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February 16, 2021 07:54
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2d gaussian fit with numpy and scipy
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "# 2d gaussian fit" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "_The special case, where we don't actually have 2d coordinates, just a matrix of z values._" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 44, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "import numpy as np\n", | |
| "from matplotlib import pyplot as plt\n", | |
| "import seaborn as sns\n", | |
| "from scipy.optimize import curve_fit" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## Make synthetic data" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 45, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "def gaussian(x, y, height, center_x, center_y, width_x, width_y):\n", | |
| " return height*np.exp(-(((center_x-x)/width_x)**2+((center_y-y)/width_y)**2)/2)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 116, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "# placeholder, just to decide on the size\n", | |
| "z = np.zeros((200, 300))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 139, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "Y, X = np.indices(z.shape)\n", | |
| "params = (80, 131.5, 70.2, 20, 23.5)\n", | |
| "z_signal = gaussian(X, Y, *params)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 140, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "z_noise = np.random.normal(5, 3, z.shape)\n", | |
| "\n", | |
| "z = z_signal + z_noise" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 141, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<matplotlib.axes._subplots.AxesSubplot at 0x1303b9130>" | |
| ] | |
| }, | |
| "execution_count": 141, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 2 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "sns.heatmap(z)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## Fit 2d gaussian" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "#### Redo our gaussian function " | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 142, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "def gaussian_fit(data, height, center_x, center_y, width_x, width_y):\n", | |
| " \"\"\"\n", | |
| " Like gaussian, but expects a matrix with two columns (x, y) and one row per\n", | |
| " data point. This works with scipy better.\n", | |
| " \"\"\"\n", | |
| " y = data[:, 0]\n", | |
| " x = data[:, 1]\n", | |
| " return height*np.exp(-(((center_x-x)/width_x)**2+((center_y-y)/width_y)**2)/2)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "#### Make our data into flat (x, y) input and z output" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 143, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "array([[ 0, 0],\n", | |
| " [ 0, 1],\n", | |
| " [ 0, 2],\n", | |
| " ...,\n", | |
| " [199, 297],\n", | |
| " [199, 298],\n", | |
| " [199, 299]])" | |
| ] | |
| }, | |
| "execution_count": 143, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "# make our (x,y) coordinates\n", | |
| "data = np.vstack(np.where(z)).T\n", | |
| "data" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 144, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "array([ 4.98198021, 6.59458247, -1.27914119, ..., 3.11669375,\n", | |
| " 6.9660496 , 3.73953853])" | |
| ] | |
| }, | |
| "execution_count": 144, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "# make our z only\n", | |
| "z_flat = z.ravel()\n", | |
| "z_flat" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "#### Run curve fitting" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 145, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "popt, pcov = curve_fit(\n", | |
| " gaussian_fit, \n", | |
| " data, \n", | |
| " z_flat,\n", | |
| " # turns out bounds really help\n", | |
| " bounds=(0, max(data.shape))\n", | |
| ")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "#### Compare to our original parameters" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 146, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "array([ 78.8679315 , 131.54019537, 70.25072077, 23.13492561,\n", | |
| " 26.93763333])" | |
| ] | |
| }, | |
| "execution_count": 146, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "popt" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 147, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "(80, 131.5, 70.2, 20, 23.5)" | |
| ] | |
| }, | |
| "execution_count": 147, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "params" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "#### Visualise the function we found" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 148, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<matplotlib.axes._subplots.AxesSubplot at 0x13043c040>" | |
| ] | |
| }, | |
| "execution_count": 148, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 2 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "z_hat = gaussian(X, Y, *popt)\n", | |
| "sns.heatmap(z_hat)" | |
| ] | |
| } | |
| ], | |
| "metadata": { | |
| "kernelspec": { | |
| "display_name": "Python 3", | |
| "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": "3.8.2" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 4 | |
| } |
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