commit f45c9317da538d2894ac6db24f104907625f84bb Author: u0171081 Date: Fri Jun 14 17:42:26 2024 +0200 Initial commit diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..8950c6e --- /dev/null +++ b/.gitignore @@ -0,0 +1,2 @@ +inputs/* +outputs/* \ No newline at end of file diff --git a/README.md b/README.md new file mode 100644 index 0000000..3c49842 --- /dev/null +++ b/README.md @@ -0,0 +1,10 @@ +# Cluster + +[🚧WIP🚧] Cluster visualisation Jupyter notebook tool. +Requires the `dataviz38` conda environment. + +# TODO +All computation timings are done with the HTS_libraries_all_v6_PCA_no_structure.csv file +- ✅ Plot 3D cluster (~1min) +- Speed upgrade using dask +- Interactive graph \ No newline at end of file diff --git a/cluster.ipynb b/cluster.ipynb new file mode 100644 index 0000000..de6e0c8 --- /dev/null +++ b/cluster.ipynb @@ -0,0 +1,63 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "\n", + "df = pd.read_csv('inputs/HTS_libraries_all_v6_PCA_no_structure.csv')\n", + "df = df[['Source', 'pPCA dimension 0', 'pPCA dimension 1', 'pPCA dimension 2']]\n", + "\n", + "fig = plt.figure(figsize=(10, 10))\n", + "ax = fig.add_subplot(111, projection='3d')\n", + "\n", + "for source in df['Source'].unique():\n", + " source_df = df[df['Source'] == source]\n", + " ax.scatter(source_df['pPCA dimension 0'], source_df['pPCA dimension 1'], source_df['pPCA dimension 2'], label=source)\n", + "\n", + "ax.set_xlabel('pPCA dimension 0')\n", + "ax.set_ylabel('pPCA dimension 1')\n", + "ax.set_zlabel('pPCA dimension 2')\n", + "ax.legend()\n", + "\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "dataviz38", + "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": "3.8.19" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}