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{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Import supporting package" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import xarray as xr\n", "import numpy as np\n", "import copy\n", "\n", "from uncertainties import ufloat\n", "from uncertainties import unumpy as unp\n", "from uncertainties import umath\n", "import random\n", "import matplotlib.pyplot as plt\n", "plt.rcParams['font.size'] = 12\n", "\n", "from DataContainer.ReadData import read_hdf5_file\n", "from Analyser.ImagingAnalyser import ImageAnalyser\n", "from Analyser.FitAnalyser import FitAnalyser\n", "from Analyser.FitAnalyser import NewFitModel, DensityProfileBEC2dModel\n", "from ToolFunction.ToolFunction import *\n", "\n", "from scipy.optimize import curve_fit\n", "\n", "from ToolFunction.HomeMadeXarrayFunction import errorbar, dataarray_plot_errorbar\n", "xr.plot.dataarray_plot.errorbar = errorbar\n", "xr.plot.accessor.DataArrayPlotAccessor.errorbar = dataarray_plot_errorbar\n", "\n", "imageAnalyser = ImageAnalyser()\n", "\n", "# %matplotlib notebook" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Start a client for parallel computing" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "<div>\n", " <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n", " <div style=\"margin-left: 48px;\">\n", " <h3 style=\"margin-bottom: 0px;\">Client</h3>\n", " <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-eb42ae41-594b-11ee-8e58-80e82ce2fa8e</p>\n", " <table style=\"width: 100%; text-align: left;\">\n", "\n", " <tr>\n", " \n", " <td style=\"text-align: left;\"><strong>Connection method:</strong> Cluster object</td>\n", " <td style=\"text-align: left;\"><strong>Cluster type:</strong> distributed.LocalCluster</td>\n", " \n", " </tr>\n", "\n", " \n", " <tr>\n", " <td style=\"text-align: left;\">\n", " <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:8787/status\" target=\"_blank\">http://127.0.0.1:8787/status</a>\n", " </td>\n", " <td style=\"text-align: left;\"></td>\n", " </tr>\n", " \n", "\n", " </table>\n", "\n", " \n", "\n", " \n", " <details>\n", " <summary style=\"margin-bottom: 20px;\"><h3 style=\"display: inline;\">Cluster Info</h3></summary>\n", " <div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n", " <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\">\n", " </div>\n", " <div style=\"margin-left: 48px;\">\n", " <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n", " <p style=\"color: #9D9D9D; margin-bottom: 0px;\">24ac70ff</p>\n", " <table style=\"width: 100%; text-align: left;\">\n", " <tr>\n", " <td style=\"text-align: left;\">\n", " <strong>Dashboard:</strong> <a href=\"http://127.0.0.1:8787/status\" target=\"_blank\">http://127.0.0.1:8787/status</a>\n", " </td>\n", " <td style=\"text-align: left;\">\n", " <strong>Workers:</strong> 8\n", " </td>\n", " </tr>\n", " <tr>\n", " <td style=\"text-align: left;\">\n", " <strong>Total threads:</strong> 128\n", " </td>\n", " <td style=\"text-align: left;\">\n", " <strong>Total memory:</strong> 149.01 GiB\n", " </td>\n", " </tr>\n", " \n", " <tr>\n", " <td style=\"text-align: left;\"><strong>Status:</strong> running</td>\n", " <td style=\"text-align: left;\"><strong>Using processes:</strong> True</td>\n", "</tr>\n", "\n", " \n", " </table>\n", "\n", " <details>\n", " <summary style=\"margin-bottom: 20px;\">\n", " <h3 style=\"display: inline;\">Scheduler Info</h3>\n", " </summary>\n", "\n", " <div style=\"\">\n", " <div>\n", " <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n", " <div style=\"margin-left: 48px;\">\n", " <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n", " <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-7d791a81-b6e9-4154-a6a9-d7c28f424efe</p>\n", " <table style=\"width: 100%; text-align: left;\">\n", " <tr>\n", " <td style=\"text-align: left;\">\n", " <strong>Comm:</strong> tcp://127.0.0.1:55905\n", " </td>\n", " <td style=\"text-align: left;\">\n", " <strong>Workers:</strong> 8\n", " </td>\n", " </tr>\n", " <tr>\n", " <td style=\"text-align: left;\">\n", " <strong>Dashboard:</strong> <a href=\"http://127.0.0.1:8787/status\" target=\"_blank\">http://127.0.0.1:8787/status</a>\n", " </td>\n", " <td style=\"text-align: left;\">\n", " <strong>Total threads:</strong> 128\n", " </td>\n", " </tr>\n", " <tr>\n", " <td style=\"text-align: left;\">\n", " <strong>Started:</strong> Just now\n", " </td>\n", " <td style=\"text-align: left;\">\n", " <strong>Total memory:</strong> 149.01 GiB\n", " </td>\n", " </tr>\n", " </table>\n", " </div>\n", " </div>\n", "\n", " <details style=\"margin-left: 48px;\">\n", " <summary style=\"margin-bottom: 20px;\">\n", " <h3 style=\"display: inline;\">Workers</h3>\n", " </summary>\n", "\n", " \n", " <div style=\"margin-bottom: 20px;\">\n", " <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n", " <div style=\"margin-left: 48px;\">\n", " <details>\n", " <summary>\n", " <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 0</h4>\n", " </summary>\n", " <table style=\"width: 100%; text-align: left;\">\n", " <tr>\n", " <td style=\"text-align: left;\">\n", " <strong>Comm: </strong> tcp://127.0.0.1:55958\n", " </td>\n", " <td style=\"text-align: left;\">\n", " <strong>Total threads: </strong> 16\n", " </td>\n", " </tr>\n", " <tr>\n", " <td style=\"text-align: left;\">\n", " <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:55959/status\" target=\"_blank\">http://127.0.0.1:55959/status</a>\n", " </td>\n", " <td style=\"text-align: left;\">\n", " <strong>Memory: </strong> 18.63 GiB\n", " </td>\n", " </tr>\n", " <tr>\n", " <td style=\"text-align: left;\">\n", " <strong>Nanny: </strong> tcp://127.0.0.1:55908\n", " </td>\n", " <td style=\"text-align: left;\"></td>\n", " </tr>\n", " <tr>\n", " <td colspan=\"2\" style=\"text-align: left;\">\n", " <strong>Local directory: </strong> C:\\Users\\data\\AppData\\Local\\Temp\\dask-scratch-space\\worker-0i1csyky\n", " </td>\n", " </tr>\n", "\n", " \n", "\n", " \n", "\n", " </table>\n", " </details>\n", " </div>\n", " </div>\n", " \n", " <div style=\"margin-bottom: 20px;\">\n", " <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n", " <div style=\"margin-left: 48px;\">\n", " <details>\n", " <summary>\n", " <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 1</h4>\n", " </summary>\n", " <table style=\"width: 100%; text-align: left;\">\n", " <tr>\n", " <td style=\"text-align: left;\">\n", " <strong>Comm: </strong> tcp://127.0.0.1:55940\n", " </td>\n", " <td style=\"text-align: left;\">\n", " <strong>Total threads: </strong> 16\n", " </td>\n", " </tr>\n", " <tr>\n", " <td style=\"text-align: left;\">\n", " <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:55941/status\" target=\"_blank\">http://127.0.0.1:55941/status</a>\n", " </td>\n", " <td style=\"text-align: left;\">\n", " <strong>Memory: </strong> 18.63 GiB\n", " </td>\n", " </tr>\n", " <tr>\n", " <td style=\"text-align: left;\">\n", " <strong>Nanny: </strong> tcp://127.0.0.1:55909\n", " </td>\n", " <td style=\"text-align: left;\"></td>\n", " </tr>\n", " <tr>\n", " <td colspan=\"2\" style=\"text-align: left;\">\n", " <strong>Local directory: </strong> C:\\Users\\data\\AppData\\Local\\Temp\\dask-scratch-space\\worker-ms7h0c0c\n", " </td>\n", " </tr>\n", "\n", " \n", "\n", " \n", "\n", " </table>\n", " </details>\n", " </div>\n", " </div>\n", " \n", " <div style=\"margin-bottom: 20px;\">\n", " <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n", " <div style=\"margin-left: 48px;\">\n", " <details>\n", " <summary>\n", " <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 2</h4>\n", " </summary>\n", " <table style=\"width: 100%; text-align: left;\">\n", " <tr>\n", " <td style=\"text-align: left;\">\n", " <strong>Comm: </strong> tcp://127.0.0.1:55950\n", " </td>\n", " <td style=\"text-align: left;\">\n", " <strong>Total threads: </strong> 16\n", " </td>\n", " </tr>\n", " <tr>\n", " <td style=\"text-align: left;\">\n", " <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:55952/status\" target=\"_blank\">http://127.0.0.1:55952/status</a>\n", " </td>\n", " <td style=\"text-align: left;\">\n", " <strong>Memory: </strong> 18.63 GiB\n", " </td>\n", " </tr>\n", " <tr>\n", " <td style=\"text-align: left;\">\n", " <strong>Nanny: </strong> tcp://127.0.0.1:55910\n", " </td>\n", " <td style=\"text-align: left;\"></td>\n", " </tr>\n", " <tr>\n", " <td colspan=\"2\" style=\"text-align: left;\">\n", " <strong>Local directory: </strong> C:\\Users\\data\\AppData\\Local\\Temp\\dask-scratch-space\\worker-engse9nf\n", " </td>\n", " </tr>\n", "\n", " \n", "\n", " \n", "\n", " </table>\n", " </details>\n", " </div>\n", " </div>\n", " \n", " <div style=\"margin-bottom: 20px;\">\n", " <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n", " <div style=\"margin-left: 48px;\">\n", " <details>\n", " <summary>\n", " <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 3</h4>\n", " </summary>\n", " <table style=\"width: 100%; text-align: left;\">\n", " <tr>\n", " <td style=\"text-align: left;\">\n", " <strong>Comm: </strong> tcp://127.0.0.1:55943\n", " </td>\n", " <td style=\"text-align: left;\">\n", " <strong>Total threads: </strong> 16\n", " </td>\n", " </tr>\n", " <tr>\n", " <td style=\"text-align: left;\">\n", " <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:55944/status\" target=\"_blank\">http://127.0.0.1:55944/status</a>\n", " </td>\n", " <td style=\"text-align: left;\">\n", " <strong>Memory: </strong> 18.63 GiB\n", " </td>\n", " </tr>\n", " <tr>\n", " <td style=\"text-align: left;\">\n", " <strong>Nanny: </strong> tcp://127.0.0.1:55911\n", " </td>\n", " <td style=\"text-align: left;\"></td>\n", " </tr>\n", " <tr>\n", " <td colspan=\"2\" style=\"text-align: left;\">\n", " <strong>Local directory: </strong> C:\\Users\\data\\AppData\\Local\\Temp\\dask-scratch-space\\worker-6f5q0edl\n", " </td>\n", " </tr>\n", "\n", " \n", "\n", " \n", "\n", " </table>\n", " </details>\n", " </div>\n", " </div>\n", " \n", " <div style=\"margin-bottom: 20px;\">\n", " <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n", " <div style=\"margin-left: 48px;\">\n", " <details>\n", " <summary>\n", " <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 4</h4>\n", " </summary>\n", " <table style=\"width: 100%; text-align: left;\">\n", " <tr>\n", " <td style=\"text-align: left;\">\n", " <strong>Comm: </strong> tcp://127.0.0.1:55949\n", " </td>\n", " <td style=\"text-align: left;\">\n", " <strong>Total threads: </strong> 16\n", " </td>\n", " </tr>\n", " <tr>\n", " <td style=\"text-align: left;\">\n", " <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:55951/status\" target=\"_blank\">http://127.0.0.1:55951/status</a>\n", " </td>\n", " <td style=\"text-align: left;\">\n", " <strong>Memory: </strong> 18.63 GiB\n", " </td>\n", " </tr>\n", " <tr>\n", " <td style=\"text-align: left;\">\n", " <strong>Nanny: </strong> tcp://127.0.0.1:55912\n", " </td>\n", " <td style=\"text-align: left;\"></td>\n", " </tr>\n", " <tr>\n", " <td colspan=\"2\" style=\"text-align: left;\">\n", " <strong>Local directory: </strong> C:\\Users\\data\\AppData\\Local\\Temp\\dask-scratch-space\\worker-h1rag6av\n", " </td>\n", " </tr>\n", "\n", " \n", "\n", " \n", "\n", " </table>\n", " </details>\n", " </div>\n", " </div>\n", " \n", " <div style=\"margin-bottom: 20px;\">\n", " <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n", " <div style=\"margin-left: 48px;\">\n", " <details>\n", " <summary>\n", " <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 5</h4>\n", " </summary>\n", " <table style=\"width: 100%; text-align: left;\">\n", " <tr>\n", " <td style=\"text-align: left;\">\n", " <strong>Comm: </strong> tcp://127.0.0.1:55955\n", " </td>\n", " <td style=\"text-align: left;\">\n", " <strong>Total threads: </strong> 16\n", " </td>\n", " </tr>\n", " <tr>\n", " <td style=\"text-align: left;\">\n", " <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:55956/status\" target=\"_blank\">http://127.0.0.1:55956/status</a>\n", " </td>\n", " <td style=\"text-align: left;\">\n", " <strong>Memory: </strong> 18.63 GiB\n", " </td>\n", " </tr>\n", " <tr>\n", " <td style=\"text-align: left;\">\n", " <strong>Nanny: </strong> tcp://127.0.0.1:55913\n", " </td>\n", " <td style=\"text-align: left;\"></td>\n", " </tr>\n", " <tr>\n", " <td colspan=\"2\" style=\"text-align: left;\">\n", " <strong>Local directory: </strong> C:\\Users\\data\\AppData\\Local\\Temp\\dask-scratch-space\\worker-0ds0ffg4\n", " </td>\n", " </tr>\n", "\n", " \n", "\n", " \n", "\n", " </table>\n", " </details>\n", " </div>\n", " </div>\n", " \n", " <div style=\"margin-bottom: 20px;\">\n", " <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n", " <div style=\"margin-left: 48px;\">\n", " <details>\n", " <summary>\n", " <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 6</h4>\n", " </summary>\n", " <table style=\"width: 100%; text-align: left;\">\n", " <tr>\n", " <td style=\"text-align: left;\">\n", " <strong>Comm: </strong> tcp://127.0.0.1:55961\n", " </td>\n", " <td style=\"text-align: left;\">\n", " <strong>Total threads: </strong> 16\n", " </td>\n", " </tr>\n", " <tr>\n", " <td style=\"text-align: left;\">\n", " <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:55962/status\" target=\"_blank\">http://127.0.0.1:55962/status</a>\n", " </td>\n", " <td style=\"text-align: left;\">\n", " <strong>Memory: </strong> 18.63 GiB\n", " </td>\n", " </tr>\n", " <tr>\n", " <td style=\"text-align: left;\">\n", " <strong>Nanny: </strong> tcp://127.0.0.1:55914\n", " </td>\n", " <td style=\"text-align: left;\"></td>\n", " </tr>\n", " <tr>\n", " <td colspan=\"2\" style=\"text-align: left;\">\n", " <strong>Local directory: </strong> C:\\Users\\data\\AppData\\Local\\Temp\\dask-scratch-space\\worker-s7rj7bpa\n", " </td>\n", " </tr>\n", "\n", " \n", "\n", " \n", "\n", " </table>\n", " </details>\n", " </div>\n", " </div>\n", " \n", " <div style=\"margin-bottom: 20px;\">\n", " <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n", " <div style=\"margin-left: 48px;\">\n", " <details>\n", " <summary>\n", " <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 7</h4>\n", " </summary>\n", " <table style=\"width: 100%; text-align: left;\">\n", " <tr>\n", " <td style=\"text-align: left;\">\n", " <strong>Comm: </strong> tcp://127.0.0.1:55946\n", " </td>\n", " <td style=\"text-align: left;\">\n", " <strong>Total threads: </strong> 16\n", " </td>\n", " </tr>\n", " <tr>\n", " <td style=\"text-align: left;\">\n", " <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:55947/status\" target=\"_blank\">http://127.0.0.1:55947/status</a>\n", " </td>\n", " <td style=\"text-align: left;\">\n", " <strong>Memory: </strong> 18.63 GiB\n", " </td>\n", " </tr>\n", " <tr>\n", " <td style=\"text-align: left;\">\n", " <strong>Nanny: </strong> tcp://127.0.0.1:55915\n", " </td>\n", " <td style=\"text-align: left;\"></td>\n", " </tr>\n", " <tr>\n", " <td colspan=\"2\" style=\"text-align: left;\">\n", " <strong>Local directory: </strong> C:\\Users\\data\\AppData\\Local\\Temp\\dask-scratch-space\\worker-4a5m59rt\n", " </td>\n", " </tr>\n", "\n", " \n", "\n", " \n", "\n", " </table>\n", " </details>\n", " </div>\n", " </div>\n", " \n", "\n", " </details>\n", "</div>\n", "\n", " </details>\n", " </div>\n", "</div>\n", " </details>\n", " \n", "\n", " </div>\n", "</div>" ], "text/plain": [ "<Client: 'tcp://127.0.0.1:55905' processes=8 threads=128, memory=149.01 GiB>" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from dask.distributed import Client\n", "client = Client(n_workers=8, threads_per_worker=16, processes=True, memory_limit='20GB')\n", "client" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Start a client for Mongo DB" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import pymongo\n", "import xarray_mongodb\n", "\n", "from DataContainer.MongoDB import MongoDB\n", "\n", "mongoClient = pymongo.MongoClient('mongodb://control:DyLab2021@127.0.0.1:27017/?authMechanism=DEFAULT')" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Set global path for experiment" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "groupList = [\n", " \"images/MOT_3D_Camera/in_situ_absorption\",\n", " \"images/ODT_1_Axis_Camera/in_situ_absorption\",\n", " \"images/ODT_2_Axis_Camera/in_situ_absorption\",\n", " \"images/Horizontal_Axis_Camera/in_situ_absorption\",\n", " \"images/Vertical_Axis_Camera/in_situ_absorption\",\n", "]\n", "\n", "dskey = {\n", " \"images/MOT_3D_Camera/in_situ_absorption\": \"camera_0\",\n", " \"images/ODT_1_Axis_Camera/in_situ_absorption\": \"camera_1\",\n", " \"images/ODT_2_Axis_Camera/in_situ_absorption\": \"camera_2\",\n", " \"images/Horizontal_Axis_Camera/in_situ_absorption\": \"camera_3\",\n", " \"images/Vertical_Axis_Camera/in_situ_absorption\": \"camera_4\"\n", "}" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Evaporative Cooling" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# img_dir = 'C:/Users/control/DyLab/Experiments/DyBEC/'\n", "img_dir = '//DyLabNAS/Data/'\n", "SequenceName = \"Evaporative_Cooling\"\n", "folderPath = img_dir + SequenceName + \"/\" + '2023/09/21'\n", "# folderPath = img_dir + SequenceName + \"/\" + '2023/06/30'# get_date()\n", "\n", "mongoDB = mongoClient[SequenceName]\n", "\n", "DB = MongoDB(mongoClient, mongoDB, date=get_date())" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The detected scaning axes and values are: \n", "\n", "{'runs': array([ 0., 1., 2., 3., 4., 5., 6., 7., 8., 9., 10.,\n", " 11., 12., 13., 14., 15., 16., 17., 18., 19., 20., 21.,\n", " 22., 23., 24., 25., 26., 27., 28., 29., 30., 31., 32.,\n", " 33., 34., 35., 36., 37., 38., 39., 40., 41., 42., 43.,\n", " 44., 45., 46., 47., 48., 49., 50., 51., 52., 53., 54.,\n", " 55., 56., 57., 58., 59., 60., 61., 62., 63., 64., 65.,\n", " 66., 67., 68., 69., 70., 71., 72., 73., 74., 75., 76.,\n", " 77., 78., 79., 80., 81., 82., 83., 84., 85., 86., 87.,\n", " 88., 89., 90., 91., 92., 93., 94., 95., 96., 97., 98.,\n", " 99., 100., 101., 102., 103., 104., 105., 106., 107., 108., 109.,\n", " 110., 111., 112., 113., 114., 115., 116., 117., 118., 119., 120.,\n", " 121., 122., 123., 124., 125., 126., 127., 128., 129., 130., 131.,\n", " 132., 133., 134., 135., 136., 137., 138., 139., 140., 141., 142.,\n", " 143., 144., 145., 146., 147., 148., 149., 150., 151., 152., 153.,\n", " 154., 155., 156., 157., 158., 159., 160., 161., 162., 163., 164.,\n", " 165., 166., 167., 168., 169., 170., 171., 172., 173., 174., 175.,\n", " 176., 177., 178., 179., 180., 181., 182., 183., 184., 185., 186.,\n", " 187., 188., 189., 190., 191., 192., 193., 194., 195., 196., 197.,\n", " 198., 199., 200., 201., 202., 203., 204., 205., 206., 207., 208.,\n", " 209., 210., 211., 212., 213., 214., 215., 216., 217., 218., 219.,\n", " 220., 221., 222., 223., 224., 225., 226., 227., 228., 229., 230.,\n", " 231., 232., 233., 234., 235., 236., 237., 238., 239., 240., 241.,\n", " 242., 243., 244., 245., 246., 247., 248., 249., 250., 251., 252.,\n", " 253., 254., 255., 256., 257., 258., 259., 260., 261., 262., 263.,\n", " 264., 265., 266., 267., 268., 269., 270., 271., 272., 273., 274.,\n", " 275., 276., 277., 278., 279., 280., 281., 282., 283., 284., 285.,\n", " 286., 287., 288., 289., 290., 291., 292., 293., 294., 295., 296.,\n", " 297., 298., 299., 300., 301., 302., 303., 304., 305., 306., 307.,\n", " 308., 309., 310., 311., 312., 313., 314., 315., 316., 317., 318.,\n", " 319., 320., 321., 322., 323., 324., 325., 326., 327., 328., 329.,\n", " 330., 331., 332., 333., 334., 335., 336., 337., 338., 339., 340.,\n", " 341., 342., 343., 344., 345., 346., 347., 348., 349., 350., 351.,\n", " 352., 353., 354., 355., 356., 357., 358., 359., 360., 361., 362.,\n", " 363., 364., 365., 366., 367., 368., 369., 370., 371., 372., 373.,\n", " 374., 375., 376., 377., 378., 379., 380., 381., 382., 383., 384.,\n", " 385., 386., 387., 388., 389., 390., 391., 392., 393., 394., 395.,\n", " 396., 397., 398., 399.])