{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# PCA and cluster quality analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Install interactive matplotlib for Jupyter with ipympl\n", "\n", "Run this in Jupyter:\n", "\n", "```\n", "!pip install ipympl\n", "```\n", "\n", "And then **restart the Jupyter Lab server**." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "# %matplotlib notebook\n", "%matplotlib ipympl\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## A 'single cell seq' type dataset\n", "\n", "We are going to skip a bunch of biology and wet lab realities and generate a toy dataset with many characteristics of a real single cell sequencing experiment. In these types of experiments, RNA is extracted from many individual cells and the number of copies (also known as number of \"reads\") of RNA molecules for particular genes is quantified. Here we generate a dataset in which we quantify the number of reads for 200 genes from many cells which belong to some number of cell types. Typically in such a 'single cell seq' dataset, the exact number of cell types are not known in advance nor is the the correspondence between cells and cell types. Typically we need to figure this out through data analysis. We are going to use PCA and clustering to perform these jobs." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/8r/wczrm19j599_qsgyft707_wh0000gr/T/ipykernel_82795/2160947091.py:16: DeprecationWarning: Conversion of an array with ndim > 0 to a scalar is deprecated, and will error in future. Ensure you extract a single element from your array before performing this operation. (Deprecated NumPy 1.25.)\n", " result[i,j] = value\n", "/var/folders/8r/wczrm19j599_qsgyft707_wh0000gr/T/ipykernel_82795/2160947091.py:17: DeprecationWarning: Conversion of an array with ndim > 0 to a scalar is deprecated, and will error in future. Ensure you extract a single element from your array before performing this operation. (Deprecated NumPy 1.25.)\n", " result[j,i] = value\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "22c11184370a4846808438842d01b162", "version_major": 2, "version_minor": 0 }, "image/png": 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397 | \n", "2819 | \n", "1761 | \n", "3465 | \n", "5406 | \n", "2306 | \n", "5221 | \n", "3042 | \n", "586 | \n", "465 | \n", "2791 | \n", "... | \n", "366 | \n", "2801 | \n", "4754 | \n", "4591 | \n", "0 | \n", "0 | \n", "1058 | \n", "1972 | \n", "2719 | \n", "1035 | \n", "
398 | \n", "733 | \n", "2635 | \n", "3357 | \n", "5571 | \n", "567 | \n", "4203 | \n", "2995 | \n", "256 | \n", "974 | \n", "5646 | \n", "... | \n", "1461 | \n", "2347 | \n", "1631 | \n", "3641 | \n", "160 | \n", "0 | \n", "0 | \n", "1409 | \n", "4058 | \n", "835 | \n", "
399 | \n", "1384 | \n", "1007 | \n", "3057 | \n", "2834 | \n", "2532 | \n", "2526 | \n", "2162 | \n", "2050 | \n", "0 | \n", "2044 | \n", "... | \n", "0 | \n", "3139 | \n", "2886 | \n", "5599 | \n", "1274 | \n", "2532 | \n", "2884 | \n", "3167 | \n", "1446 | \n", "1671 | \n", "
400 rows × 200 columns
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