609.900.0046100.00.00.00.00.00.00.0marker1mouse0
6ACVIIboth13708.940.013709468.03810.4680380.03414134141.08603615.9793290.0002840.011001marker3mouse0
7ACVIIboth13708.940.0137094260.48444.2604840.310781310781.4608571324.0795660.0009340.030688marker2mouse0
8ACVIIboth13708.940.0137095337.71035.337710.38936389359.8119182078.2898780.005340.142623marker1mouse0
9AMBContra.122463.800.12246430482.781530.4827820.248913248912.5888637587.5480590.0417120.107271marker3mouse0
\n", "
" ], "text/plain": [ " Name hemisphere Area µm^2 Area mm^2 length µm length mm \\\n", "0 ACVII Contra. 9099.04 0.009099 468.0381 0.468038 \n", "1 ACVII Contra. 9099.04 0.009099 4260.4844 4.260484 \n", "2 ACVII Contra. 9099.04 0.009099 5337.7103 5.33771 \n", "3 ACVII Ipsi. 4609.90 0.004610 0.0 0.0 \n", "4 ACVII Ipsi. 4609.90 0.004610 0.0 0.0 \n", "5 ACVII Ipsi. 4609.90 0.004610 0.0 0.0 \n", "6 ACVII both 13708.94 0.013709 468.0381 0.468038 \n", "7 ACVII both 13708.94 0.013709 4260.4844 4.260484 \n", "8 ACVII both 13708.94 0.013709 5337.7103 5.33771 \n", "9 AMB Contra. 122463.80 0.122464 30482.7815 30.482782 \n", "\n", " density µm^-1 density mm^-1 coverage index relative count relative density \\\n", "0 0.051438 51438.184688 24.07503 0.00064 0.022168 \n", "1 0.468234 468234.495068 1994.905762 0.0019 0.056502 \n", "2 0.586623 586623.45698 3131.226069 0.010104 0.242734 \n", "3 0.0 0.0 0.0 0.0 0.0 \n", "4 0.0 0.0 0.0 0.0 0.0 \n", "5 0.0 0.0 0.0 0.0 0.0 \n", "6 0.034141 34141.086036 15.979329 0.000284 0.011001 \n", "7 0.310781 310781.460857 1324.079566 0.000934 0.030688 \n", "8 0.38936 389359.811918 2078.289878 0.00534 0.142623 \n", "9 0.248913 248912.588863 7587.548059 0.041712 0.107271 \n", "\n", " channel animal \n", "0 marker3 mouse0 \n", "1 marker2 mouse0 \n", "2 marker1 mouse0 \n", "3 marker3 mouse0 \n", "4 marker2 mouse0 \n", "5 marker1 mouse0 \n", "6 marker3 mouse0 \n", "7 marker2 mouse0 \n", "8 marker1 mouse0 \n", "9 marker3 mouse0 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# get distributions per regions\n", "df_regions, _, _ = cuisto.process.process_animals(\n", " wdir, animals, cfg, compute_distributions=False\n", ")\n", "\n", "# have a look\n", "display(df_regions.head(10))" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figs_regions = cuisto.display.plot_regions(df_regions, cfg)" ] } ], "metadata": { "kernelspec": { "display_name": "hq", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.7" } }, "nbformat": 4, "nbformat_minor": 2 }