}\n" ] } ], "source": [ "shotNum = \"0013\"\n", "filePath = folderPath + \"/\" + shotNum + \"/*.h5\"\n", "\n", "dataSetDict = {\n", " dskey[groupList[i]]: read_hdf5_file(filePath, groupList[i])\n", " for i in [4]\n", "}\n", "\n", "dataSet = dataSetDict[\"camera_4\"]\n", "\n", "print_scanAxis(dataSet)\n", "\n", "scanAxis = get_scanAxis(dataSet)\n", "\n", "dataSet = auto_rechunk(dataSet)\n", "\n", "dataSet = imageAnalyser.get_absorption_images(dataSet)\n", "\n", "imageAnalyser.center = (500, 680)\n", "imageAnalyser.span = (400, 400)\n", "imageAnalyser.fraction = (0.1, 0.1)\n", "\n", "dataSet_cropOD = imageAnalyser.crop_image(dataSet.OD)\n", "dataSet_cropOD = imageAnalyser.substract_offset(dataSet_cropOD).load()\n", "\n", "Ncount = imageAnalyser.get_Ncount(dataSet_cropOD)\n", "Ncount_mean = calculate_mean(Ncount)\n", "Ncount_std = calculate_std(Ncount)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "<Figure size 640x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "ax = fig.gca()\n", "Ncount.plot.errorbar(ax=ax, yerr = None, fmt='ob')\n", "plt.ylim([0, 10000])\n", "plt.ylabel('NCount')\n", "plt.tight_layout()\n", "plt.grid(visible=1)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n", "<defs>\n", "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n", "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n", "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n", "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n", "</symbol>\n", "<symbol id=\"icon-file-text2\" 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":root {\n", " --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n", " --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n", " --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n", " --xr-border-color: var(--jp-border-color2, #e0e0e0);\n", " --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n", " --xr-background-color: var(--jp-layout-color0, white);\n", " --xr-background-color-row-even: var(--jp-layout-color1, white);\n", " --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n", "}\n", "\n", "html[theme=dark],\n", "body[data-theme=dark],\n", "body.vscode-dark {\n", " --xr-font-color0: rgba(255, 255, 255, 1);\n", " --xr-font-color2: rgba(255, 255, 255, 0.54);\n", " --xr-font-color3: rgba(255, 255, 255, 0.38);\n", " --xr-border-color: #1F1F1F;\n", " --xr-disabled-color: #515151;\n", " --xr-background-color: #111111;\n", " --xr-background-color-row-even: #111111;\n", " --xr-background-color-row-odd: #313131;\n", 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"}\n", "\n", ".xr-array-in:checked ~ .xr-array-data,\n", ".xr-array-preview {\n", " display: inline-block;\n", "}\n", "\n", ".xr-dim-list {\n", " display: inline-block !important;\n", " list-style: none;\n", " padding: 0 !important;\n", " margin: 0;\n", "}\n", "\n", ".xr-dim-list li {\n", " display: inline-block;\n", " padding: 0;\n", " margin: 0;\n", "}\n", "\n", ".xr-dim-list:before {\n", " content: '(';\n", "}\n", "\n", ".xr-dim-list:after {\n", " content: ')';\n", "}\n", "\n", ".xr-dim-list li:not(:last-child):after {\n", " content: ',';\n", " padding-right: 5px;\n", "}\n", "\n", ".xr-has-index {\n", " font-weight: bold;\n", "}\n", "\n", ".xr-var-list,\n", ".xr-var-item {\n", " display: contents;\n", "}\n", "\n", ".xr-var-item > div,\n", ".xr-var-item label,\n", ".xr-var-item > .xr-var-name span {\n", " background-color: var(--xr-background-color-row-even);\n", " margin-bottom: 0;\n", "}\n", "\n", ".xr-var-item > .xr-var-name:hover span {\n", " padding-right: 5px;\n", "}\n", "\n", ".xr-var-list > li:nth-child(odd) > div,\n", ".xr-var-list > li:nth-child(odd) > label,\n", ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n", " background-color: var(--xr-background-color-row-odd);\n", "}\n", "\n", ".xr-var-name {\n", " grid-column: 1;\n", "}\n", "\n", ".xr-var-dims {\n", " grid-column: 2;\n", "}\n", "\n", ".xr-var-dtype {\n", " grid-column: 3;\n", " text-align: right;\n", " color: var(--xr-font-color2);\n", "}\n", "\n", ".xr-var-preview {\n", " grid-column: 4;\n", "}\n", "\n", ".xr-index-preview {\n", " grid-column: 2 / 5;\n", " color: var(--xr-font-color2);\n", "}\n", "\n", ".xr-var-name,\n", ".xr-var-dims,\n", ".xr-var-dtype,\n", ".xr-preview,\n", ".xr-attrs dt {\n", " white-space: nowrap;\n", " overflow: hidden;\n", " text-overflow: ellipsis;\n", " padding-right: 10px;\n", "}\n", "\n", ".xr-var-name:hover,\n", ".xr-var-dims:hover,\n", ".xr-var-dtype:hover,\n", ".xr-attrs dt:hover {\n", " overflow: visible;\n", " width: auto;\n", " z-index: 1;\n", "}\n", "\n", ".xr-var-attrs,\n", ".xr-var-data,\n", ".xr-index-data {\n", " display: none;\n", " background-color: var(--xr-background-color) !important;\n", " padding-bottom: 5px !important;\n", "}\n", "\n", ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n", ".xr-var-data-in:checked ~ .xr-var-data,\n", ".xr-index-data-in:checked ~ .xr-index-data {\n", " display: block;\n", "}\n", "\n", ".xr-var-data > table {\n", " float: right;\n", "}\n", "\n", ".xr-var-name span,\n", ".xr-var-data,\n", ".xr-index-name div,\n", ".xr-index-data,\n", ".xr-attrs {\n", " padding-left: 25px !important;\n", "}\n", "\n", ".xr-attrs,\n", ".xr-var-attrs,\n", ".xr-var-data,\n", ".xr-index-data {\n", " grid-column: 1 / -1;\n", "}\n", "\n", "dl.xr-attrs {\n", " padding: 0;\n", " margin: 0;\n", " display: grid;\n", " grid-template-columns: 125px auto;\n", "}\n", "\n", ".xr-attrs dt,\n", ".xr-attrs dd {\n", " padding: 0;\n", " margin: 0;\n", " float: left;\n", " padding-right: 10px;\n", " width: auto;\n", "}\n", "\n", ".xr-attrs dt {\n", " font-weight: normal;\n", " grid-column: 1;\n", "}\n", "\n", ".xr-attrs dt:hover span {\n", " display: inline-block;\n", " background: var(--xr-background-color);\n", " padding-right: 10px;\n", "}\n", "\n", ".xr-attrs dd {\n", " grid-column: 2;\n", " white-space: pre-wrap;\n", " word-break: break-all;\n", "}\n", "\n", ".xr-icon-database,\n", ".xr-icon-file-text2,\n", ".xr-no-icon {\n", " display: inline-block;\n", " vertical-align: middle;\n", " width: 1em;\n", " height: 1.5em !important;\n", " stroke-width: 0;\n", " stroke: currentColor;\n", " fill: currentColor;\n", "}\n", "</style><pre class='xr-text-repr-fallback'><xarray.Dataset>\n", "Dimensions: (runs: 400)\n", "Coordinates:\n", " * runs (runs) float64 0.0 1.0 2.0 3.0 4.0 ... 396.0 397.0 398.0 399.0\n", "Data variables:\n", " runTime (runs) datetime64[ns] 2023-09-21T15:41:23 ... 2023-09-21T16:44:43\n", "Attributes: (12/182)\n", " TOF_free: 1e-05\n", " abs_img_amp_red: 0.55\n", " abs_img_freq_blue: 112.953\n", " abs_img_freq_red: 102.55\n", " absorption_imaging_flag: True\n", " als_duration: 0.007\n", " ... ...\n", " z_offset: 0.193\n", " z_offset_img: 0.193\n", " z_offset_recomp: 0.198\n", " runs: [ 0. 1. 2. 3. 4. 5. ...\n", " scanAxis: ['runs']\n", " scanAxisLength: [400.]</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-105c5cae-f2b7-4584-9323-bb3611423c44' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-105c5cae-f2b7-4584-9323-bb3611423c44' class='xr-section-summary' title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>runs</span>: 400</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-b1edbfb0-b5a9-432a-8e07-d777320a83b7' class='xr-section-summary-in' type='checkbox' checked><label for='section-b1edbfb0-b5a9-432a-8e07-d777320a83b7' class='xr-section-summary' >Coordinates: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>runs</span></div><div class='xr-var-dims'>(runs)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 1.0 2.0 ... 397.0 398.0 399.0</div><input id='attrs-e29f3674-9087-440b-b45d-b3648de34bc1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e29f3674-9087-440b-b45d-b3648de34bc1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a169210b-eaf2-4f63-afa9-4c3446dbbcff' class='xr-var-data-in' type='checkbox'><label for='data-a169210b-eaf2-4f63-afa9-4c3446dbbcff' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 0., 1., 2., ..., 397., 398., 399.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d1330ff7-c533-4897-bbaa-65c03d77fc60' class='xr-section-summary-in' type='checkbox' checked><label for='section-d1330ff7-c533-4897-bbaa-65c03d77fc60' class='xr-section-summary' >Data variables: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>runTime</span></div><div class='xr-var-dims'>(runs)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2023-09-21T15:41:23 ... 2023-09-...</div><input id='attrs-7a3d4155-6c19-4ab2-93f7-a68e319e385c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7a3d4155-6c19-4ab2-93f7-a68e319e385c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3c2667f5-4e85-456f-ab0b-88c8d50d99e7' class='xr-var-data-in' type='checkbox'><label for='data-3c2667f5-4e85-456f-ab0b-88c8d50d99e7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(['2023-09-21T15:41:23.000000000', '2023-09-21T15:41:33.000000000',\n", " '2023-09-21T15:41:43.000000000', '2023-09-21T15:41:53.000000000',\n", " '2023-09-21T15:42:02.000000000', '2023-09-21T15:42:12.000000000',\n", " '2023-09-21T15:42:21.000000000', '2023-09-21T15:42:31.000000000',\n", " '2023-09-21T15:42:41.000000000', '2023-09-21T15:42:50.000000000',\n", " '2023-09-21T15:43:00.000000000', '2023-09-21T15:43:10.000000000',\n", " '2023-09-21T15:43:19.000000000', '2023-09-21T15:43:29.000000000',\n", " '2023-09-21T15:43:39.000000000', '2023-09-21T15:43:48.000000000',\n", " '2023-09-21T15:43:58.000000000', '2023-09-21T15:44:07.000000000',\n", " '2023-09-21T15:44:17.000000000', '2023-09-21T15:44:27.000000000',\n", " '2023-09-21T15:44:36.000000000', '2023-09-21T15:44:46.000000000',\n", " '2023-09-21T15:44:55.000000000', '2023-09-21T15:45:05.000000000',\n", " '2023-09-21T15:45:15.000000000', '2023-09-21T15:45:24.000000000',\n", " '2023-09-21T15:45:34.000000000', '2023-09-21T15:45:43.000000000',\n", " '2023-09-21T15:45:53.000000000', '2023-09-21T15:46:03.000000000',\n", " '2023-09-21T15:46:13.000000000', '2023-09-21T15:46:22.000000000',\n", " '2023-09-21T15:46:32.000000000', '2023-09-21T15:46:42.000000000',\n", " '2023-09-21T15:46:51.000000000', '2023-09-21T15:47:01.000000000',\n", " '2023-09-21T15:47:10.000000000', '2023-09-21T15:47:20.000000000',\n", " '2023-09-21T15:47:30.000000000', '2023-09-21T15:47:39.000000000',\n", "...\n", " '2023-09-21T16:38:51.000000000', '2023-09-21T16:39:00.000000000',\n", " '2023-09-21T16:39:10.000000000', '2023-09-21T16:39:19.000000000',\n", " '2023-09-21T16:39:29.000000000', '2023-09-21T16:39:38.000000000',\n", " '2023-09-21T16:39:48.000000000', '2023-09-21T16:39:57.000000000',\n", " '2023-09-21T16:40:07.000000000', '2023-09-21T16:40:16.000000000',\n", " '2023-09-21T16:40:26.000000000', '2023-09-21T16:40:35.000000000',\n", " '2023-09-21T16:40:45.000000000', '2023-09-21T16:40:54.000000000',\n", " '2023-09-21T16:41:04.000000000', '2023-09-21T16:41:13.000000000',\n", " '2023-09-21T16:41:23.000000000', '2023-09-21T16:41:32.000000000',\n", " '2023-09-21T16:41:42.000000000', '2023-09-21T16:41:51.000000000',\n", " '2023-09-21T16:42:01.000000000', '2023-09-21T16:42:10.000000000',\n", " '2023-09-21T16:42:20.000000000', '2023-09-21T16:42:29.000000000',\n", " '2023-09-21T16:42:39.000000000', '2023-09-21T16:42:49.000000000',\n", " '2023-09-21T16:42:58.000000000', '2023-09-21T16:43:08.000000000',\n", " '2023-09-21T16:43:17.000000000', '2023-09-21T16:43:27.000000000',\n", " '2023-09-21T16:43:36.000000000', '2023-09-21T16:43:46.000000000',\n", " '2023-09-21T16:43:55.000000000', '2023-09-21T16:44:05.000000000',\n", " '2023-09-21T16:44:14.000000000', '2023-09-21T16:44:24.000000000',\n", " '2023-09-21T16:44:33.000000000', '2023-09-21T16:44:43.000000000'],\n", " dtype='datetime64[ns]')</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-2d0c90f5-2729-4295-80d6-03e2fc2b4704' class='xr-section-summary-in' type='checkbox' ><label for='section-2d0c90f5-2729-4295-80d6-03e2fc2b4704' class='xr-section-summary' >Indexes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>runs</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-f02dd9af-95ba-42d5-b066-7381eb373aa1' class='xr-index-data-in' type='checkbox'/><label for='index-f02dd9af-95ba-42d5-b066-7381eb373aa1' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0,\n", " ...\n", " 390.0, 391.0, 392.0, 393.0, 394.0, 395.0, 396.0, 397.0, 398.0, 399.0],\n", " dtype='float64', name='runs', length=400))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-44c7d4f4-591a-4664-b5d1-927693451758' class='xr-section-summary-in' type='checkbox' ><label for='section-44c7d4f4-591a-4664-b5d1-927693451758' class='xr-section-summary' >Attributes: <span>(182)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>TOF_free :</span></dt><dd>1e-05</dd><dt><span>abs_img_amp_red :</span></dt><dd>0.55</dd><dt><span>abs_img_freq_blue :</span></dt><dd>112.953</dd><dt><span>abs_img_freq_red :</span></dt><dd>102.55</dd><dt><span>absorption_imaging_flag :</span></dt><dd>True</dd><dt><span>als_duration :</span></dt><dd>0.007</dd><dt><span>als_field_direction :</span></dt><dd>Y</dd><dt><span>als_final_current :</span></dt><dd>nan</dd><dt><span>als_hold_time :</span></dt><dd>0.1</dd><dt><span>als_img_field :</span></dt><dd>0.193</dd><dt><span>als_initial_current :</span></dt><dd>nan</dd><dt><span>als_ramp_flag :</span></dt><dd>True</dd><dt><span>als_rot_duration :</span></dt><dd>0.05</dd><dt><span>als_rot_hold_time :</span></dt><dd>0.05</dd><dt><span>als_rot_initial_current :</span></dt><dd>0.193</dd><dt><span>backup_data :</span></dt><dd>True</dd><dt><span>blink_off_mod_depth :</span></dt><dd>0.6</dd><dt><span>blink_off_power :</span></dt><dd>nan</dd><dt><span>blink_off_time :</span></dt><dd>nan</dd><dt><span>blink_on_mod_depth :</span></dt><dd>0.0</dd><dt><span>blink_on_power :</span></dt><dd>nan</dd><dt><span>blink_on_time :</span></dt><dd>nan</dd><dt><span>blue_imaging_pulse_duration :</span></dt><dd>2.5e-05</dd><dt><span>c_duration :</span></dt><dd>0.2</dd><dt><span>carrier_amp :</span></dt><dd>0.5</dd><dt><span>carrier_freq :</span></dt><dd>nan</dd><dt><span>carrier_offset :</span></dt><dd>0</dd><dt><span>carrier_phase :</span></dt><dd>0</dd><dt><span>cdt_hold_time :</span></dt><dd>0</dd><dt><span>cdt_pow_fin :</span></dt><dd>0.504</dd><dt><span>cdt_x_offset :</span></dt><dd>0</dd><dt><span>cdt_y_offset :</span></dt><dd>0</dd><dt><span>cdt_z_offset :</span></dt><dd>0.18</dd><dt><span>channel_in_use :</span></dt><dd>1</dd><dt><span>cmot_final_current :</span></dt><dd>0.65</dd><dt><span>cmot_hold :</span></dt><dd>0.06</dd><dt><span>cmot_initial_current :</span></dt><dd>0.23</dd><dt><span>compX_current :</span></dt><dd>0.0</dd><dt><span>compX_current_sg :</span></dt><dd>0.0</dd><dt><span>compX_final_current :</span></dt><dd>0.0</dd><dt><span>compX_initial_current :</span></dt><dd>0.0</dd><dt><span>compY_current :</span></dt><dd>0.0</dd><dt><span>compY_current_sg :</span></dt><dd>0.0</dd><dt><span>compY_final_current :</span></dt><dd>0.036</dd><dt><span>compY_initial_current :</span></dt><dd>0.0</dd><dt><span>compZ_current :</span></dt><dd>0.0</dd><dt><span>compZ_current_sg :</span></dt><dd>0.193</dd><dt><span>compZ_final_current :</span></dt><dd>0.202</dd><dt><span>compZ_initial_current :</span></dt><dd>0.0</dd><dt><span>default_camera :</span></dt><dd>1</dd><dt><span>deltaf :</span></dt><dd>0.041</dd><dt><span>dtg_ramp_duration :</span></dt><dd>0.1</dd><dt><span>evap_1_arm_1_final_pow :</span></dt><dd>0.35</dd><dt><span>evap_1_arm_1_mod_depth_final :</span></dt><dd>0</dd><dt><span>evap_1_arm_1_mod_depth_initial :</span></dt><dd>1.0</dd><dt><span>evap_1_arm_1_mod_ramp_duration :</span></dt><dd>1.15</dd><dt><span>evap_1_arm_1_pow_ramp_duration :</span></dt><dd>1.65</dd><dt><span>evap_1_arm_1_start_pow :</span></dt><dd>7</dd><dt><span>evap_1_arm_2_final_pow :</span></dt><dd>5</dd><dt><span>evap_1_arm_2_ramp_duration :</span></dt><dd>0.5</dd><dt><span>evap_1_arm_2_start_pow :</span></dt><dd>0</dd><dt><span>evap_1_mod_ramp_trunc_value :</span></dt><dd>1</dd><dt><span>evap_1_pow_ramp_trunc_value :</span></dt><dd>1.0</dd><dt><span>evap_1_rate_constant_1 :</span></dt><dd>0.525</dd><dt><span>evap_1_rate_constant_2 :</span></dt><dd>0.51</dd><dt><span>evap_2_arm_1_final_pow :</span></dt><dd>0.037</dd><dt><span>evap_2_arm_1_start_pow :</span></dt><dd>0.35</dd><dt><span>evap_2_arm_2_fin " 14. 