{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import persim\n", "import matplotlib.pyplot as plt\n", "import math\n", "from umap import UMAP\n", "import ripser\n", "from scipy.optimize import least_squares\n", "from tqdm import trange\n", "from scipy.stats import zscore" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "X.shape (4598, 200)\n", "stim.shape (4598,)\n" ] } ], "source": [ "data = np.load('stringer_orientations_pca.npy', allow_pickle=True).item()\n", "X, stim = data['pc_score'], data['orientation']\n", "print('X.shape', X.shape)\n", "print('stim.shape', stim.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "4598 trials. In each trial, a static orientation grating was shown to the mouse.\n", "\n", "data has fields:\n", "* `data['pc_score']`: (4598, 200) contains the population activity score along the first 200 principal components - PCA was carried out on the population activity of ~23000 neurons\n", "\n", "* `data['istim']`: (4598,) contains orientation values shown on each trial, orientation values range from 0 to 2*np.pi.\n", "\n", "For more details see https://compneuro.neuromatch.io/projects/neurons/README.html#stringer\n", "\n", "(#samples, #features) = dat['sresp'] (4598, 23589) ----PCA---> (4598, 200)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Principal components" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "fbdabee05bf94525b677e677c7f9c750", "version_major": 2, "version_minor": 0 }, "image/png": "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", "text/html": [ "\n", "