15. 16. 17. 18. 19. 20. 21. 22. 23. 24. 25. 26. 27.\n", " 28. 29. 30. 31. 32. 33. 34. 35. 36. 37. 38. 39. 40. 41.\n", " 42. 43. 44. 45. 46. 47. 48. 49. 50. 51. 52. 53. 54. 55.\n", " 56. 57. 58. 59. 60. 61. 62. 63. 64. 65. 66. 67. 68. 69.\n", " 70. 71. 72. 73. 74. 75. 76. 77. 78. 79. 80. 81. 82. 83.\n", " 84. 85. 86. 87. 88. 89. 90. 91. 92. 93. 94. 95. 96. 97.\n", " 98. 99. 100. 101. 102. 103. 104. 105. 106. 107. 108. 109. 110. 111.\n", " 112. 113. 114. 115. 116. 117. 118. 119. 120. 121. 122. 123. 124. 125.\n", " 126. 127. 128. 129. 130. 131. 132. 133. 134. 135. 136. 137. 138. 139.\n", " 140. 141. 142. 143. 144. 145. 146. 147. 148. 149. 150. 151. 152. 153.\n", " 154. 155. 156. 157. 158. 159. 160. 161. 162. 163. 164. 165. 166. 167.\n", " 168. 169. 170. 171. 172. 173. 174. 175. 176. 177. 178. 179. 180. 181.\n", " 182. 183. 184. 185. 186. 187. 188. 189. 190. 191. 192. 193. 194. 195.\n", " 196. 197. 198. 199. 200. 201. 202. 203. 204. 205. 206. 207. 208. 209.\n", " 210. 211. 212. 213. 214. 215. 216. 217. 218. 219. 220. 221. 222. 223.\n", " 224. 225. 226. 227. 228. 229. 230. 231. 232. 233. 234. 235. 236. 237.\n", " 238. 239. 240. 241. 242. 243. 244. 245. 246. 247. 248. 249. 250. 251.\n", " 252. 253. 254. 255. 256. 257. 258. 259. 260. 261. 262. 263. 264. 265.\n", " 266. 267. 268. 269. 270. 271. 272. 273. 274. 275. 276. 277. 278. 279.\n", " 280. 281. 282. 283. 284. 285. 286. 287. 288. 289. 290. 291. 292. 293.\n", " 294. 295. 296. 297. 298. 299. 300. 301. 302. 303. 304. 305. 306. 307.\n", " 308. 309. 310. 311. 312. 313. 314. 315. 316. 317. 318. 319. 320. 321.\n", " 322. 323. 324. 325. 326. 327. 328. 329. 330. 331. 332. 333. 334. 335.\n", " 336. 337. 338. 339. 340. 341. 342. 343. 344. 345. 346. 347. 348. 349.\n", " 350. 351. 352. 353. 354. 355. 356. 357. 358. 359. 360. 361. 362. 363.\n", " 364. 365. 366. 367. 368. 369. 370. 371. 372. 373. 374. 375. 376. 377.\n", " 378. 379. 380. 381. 382. 383. 384. 385. 386. 387. 388. 389. 390. 391.\n", " 392. 393. 394. 395. 396. 397. 398. 399.]</dd><dt><span>scanAxis :</span></dt><dd>['runs']</dd><dt><span>scanAxisLength :</span></dt><dd>[400.]</dd></dl></div></li></ul></div></div>" ], "text/plain": [ "<xarray.Dataset>\n", "Dimensions: (runs: 400)\n", "Coordinates:\n", " * runs (runs) float64 0.0 1.0 2.0 3.0 4.0 ... 396.0 397.0 398.0 399.0\n", "Data variables:\n", " runTime (runs) datetime64[ns] 2023-09-21T15:41:23 ... 2023-09-21T16:44:43\n", "Attributes: (12/182)\n", " TOF_free: 1e-05\n", " abs_img_amp_red: 0.55\n", " abs_img_freq_blue: 112.953\n", " abs_img_freq_red: 102.55\n", " absorption_imaging_flag: True\n", " als_duration: 0.007\n", " ... ...\n", " z_offset: 0.193\n", " z_offset_img: 0.193\n", " z_offset_recomp: 0.198\n", " runs: [ 0. 1. 2. 3. 4. 5. ...\n", " scanAxis: ['runs']\n", " scanAxisLength: [400.]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from DataContainer.ReadData import read_hdf5_run_time\n", "\n", "dataSetRunTime = read_hdf5_run_time(filePath)\n", "dataSetRunTime" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "chillerOnTime = [\n", " np.datetime64('2023-09-21T15:43:00.000000'), \n", " np.datetime64('2023-09-21T15:52:00.000000'), \n", " np.datetime64('2023-09-21T16:00:00.000000'), \n", " np.datetime64('2023-09-21T16:08:00.000000'), \n", " np.datetime64('2023-09-21T16:17:00.000000'), \n", " np.datetime64('2023-09-21T16:20:00.000000'), \n", " np.datetime64('2023-09-21T16:29:00.000000'), \n", " np.datetime64('2023-09-21T16:37:00.000000'), \n", " np.datetime64('2023-09-21T16:45:00.000000'), \n", "]\n", "chillerOffTime = [\n", " np.datetime64('2023-09-21T15:46:00.000000'), \n", " np.datetime64('2023-09-21T15:54:00.000000'), \n", " np.datetime64('2023-09-21T16:03:00.000000'), \n", " np.datetime64('2023-09-21T16:11:00.000000'), \n", " np.datetime64('2023-09-21T16:18:00.000000'), \n", " np.datetime64('2023-09-21T16:23:00.000000'), \n", " np.datetime64('2023-09-21T16:31:00.000000'), \n", " np.datetime64('2023-09-21T16:40:00.000000'), \n", " np.datetime64('2023-09-21T16:48:00.000000'), \n", "]" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "dataSetRunTime['chillFlag']=(['runs'], np.ones(len(dataSetRunTime.runTime), bool))" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n", "<defs>\n", "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n", "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n", "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n", "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n", "</symbol>\n", "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n", "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 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"}\n", "\n", ".xr-header > div,\n", ".xr-header > ul {\n", " display: inline;\n", " margin-top: 0;\n", " margin-bottom: 0;\n", "}\n", "\n", ".xr-obj-type,\n", ".xr-array-name {\n", " margin-left: 2px;\n", " margin-right: 10px;\n", "}\n", "\n", ".xr-obj-type {\n", " color: var(--xr-font-color2);\n", "}\n", "\n", ".xr-sections {\n", " padding-left: 0 !important;\n", " display: grid;\n", " grid-template-columns: 150px auto auto 1fr 20px 20px;\n", "}\n", "\n", ".xr-section-item {\n", " display: contents;\n", "}\n", "\n", ".xr-section-item input {\n", " display: none;\n", "}\n", "\n", ".xr-section-item input + label {\n", " color: var(--xr-disabled-color);\n", "}\n", "\n", ".xr-section-item input:enabled + label {\n", " cursor: pointer;\n", " color: var(--xr-font-color2);\n", "}\n", "\n", ".xr-section-item input:enabled + label:hover {\n", " color: var(--xr-font-color0);\n", "}\n", "\n", ".xr-section-summary {\n", " grid-column: 1;\n", " color: var(--xr-font-color2);\n", " font-weight: 500;\n", "}\n", "\n", ".xr-section-summary > span {\n", " display: inline-block;\n", " padding-left: 0.5em;\n", "}\n", "\n", ".xr-section-summary-in:disabled + label {\n", " color: var(--xr-font-color2);\n", "}\n", "\n", ".xr-section-summary-in + label:before {\n", " display: inline-block;\n", " content: '►';\n", " font-size: 11px;\n", " width: 15px;\n", " text-align: center;\n", "}\n", "\n", ".xr-section-summary-in:disabled + label:before {\n", " color: var(--xr-disabled-color);\n", "}\n", "\n", ".xr-section-summary-in:checked + label:before {\n", " content: '▼';\n", "}\n", "\n", ".xr-section-summary-in:checked + label > span {\n", " display: none;\n", "}\n", "\n", ".xr-section-summary,\n", ".xr-section-inline-details {\n", " padding-top: 4px;\n", " padding-bottom: 4px;\n", "}\n", "\n", ".xr-section-inline-details {\n", " grid-column: 2 / -1;\n", "}\n", "\n", ".xr-section-details {\n", " display: none;\n", " grid-column: 1 / -1;\n", " margin-bottom: 5px;\n", "}\n", "\n", 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"}\n", "\n", ".xr-dim-list:after {\n", " content: ')';\n", "}\n", "\n", ".xr-dim-list li:not(:last-child):after {\n", " content: ',';\n", " padding-right: 5px;\n", "}\n", "\n", ".xr-has-index {\n", " font-weight: bold;\n", "}\n", "\n", ".xr-var-list,\n", ".xr-var-item {\n", " display: contents;\n", "}\n", "\n", ".xr-var-item > div,\n", ".xr-var-item label,\n", ".xr-var-item > .xr-var-name span {\n", " background-color: var(--xr-background-color-row-even);\n", " margin-bottom: 0;\n", "}\n", "\n", ".xr-var-item > .xr-var-name:hover span {\n", " padding-right: 5px;\n", "}\n", "\n", ".xr-var-list > li:nth-child(odd) > div,\n", ".xr-var-list > li:nth-child(odd) > label,\n", ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n", " background-color: var(--xr-background-color-row-odd);\n", "}\n", "\n", ".xr-var-name {\n", " grid-column: 1;\n", "}\n", "\n", ".xr-var-dims {\n", " grid-column: 2;\n", "}\n", "\n", ".xr-var-dtype {\n", " grid-column: 3;\n", " text-align: right;\n", " color: var(--xr-font-color2);\n", "}\n", "\n", ".xr-var-preview {\n", " grid-column: 4;\n", "}\n", "\n", ".xr-index-preview {\n", " grid-column: 2 / 5;\n", " color: var(--xr-font-color2);\n", "}\n", "\n", ".xr-var-name,\n", ".xr-var-dims,\n", ".xr-var-dtype,\n", ".xr-preview,\n", ".xr-attrs dt {\n", " white-space: nowrap;\n", " overflow: hidden;\n", " text-overflow: ellipsis;\n", " padding-right: 10px;\n", "}\n", "\n", ".xr-var-name:hover,\n", ".xr-var-dims:hover,\n", ".xr-var-dtype:hover,\n", ".xr-attrs dt:hover {\n", " overflow: visible;\n", " width: auto;\n", " z-index: 1;\n", "}\n", "\n", ".xr-var-attrs,\n", ".xr-var-data,\n", ".xr-index-data {\n", " display: none;\n", " background-color: var(--xr-background-color) !important;\n", " padding-bottom: 5px !important;\n", "}\n", "\n", ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n", ".xr-var-data-in:checked ~ .xr-var-data,\n", ".xr-index-data-in:checked ~ .xr-index-data {\n", " display: block;\n", "}\n", "\n", ".xr-var-data > table {\n", " float: right;\n", "}\n", "\n", ".xr-var-name span,\n", ".xr-var-data,\n", ".xr-index-name div,\n", ".xr-index-data,\n", ".xr-attrs {\n", " padding-left: 25px !important;\n", "}\n", "\n", ".xr-attrs,\n", ".xr-var-attrs,\n", ".xr-var-data,\n", ".xr-index-data {\n", " grid-column: 1 / -1;\n", "}\n", "\n", "dl.xr-attrs {\n", " padding: 0;\n", " margin: 0;\n", " display: grid;\n", " grid-template-columns: 125px auto;\n", "}\n", "\n", ".xr-attrs dt,\n", ".xr-attrs dd {\n", " padding: 0;\n", " margin: 0;\n", " float: left;\n", " padding-right: 10px;\n", " width: auto;\n", "}\n", "\n", ".xr-attrs dt {\n", " font-weight: normal;\n", " grid-column: 1;\n", "}\n", "\n", ".xr-attrs dt:hover span {\n", " display: inline-block;\n", " background: var(--xr-background-color);\n", " padding-right: 10px;\n", "}\n", "\n", ".xr-attrs dd {\n", " grid-column: 2;\n", " white-space: pre-wrap;\n", " word-break: break-all;\n", "}\n", "\n", ".xr-icon-database,\n", ".xr-icon-file-text2,\n", ".xr-no-icon {\n", " display: inline-block;\n", " vertical-align: middle;\n", " width: 1em;\n", " height: 1.5em !important;\n", " stroke-width: 0;\n", " stroke: currentColor;\n", " fill: currentColor;\n", "}\n", "</style><pre class='xr-text-repr-fallback'><xarray.Dataset>\n", "Dimensions: (runs: 400)\n", "Coordinates:\n", " * runs (runs) float64 0.0 1.0 2.0 3.0 4.0 ... 396.0 397.0 398.0 399.0\n", "Data variables:\n", " runTime (runs) datetime64[ns] 2023-09-21T15:41:23 ... 2023-09-21T16:44:43\n", " chillFlag (runs) bool True True True True True ... True True True True True\n", "Attributes: (12/182)\n", " TOF_free: 1e-05\n", " abs_img_amp_red: 0.55\n", " abs_img_freq_blue: 112.953\n", " abs_img_freq_red: 102.55\n", " absorption_imaging_flag: True\n", " als_duration: 0.007\n", " ... ...\n", " z_offset: 0.193\n", " z_offset_img: 0.193\n", " z_offset_recomp: 0.198\n", " runs: [ 0. 1. 2. 3. 4. 5. ...\n", " scanAxis: ['runs']\n", " scanAxisLength: [400.]</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-c151bace-64c0-4d4c-9d3e-0bf02489dd5d' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-c151bace-64c0-4d4c-9d3e-0bf02489dd5d' class='xr-section-summary' title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>runs</span>: 400</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-2fdd0cc8-909e-4069-8022-0116dd79dee2' class='xr-section-summary-in' type='checkbox' checked><label for='section-2fdd0cc8-909e-4069-8022-0116dd79dee2' class='xr-section-summary' >Coordinates: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>runs</span></div><div class='xr-var-dims'>(runs)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 1.0 2.0 ... 397.0 398.0 399.0</div><input id='attrs-37b9c3a8-fbbc-4cb5-a843-65198fd2ca14' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-37b9c3a8-fbbc-4cb5-a843-65198fd2ca14' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1a6c6ff0-8b72-4f97-af64-6e4a72484187' class='xr-var-data-in' type='checkbox'><label for='data-1a6c6ff0-8b72-4f97-af64-6e4a72484187' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 0., 1., 2., ..., 397., 398., 399.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f77b0ea3-c5f7-4d3a-a3d2-483b7446abae' class='xr-section-summary-in' type='checkbox' checked><label for='section-f77b0ea3-c5f7-4d3a-a3d2-483b7446abae' class='xr-section-summary' >Data variables: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>runTime</span></div><div class='xr-var-dims'>(runs)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2023-09-21T15:41:23 ... 2023-09-...</div><input id='attrs-f50c60cc-3f1f-4421-83fe-e6242c0ddd70' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f50c60cc-3f1f-4421-83fe-e6242c0ddd70' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d4718b65-01ec-4d20-b844-4d6812b8a919' class='xr-var-data-in' type='checkbox'><label for='data-d4718b65-01ec-4d20-b844-4d6812b8a919' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(['2023-09-21T15:41:23.000000000', '2023-09-21T15:41:33.000000000',\n", " '2023-09-21T15:41:43.000000000', '2023-09-21T15:41:53.000000000',\n", " '2023-09-21T15:42:02.000000000', '2023-09-21T15:42:12.000000000',\n", " '2023-09-21T15:42:21.000000000', '2023-09-21T15:42:31.000000000',\n", " '2023-09-21T15:42:41.000000000', '2023-09-21T15:42:50.000000000',\n", " '2023-09-21T15:43:00.000000000', '2023-09-21T15:43:10.000000000',\n", " '2023-09-21T15:43:19.000000000', '2023-09-21T15:43:29.000000000',\n", " '2023-09-21T15:43:39.000000000', '2023-09-21T15:43:48.000000000',\n", " '2023-09-21T15:43:58.000000000', '2023-09-21T15:44:07.000000000',\n", " '2023-09-21T15:44:17.000000000', '2023-09-21T15:44:27.000000000',\n", " '2023-09-21T15:44:36.000000000', '2023-09-21T15:44:46.000000000',\n", " '2023-09-21T15:44:55.000000000', '2023-09-21T15:45:05.000000000',\n", " '2023-09-21T15:45:15.000000000', '2023-09-21T15:45:24.000000000',\n", " '2023-09-21T15:45:34.000000000', '2023-09-21T15:45:43.000000000',\n", " '2023-09-21T15:45:53.000000000', '2023-09-21T15:46:03.000000000',\n", " '2023-09-21T15:46:13.000000000', '2023-09-21T15:46:22.000000000',\n", " '2023-09-21T15:46:32.000000000', '2023-09-21T15:46:42.000000000',\n", " '2023-09-21T15:46:51.000000000', '2023-09-21T15:47:01.000000000',\n", " '2023-09-21T15:47:10.000000000', '2023-09-21T15:47:20.000000000',\n", " '2023-09-21T15:47:30.000000000', '2023-09-21T15:47:39.000000000',\n", "...\n", " '2023-09-21T16:38:51.000000000', '2023-09-21T16:39:00.000000000',\n", " '2023-09-21T16:39:10.000000000', '2023-09-21T16:39:19.000000000',\n", " '2023-09-21T16:39:29.000000000', '2023-09-21T16:39:38.000000000',\n", " '2023-09-21T16:39:48.000000000', '2023-09-21T16:39:57.000000000',\n", " '2023-09-21T16:40:07.000000000', '2023-09-21T16:40:16.000000000',\n", " '2023-09-21T16:40:26.000000000', '2023-09-21T16:40:35.000000000',\n", " '2023-09-21T16:40:45.000000000', '2023-09-21T16:40:54.000000000',\n", " '2023-09-21T16:41:04.000000000', '2023-09-21T16:41:13.000000000',\n", " '2023-09-21T16:41:23.000000000', '2023-09-21T16:41:32.000000000',\n", " '2023-09-21T16:41:42.000000000', '2023-09-21T16:41:51.000000000',\n", " '2023-09-21T16:42:01.000000000', '2023-09-21T16:42:10.000000000',\n", " '2023-09-21T16:42:20.000000000', '2023-09-21T16:42:29.000000000',\n", " '2023-09-21T16:42:39.000000000', '2023-09-21T16:42:49.000000000',\n", " '2023-09-21T16:42:58.000000000', '2023-09-21T16:43:08.000000000',\n", " '2023-09-21T16:43:17.000000000', '2023-09-21T16:43:27.000000000',\n", " '2023-09-21T16:43:36.000000000', '2023-09-21T16:43:46.000000000',\n", " '2023-09-21T16:43:55.000000000', '2023-09-21T16:44:05.000000000',\n", " '2023-09-21T16:44:14.000000000', '2023-09-21T16:44:24.000000000',\n", " '2023-09-21T16:44:33.000000000', '2023-09-21T16:44:43.000000000'],\n", " dtype='datetime64[ns]')</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>chillFlag</span></div><div class='xr-var-dims'>(runs)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>True True True ... True True True</div><input id='attrs-b7877aed-a7e5-47d5-8cd2-e4a1f486ddce' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b7877aed-a7e5-47d5-8cd2-e4a1f486ddce' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-aea6a275-e3a7-4a72-88f8-906b24507b6d' class='xr-var-data-in' type='checkbox'><label for='data-aea6a275-e3a7-4a72-88f8-906b24507b6d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True,\n", "...\n", " True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True,\n", " True, True, True, True])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-685bf09e-80ac-439a-b206-e398fd179f19' class='xr-section-summary-in' type='checkbox' ><label for='section-685bf09e-80ac-439a-b206-e398fd179f19' class='xr-section-summary' >Indexes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>runs</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-529313c6-25c1-4be2-bb72-c4d35c58e5e1' class='xr-index-data-in' type='checkbox'/><label for='index-529313c6-25c1-4be2-bb72-c4d35c58e5e1' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0,\n", " ...\n", " 390.0, 391.0, 392.0, 393.0, 394.0, 395.0, 396.0, 397.0, 398.0, 399.0],\n", " dtype='float64', name='runs', length=400))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-870961ef-e953-41ed-8382-f30dff9cdab0' class='xr-section-summary-in' type='checkbox' ><label for='section-870961ef-e953-41ed-8382-f30dff9cdab0' class='xr-section-summary' >Attributes: <span>(182)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>TOF_free :</span></dt><dd>1e-05</dd><dt><span>abs_img_amp_red :</span></dt><dd>0.55</dd><dt><span>abs_img_freq_blue :</span></dt><dd>112.953</dd><dt><span>abs_img_freq_red :</span></dt><dd>102.55</dd><dt><span>absorption_imaging_flag :</span></dt><dd>True</dd><dt><span>als_duration :</span></dt><dd>0.007</dd><dt><span>als_field_direction :</span></dt><dd>Y</dd><dt><span>als_final_current :</span></dt><dd>nan</dd><dt><span>als_hold_time :</span></dt><dd>0.1</dd><dt><span>als_img_field :</span></dt><dd>0.193</dd><dt><span>als_initial_current :</span></dt><dd>nan</dd><dt><span>als_ramp_flag :</span></dt><dd>True</dd><dt><span>als_rot_duration :</span></dt><dd>0.05</dd><dt><span>als_rot_hold_time :</span></dt><dd>0.05</dd><dt><span>als_rot_initial_current :</span></dt><dd>0.193</dd><dt><span>backup_data :</span></dt><dd>True</dd><dt><span>blink_off_mod_depth :</span></dt><dd>0.6</dd><dt><span>blink_off_power :</span></dt><dd>nan</dd><dt><span>blink_off_time :</span></dt><dd>nan</dd><dt><span>blink_on_mod_depth :</span></dt><dd>0.0</dd><dt><span>blink_on_power :</span></dt><dd>nan</dd><dt><span>blink_on_time :</span></dt><dd>nan</dd><dt><span>blue_imaging_pulse_duration :</span></dt><dd>2.5e-05</dd><dt><span>c_duration :</span></dt><dd>0.2</dd><dt><span>carrier_amp :</span></dt><dd>0.5</dd><dt><span>carrier_freq :</span></dt><dd>nan</dd><dt><span>carrier_offset :</span></dt><dd>0</dd><dt><span>carrier_phase :</span></dt><dd>0</dd><dt><span>cdt_hold_time :</span></dt><dd>0</dd><dt><span>cdt_pow_fin :</span></dt><dd>0.504</dd><dt><span>cdt_x_offset :</span></dt><dd>0</dd><dt><span>cdt_y_offset :</span></dt><dd>0</dd><dt><span>cdt_z_offset :</span></dt><dd>0.18</dd><dt><span>channel_in_use :</span></dt><dd>1</dd><dt><span>cmot_final_current :</span></dt><dd>0.65</dd><dt><span>cmot_hold :</span></dt><dd>0.06</dd><dt><span>cmot_initial_current :</span></dt><dd>0.23</dd><dt><span>compX_current :</span></dt><dd>0.0</dd><dt><span>compX_current_sg :</span></dt><dd>0.0</dd><dt><span>compX_final_current :</span></dt><dd>0.0</dd><dt><span>compX_initial_current :</span></dt><dd>0.0</dd><dt><span>compY_current :</span></dt><dd>0.0</dd><dt><span>compY_current_sg :</span></dt><dd>0.0</dd><dt><span>compY_final_current :</span></dt><dd>0.036</dd><dt><span>compY_initial_current :</span></dt><dd>0.0</dd><dt><span>compZ_current :</span></dt><dd>0.0</dd><dt><span>compZ_current_sg :</span></dt><dd>0.193</dd><dt><span>compZ_final_current :</span></dt><dd>0.202</dd><dt><span>compZ_initial_current :</span></dt><dd>0.0</dd><dt><span>default_camera :</span></dt><dd>1</dd><dt><span>deltaf :</span></dt><dd>0.041</dd><dt><span>dtg_ramp_duration :</span></dt><dd>0.1</dd><dt><span>evap_1_arm_1_final_pow :</span></dt><dd>0.35</dd><dt><span>evap_1_arm_1_mod_depth_final :</span></dt><dd>0</dd><dt><span>evap_1_arm_1_mod_depth_initial :</span></dt><dd>1.0</dd><dt><span>evap_1_arm_1_mod_ramp_duration :</span></dt><dd>1.15</dd><dt><span>evap_1_arm_1_pow_ramp_duration :</span></dt><dd>1.65</dd><dt><span>evap_1_arm_1_start_pow :</span></dt><dd>7</dd><dt><span>evap_1_arm_2_final_pow :</span></dt><dd>5</dd><dt><span>evap_1_arm_2_ramp_duration :</span></dt><dd>0.5</dd><dt><span>evap_1_arm_2_start_pow :</span></dt><dd>0</dd><dt><span>evap_1_mod_ramp_trunc_value :</span></dt><dd>1</dd><dt><span>evap_1_pow_ramp_trunc_value :</span></dt><dd>1.0</dd><dt><span>evap_1_rate_constant_1 :</span></dt><dd>0.525</dd><dt><span>evap_1_rate_constant_2 :</span></dt><dd>0.51</dd><dt><span>evap_2_arm_1_final_pow :</span></dt><dd>0.037</dd><dt><span>evap_2_arm_1_start_pow :</span></dt><dd>0.35</dd><dt><span>evap_2_arm_2_fin " 14. 15. 16. 17. 18. 19. 20. 21. 22. 23. 24. 25. 26. 27.\n", " 28. 29. 30. 31. 32. 33. 34. 35. 36. 37. 38. 39. 40. 41.\n", " 42. 43. 44. 45. 46. 47. 48. 49. 50. 51. 52. 53. 54. 55.\n", " 56. 57. 58. 59. 60. 61. 62. 63. 64. 65. 66. 67. 68. 69.\n", " 70. 71. 72. 73. 74. 75. 76. 77. 78. 79. 80. 81. 82. 83.\n", " 84. 85. 86. 87. 88. 89. 90. 91. 92. 93. 94. 95. 96. 97.\n", " 98. 99. 100. 101. 102. 103. 104. 105. 106. 107. 108. 109. 110. 111.\n", " 112. 113. 114. 115. 116. 117. 118. 119. 120. 121. 122. 123. 124. 125.\n", " 126. 127. 128. 129. 130. 131. 132. 133. 134. 135. 136. 137. 138. 139.\n", " 140. 141. 142. 143. 144. 145. 146. 147. 148. 149. 150. 151. 152. 153.\n", " 154. 155. 156. 157. 158. 159. 160. 161. 162. 163. 164. 165. 166. 167.\n", " 168. 169. 170. 171. 172. 173. 174. 175. 176. 177. 178. 179. 180. 181.\n", " 182. 183. 184. 185. 186. 187. 188. 189. 190. 191. 192. 193. 194. 195.\n", " 196. 197. 198. 199. 200. 201. 202. 203. 204. 205. 206. 207. 208. 209.\n", " 210. 211. 212. 213. 214. 215. 216. 217. 218. 219. 220. 221. 222. 223.\n", " 224. 225. 226. 227. 228. 229. 230. 231. 232. 233. 234. 235. 236. 237.\n", " 238. 239. 240. 241. 242. 243. 244. 245. 246. 247. 248. 249. 250. 251.\n", " 252. 253. 254. 255. 256. 257. 258. 259. 260. 261. 262. 263. 264. 265.\n", " 266. 267. 268. 269. 270. 271. 272. 273. 274. 275. 276. 277. 278. 279.\n", " 280. 281. 282. 283. 284. 285. 286. 287. 288. 289. 290. 291. 292. 293.\n", " 294. 295. 296. 297. 298. 299. 300. 301. 302. 303. 304. 305. 306. 307.\n", " 308. 309. 310. 311. 312. 313. 314. 315. 316. 317. 318. 319. 320. 321.\n", " 322. 323. 324. 325. 326. 327. 328. 329. 330. 331. 332. 333. 334. 335.\n", " 336. 337. 338. 339. 340. 341. 342. 343. 344. 345. 346. 347. 348. 349.\n", " 350. 351. 352. 353. 354. 355. 356. 357. 358. 359. 360. 361. 362. 363.\n", " 364. 365. 366. 367. 368. 369. 370. 371. 372. 373. 374. 375. 376. 377.\n", " 378. 379. 380. 381. 382. 383. 384. 385. 386. 387. 388. 389. 390. 391.\n", " 392. 393. 394. 395. 396. 397. 398. 399.]</dd><dt><span>scanAxis :</span></dt><dd>['runs']</dd><dt><span>scanAxisLength :</span></dt><dd>[400.]</dd></dl></div></li></ul></div></div>" ], "text/plain": [ "<xarray.Dataset>\n", "Dimensions: (runs: 400)\n", "Coordinates:\n", " * runs (runs) float64 0.0 1.0 2.0 3.0 4.0 ... 396.0 397.0 398.0 399.0\n", "Data variables:\n", " runTime (runs) datetime64[ns] 2023-09-21T15:41:23 ... 2023-09-21T16:44:43\n", " chillFlag (runs) bool True True True True True ... True True True True True\n", "Attributes: (12/182)\n", " TOF_free: 1e-05\n", " abs_img_amp_red: 0.55\n", " abs_img_freq_blue: 112.953\n", " abs_img_freq_red: 102.55\n", " absorption_imaging_flag: True\n", " als_duration: 0.007\n", " ... ...\n", " z_offset: 0.193\n", " z_offset_img: 0.193\n", " z_offset_recomp: 0.198\n", " runs: [ 0. 1. 2. 3. 4. 5. ...\n", " scanAxis: ['runs']\n", " scanAxisLength: [400.]" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dataSetRunTime" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n", "<defs>\n", "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n", "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n", "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 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0.448 1 1s-0.448 1-1 1z\"></path>\n", "</symbol>\n", "</defs>\n", "</svg>\n", "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n", " *\n", " */\n", "\n", ":root {\n", " --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n", " --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n", " --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n", " --xr-border-color: var(--jp-border-color2, #e0e0e0);\n", " --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n", " --xr-background-color: var(--jp-layout-color0, white);\n", " --xr-background-color-row-even: var(--jp-layout-color1, white);\n", " --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n", "}\n", "\n", "html[theme=dark],\n", "body[data-theme=dark],\n", "body.vscode-dark {\n", " --xr-font-color0: rgba(255, 255, 255, 1);\n", " --xr-font-color2: rgba(255, 255, 255, 0.54);\n", " --xr-font-color3: rgba(255, 255, 255, 0.38);\n", " --xr-border-color: #1F1F1F;\n", " --xr-disabled-color: #515151;\n", " --xr-background-color: #111111;\n", " --xr-background-color-row-even: #111111;\n", " --xr-background-color-row-odd: #313131;\n", "}\n", "\n", ".xr-wrap {\n", " display: block !important;\n", " min-width: 300px;\n", " max-width: 700px;\n", "}\n", "\n", ".xr-text-repr-fallback {\n", " /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n", " display: none;\n", "}\n", "\n", ".xr-header {\n", " padding-top: 6px;\n", " padding-bottom: 6px;\n", " margin-bottom: 4px;\n", " border-bottom: solid 1px var(--xr-border-color);\n", "}\n", "\n", ".xr-header > div,\n", ".xr-header > ul {\n", " display: inline;\n", " margin-top: 0;\n", " margin-bottom: 0;\n", "}\n", "\n", ".xr-obj-type,\n", ".xr-array-name {\n", " margin-left: 2px;\n", " margin-right: 10px;\n", "}\n", "\n", ".xr-obj-type {\n", " color: var(--xr-font-color2);\n", "}\n", "\n", ".xr-sections {\n", " padding-left: 0 !important;\n", " display: grid;\n", " grid-template-columns: 150px auto auto 1fr 20px 20px;\n", "}\n", "\n", ".xr-section-item {\n", " display: contents;\n", "}\n", "\n", ".xr-section-item input {\n", " display: none;\n", "}\n", "\n", ".xr-section-item input + label {\n", " color: var(--xr-disabled-color);\n", "}\n", "\n", ".xr-section-item input:enabled + label {\n", " cursor: pointer;\n", " color: var(--xr-font-color2);\n", "}\n", "\n", ".xr-section-item input:enabled + label:hover {\n", " color: var(--xr-font-color0);\n", "}\n", "\n", ".xr-section-summary {\n", " grid-column: 1;\n", " color: var(--xr-font-color2);\n", " font-weight: 500;\n", "}\n", "\n", ".xr-section-summary > span {\n", " display: inline-block;\n", " padding-left: 0.5em;\n", "}\n", "\n", ".xr-section-summary-in:disabled + label {\n", " color: var(--xr-font-color2);\n", "}\n", "\n", ".xr-section-summary-in + label:before {\n", " display: inline-block;\n", " content: '►';\n", " font-size: 11px;\n", " width: 15px;\n", " text-align: center;\n", "}\n", "\n", ".xr-section-summary-in:disabled + label:before {\n", " color: var(--xr-disabled-color);\n", "}\n", "\n", ".xr-section-summary-in:checked + label:before {\n", " content: '▼';\n", "}\n", "\n", ".xr-section-summary-in:checked + label > span {\n", " display: none;\n", "}\n", "\n", ".xr-section-summary,\n", ".xr-section-inline-details {\n", " padding-top: 4px;\n", " padding-bottom: 4px;\n", "}\n", "\n", ".xr-section-inline-details {\n", " grid-column: 2 / -1;\n", "}\n", "\n", ".xr-section-details {\n", " display: none;\n", " grid-column: 1 / -1;\n", " margin-bottom: 5px;\n", "}\n", "\n", ".xr-section-summary-in:checked ~ .xr-section-details {\n", " display: contents;\n", "}\n", "\n", ".xr-array-wrap {\n", " grid-column: 1 / -1;\n", " display: grid;\n", " grid-template-columns: 20px auto;\n", "}\n", "\n", ".xr-array-wrap > label {\n", " grid-column: 1;\n", " vertical-align: top;\n", "}\n", "\n", ".xr-preview {\n", " color: var(--xr-font-color3);\n", "}\n", "\n", ".xr-array-preview,\n", ".xr-array-data {\n", " padding: 0 5px !important;\n", " grid-column: 2;\n", "}\n", "\n", ".xr-array-data,\n", ".xr-array-in:checked ~ .xr-array-preview {\n", " display: none;\n", "}\n", "\n", ".xr-array-in:checked ~ .xr-array-data,\n", ".xr-array-preview {\n", " display: inline-block;\n", "}\n", "\n", ".xr-dim-list {\n", " display: inline-block !important;\n", " list-style: none;\n", " padding: 0 !important;\n", " margin: 0;\n", "}\n", "\n", ".xr-dim-list li {\n", " display: inline-block;\n", " padding: 0;\n", " margin: 0;\n", "}\n", "\n", ".xr-dim-list:before {\n", " content: '(';\n", "}\n", "\n", ".xr-dim-list:after {\n", " content: ')';\n", "}\n", "\n", ".xr-dim-list li:not(:last-child):after {\n", " content: ',';\n", " padding-right: 5px;\n", "}\n", "\n", ".xr-has-index {\n", " font-weight: bold;\n", "}\n", "\n", ".xr-var-list,\n", ".xr-var-item {\n", " display: contents;\n", "}\n", "\n", ".xr-var-item > div,\n", ".xr-var-item label,\n", ".xr-var-item > .xr-var-name span {\n", " background-color: var(--xr-background-color-row-even);\n", " margin-bottom: 0;\n", "}\n", "\n", ".xr-var-item > .xr-var-name:hover span {\n", " padding-right: 5px;\n", "}\n", "\n", ".xr-var-list > li:nth-child(odd) > div,\n", ".xr-var-list > li:nth-child(odd) > label,\n", ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n", " background-color: var(--xr-background-color-row-odd);\n", "}\n", "\n", ".xr-var-name {\n", " grid-column: 1;\n", "}\n", "\n", ".xr-var-dims {\n", " grid-column: 2;\n", "}\n", "\n", ".xr-var-dtype {\n", " grid-column: 3;\n", " text-align: right;\n", " color: var(--xr-font-color2);\n", "}\n", "\n", ".xr-var-preview {\n", " grid-column: 4;\n", "}\n", "\n", ".xr-index-preview {\n", " grid-column: 2 / 5;\n", " color: var(--xr-font-color2);\n", "}\n", "\n", ".xr-var-name,\n", ".xr-var-dims,\n", ".xr-var-dtype,\n", ".xr-preview,\n", ".xr-attrs dt {\n", " white-space: nowrap;\n", " overflow: hidden;\n", " text-overflow: ellipsis;\n", " padding-right: 10px;\n", "}\n", "\n", ".xr-var-name:hover,\n", ".xr-var-dims:hover,\n", ".xr-var-dtype:hover,\n", ".xr-attrs dt:hover {\n", " overflow: visible;\n", " width: auto;\n", " z-index: 1;\n", "}\n", "\n", ".xr-var-attrs,\n", ".xr-var-data,\n", ".xr-index-data {\n", " display: none;\n", " background-color: var(--xr-background-color) !important;\n", " padding-bottom: 5px !important;\n", "}\n", "\n", ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n", ".xr-var-data-in:checked ~ .xr-var-data,\n", ".xr-index-data-in:checked ~ .xr-index-data {\n", " display: block;\n", "}\n", "\n", ".xr-var-data > table {\n", " float: right;\n", "}\n", "\n", ".xr-var-name span,\n", ".xr-var-data,\n", ".xr-index-name div,\n", ".xr-index-data,\n", ".xr-attrs {\n", " padding-left: 25px !important;\n", "}\n", "\n", ".xr-attrs,\n", ".xr-var-attrs,\n", ".xr-var-data,\n", ".xr-index-data {\n", " grid-column: 1 / -1;\n", "}\n", "\n", "dl.xr-attrs {\n", " padding: 0;\n", " margin: 0;\n", " display: grid;\n", " grid-template-columns: 125px auto;\n", "}\n", "\n", ".xr-attrs dt,\n", ".xr-attrs dd {\n", " padding: 0;\n", " margin: 0;\n", " float: left;\n", " padding-right: 10px;\n", " width: auto;\n", "}\n", "\n", ".xr-attrs dt {\n", " font-weight: normal;\n", " grid-column: 1;\n", "}\n", "\n", ".xr-attrs dt:hover span {\n", " display: inline-block;\n", " background: var(--xr-background-color);\n", " padding-right: 10px;\n", "}\n", "\n", ".xr-attrs dd {\n", " grid-column: 2;\n", " white-space: pre-wrap;\n", " word-break: break-all;\n", "}\n", "\n", ".xr-icon-database,\n", ".xr-icon-file-text2,\n", ".xr-no-icon {\n", " display: inline-block;\n", " vertical-align: middle;\n", " width: 1em;\n", " height: 1.5em !important;\n", " stroke-width: 0;\n", " stroke: currentColor;\n", " fill: currentColor;\n", "}\n", "</style><pre class='xr-text-repr-fallback'><xarray.Dataset>\n", "Dimensions: (runs: 400)\n", "Coordinates:\n", " * runs (runs) float64 0.0 1.0 2.0 3.0 4.0 ... 396.0 397.0 398.0 399.0\n", "Data variables:\n", " runTime (runs) datetime64[ns] 2023-09-21T15:41:23 ... 2023-09-21T16:44:43\n", " chillFlag (runs) bool True True True True True ... True True True True True\n", "Attributes: (12/182)\n", " TOF_free: 1e-05\n", " abs_img_amp_red: 0.55\n", " abs_img_freq_blue: 112.953\n", " abs_img_freq_red: 102.55\n", " absorption_imaging_flag: True\n", " als_duration: 0.007\n", " ... ...\n", " z_offset: 0.193\n", " z_offset_img: 0.193\n", " z_offset_recomp: 0.198\n", " runs: [ 0. 1. 2. 3. 4. 5. ...\n", " scanAxis: ['runs']\n", " scanAxisLength: [400.]</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-6e6d0e52-a2b8-4c8e-86b5-d0e7d0768f54' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-6e6d0e52-a2b8-4c8e-86b5-d0e7d0768f54' class='xr-section-summary' title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>runs</span>: 400</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-e4717b64-9163-4da8-9b0a-3268edde19b6' class='xr-section-summary-in' type='checkbox' checked><label for='section-e4717b64-9163-4da8-9b0a-3268edde19b6' class='xr-section-summary' >Coordinates: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>runs</span></div><div class='xr-var-dims'>(runs)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 1.0 2.0 ... 397.0 398.0 399.0</div><input id='attrs-77d62303-be2b-44ca-9c61-f8c2b3676217' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-77d62303-be2b-44ca-9c61-f8c2b3676217' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-18e14a1b-20b1-4e3d-b321-8630d6804ae1' class='xr-var-data-in' type='checkbox'><label for='data-18e14a1b-20b1-4e3d-b321-8630d6804ae1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 0., 1., 2., ..., 397., 398., 399.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-3ce7eaed-5b61-4be2-80f1-89a47e16a5c4' class='xr-section-summary-in' type='checkbox' checked><label for='section-3ce7eaed-5b61-4be2-80f1-89a47e16a5c4' class='xr-section-summary' >Data variables: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>runTime</span></div><div class='xr-var-dims'>(runs)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2023-09-21T15:41:23 ... 2023-09-...</div><input id='attrs-f8baff72-55b7-40f0-b8f2-a0655a49afbc' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f8baff72-55b7-40f0-b8f2-a0655a49afbc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3377dd0f-0e32-4b7a-a32c-eb2a9d4d453a' class='xr-var-data-in' type='checkbox'><label for='data-3377dd0f-0e32-4b7a-a32c-eb2a9d4d453a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(['2023-09-21T15:41:23.000000000', '2023-09-21T15:41:33.000000000',\n", " '2023-09-21T15:41:43.000000000', '2023-09-21T15:41:53.000000000',\n", " '2023-09-21T15:42:02.000000000', '2023-09-21T15:42:12.000000000',\n", " '2023-09-21T15:42:21.000000000', '2023-09-21T15:42:31.000000000',\n", " '2023-09-21T15:42:41.000000000', '2023-09-21T15:42:50.000000000',\n", " '2023-09-21T15:43:00.000000000', '2023-09-21T15:43:10.000000000',\n", " '2023-09-21T15:43:19.000000000', '2023-09-21T15:43:29.000000000',\n", " '2023-09-21T15:43:39.000000000', '2023-09-21T15:43:48.000000000',\n", " '2023-09-21T15:43:58.000000000', '2023-09-21T15:44:07.000000000',\n", " '2023-09-21T15:44:17.000000000', '2023-09-21T15:44:27.000000000',\n", " '2023-09-21T15:44:36.000000000', '2023-09-21T15:44:46.000000000',\n", " '2023-09-21T15:44:55.000000000', '2023-09-21T15:45:05.000000000',\n", " '2023-09-21T15:45:15.000000000', '2023-09-21T15:45:24.000000000',\n", " '2023-09-21T15:45:34.000000000', '2023-09-21T15:45:43.000000000',\n", " '2023-09-21T15:45:53.000000000', '2023-09-21T15:46:03.000000000',\n", " '2023-09-21T15:46:13.000000000', '2023-09-21T15:46:22.000000000',\n", " '2023-09-21T15:46:32.000000000', '2023-09-21T15:46:42.000000000',\n", " '2023-09-21T15:46:51.000000000', '2023-09-21T15:47:01.000000000',\n", " '2023-09-21T15:47:10.000000000', '2023-09-21T15:47:20.000000000',\n", " '2023-09-21T15:47:30.000000000', '2023-09-21T15:47:39.000000000',\n", "...\n", " '2023-09-21T16:38:51.000000000', '2023-09-21T16:39:00.000000000',\n", " '2023-09-21T16:39:10.000000000', '2023-09-21T16:39:19.000000000',\n", " '2023-09-21T16:39:29.000000000', '2023-09-21T16:39:38.000000000',\n", " '2023-09-21T16:39:48.000000000', '2023-09-21T16:39:57.000000000',\n", " '2023-09-21T16:40:07.000000000', '2023-09-21T16:40:16.000000000',\n", " '2023-09-21T16:40:26.000000000', '2023-09-21T16:40:35.000000000',\n", " '2023-09-21T16:40:45.000000000', '2023-09-21T16:40:54.000000000',\n", " '2023-09-21T16:41:04.000000000', '2023-09-21T16:41:13.000000000',\n", " '2023-09-21T16:41:23.000000000', '2023-09-21T16:41:32.000000000',\n", " '2023-09-21T16:41:42.000000000', '2023-09-21T16:41:51.000000000',\n", " '2023-09-21T16:42:01.000000000', '2023-09-21T16:42:10.000000000',\n", " '2023-09-21T16:42:20.000000000', '2023-09-21T16:42:29.000000000',\n", " '2023-09-21T16:42:39.000000000', '2023-09-21T16:42:49.000000000',\n", " '2023-09-21T16:42:58.000000000', '2023-09-21T16:43:08.000000000',\n", " '2023-09-21T16:43:17.000000000', '2023-09-21T16:43:27.000000000',\n", " '2023-09-21T16:43:36.000000000', '2023-09-21T16:43:46.000000000',\n", " '2023-09-21T16:43:55.000000000', '2023-09-21T16:44:05.000000000',\n", " '2023-09-21T16:44:14.000000000', '2023-09-21T16:44:24.000000000',\n", " '2023-09-21T16:44:33.000000000', '2023-09-21T16:44:43.000000000'],\n", " dtype='datetime64[ns]')</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>chillFlag</span></div><div class='xr-var-dims'>(runs)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>True True True ... True True True</div><input id='attrs-1ba50bae-77e1-4ea7-9160-9f794c6c4285' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1ba50bae-77e1-4ea7-9160-9f794c6c4285' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fc448da6-fda3-44f7-bddf-1bf6e997caf1' class='xr-var-data-in' type='checkbox'><label for='data-fc448da6-fda3-44f7-bddf-1bf6e997caf1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ True, True, True, True, True, True, True, True, True,\n", " True, True, False, False, False, False, False, False, False,\n", " False, False, False, False, False, False, False, False, False,\n", " False, False, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, False, False, False, False, False,\n", " False, False, False, False, False, False, False, True, True,\n", " True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True,\n", " False, False, False, False, False, False, False, False, False,\n", " False, False, False, False, False, False, False, False, False,\n", " False, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, False, False, False,\n", " False, False, False, False, False, False, False, False, False,\n", "...\n", " False, False, False, False, False, False, True, True, True,\n", " True, True, True, True, True, True, True, True, True,\n", " True, False, False, False, False, False, False, False, False,\n", " False, False, False, False, False, False, False, False, False,\n", " False, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True,\n", " True, True, True, False, False, False, False, False, False,\n", " False, False, False, False, False, False, False, True, True,\n", " True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True,\n", " False, False, False, False, False, False, False, False, False,\n", " False, False, False, False, False, False, False, False, False,\n", " False, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True,\n", " True, True, True, True])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-5e26fb90-2cb8-438e-88da-001e08628ad9' class='xr-section-summary-in' type='checkbox' ><label for='section-5e26fb90-2cb8-438e-88da-001e08628ad9' class='xr-section-summary' >Indexes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>runs</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-ba07d4c6-8b17-46a0-afb9-6653737816bb' class='xr-index-data-in' type='checkbox'/><label for='index-ba07d4c6-8b17-46a0-afb9-6653737816bb' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0,\n", " ...\n", " 390.0, 391.0, 392.0, 393.0, 394.0, 395.0, 396.0, 397.0, 398.0, 399.0],\n", " dtype='float64', name='runs', length=400))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e02634d5-40b3-4768-85ee-e872d4d7c8f0' class='xr-section-summary-in' type='checkbox' ><label for='section-e02634d5-40b3-4768-85ee-e872d4d7c8f0' class='xr-section-summary' >Attributes: <span>(182)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>TOF_free :</span></dt><dd>1e-05</dd><dt><span>abs_img_amp_red :</span></dt><dd>0.55</dd><dt><span>abs_img_freq_blue :</span></dt><dd>112.953</dd><dt><span>abs_img_freq_red :</span></dt><dd>102.55</dd><dt><span>absorption_imaging_flag :</span></dt><dd>True</dd><dt><span>als_duration :</span></dt><dd>0.007</dd><dt><span>als_field_direction :</span></dt><dd>Y</dd><dt><span>als_final_current :</span></dt><dd>nan</dd><dt><span>als_hold_time :</span></dt><dd>0.1</dd><dt><span>als_img_field :</span></dt><dd>0.193</dd><dt><span>als_initial_current :</span></dt><dd>nan</dd><dt><span>als_ramp_flag :</span></dt><dd>True</dd><dt><span>als_rot_duration :</span></dt><dd>0.05</dd><dt><span>als_rot_hold_time :</span></dt><dd>0.05</dd><dt><span>als_rot_initial_current :</span></dt><dd>0.193</dd><dt><span>backup_data :</span></dt><dd>True</dd><dt><span>blink_off_mod_depth :</span></dt><dd>0.6</dd><dt><span>blink_off_power :</span></dt><dd>nan</dd><dt><span>blink_off_time :</span></dt><dd>nan</dd><dt><span>blink_on_mod_depth :</span></dt><dd>0.0</dd><dt><span>blink_on_power :</span></dt><dd>nan</dd><dt><span>blink_on_time :</span></dt><dd>nan</dd><dt><span>blue_imaging_pulse_duration :</span></dt><dd>2.5e-05</dd><dt><span>c_duration :</span></dt><dd>0.2</dd><dt><span>carrier_amp :</span></dt><dd>0.5</dd><dt><span>carrier_freq :</span></dt><dd>nan</dd><dt><span>carrier_offset :</span></dt><dd>0</dd><dt><span>carrier_phase :</span></dt><dd>0</dd><dt><span>cdt_hold_time :</span></dt><dd>0</dd><dt><span>cdt_pow_fin :</span></dt><dd>0.504</dd><dt><span>cdt_x_offset :</span></dt><dd>0</dd><dt><span>cdt_y_offset :</span></dt><dd>0</dd><dt><span>cdt_z_offset :</span></dt><dd>0.18</dd><dt><span>channel_in_use :</span></dt><dd>1</dd><dt><span>cmot_final_current :</span></dt><dd>0.65</dd><dt><span>cmot_hold :</span></dt><dd>0.06</dd><dt><span>cmot_initial_current :</span></dt><dd>0.23</dd><dt><span>compX_current :</span></dt><dd>0.0</dd><dt><span>compX_current_sg :</span></dt><dd>0.0</dd><dt><span>compX_final_current :</span></dt><dd>0.0</dd><dt><span>compX_initial_current :</span></dt><dd>0.0</dd><dt><span>compY_current :</span></dt><dd>0.0</dd><dt><span>compY_current_sg :</span></dt><dd>0.0</dd><dt><span>compY_final_current :</span></dt><dd>0.036</dd><dt><span>compY_initial_current :</span></dt><dd>0.0</dd><dt><span>compZ_current :</span></dt><dd>0.0</dd><dt><span>compZ_current_sg :</span></dt><dd>0.193</dd><dt><span>compZ_final_current :</span></dt><dd>0.202</dd><dt><span>compZ_initial_current :</span></dt><dd>0.0</dd><dt><span>default_camera :</span></dt><dd>1</dd><dt><span>deltaf :</span></dt><dd>0.041</dd><dt><span>dtg_ramp_duration :</span></dt><dd>0.1</dd><dt><span>evap_1_arm_1_final_pow :</span></dt><dd>0.35</dd><dt><span>evap_1_arm_1_mod_depth_final :</span></dt><dd>0</dd><dt><span>evap_1_arm_1_mod_depth_initial :</span></dt><dd>1.0</dd><dt><span>evap_1_arm_1_mod_ramp_duration :</span></dt><dd>1.15</dd><dt><span>evap_1_arm_1_pow_ramp_duration :</span></dt><dd>1.65</dd><dt><span>evap_1_arm_1_start_pow :</span></dt><dd>7</dd><dt><span>evap_1_arm_2_final_pow :</span></dt><dd>5</dd><dt><span>evap_1_arm_2_ramp_duration :</span></dt><dd>0.5</dd><dt><span>evap_1_arm_2_start_pow :</span></dt><dd>0</dd><dt><span>evap_1_mod_ramp_trunc_value :</span></dt><dd>1</dd><dt><span>evap_1_pow_ramp_trunc_value :</span></dt><dd>1.0</dd><dt><span>evap_1_rate_constant_1 :</span></dt><dd>0.525</dd><dt><span>evap_1_rate_constant_2 :</span></dt><dd>0.51</dd><dt><span>evap_2_arm_1_final_pow :</span></dt><dd>0.037</dd><dt><span>evap_2_arm_1_start_pow :</span></dt><dd>0.35</dd><dt><span>evap_2_arm_2_fin " 14. 15. 16. 17. 18. 19. 20. 21. 22. 23. 24. 25. 26. 27.\n", " 28. 29. 30. 31. 32. 33. 34. 35. 36. 37. 38. 39. 40. 41.\n", " 42. 43. 44. 45. 46. 47. 48. 49. 50. 51. 52. 53. 54. 55.\n", " 56. 57. 58. 59. 60. 61. 62. 63. 64. 65. 66. 67. 68. 69.\n", " 70. 71. 72. 73. 74. 75. 76. 77. 78. 79. 80. 81. 82. 83.\n", " 84. 85. 86. 87. 88. 89. 90. 91. 92. 93. 94. 95. 96. 97.\n", " 98. 99. 100. 101. 102. 103. 104. 105. 106. 107. 108. 109. 110. 111.\n", " 112. 113. 114. 115. 116. 117. 118. 119. 120. 121. 122. 123. 124. 125.\n", " 126. 127. 128. 129. 130. 131. 132. 133. 134. 135. 136. 137. 138. 139.\n", " 140. 141. 142. 143. 144. 145. 146. 147. 148. 149. 150. 151. 152. 153.\n", " 154. 155. 156. 157. 158. 159. 160. 161. 162. 163. 164. 165. 166. 167.\n", " 168. 169. 170. 171. 172. 173. 174. 175. 176. 177. 178. 179. 180. 181.\n", " 182. 183. 184. 185. 186. 187. 188. 189. 190. 191. 192. 193. 194. 195.\n", " 196. 197. 198. 199. 200. 201. 202. 203. 204. 205. 206. 207. 208. 209.\n", " 210. 211. 212. 213. 214. 215. 216. 217. 218. 219. 220. 221. 222. 223.\n", " 224. 225. 226. 227. 228. 229. 230. 231. 232. 233. 234. 235. 236. 237.\n", " 238. 239. 240. 241. 242. 243. 244. 245. 246. 247. 248. 249. 250. 251.\n", " 252. 253. 254. 255. 256. 257. 258. 259. 260. 261. 262. 263. 264. 265.\n", " 266. 267. 268. 269. 270. 271. 272. 273. 274. 275. 276. 277. 278. 279.\n", " 280. 281. 282. 283. 284. 285. 286. 287. 288. 289. 290. 291. 292. 293.\n", " 294. 295. 296. 297. 298. 299. 300. 301. 302. 303. 304. 305. 306. 307.\n", " 308. 309. 310. 311. 312. 313. 314. 315. 316. 317. 318. 319. 320. 321.\n", " 322. 323. 324. 325. 326. 327. 328. 329. 330. 331. 332. 333. 334. 335.\n", " 336. 337. 338. 339. 340. 341. 342. 343. 344. 345. 346. 347. 348. 349.\n", " 350. 351. 352. 353. 354. 355. 356. 357. 358. 359. 360. 361. 362. 363.\n", " 364. 365. 366. 367. 368. 369. 370. 371. 372. 373. 374. 375. 376. 377.\n", " 378. 379. 380. 381. 382. 383. 384. 385. 386. 387. 388. 389. 390. 391.\n", " 392. 393. 394. 395. 396. 397. 398. 399.]</dd><dt><span>scanAxis :</span></dt><dd>['runs']</dd><dt><span>scanAxisLength :</span></dt><dd>[400.]</dd></dl></div></li></ul></div></div>" ], "text/plain": [ "<xarray.Dataset>\n", "Dimensions: (runs: 400)\n", "Coordinates:\n", " * runs (runs) float64 0.0 1.0 2.0 3.0 4.0 ... 396.0 397.0 398.0 399.0\n", "Data variables:\n", " runTime (runs) datetime64[ns] 2023-09-21T15:41:23 ... 2023-09-21T16:44:43\n", " chillFlag (runs) bool True True True True True ... True True True True True\n", "Attributes: (12/182)\n", " TOF_free: 1e-05\n", " abs_img_amp_red: 0.55\n", " abs_img_freq_blue: 112.953\n", " abs_img_freq_red: 102.55\n", " absorption_imaging_flag: True\n", " als_duration: 0.007\n", " ... ...\n", " z_offset: 0.193\n", " z_offset_img: 0.193\n", " z_offset_recomp: 0.198\n", " runs: [ 0. 1. 2. 3. 4. 5. ...\n", " scanAxis: ['runs']\n", " scanAxisLength: [400.]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "for i in range(len(chillerOnTime)):\n", " dataSetChillerOn = dataSetRunTime.where(dataSetRunTime['runTime']<chillerOffTime[i], drop=True).where(dataSetRunTime['runTime']>chillerOnTime[i], drop=True)\n", " dataSetRunTime['chillFlag'].loc[dict(runs=dataSetChillerOn['runs'])] = False\n", "\n", "dataSetRunTime" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "chillOnRuns = dataSetRunTime.where(dataSetRunTime['chillFlag'] == False, drop=True)\n", "chillOffRuns = dataSetRunTime.where(dataSetRunTime['chillFlag'], drop=True)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": "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 "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "ax = fig.gca()\n", "Ncount.sel(runs=chillOffRuns['runs']).plot.errorbar(ax=ax, yerr = None, fmt='ob')\n", "Ncount.sel(runs=chillOnRuns['runs']).plot.errorbar(ax=ax, yerr = None, fmt='or')\n", "plt.ylim([0, 10000])\n", "plt.ylabel('NCount')\n", "plt.tight_layout()\n", "plt.grid(visible=1)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "from Analyser.FFTAnalyser import fft, ifft" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkgAAAG4CAYAAAC+ZBgrAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy81sbWrAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOz9eXxV1b3/jz9DTggJSQgJEhLABgVEFIoDDtS5Vq0W7YBDrbXt/djeXodbO9f66e2tnRxq7+39+vHq56cttg63lVqnam31o60tFcVKRVFRSpQhgARDEhJCEvL7Y+939vusrL332mfIgOf1eJzHOWfvNe21917rtV7v91qrqL+/v58CCiiggAIKKKCAAgYwZrgLUEABBRRQQAEFFDDSUCBIBRRQQAEFFFBAAQYKBKmAAgoooIACCijAQIEgFVBAAQUUUEABBRgoEKQCCiiggAIKKKAAAwWCVEABBRRQQAEFFGCgQJAKKKCAAgoooIACDKSGuwCjBXv37mXz5s1UVlZSVFQ03MUpoIACCihgBKO/v5/29nYaGhoYM2b4tIgNGzZQW1tLeXn5sJVhtKJAkByxefNmpk+fPtzFKKCAAgooYBRhw4YNTJs2bVjyXr9+PbMOOIDDgOcKa0InRlFhJW037Ny5k+rqauCLQGlIqBTQ65iicNMSoCcknk5Pwrukn7QcOmyZ/91jyc8MayufIFfllDBheZtliEovqvxRKAO6EoSXOIKw+5tPJCnraEDYc5A0fqbnM0GSd1bHKfG/uwiePVsaZdifrWyvJa6upUyZxokLG/VOx9WpS5ph5Qb3clX6v8160OgDbqC1tZUJEyZEhMsf5hUV0Qm8Bbz06qscdNBBw1KO0YqCguSIwKw2nsHVZnvJzONhL3Q/MM6IZ6Yt8W0Nk87HzDPqRdfETMLqMlQSkAJbPoJx6pg02JKOrTGzPXIuJMkW13Y87pE2z+vyh6EfqFD/XTqfYoI6rgDaHcqVqw5aX+NoIUmuZFl/J0mbBOm7pJeU9CRBMd4zV+n/l3cxLFxYe+RatrA2Qn9r6DYrkzhJ28tUzPmwckQdtw3uogZ8Zv7Szo0LKU8KjyAxbC4Zzz33HK8BVwB/Aj48Zw6vFPSQRCg4aSeG7cUU8tIbcR7SiYj+7zKylZfSTMNMPywNjTDVyvxfpr7DyqnzljRLItLstXziOr5MO0YXmAQxKpxcV5KOFAYTTQ2p41wSmV7j2wW5qttM00l6/UnyCXsvM0WmClaS9EVF0u+9azn0O+WSlwvM9Mqsoexhw/IMa3+SXleS91HClmBvR6PS6jXCmaqTGTZKXcov+vv7OfeoozgGqAJOAv4BPP3008NWptGIAkHKCcKUHZt5zEXmtaURd0yOSydexuAXWtCjwoSl2UN6xx41ypTzEkZMA3FxzOP5UFBcwrl0oNqc4VLOXjzVKC5sT8S5bEhLkk5SwidFJmpgrjBalLFMCLCO0473TidRTPSAIimhCDtn5i/veFjYXBM0HV4r1q5pmO2YmC2TkiQIlD2ddpK2Lv94+OGHeRt4n/+/wv/98RNOoOBV444CQcoY+uHvMo7rT1T8MAIThhICNScsTSmLSdj0C1zCYJjKloSRkVAl6YqSmaaGGS6sHFHlMeNk09lHyeVRMO9xnFJniy91GUVqw+ByHS5lyBeGk6REKRg2DFdnpf1uXMvQ5X961P8o2N4PeeZcB1imGlJmHA8rpy2dXAx2XEicObiIU39c6yKu7DLwkXBx7dfQore3l386+2xOIt0QeiywE7j33nuHpVyjEQWClBhx/gwlDG6c5FuPPExyFKVMaMLSRfgL6UokohwsJR1Rj8r8Tzvh5EunA4H65AKtzER1IlF1Y8Ic4UU1glEdrS6TJqaujX8uCUSmnc5oUVqSIqn5Iim5TRrWJR1dBheCJ2YgeQeToIfowZQJXbZeArNekkFElPkqLq55PMwtQZc1rk1IYhaMK1NYmDDrAQzXu/eRkhL6gSOM42OBU4DPn38+e/bsGfqCjUIUCFJi6Ic+TNo2FSVBuyVOEki6YWYZs0GLG1GZjaDNJ0CPZF3S1HDpxLTUHUcSbYqKeUzInAu04hYGKVPYTKI4JJH/C/AwUlSvXHRwJoHQBCQOPXhkQxSlKPRafuuBR9Jy6nSSkCy5NhdiFZa+eS2ZDEhsbUPcwE4PRF3zcbmPQ4f29naeBE7Fc+E3sQDvKs8pDZuJXYBGgSBlBRuhkJGbLUwYodIOmWH56FGni7nG5gOk84giJGZjmcnoW0avrj4QvcSPeM30zMbfhfDoNCTPsDKFxU8K8ddIqo4lDZOLOEmRjbNuGEaa6pWJz45ADz6iJi9EodIhH/M+mIqQCVPF0uWUj4tiarZvphpt5qnjuTwfmTxftnbNZWCniWs2CtjwYXFVFTXAnJDzY4APAH8EWltbh6pYoxYFgpQYUR2/wKYg2QiJHulBdEPUrsLEEYmwacGm2S+MsJlxbP/j5HEZ/doQdp1RI88olSsuXYE501ATKlelJ5vOOypuvhrbFINNjrlMO6mpK9fXORS+SK4EIS5M0vWwTNIShTB/nKj3KUqJjoobhrj2JUzhiRqkZTITTOK6tNUYYVzMd5oIjhwy39zczHLgNCBqYYFZwBTgQxMnDkm5RjMKBCkjRL0Y2m9FkKtOQUxicbKunn0WZo+3Ia5xiBuVmnGjSFJc3LDzUcSMiPMQ7bjugmwaw6hZP9mm7ZJ3PuByv2CwcuAC13cmE1+k4XDw1spKkvzN2aRhiBo4RMVxmUiRpA1xvddxCk82qqpcl5jFTUXMFt58VuPCjhxiJPhQQwOzgLj9HorwVKQVwJtvvpn3co1mFAhSYriYcCB9FlicKcskEXFycJzZzhzJyXcmcrXZoOuGPkxG1wQqbA2XsIYo087LVbJ3GVHmMp5GVEcX1XFmk29cY25LO8k9SEK8k6SXrw7IZYBhIhekTt6/XtxJnfjEZGr+dRlQuLRntoFTnLk4yfsS97xl8s7Y7rFLfUh9x91zrSQNP15++WVeBN7vGL4BmAuc3diYtzLtCygQpMQQf4C4EUZcZyhhxUyhTWdhoytbmCQjR5uCIo1MnBRvEp+wvPRoLUqRMs9J+nHrAsWZ2OLIgG206IKoOElG1pmYPPI5WrV1GsO3wF3+R+a5HP27qh7ms53kuYuatRqHTImHPu+iFIeddxm06PYvKeHI5J2JK3fcZAzzPY7zHx0afOTQQzkcqE0Q5xRgDfDCCy/kp1D7AAoEKTHMNTAyMaWFkYwwHwU5prfySDLKt4XVZY2T8E2Z2lU10L4ANuh0tOIWNjLMpBE140f9N8tkix91f8LgUt4okpoNcq3w2OK6dIK5Rr7yDIvnuqaXDfq5SfLe6rrNxOQUthiiS3ouKkocUnjrOLualuW3zWcu04GJK7TCrn0840iw6T869ETpySef5C3gxITxqoGjgI8dfnhh8cgQFAhSRohaQdb234UgaNNVGLqM367KhSZVYQ1u0sbQZZQl60G5jPLMkVtUnFw03GHHh8u3IFPVxsU3Jd+Ndq7rzIVE2Mw9rv4vcSTYhlypapmkE7ZsiAmz3lxmvUYp4dk+N73ADqKv2dYGmst0RL3zsnhuEsRdlx6ohg2iJE9zEdihbT/27t3LJ045hePwdglNiuOBLcDvfve73BZsH0GBIGUE7VeT7egborf8MKFfSNdRpaRvk49d/ArizoXlKY7Jrg2YNvdl2sG5KHpxo+pcEopckq5MlADXMK75ZYqkZqUkCDPXxoUfDTBV0yjiYtabC7GKqots34c4BdnMI6kZW/aUDFvROyyeec2mP5aL+bBLfQ+fee1//ud/2AUck2H8MuAE4NNnnklfX1/uCraPoECQEiMTP5a4Bj/pIoRRL78+Lg2Ty8KJrh25q4KjF7V0HUFK+LgOztWpPW6EHIZMyVlUWrqjS2LG0fkONdFJoiLEdYKZlD2bcsfdw3x1anHEzIU0mDA3SU5q0k0R7sdURvQgJpvnTgZKccsJxB2TtEyIf1aU+TPpACLJs6FVpKFHb28vl37iE5ySZQkWAnuAX/ziF7kp2D6 "text/plain": [ "<Figure size 640x480 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dataSet_cropOD_mean = dataSet_cropOD.sel(runs=chillOffRuns['runs'])\n", "dataSet_cropOD_mean = dataSet_cropOD_mean.where(Ncount>4000, drop=True).where(Ncount<6000, drop=True)\n", "dataSet_cropOD_mean = dataSet_cropOD_mean.mean(dim='runs')\n", "\n", "dataSet_cropOD_mean.plot.pcolormesh(cmap='jet', vmin=0, vmax=1.5)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": "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 "text/plain": [ "<Figure size 640x480 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dataSet_cropOD_mean_FFT = fft(dataSet_cropOD_mean, dim=['x', 'y'])\n", "\n", "abs(dataSet_cropOD_mean_FFT).plot.pcolormesh(cmap='jet', vmin=0, vmax=1000)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "f:\\Jianshun\\analyseScript\\venv\\lib\\site-packages\\xrft\\xrft.py:573: FutureWarning: Default ifft's behaviour (lag=None) changed! Default value of lag was zero (centered output coordinates) and is now set to transformed coordinate's attribute: 'direct_lag'.\n", " warnings.warn(msg, FutureWarning)\n" ] }, { "data": { "image/png": "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 "text/plain": [ "<Figure size 640x480 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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 "text/plain": [ "<Figure size 640x480 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dataSet_cropOD_mask = abs(dataSet_cropOD_mean_FFT) > 100\n", "\n", "dataSet_cropOD_mean_iFFT = copy.deepcopy(dataSet_cropOD_mean_FFT)\n", "\n", "dataSet_cropOD_mean_iFFT = xr.where(dataSet_cropOD_mask, dataSet_cropOD_mean_iFFT, 0)\n", "\n", "plt.figure()\n", "abs(dataSet_cropOD_mean_iFFT).plot.pcolormesh(cmap='jet')\n", "\n", "dataSet_cropOD_mean_iFFT = ifft(dataSet_cropOD_mean_iFFT)\n", "\n", "dataSet_cropOD_mean_iFFT = dataSet_cropOD_mean_iFFT.roll(x=200, y=200)\n", "\n", "plt.figure()\n", "abs(dataSet_cropOD_mean_iFFT).plot.pcolormesh(cmap='jet')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "dataSet_cropOD_FFT = fft(dataSet_cropOD, dim=['x', 'y'])" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "dataSet_cropOD_FFT_abs = np.log10(abs(dataSet_cropOD_FFT))\n", "dataSet_cropOD_FFT_abs = xr.where(dataSet_cropOD_FFT_abs>2.5, dataSet_cropOD_FFT_abs, 0)\n", "fringeRatio = dataSet_cropOD_FFT_abs.where(dataSet_cropOD_mask, drop=True).sum(dim=['freq_x', 'freq_y']) / dataSet_cropOD_FFT_abs.where(dataSet_cropOD_mask==False, drop=True).sum(dim=['freq_x', 'freq_y'])\n", "fringeRatio = xr.where(fringeRatio==np.inf, 100, fringeRatio)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "<Figure size 2000x800 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(20, 8))\n", "ax = fig.gca()\n", "abs(fringeRatio).sel(runs=chillOffRuns['runs']).plot.errorbar(ax=ax, yerr = None, fmt='ob')\n", "abs(fringeRatio).sel(runs=chillOnRuns['runs']).plot.errorbar(ax=ax, yerr = None, fmt='or')\n", "\n", "#plt.ylim([0, 10000])\n", "plt.ylabel('Contrast of finges')\n", "plt.tight_layout()\n", "plt.grid(visible=1)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/html": [ "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n", "<defs>\n", "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n", "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n", "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n", 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"}\n", "\n", ".xr-var-name:hover,\n", ".xr-var-dims:hover,\n", ".xr-var-dtype:hover,\n", ".xr-attrs dt:hover {\n", " overflow: visible;\n", " width: auto;\n", " z-index: 1;\n", "}\n", "\n", ".xr-var-attrs,\n", ".xr-var-data,\n", ".xr-index-data {\n", " display: none;\n", " background-color: var(--xr-background-color) !important;\n", " padding-bottom: 5px !important;\n", "}\n", "\n", ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n", ".xr-var-data-in:checked ~ .xr-var-data,\n", ".xr-index-data-in:checked ~ .xr-index-data {\n", " display: block;\n", "}\n", "\n", ".xr-var-data > table {\n", " float: right;\n", "}\n", "\n", ".xr-var-name span,\n", ".xr-var-data,\n", ".xr-index-name div,\n", ".xr-index-data,\n", ".xr-attrs {\n", " padding-left: 25px !important;\n", "}\n", "\n", ".xr-attrs,\n", ".xr-var-attrs,\n", ".xr-var-data,\n", ".xr-index-data {\n", " grid-column: 1 / -1;\n", "}\n", "\n", "dl.xr-attrs {\n", " padding: 0;\n", " margin: 0;\n", " display: grid;\n", " grid-template-columns: 125px auto;\n", "}\n", "\n", ".xr-attrs dt,\n", ".xr-attrs dd {\n", " padding: 0;\n", " margin: 0;\n", " float: left;\n", " padding-right: 10px;\n", " width: auto;\n", "}\n", "\n", ".xr-attrs dt {\n", " font-weight: normal;\n", " grid-column: 1;\n", "}\n", "\n", ".xr-attrs dt:hover span {\n", " display: inline-block;\n", " background: var(--xr-background-color);\n", " padding-right: 10px;\n", "}\n", "\n", ".xr-attrs dd {\n", " grid-column: 2;\n", " white-space: pre-wrap;\n", " word-break: break-all;\n", "}\n", "\n", ".xr-icon-database,\n", ".xr-icon-file-text2,\n", ".xr-no-icon {\n", " display: inline-block;\n", " vertical-align: middle;\n", " width: 1em;\n", " height: 1.5em !important;\n", " stroke-width: 0;\n", " stroke: currentColor;\n", " fill: currentColor;\n", "}\n", "</style><pre class='xr-text-repr-fallback'><xarray.DataArray 'OD' (runs: 1)>\n", "array([2116.8648506])\n", "Coordinates:\n", " * runs (runs) float64 279.0</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'OD'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>runs</span>: 1</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-ac7e0c65-0874-4d26-bce9-754880216286' class='xr-array-in' type='checkbox' checked><label for='section-ac7e0c65-0874-4d26-bce9-754880216286' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>2.117e+03</span></div><div class='xr-array-data'><pre>array([2116.8648506])</pre></div></div></li><li class='xr-section-item'><input id='section-9ca04367-5b6d-4ab8-88e8-ca36438edd78' class='xr-section-summary-in' type='checkbox' checked><label for='section-9ca04367-5b6d-4ab8-88e8-ca36438edd78' class='xr-section-summary' >Coordinates: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>runs</span></div><div class='xr-var-dims'>(runs)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>279.0</div><input id='attrs-e35162da-5b71-4a99-aa93-cb1d765032b0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e35162da-5b71-4a99-aa93-cb1d765032b0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f1f2cd72-03d5-44ac-852b-284e78f649cb' class='xr-var-data-in' type='checkbox'><label for='data-f1f2cd72-03d5-44ac-852b-284e78f649cb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([279.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-df7e382f-6adc-47bb-aebc-64641f6356ee' class='xr-section-summary-in' type='checkbox' ><label for='section-df7e382f-6adc-47bb-aebc-64641f6356ee' class='xr-section-summary' >Indexes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>runs</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-2172babf-d643-4613-bb4a-ecbbe3646e67' class='xr-index-data-in' type='checkbox'/><label for='index-2172babf-d643-4613-bb4a-ecbbe3646e67' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([279.0], dtype='float64', name='runs'))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-22710900-4e2f-485a-96ef-1433889bea28' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-22710900-4e2f-485a-96ef-1433889bea28' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>" ], "text/plain": [ "<xarray.DataArray 'OD' (runs: 1)>\n", "array([2116.8648506])\n", "Coordinates:\n", " * runs (runs) float64 279.0" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Ncount.where(fringeRatio>90).where(Ncount.where(fringeRatio>90)<4000, drop=True)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "<Figure size 640x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "ax = fig.gca()\n", "Ncount.where(fringeRatio>90).plot.errorbar(ax=ax, yerr = None, fmt='ob')\n", "plt.ylim([0, 10000])\n", "plt.ylabel('NCount')\n", "plt.tight_layout()\n", "plt.grid(visible=1)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/html": [ "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n", "<defs>\n", "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n", "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n", "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n", "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n", "</symbol>\n", "<symbol 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".xr-section-item input {\n", " display: none;\n", "}\n", "\n", ".xr-section-item input + label {\n", " color: var(--xr-disabled-color);\n", "}\n", "\n", ".xr-section-item input:enabled + label {\n", " cursor: pointer;\n", " color: var(--xr-font-color2);\n", "}\n", "\n", ".xr-section-item input:enabled + label:hover {\n", " color: var(--xr-font-color0);\n", "}\n", "\n", ".xr-section-summary {\n", " grid-column: 1;\n", " color: var(--xr-font-color2);\n", " font-weight: 500;\n", "}\n", "\n", ".xr-section-summary > span {\n", " display: inline-block;\n", " padding-left: 0.5em;\n", "}\n", "\n", ".xr-section-summary-in:disabled + label {\n", " color: var(--xr-font-color2);\n", "}\n", "\n", ".xr-section-summary-in + label:before {\n", " display: inline-block;\n", " content: '►';\n", " font-size: 11px;\n", " width: 15px;\n", " text-align: center;\n", "}\n", "\n", ".xr-section-summary-in:disabled + label:before {\n", " color: var(--xr-disabled-color);\n", "}\n", "\n", ".xr-section-summary-in:checked + label:before {\n", " content: '▼';\n", "}\n", "\n", ".xr-section-summary-in:checked + label > span {\n", " display: none;\n", "}\n", "\n", ".xr-section-summary,\n", ".xr-section-inline-details {\n", " padding-top: 4px;\n", " padding-bottom: 4px;\n", "}\n", "\n", ".xr-section-inline-details {\n", " grid-column: 2 / -1;\n", "}\n", "\n", ".xr-section-details {\n", " display: none;\n", " grid-column: 1 / -1;\n", " margin-bottom: 5px;\n", "}\n", "\n", ".xr-section-summary-in:checked ~ .xr-section-details {\n", " display: contents;\n", "}\n", "\n", ".xr-array-wrap {\n", " grid-column: 1 / -1;\n", " display: grid;\n", " grid-template-columns: 20px auto;\n", "}\n", "\n", ".xr-array-wrap > label {\n", " grid-column: 1;\n", " vertical-align: top;\n", "}\n", "\n", ".xr-preview {\n", " color: var(--xr-font-color3);\n", "}\n", "\n", ".xr-array-preview,\n", ".xr-array-data {\n", " padding: 0 5px !important;\n", " grid-column: 2;\n", "}\n", "\n", ".xr-array-data,\n", ".xr-array-in:checked ~ .xr-array-preview {\n", " display: none;\n", "}\n", "\n", ".xr-array-in:checked ~ .xr-array-data,\n", ".xr-array-preview {\n", " display: inline-block;\n", "}\n", "\n", ".xr-dim-list {\n", " display: inline-block !important;\n", " list-style: none;\n", " padding: 0 !important;\n", " margin: 0;\n", "}\n", "\n", ".xr-dim-list li {\n", " display: inline-block;\n", " padding: 0;\n", " margin: 0;\n", "}\n", "\n", ".xr-dim-list:before {\n", " content: '(';\n", "}\n", "\n", ".xr-dim-list:after {\n", " content: ')';\n", "}\n", "\n", ".xr-dim-list li:not(:last-child):after {\n", " content: ',';\n", " padding-right: 5px;\n", "}\n", "\n", ".xr-has-index {\n", " font-weight: bold;\n", "}\n", "\n", ".xr-var-list,\n", ".xr-var-item {\n", " display: contents;\n", "}\n", "\n", ".xr-var-item > div,\n", ".xr-var-item label,\n", ".xr-var-item > .xr-var-name span {\n", " background-color: var(--xr-background-color-row-even);\n", " margin-bottom: 0;\n", "}\n", "\n", ".xr-var-item > .xr-var-name:hover span {\n", " padding-right: 5px;\n", "}\n", "\n", ".xr-var-list > li:nth-child(odd) > div,\n", ".xr-var-list > li:nth-child(odd) > label,\n", ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n", " background-color: var(--xr-background-color-row-odd);\n", "}\n", "\n", ".xr-var-name {\n", " grid-column: 1;\n", "}\n", "\n", ".xr-var-dims {\n", " grid-column: 2;\n", "}\n", "\n", ".xr-var-dtype {\n", " grid-column: 3;\n", " text-align: right;\n", " color: var(--xr-font-color2);\n", "}\n", "\n", ".xr-var-preview {\n", " grid-column: 4;\n", "}\n", "\n", ".xr-index-preview {\n", " grid-column: 2 / 5;\n", " color: var(--xr-font-color2);\n", "}\n", "\n", ".xr-var-name,\n", ".xr-var-dims,\n", ".xr-var-dtype,\n", ".xr-preview,\n", ".xr-attrs dt {\n", " white-space: nowrap;\n", " overflow: hidden;\n", " text-overflow: ellipsis;\n", " padding-right: 10px;\n", "}\n", "\n", ".xr-var-name:hover,\n", ".xr-var-dims:hover,\n", ".xr-var-dtype:hover,\n", ".xr-attrs dt:hover {\n", " overflow: visible;\n", " width: auto;\n", " z-index: 1;\n", "}\n", "\n", ".xr-var-attrs,\n", ".xr-var-data,\n", ".xr-index-data {\n", " display: none;\n", " background-color: var(--xr-background-color) !important;\n", " padding-bottom: 5px !important;\n", "}\n", "\n", ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n", ".xr-var-data-in:checked ~ .xr-var-data,\n", ".xr-index-data-in:checked ~ .xr-index-data {\n", " display: block;\n", "}\n", "\n", ".xr-var-data > table {\n", " float: right;\n", "}\n", "\n", ".xr-var-name span,\n", ".xr-var-data,\n", ".xr-index-name div,\n", ".xr-index-data,\n", ".xr-attrs {\n", " padding-left: 25px !important;\n", "}\n", "\n", ".xr-attrs,\n", ".xr-var-attrs,\n", ".xr-var-data,\n", ".xr-index-data {\n", " grid-column: 1 / -1;\n", "}\n", "\n", "dl.xr-attrs {\n", " padding: 0;\n", " margin: 0;\n", " display: grid;\n", " grid-template-columns: 125px auto;\n", "}\n", "\n", ".xr-attrs dt,\n", ".xr-attrs dd {\n", " padding: 0;\n", " margin: 0;\n", " float: left;\n", " padding-right: 10px;\n", " width: auto;\n", "}\n", "\n", ".xr-attrs dt {\n", " font-weight: normal;\n", " grid-column: 1;\n", "}\n", "\n", ".xr-attrs dt:hover span {\n", " display: inline-block;\n", " background: var(--xr-background-color);\n", " padding-right: 10px;\n", "}\n", "\n", ".xr-attrs dd {\n", " grid-column: 2;\n", " white-space: pre-wrap;\n", " word-break: break-all;\n", "}\n", "\n", ".xr-icon-database,\n", ".xr-icon-file-text2,\n", ".xr-no-icon {\n", " display: inline-block;\n", " vertical-align: middle;\n", " width: 1em;\n", " height: 1.5em !important;\n", " stroke-width: 0;\n", " stroke: currentColor;\n", " fill: currentColor;\n", "}\n", "</style><pre class='xr-text-repr-fallback'><xarray.DataArray (runs: 19)>\n", "array([68.63978498, 75.05700835, 71.27052547, 72.21453874, 69.07806671,\n", " 73.46637142, 71.92632268, 72.54921222, 70.95365965, 67.47138929,\n", " 68.91004535, 67.6271513 , 67.8015894 , 70.08936701, 68.65551382,\n", " 67.22629204, 68.24572366, 65.85611443, 74.67836179])\n", "Coordinates:\n", " * runs (runs) float64 2.0 50.0 51.0 61.0 93.0 ... 327.0 350.0 387.0 389.0</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'></div><ul class='xr-dim-list'><li><span class='xr-has-index'>runs</span>: 19</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-dbc9a089-17eb-452f-9393-ff777b2d56f8' class='xr-array-in' type='checkbox' checked><label for='section-dbc9a089-17eb-452f-9393-ff777b2d56f8' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>68.64 75.06 71.27 72.21 69.08 73.47 ... 68.66 67.23 68.25 65.86 74.68</span></div><div class='xr-array-data'><pre>array([68.63978498, 75.05700835, 71.27052547, 72.21453874, 69.07806671,\n", " 73.46637142, 71.92632268, 72.54921222, 70.95365965, 67.47138929,\n", " 68.91004535, 67.6271513 , 67.8015894 , 70.08936701, 68.65551382,\n", " 67.22629204, 68.24572366, 65.85611443, 74.67836179])</pre></div></div></li><li class='xr-section-item'><input id='section-95b1464a-afe1-4b5f-a84c-b5b7c4521cf7' class='xr-section-summary-in' type='checkbox' checked><label for='section-95b1464a-afe1-4b5f-a84c-b5b7c4521cf7' class='xr-section-summary' >Coordinates: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>runs</span></div><div class='xr-var-dims'>(runs)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.0 50.0 51.0 ... 350.0 387.0 389.0</div><input id='attrs-23785391-281c-4df7-a785-3368d33ff95d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-23785391-281c-4df7-a785-3368d33ff95d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-43f3b9ea-1640-4838-b41e-4884bcfe52a9' class='xr-var-data-in' type='checkbox'><label for='data-43f3b9ea-1640-4838-b41e-4884bcfe52a9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 2., 50., 51., 61., 93., 95., 142., 209., 213., 268., 272., 284.,\n", " 291., 294., 298., 327., 350., 387., 389.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-941852cb-1010-4e1d-ba4f-2882a34a7b87' class='xr-section-summary-in' type='checkbox' ><label for='section-941852cb-1010-4e1d-ba4f-2882a34a7b87' class='xr-section-summary' >Indexes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>runs</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-c3b4161f-3154-4805-afd1-d132ce6b9fa5' class='xr-index-data-in' type='checkbox'/><label for='index-c3b4161f-3154-4805-afd1-d132ce6b9fa5' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 2.0, 50.0, 51.0, 61.0, 93.0, 95.0, 142.0, 209.0, 213.0, 268.0,\n", " 272.0, 284.0, 291.0, 294.0, 298.0, 327.0, 350.0, 387.0, 389.0],\n", " dtype='float64', name='runs'))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d1f5538b-20f5-4cfa-9788-3a2800c547b7' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-d1f5538b-20f5-4cfa-9788-3a2800c547b7' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>" ], "text/plain": [ "<xarray.DataArray (runs: 19)>\n", "array([68.63978498, 75.05700835, 71.27052547, 72.21453874, 69.07806671,\n", " 73.46637142, 71.92632268, 72.54921222, 70.95365965, 67.47138929,\n", " 68.91004535, 67.6271513 , 67.8015894 , 70.08936701, 68.65551382,\n", " 67.22629204, 68.24572366, 65.85611443, 74.67836179])\n", "Coordinates:\n", " * runs (runs) float64 2.0 50.0 51.0 61.0 93.0 ... 327.0 350.0 387.0 389.0" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fringeRatio.where(fringeRatio<80, drop=True).where(fringeRatio>40, drop=True)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/html": [ "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n", "<defs>\n", "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n", "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 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255, 255, 1);\n", " --xr-font-color2: rgba(255, 255, 255, 0.54);\n", " --xr-font-color3: rgba(255, 255, 255, 0.38);\n", " --xr-border-color: #1F1F1F;\n", " --xr-disabled-color: #515151;\n", " --xr-background-color: #111111;\n", " --xr-background-color-row-even: #111111;\n", " --xr-background-color-row-odd: #313131;\n", "}\n", "\n", ".xr-wrap {\n", " display: block !important;\n", " min-width: 300px;\n", " max-width: 700px;\n", "}\n", "\n", ".xr-text-repr-fallback {\n", " /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n", " display: none;\n", "}\n", "\n", ".xr-header {\n", " padding-top: 6px;\n", " padding-bottom: 6px;\n", " margin-bottom: 4px;\n", " border-bottom: solid 1px var(--xr-border-color);\n", "}\n", "\n", ".xr-header > div,\n", ".xr-header > ul {\n", " display: inline;\n", " margin-top: 0;\n", " margin-bottom: 0;\n", "}\n", "\n", ".xr-obj-type,\n", ".xr-array-name {\n", " margin-left: 2px;\n", " margin-right: 10px;\n", "}\n", "\n", ".xr-obj-type {\n", " color: var(--xr-font-color2);\n", "}\n", "\n", ".xr-sections {\n", " padding-left: 0 !important;\n", " display: grid;\n", " grid-template-columns: 150px auto auto 1fr 20px 20px;\n", "}\n", "\n", ".xr-section-item {\n", " display: contents;\n", "}\n", "\n", ".xr-section-item input {\n", " display: none;\n", "}\n", "\n", ".xr-section-item input + label {\n", " color: var(--xr-disabled-color);\n", "}\n", "\n", ".xr-section-item input:enabled + label {\n", " cursor: pointer;\n", " color: var(--xr-font-color2);\n", "}\n", "\n", ".xr-section-item input:enabled + label:hover {\n", " color: var(--xr-font-color0);\n", "}\n", "\n", ".xr-section-summary {\n", " grid-column: 1;\n", " color: var(--xr-font-color2);\n", " font-weight: 500;\n", "}\n", "\n", ".xr-section-summary > span {\n", " display: inline-block;\n", " padding-left: 0.5em;\n", "}\n", "\n", ".xr-section-summary-in:disabled + label {\n", " color: var(--xr-font-color2);\n", "}\n", "\n", ".xr-section-summary-in + label:before {\n", " display: inline-block;\n", " content: '►';\n", " font-size: 11px;\n", " width: 15px;\n", " text-align: center;\n", "}\n", "\n", ".xr-section-summary-in:disabled + label:before {\n", " color: var(--xr-disabled-color);\n", "}\n", "\n", ".xr-section-summary-in:checked + label:before {\n", " content: '▼';\n", "}\n", "\n", ".xr-section-summary-in:checked + label > span {\n", " display: none;\n", "}\n", "\n", ".xr-section-summary,\n", ".xr-section-inline-details {\n", " padding-top: 4px;\n", " padding-bottom: 4px;\n", "}\n", "\n", ".xr-section-inline-details {\n", " grid-column: 2 / -1;\n", "}\n", "\n", ".xr-section-details {\n", " display: none;\n", " grid-column: 1 / -1;\n", " margin-bottom: 5px;\n", "}\n", "\n", ".xr-section-summary-in:checked ~ .xr-section-details {\n", " display: contents;\n", "}\n", "\n", ".xr-array-wrap {\n", " grid-column: 1 / -1;\n", " display: grid;\n", " grid-template-columns: 20px auto;\n", "}\n", "\n", ".xr-array-wrap > label {\n", " grid-column: 1;\n", " vertical-align: top;\n", "}\n", "\n", ".xr-preview {\n", " color: var(--xr-font-color3);\n", "}\n", "\n", ".xr-array-preview,\n", ".xr-array-data {\n", " padding: 0 5px !important;\n", " grid-column: 2;\n", "}\n", "\n", ".xr-array-data,\n", ".xr-array-in:checked ~ .xr-array-preview {\n", " display: none;\n", "}\n", "\n", ".xr-array-in:checked ~ .xr-array-data,\n", ".xr-array-preview {\n", " display: inline-block;\n", "}\n", "\n", ".xr-dim-list {\n", " display: inline-block !important;\n", " list-style: none;\n", " padding: 0 !important;\n", " margin: 0;\n", "}\n", "\n", ".xr-dim-list li {\n", " display: inline-block;\n", " padding: 0;\n", " margin: 0;\n", "}\n", "\n", ".xr-dim-list:before {\n", " content: '(';\n", "}\n", "\n", ".xr-dim-list:after {\n", " content: ')';\n", "}\n", "\n", ".xr-dim-list li:not(:last-child):after {\n", " content: ',';\n", " padding-right: 5px;\n", "}\n", "\n", ".xr-has-index {\n", " font-weight: bold;\n", "}\n", "\n", ".xr-var-list,\n", ".xr-var-item {\n", " display: contents;\n", "}\n", "\n", ".xr-var-item > div,\n", ".xr-var-item label,\n", ".xr-var-item > .xr-var-name span {\n", " background-color: var(--xr-background-color-row-even);\n", " margin-bottom: 0;\n", "}\n", "\n", ".xr-var-item > .xr-var-name:hover span {\n", " padding-right: 5px;\n", "}\n", "\n", ".xr-var-list > li:nth-child(odd) > div,\n", ".xr-var-list > li:nth-child(odd) > label,\n", ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n", " background-color: var(--xr-background-color-row-odd);\n", "}\n", "\n", ".xr-var-name {\n", " grid-column: 1;\n", "}\n", "\n", ".xr-var-dims {\n", " grid-column: 2;\n", "}\n", "\n", ".xr-var-dtype {\n", " grid-column: 3;\n", " text-align: right;\n", " color: var(--xr-font-color2);\n", "}\n", "\n", ".xr-var-preview {\n", " grid-column: 4;\n", "}\n", "\n", ".xr-index-preview {\n", " grid-column: 2 / 5;\n", " color: var(--xr-font-color2);\n", "}\n", "\n", ".xr-var-name,\n", ".xr-var-dims,\n", ".xr-var-dtype,\n", ".xr-preview,\n", ".xr-attrs dt {\n", " white-space: nowrap;\n", " overflow: hidden;\n", " text-overflow: ellipsis;\n", " padding-right: 10px;\n", "}\n", "\n", ".xr-var-name:hover,\n", ".xr-var-dims:hover,\n", ".xr-var-dtype:hover,\n", ".xr-attrs dt:hover {\n", " overflow: visible;\n", " width: auto;\n", " z-index: 1;\n", "}\n", "\n", ".xr-var-attrs,\n", ".xr-var-data,\n", ".xr-index-data {\n", " display: none;\n", " background-color: var(--xr-background-color) !important;\n", " padding-bottom: 5px !important;\n", "}\n", "\n", ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n", ".xr-var-data-in:checked ~ .xr-var-data,\n", ".xr-index-data-in:checked ~ .xr-index-data {\n", " display: block;\n", "}\n", "\n", ".xr-var-data > table {\n", " float: right;\n", "}\n", "\n", ".xr-var-name span,\n", ".xr-var-data,\n", ".xr-index-name div,\n", ".xr-index-data,\n", ".xr-attrs {\n", " padding-left: 25px !important;\n", "}\n", "\n", ".xr-attrs,\n", ".xr-var-attrs,\n", ".xr-var-data,\n", ".xr-index-data {\n", " grid-column: 1 / -1;\n", "}\n", "\n", "dl.xr-attrs {\n", " padding: 0;\n", " margin: 0;\n", " display: grid;\n", " grid-template-columns: 125px auto;\n", "}\n", "\n", ".xr-attrs dt,\n", ".xr-attrs dd {\n", " padding: 0;\n", " margin: 0;\n", " float: left;\n", " padding-right: 10px;\n", " width: auto;\n", "}\n", "\n", ".xr-attrs dt {\n", " font-weight: normal;\n", " grid-column: 1;\n", "}\n", "\n", ".xr-attrs dt:hover span {\n", " display: inline-block;\n", " background: var(--xr-background-color);\n", " padding-right: 10px;\n", "}\n", "\n", ".xr-attrs dd {\n", " grid-column: 2;\n", " white-space: pre-wrap;\n", " word-break: break-all;\n", "}\n", "\n", ".xr-icon-database,\n", ".xr-icon-file-text2,\n", ".xr-no-icon {\n", " display: inline-block;\n", " vertical-align: middle;\n", " width: 1em;\n", " height: 1.5em !important;\n", " stroke-width: 0;\n", " stroke: currentColor;\n", " fill: currentColor;\n", "}\n", "</style><pre class='xr-text-repr-fallback'><xarray.DataArray (runs: 29)>\n", "array([34.05253168, 24.74283387, 34.18130178, 34.9279222 , 35.01998511,\n", " 34.95593001, 23.19805974, 23.16329179, 24.22371031, 35.79358742,\n", " 34.62115045, 23.11318209, 34.49652415, 23.28171543, 23.03436881,\n", " 23.56620293, 36.09753077, 32.90851526, 22.63413278, 34.75018681,\n", " 23.51603251, 32.87489933, 34.68034397, 33.89057587, 33.45313988,\n", " 33.43414333, 22.51573151, 22.54266584, 22.8381452 ])\n", "Coordinates:\n", " * runs (runs) float64 1.0 21.0 33.0 57.0 96.0 ... 351.0 374.0 381.0 397.0</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'></div><ul class='xr-dim-list'><li><span class='xr-has-index'>runs</span>: 29</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-92588391-7b33-4993-8b5d-e2a327798bb0' class='xr-array-in' type='checkbox' checked><label for='section-92588391-7b33-4993-8b5d-e2a327798bb0' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>34.05 24.74 34.18 34.93 35.02 34.96 ... 33.45 33.43 22.52 22.54 22.84</span></div><div class='xr-array-data'><pre>array([34.05253168, 24.74283387, 34.18130178, 34.9279222 , 35.01998511,\n", " 34.95593001, 23.19805974, 23.16329179, 24.22371031, 35.79358742,\n", " 34.62115045, 23.11318209, 34.49652415, 23.28171543, 23.03436881,\n", " 23.56620293, 36.09753077, 32.90851526, 22.63413278, 34.75018681,\n", " 23.51603251, 32.87489933, 34.68034397, 33.89057587, 33.45313988,\n", " 33.43414333, 22.51573151, 22.54266584, 22.8381452 ])</pre></div></div></li><li class='xr-section-item'><input id='section-9d73cc68-4e80-40f6-942e-846694d42899' class='xr-section-summary-in' type='checkbox' checked><label for='section-9d73cc68-4e80-40f6-942e-846694d42899' class='xr-section-summary' >Coordinates: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>runs</span></div><div class='xr-var-dims'>(runs)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.0 21.0 33.0 ... 374.0 381.0 397.0</div><input id='attrs-eef9a744-ac52-4fb5-ac80-b959ce92f2e3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-eef9a744-ac52-4fb5-ac80-b959ce92f2e3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2c2dfb7d-bd42-41f1-942e-881a52ce3a4a' class='xr-var-data-in' type='checkbox'><label for='data-2c2dfb7d-bd42-41f1-942e-881a52ce3a4a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 1., 21., 33., 57., 96., 141., 145., 152., 153., 171., 192., 199.,\n", " 210., 211., 223., 225., 236., 241., 265., 278., 286., 297., 306., 337.,\n", " 346., 351., 374., 381., 397.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a98d824b-fc67-4c4f-87e1-e9badffbcedb' class='xr-section-summary-in' type='checkbox' ><label for='section-a98d824b-fc67-4c4f-87e1-e9badffbcedb' class='xr-section-summary' >Indexes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>runs</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-83b96366-15b2-4f7e-a733-17b9583c926d' class='xr-index-data-in' type='checkbox'/><label for='index-83b96366-15b2-4f7e-a733-17b9583c926d' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 1.0, 21.0, 33.0, 57.0, 96.0, 141.0, 145.0, 152.0, 153.0, 171.0,\n", " 192.0, 199.0, 210.0, 211.0, 223.0, 225.0, 236.0, 241.0, 265.0, 278.0,\n", " 286.0, 297.0, 306.0, 337.0, 346.0, 351.0, 374.0, 381.0, 397.0],\n", " dtype='float64', name='runs'))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-4cb9816f-cc8b-47a6-8a49-718e9378186d' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-4cb9816f-cc8b-47a6-8a49-718e9378186d' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>" ], "text/plain": [ "<xarray.DataArray (runs: 29)>\n", "array([34.05253168, 24.74283387, 34.18130178, 34.9279222 , 35.01998511,\n", " 34.95593001, 23.19805974, 23.16329179, 24.22371031, 35.79358742,\n", " 34.62115045, 23.11318209, 34.49652415, 23.28171543, 23.03436881,\n", " 23.56620293, 36.09753077, 32.90851526, 22.63413278, 34.75018681,\n", " 23.51603251, 32.87489933, 34.68034397, 33.89057587, 33.45313988,\n", " 33.43414333, 22.51573151, 22.54266584, 22.8381452 ])\n", "Coordinates:\n", " * runs (runs) float64 1.0 21.0 33.0 57.0 96.0 ... 351.0 374.0 381.0 397.0" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fringeRatio.where(fringeRatio<40, drop=True).where(fringeRatio>20, drop=True)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "<Figure size 640x480 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "<xarray.DataArray ()>\n", "array(363.53178088)\n", "Coordinates:\n", " runs float64 4.0\n", "<xarray.DataArray ()>\n", "array(0.)\n", "Coordinates:\n", " runs float64 4.0\n", "<xarray.DataArray ()>\n", "array(inf)\n", "Coordinates:\n", " runs float64 4.0\n" ] } ], "source": [ "data = copy.deepcopy(dataSet_cropOD[4])\n", "\n", "data_fft = fft(data)\n", "data_fft = np.log10(abs(data_fft))\n", "\n", "data_fft = xr.where(data_fft>2.5, data_fft, 0)\n", "\n", "plt.figure()\n", "data_fft.plot.pcolormesh(cmap='jet')\n", "plt.show()\n", "\n", "plt.figure()\n", "data.plot.pcolormesh(cmap='jet', vmin=0, vmax=1.5)\n", "plt.show()\n", "\n", "print(data_fft.where(dataSet_cropOD_mask==True, drop=True).sum())\n", "print(data_fft.where(dataSet_cropOD_mask==False, drop=True).sum())\n", "print(data_fft.where(dataSet_cropOD_mask==True, drop=True).sum() / data_fft.where(dataSet_cropOD_mask==False, drop=True).sum())" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "fitModel = DensityProfileBEC2dModel()\n", "fitAnalyser = FitAnalyser(fitModel, fitDim=2)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "params = fitAnalyser.guess(data, guess_kwargs=dict(vary_rot=True), dask=\"parallelized\")\n", "fitResult = fitAnalyser.fit(data, params).load()\n", "fitCurve = fitAnalyser.eval(fitResult, x=np.arange(400), y=np.arange(400), dask=\"parallelized\").load()" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "f:\\Jianshun\\analyseScript\\venv\\lib\\site-packages\\numpy\\lib\\function_base.py:2455: RuntimeWarning: invalid value encountered in _get_fit_full_result_single (vectorized)\n", " outputs = ufunc(*inputs)\n" ] }, { "data": { "text/html": [ 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--xr-background-color-row-even: var(--jp-layout-color1, white);\n", " --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n", "}\n", "\n", "html[theme=dark],\n", "body[data-theme=dark],\n", "body.vscode-dark {\n", " --xr-font-color0: rgba(255, 255, 255, 1);\n", " --xr-font-color2: rgba(255, 255, 255, 0.54);\n", " --xr-font-color3: rgba(255, 255, 255, 0.38);\n", " --xr-border-color: #1F1F1F;\n", " --xr-disabled-color: #515151;\n", " --xr-background-color: #111111;\n", " --xr-background-color-row-even: #111111;\n", " --xr-background-color-row-odd: #313131;\n", "}\n", "\n", ".xr-wrap {\n", " display: block !important;\n", " min-width: 300px;\n", " max-width: 700px;\n", "}\n", "\n", ".xr-text-repr-fallback {\n", " /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n", " display: none;\n", "}\n", "\n", ".xr-header {\n", " padding-top: 6px;\n", " padding-bottom: 6px;\n", " margin-bottom: 4px;\n", " border-bottom: solid 1px var(--xr-border-color);\n", "}\n", "\n", ".xr-header > div,\n", ".xr-header > ul {\n", " display: inline;\n", " margin-top: 0;\n", " margin-bottom: 0;\n", "}\n", "\n", ".xr-obj-type,\n", ".xr-array-name {\n", " margin-left: 2px;\n", " margin-right: 10px;\n", "}\n", "\n", ".xr-obj-type {\n", " color: var(--xr-font-color2);\n", "}\n", "\n", ".xr-sections {\n", " padding-left: 0 !important;\n", " display: grid;\n", " grid-template-columns: 150px auto auto 1fr 20px 20px;\n", "}\n", "\n", ".xr-section-item {\n", " display: contents;\n", "}\n", "\n", ".xr-section-item input {\n", " display: none;\n", "}\n", "\n", ".xr-section-item input + label {\n", " color: var(--xr-disabled-color);\n", "}\n", "\n", ".xr-section-item input:enabled + label {\n", " cursor: pointer;\n", " color: var(--xr-font-color2);\n", "}\n", "\n", ".xr-section-item input:enabled + label:hover {\n", " color: var(--xr-font-color0);\n", "}\n", "\n", ".xr-section-summary {\n", " grid-column: 1;\n", " color: var(--xr-font-color2);\n", " font-weight: 500;\n", "}\n", "\n", ".xr-section-summary > span {\n", " display: inline-block;\n", " padding-left: 0.5em;\n", "}\n", "\n", ".xr-section-summary-in:disabled + label {\n", " color: var(--xr-font-color2);\n", "}\n", "\n", ".xr-section-summary-in + label:before {\n", " display: inline-block;\n", " content: '►';\n", " font-size: 11px;\n", " width: 15px;\n", " text-align: center;\n", "}\n", "\n", ".xr-section-summary-in:disabled + label:before {\n", " color: var(--xr-disabled-color);\n", "}\n", "\n", ".xr-section-summary-in:checked + label:before {\n", " content: '▼';\n", "}\n", "\n", ".xr-section-summary-in:checked + label > span {\n", " display: none;\n", "}\n", "\n", ".xr-section-summary,\n", ".xr-section-inline-details {\n", " padding-top: 4px;\n", " padding-bottom: 4px;\n", "}\n", "\n", ".xr-section-inline-details {\n", " grid-column: 2 / -1;\n", "}\n", "\n", ".xr-section-details {\n", " display: none;\n", " grid-column: 1 / -1;\n", " margin-bottom: 5px;\n", "}\n", "\n", ".xr-section-summary-in:checked ~ .xr-section-details {\n", " display: contents;\n", "}\n", "\n", ".xr-array-wrap {\n", " grid-column: 1 / -1;\n", " display: grid;\n", " grid-template-columns: 20px auto;\n", "}\n", "\n", ".xr-array-wrap > label {\n", " grid-column: 1;\n", " vertical-align: top;\n", "}\n", "\n", ".xr-preview {\n", " color: var(--xr-font-color3);\n", "}\n", "\n", ".xr-array-preview,\n", ".xr-array-data {\n", " padding: 0 5px !important;\n", " grid-column: 2;\n", "}\n", "\n", ".xr-array-data,\n", ".xr-array-in:checked ~ .xr-array-preview {\n", " display: none;\n", "}\n", "\n", ".xr-array-in:checked ~ .xr-array-data,\n", ".xr-array-preview {\n", " display: inline-block;\n", "}\n", "\n", ".xr-dim-list {\n", " display: inline-block !important;\n", " list-style: none;\n", " padding: 0 !important;\n", " margin: 0;\n", "}\n", "\n", ".xr-dim-list li {\n", " display: inline-block;\n", " padding: 0;\n", " margin: 0;\n", "}\n", "\n", ".xr-dim-list:before {\n", " content: '(';\n", "}\n", "\n", ".xr-dim-list:after {\n", " content: ')';\n", "}\n", "\n", ".xr-dim-list li:not(:last-child):after {\n", " content: ',';\n", " padding-right: 5px;\n", "}\n", "\n", ".xr-has-index {\n", " font-weight: bold;\n", "}\n", "\n", ".xr-var-list,\n", ".xr-var-item {\n", " display: contents;\n", "}\n", "\n", ".xr-var-item > div,\n", ".xr-var-item label,\n", ".xr-var-item > .xr-var-name span {\n", " background-color: var(--xr-background-color-row-even);\n", " margin-bottom: 0;\n", "}\n", "\n", ".xr-var-item > .xr-var-name:hover span {\n", " padding-right: 5px;\n", "}\n", "\n", ".xr-var-list > li:nth-child(odd) > div,\n", ".xr-var-list > li:nth-child(odd) > label,\n", ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n", " background-color: var(--xr-background-color-row-odd);\n", "}\n", "\n", ".xr-var-name {\n", " grid-column: 1;\n", "}\n", "\n", ".xr-var-dims {\n", " grid-column: 2;\n", "}\n", "\n", ".xr-var-dtype {\n", " grid-column: 3;\n", " text-align: right;\n", " color: var(--xr-font-color2);\n", "}\n", "\n", ".xr-var-preview {\n", " grid-column: 4;\n", "}\n", "\n", ".xr-index-preview {\n", " grid-column: 2 / 5;\n", " color: var(--xr-font-color2);\n", "}\n", "\n", ".xr-var-name,\n", ".xr-var-dims,\n", ".xr-var-dtype,\n", ".xr-preview,\n", ".xr-attrs dt {\n", " white-space: nowrap;\n", " overflow: hidden;\n", " text-overflow: ellipsis;\n", " padding-right: 10px;\n", "}\n", "\n", ".xr-var-name:hover,\n", ".xr-var-dims:hover,\n", ".xr-var-dtype:hover,\n", ".xr-attrs dt:hover {\n", " overflow: visible;\n", " width: auto;\n", " z-index: 1;\n", "}\n", "\n", ".xr-var-attrs,\n", ".xr-var-data,\n", ".xr-index-data {\n", " display: none;\n", " background-color: var(--xr-background-color) !important;\n", " padding-bottom: 5px !important;\n", "}\n", "\n", ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n", ".xr-var-data-in:checked ~ .xr-var-data,\n", ".xr-index-data-in:checked ~ .xr-index-data {\n", " display: block;\n", "}\n", "\n", ".xr-var-data > table {\n", " float: right;\n", "}\n", "\n", ".xr-var-name span,\n", ".xr-var-data,\n", ".xr-index-name div,\n", ".xr-index-data,\n", ".xr-attrs {\n", " padding-left: 25px !important;\n", "}\n", "\n", ".xr-attrs,\n", ".xr-var-attrs,\n", ".xr-var-data,\n", ".xr-index-data {\n", " grid-column: 1 / -1;\n", "}\n", "\n", "dl.xr-attrs {\n", " padding: 0;\n", " margin: 0;\n", " display: grid;\n", " grid-template-columns: 125px auto;\n", "}\n", "\n", ".xr-attrs dt,\n", ".xr-attrs dd {\n", " padding: 0;\n", " margin: 0;\n", " float: left;\n", " padding-right: 10px;\n", " width: auto;\n", "}\n", "\n", ".xr-attrs dt {\n", " font-weight: normal;\n", " grid-column: 1;\n", "}\n", "\n", ".xr-attrs dt:hover span {\n", " display: inline-block;\n", " background: var(--xr-background-color);\n", " padding-right: 10px;\n", "}\n", "\n", ".xr-attrs dd {\n", " grid-column: 2;\n", " white-space: pre-wrap;\n", " word-break: break-all;\n", "}\n", "\n", ".xr-icon-database,\n", ".xr-icon-file-text2,\n", ".xr-no-icon {\n", " display: inline-block;\n", " vertical-align: middle;\n", " width: 1em;\n", " height: 1.5em !important;\n", " stroke-width: 0;\n", " stroke: currentColor;\n", " fill: currentColor;\n", "}\n", "</style><pre class='xr-text-repr-fallback'><xarray.Dataset>\n", "Dimensions: ()\n", "Coordinates:\n", " runs float64 4.0\n", "Data variables: (12/13)\n", " amp_bec object 0.9973538024148393+/-nan\n", " amp_th object 0.22340255842938087+/-nan\n", " x0_bec object 193.92729180314683+/-nan\n", " y0_bec object 208.28855632011462+/-nan\n", " x0_th object 205.99999999969157+/-nan\n", " y0_th object 220.99999999969157+/-nan\n", " ... ...\n", " sigmay_bec object 71.99999999888968+/-nan\n", " sigma_th object 48.71334575255661+/-nan\n", " rot_angle object 29.999999888431688+/-nan\n", " atom_number_bec object 3076.9166314856357+/-nan\n", " atom_number_th object 2436.983064137895+/-nan\n", " condensate_fraction object 0.55802912663207+/-nan\n", "Attributes:\n", " IMAGE_SUBCLASS: IMAGE_GRAYSCALE\n", " IMAGE_VERSION: 1.2\n", " IMAGE_WHITE_IS_ZERO: 0\n", " x_start: 300\n", " x_end: 700\n", " y_end: 880\n", " y_start: 480\n", " x_center: 500\n", " y_center: 680\n", " x_span: 400\n", " y_span: 400</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-4ab9e1c1-e6b7-4838-9ff2-836dc45417c0' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-4ab9e1c1-e6b7-4838-9ff2-836dc45417c0' class='xr-section-summary' title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-83d7bee1-46d7-4888-80b0-1032a71ceb71' class='xr-section-summary-in' type='checkbox' checked><label for='section-83d7bee1-46d7-4888-80b0-1032a71ceb71' class='xr-section-summary' >Coordinates: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>runs</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>4.0</div><input id='attrs-facf0619-6304-4356-96cc-c61b8189801b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-facf0619-6304-4356-96cc-c61b8189801b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a3e65db3-b801-454d-b1ad-3a23a6742fdd' class='xr-var-data-in' type='checkbox'><label for='data-a3e65db3-b801-454d-b1ad-3a23a6742fdd' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(4.)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-459ae096-9962-4461-87c7-36c272797850' class='xr-section-summary-in' type='checkbox' checked><label for='section-459ae096-9962-4461-87c7-36c272797850' class='xr-section-summary' >Data variables: <span>(13)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>amp_bec</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>0.9973538024148393+/-nan</div><input id='attrs-82115c75-815e-444b-a777-ab309e436f23' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-82115c75-815e-444b-a777-ab309e436f23' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ac9a054c-ab8d-492e-83d8-f54a3c13ba9e' class='xr-var-data-in' type='checkbox'><label for='data-ac9a054c-ab8d-492e-83d8-f54a3c13ba9e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(0.9973538024148393+/-nan, dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>amp_th</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>0.22340255842938087+/-nan</div><input id='attrs-05db4305-09b6-49c2-9af1-e6520b1c0f49' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-05db4305-09b6-49c2-9af1-e6520b1c0f49' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8ac4e2b6-f381-493e-93cb-c02690459c4e' class='xr-var-data-in' type='checkbox'><label for='data-8ac4e2b6-f381-493e-93cb-c02690459c4e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(0.22340255842938087+/-nan, dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>x0_bec</span></div><div class='xr-var-dims'>()</div><div class='xr-var- ], "text/plain": [ "<xarray.Dataset>\n", "Dimensions: ()\n", "Coordinates:\n", " runs float64 4.0\n", "Data variables: (12/13)\n", " amp_bec object 0.9973538024148393+/-nan\n", " amp_th object 0.22340255842938087+/-nan\n", " x0_bec object 193.92729180314683+/-nan\n", " y0_bec object 208.28855632011462+/-nan\n", " x0_th object 205.99999999969157+/-nan\n", " y0_th object 220.99999999969157+/-nan\n", " ... ...\n", " sigmay_bec object 71.99999999888968+/-nan\n", " sigma_th object 48.71334575255661+/-nan\n", " rot_angle object 29.999999888431688+/-nan\n", " atom_number_bec object 3076.9166314856357+/-nan\n", " atom_number_th object 2436.983064137895+/-nan\n", " condensate_fraction object 0.55802912663207+/-nan\n", "Attributes:\n", " IMAGE_SUBCLASS: IMAGE_GRAYSCALE\n", " IMAGE_VERSION: 1.2\n", " IMAGE_WHITE_IS_ZERO: 0\n", " x_start: 300\n", " x_end: 700\n", " y_end: 880\n", " y_start: 480\n", " x_center: 500\n", " y_center: 680\n", " x_span: 400\n", " y_span: 400" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "res = fitAnalyser.get_fit_full_result(fitResult)\n", "res" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "<Figure size 640x480 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "fitCurve.plot.pcolormesh(cmap='jet', vmin=0.1, vmax=1.5)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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0.54);\n", " --xr-font-color3: rgba(255, 255, 255, 0.38);\n", " --xr-border-color: #1F1F1F;\n", " --xr-disabled-color: #515151;\n", " --xr-background-color: #111111;\n", " --xr-background-color-row-even: #111111;\n", " --xr-background-color-row-odd: #313131;\n", "}\n", "\n", ".xr-wrap {\n", " display: block !important;\n", " min-width: 300px;\n", " max-width: 700px;\n", "}\n", "\n", ".xr-text-repr-fallback {\n", " /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n", " display: none;\n", "}\n", "\n", ".xr-header {\n", " padding-top: 6px;\n", " padding-bottom: 6px;\n", " margin-bottom: 4px;\n", " border-bottom: solid 1px var(--xr-border-color);\n", "}\n", "\n", ".xr-header > div,\n", ".xr-header > ul {\n", " display: inline;\n", " margin-top: 0;\n", " margin-bottom: 0;\n", "}\n", "\n", ".xr-obj-type,\n", ".xr-array-name {\n", " margin-left: 2px;\n", " margin-right: 10px;\n", "}\n", "\n", ".xr-obj-type {\n", " color: var(--xr-font-color2);\n", "}\n", "\n", ".xr-sections {\n", " padding-left: 0 !important;\n", " display: grid;\n", " grid-template-columns: 150px auto auto 1fr 20px 20px;\n", "}\n", "\n", ".xr-section-item {\n", " display: contents;\n", "}\n", "\n", ".xr-section-item input {\n", " display: none;\n", "}\n", "\n", ".xr-section-item input + label {\n", " color: var(--xr-disabled-color);\n", "}\n", "\n", ".xr-section-item input:enabled + label {\n", " cursor: pointer;\n", " color: var(--xr-font-color2);\n", "}\n", "\n", ".xr-section-item input:enabled + label:hover {\n", " color: var(--xr-font-color0);\n", "}\n", "\n", ".xr-section-summary {\n", " grid-column: 1;\n", " color: var(--xr-font-color2);\n", " font-weight: 500;\n", "}\n", "\n", ".xr-section-summary > span {\n", " display: inline-block;\n", " padding-left: 0.5em;\n", "}\n", "\n", ".xr-section-summary-in:disabled + label {\n", " color: var(--xr-font-color2);\n", "}\n", "\n", ".xr-section-summary-in + label:before {\n", " display: inline-block;\n", " content: '►';\n", " font-size: 11px;\n", " width: 15px;\n", " text-align: center;\n", "}\n", "\n", ".xr-section-summary-in:disabled + label:before {\n", " color: var(--xr-disabled-color);\n", "}\n", "\n", ".xr-section-summary-in:checked + label:before {\n", " content: '▼';\n", "}\n", "\n", ".xr-section-summary-in:checked + label > span {\n", " display: none;\n", "}\n", "\n", ".xr-section-summary,\n", ".xr-section-inline-details {\n", " padding-top: 4px;\n", " padding-bottom: 4px;\n", "}\n", "\n", ".xr-section-inline-details {\n", " grid-column: 2 / -1;\n", "}\n", "\n", ".xr-section-details {\n", " display: none;\n", " grid-column: 1 / -1;\n", " margin-bottom: 5px;\n", "}\n", "\n", ".xr-section-summary-in:checked ~ .xr-section-details {\n", " display: contents;\n", "}\n", "\n", ".xr-array-wrap {\n", " grid-column: 1 / -1;\n", " display: grid;\n", " grid-template-columns: 20px auto;\n", "}\n", "\n", ".xr-array-wrap > label {\n", " grid-column: 1;\n", " vertical-align: top;\n", "}\n", "\n", ".xr-preview {\n", " color: var(--xr-font-color3);\n", "}\n", "\n", ".xr-array-preview,\n", ".xr-array-data {\n", " padding: 0 5px !important;\n", " grid-column: 2;\n", "}\n", "\n", ".xr-array-data,\n", ".xr-array-in:checked ~ .xr-array-preview {\n", " display: none;\n", "}\n", "\n", ".xr-array-in:checked ~ .xr-array-data,\n", ".xr-array-preview {\n", " display: inline-block;\n", "}\n", "\n", ".xr-dim-list {\n", " display: inline-block !important;\n", " list-style: none;\n", " padding: 0 !important;\n", " margin: 0;\n", "}\n", "\n", ".xr-dim-list li {\n", " display: inline-block;\n", " padding: 0;\n", " margin: 0;\n", "}\n", "\n", ".xr-dim-list:before {\n", " content: '(';\n", "}\n", "\n", ".xr-dim-list:after {\n", " content: ')';\n", "}\n", "\n", ".xr-dim-list li:not(:last-child):after {\n", " content: ',';\n", " padding-right: 5px;\n", "}\n", "\n", ".xr-has-index {\n", " font-weight: bold;\n", "}\n", "\n", ".xr-var-list,\n", ".xr-var-item {\n", " display: contents;\n", "}\n", "\n", ".xr-var-item > div,\n", ".xr-var-item label,\n", ".xr-var-item > .xr-var-name span {\n", " background-color: var(--xr-background-color-row-even);\n", " margin-bottom: 0;\n", "}\n", "\n", ".xr-var-item > .xr-var-name:hover span {\n", " padding-right: 5px;\n", "}\n", "\n", ".xr-var-list > li:nth-child(odd) > div,\n", ".xr-var-list > li:nth-child(odd) > label,\n", ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n", " background-color: var(--xr-background-color-row-odd);\n", "}\n", "\n", ".xr-var-name {\n", " grid-column: 1;\n", "}\n", "\n", ".xr-var-dims {\n", " grid-column: 2;\n", "}\n", "\n", ".xr-var-dtype {\n", " grid-column: 3;\n", " text-align: right;\n", " color: var(--xr-font-color2);\n", "}\n", "\n", ".xr-var-preview {\n", " grid-column: 4;\n", "}\n", "\n", ".xr-index-preview {\n", " grid-column: 2 / 5;\n", " color: var(--xr-font-color2);\n", "}\n", "\n", ".xr-var-name,\n", ".xr-var-dims,\n", ".xr-var-dtype,\n", ".xr-preview,\n", ".xr-attrs dt {\n", " white-space: nowrap;\n", " overflow: hidden;\n", " text-overflow: ellipsis;\n", " padding-right: 10px;\n", "}\n", "\n", ".xr-var-name:hover,\n", ".xr-var-dims:hover,\n", ".xr-var-dtype:hover,\n", ".xr-attrs dt:hover {\n", " overflow: visible;\n", " width: auto;\n", " z-index: 1;\n", "}\n", "\n", ".xr-var-attrs,\n", ".xr-var-data,\n", ".xr-index-data {\n", " display: none;\n", " background-color: var(--xr-background-color) !important;\n", " padding-bottom: 5px !important;\n", "}\n", "\n", ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n", ".xr-var-data-in:checked ~ .xr-var-data,\n", ".xr-index-data-in:checked ~ .xr-index-data {\n", " display: block;\n", "}\n", "\n", ".xr-var-data > table {\n", " float: right;\n", "}\n", "\n", ".xr-var-name span,\n", ".xr-var-data,\n", ".xr-index-name div,\n", ".xr-index-data,\n", ".xr-attrs {\n", " padding-left: 25px !important;\n", "}\n", "\n", ".xr-attrs,\n", ".xr-var-attrs,\n", ".xr-var-data,\n", ".xr-index-data {\n", " grid-column: 1 / -1;\n", "}\n", "\n", "dl.xr-attrs {\n", " padding: 0;\n", " margin: 0;\n", " display: grid;\n", " grid-template-columns: 125px auto;\n", "}\n", "\n", ".xr-attrs dt,\n", ".xr-attrs dd {\n", " padding: 0;\n", " margin: 0;\n", " float: left;\n", " padding-right: 10px;\n", " width: auto;\n", "}\n", "\n", ".xr-attrs dt {\n", " font-weight: normal;\n", " grid-column: 1;\n", "}\n", "\n", ".xr-attrs dt:hover span {\n", " display: inline-block;\n", " background: var(--xr-background-color);\n", " padding-right: 10px;\n", "}\n", "\n", ".xr-attrs dd {\n", " grid-column: 2;\n", " white-space: pre-wrap;\n", " word-break: break-all;\n", "}\n", "\n", ".xr-icon-database,\n", ".xr-icon-file-text2,\n", ".xr-no-icon {\n", " display: inline-block;\n", " vertical-align: middle;\n", " width: 1em;\n", " height: 1.5em !important;\n", " stroke-width: 0;\n", " stroke: currentColor;\n", " fill: currentColor;\n", "}\n", "</style><pre class='xr-text-repr-fallback'><xarray.Dataset>\n", "Dimensions: ()\n", "Coordinates:\n", " runs float64 4.0\n", "Data variables: (12/13)\n", " amp_bec object 0.7390+/-0.0035\n", " amp_th object 0.513+/-0.005\n", " x0_bec object 196.97+/-0.10\n", " y0_bec object 211.69+/-0.13\n", " x0_th object 193.99+/-0.19\n", " y0_th object 210.22+/-0.18\n", " ... ...\n", " sigmay_bec object 113.75+/-0.31\n", " sigma_th object 26.19+/-0.15\n", " rot_angle object 36.91+/-0\n", " atom_number_bec object 3566+/-17\n", " atom_number_th object 1616+/-21\n", " condensate_fraction object 0.688+/-0.004\n", "Attributes:\n", " IMAGE_SUBCLASS: IMAGE_GRAYSCALE\n", " IMAGE_VERSION: 1.2\n", " IMAGE_WHITE_IS_ZERO: 0\n", " x_start: 300\n", " x_end: 700\n", " y_end: 880\n", " y_start: 480\n", " x_center: 500\n", " y_center: 680\n", " x_span: 400\n", " y_span: 400</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-ea9840bd-57a7-48e9-a6da-16bc3815f050' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-ea9840bd-57a7-48e9-a6da-16bc3815f050' class='xr-section-summary' title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-ed117f70-8690-4070-9a87-402d63dedfb3' class='xr-section-summary-in' type='checkbox' checked><label for='section-ed117f70-8690-4070-9a87-402d63dedfb3' class='xr-section-summary' >Coordinates: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>runs</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>4.0</div><input id='attrs-02735aee-1a8e-46ae-bedd-673786706cda' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-02735aee-1a8e-46ae-bedd-673786706cda' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e0c03b25-a505-44ea-b7b7-5143076fcaa0' class='xr-var-data-in' type='checkbox'><label for='data-e0c03b25-a505-44ea-b7b7-5143076fcaa0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(4.)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-8889614b-535c-48fc-8c91-b3906e74fca8' class='xr-section-summary-in' type='checkbox' checked><label for='section-8889614b-535c-48fc-8c91-b3906e74fca8' class='xr-section-summary' >Data variables: <span>(13)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>amp_bec</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>0.7390+/-0.0035</div><input id='attrs-604e6d40-b5a7-4432-aaa4-6db409a4bd67' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-604e6d40-b5a7-4432-aaa4-6db409a4bd67' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d6810aaa-03d6-4b00-9fec-83c437aafcc9' class='xr-var-data-in' type='checkbox'><label for='data-d6810aaa-03d6-4b00-9fec-83c437aafcc9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(0.7389733909503842+/-0.003463807688779722, dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>amp_th</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>0.513+/-0.005</div><input id='attrs-db7b232f-dd2c-4d02-a056-402555a06017' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-db7b232f-dd2c-4d02-a056-402555a06017' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-88696302-0c17-49a3-a1c2-d89df2310c91' class='xr-var-data-in' type='checkbox'><label for='data-88696302-0c17-49a3-a1c2-d89df2310c91' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(0.5126363103701369+/-0.005257676636485686, dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>x0_bec</span></div><div class='xr-var-dims'>()</div><div cl ], "text/plain": [ "<xarray.Dataset>\n", "Dimensions: ()\n", "Coordinates:\n", " runs float64 4.0\n", "Data variables: (12/13)\n", " amp_bec object 0.7390+/-0.0035\n", " amp_th object 0.513+/-0.005\n", " x0_bec object 196.97+/-0.10\n", " y0_bec object 211.69+/-0.13\n", " x0_th object 193.99+/-0.19\n", " y0_th object 210.22+/-0.18\n", " ... ...\n", " sigmay_bec object 113.75+/-0.31\n", " sigma_th object 26.19+/-0.15\n", " rot_angle object 36.91+/-0\n", " atom_number_bec object 3566+/-17\n", " atom_number_th object 1616+/-21\n", " condensate_fraction object 0.688+/-0.004\n", "Attributes:\n", " IMAGE_SUBCLASS: IMAGE_GRAYSCALE\n", " IMAGE_VERSION: 1.2\n", " IMAGE_WHITE_IS_ZERO: 0\n", " x_start: 300\n", " x_end: 700\n", " y_end: 880\n", " y_start: 480\n", " x_center: 500\n", " y_center: 680\n", " x_span: 400\n", " y_span: 400" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "res = fitAnalyser.get_fit_full_result(fitResult)\n", "res" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "<Figure size 640x480 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "fitCurve.plot.pcolormesh(cmap='jet', vmin=0.0, vmax=1.5)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "<Figure size 640x480 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "(fitCurve - data).plot.pcolormesh(cmap='jet', vmin=-0.1, vmax=1.5)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.9.13" }, "vscode": { "interpreter": { "hash": "c05913ad4f24fdc6b2418069394dc5835b1981849b107c9ba6df693aafd66650" } } }, "nbformat": 4, "nbformat_minor": 2}
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