4917 lines
1.5 MiB
Plaintext
4917 lines
1.5 MiB
Plaintext
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{
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"cells": [
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{
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"attachments": {},
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Import supporting package"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"import xarray as xr\n",
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"import numpy as np\n",
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"import copy\n",
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"\n",
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"from uncertainties import ufloat\n",
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"from uncertainties import unumpy as unp\n",
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"from uncertainties import umath\n",
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"import random\n",
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"import matplotlib.pyplot as plt\n",
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"plt.rcParams['font.size'] = 12\n",
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"\n",
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"from DataContainer.ReadData import read_hdf5_file\n",
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"from Analyser.ImagingAnalyser import ImageAnalyser\n",
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"from Analyser.FitAnalyser import FitAnalyser\n",
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"from Analyser.FitAnalyser import NewFitModel, DensityProfileBEC2dModel\n",
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"from ToolFunction.ToolFunction import *\n",
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"\n",
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"from scipy.optimize import curve_fit\n",
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"\n",
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"from ToolFunction.HomeMadeXarrayFunction import errorbar, dataarray_plot_errorbar\n",
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"xr.plot.dataarray_plot.errorbar = errorbar\n",
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"xr.plot.accessor.DataArrayPlotAccessor.errorbar = dataarray_plot_errorbar\n",
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"\n",
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"imageAnalyser = ImageAnalyser()\n",
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"\n",
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"# %matplotlib notebook"
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]
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},
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{
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"attachments": {},
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Start a client for parallel computing"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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" <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
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" <div style=\"margin-left: 48px;\">\n",
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" <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
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" <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-eb42ae41-594b-11ee-8e58-80e82ce2fa8e</p>\n",
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" <table style=\"width: 100%; text-align: left;\">\n",
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"\n",
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" <tr>\n",
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" \n",
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" <td style=\"text-align: left;\"><strong>Connection method:</strong> Cluster object</td>\n",
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" <td style=\"text-align: left;\"><strong>Cluster type:</strong> distributed.LocalCluster</td>\n",
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" \n",
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" </tr>\n",
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"\n",
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" \n",
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" <tr>\n",
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" <td style=\"text-align: left;\">\n",
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" <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:8787/status\" target=\"_blank\">http://127.0.0.1:8787/status</a>\n",
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" </td>\n",
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" <td style=\"text-align: left;\"></td>\n",
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" </tr>\n",
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" \n",
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"\n",
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" </table>\n",
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"\n",
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" \n",
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"\n",
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" \n",
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" <details>\n",
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" <summary style=\"margin-bottom: 20px;\"><h3 style=\"display: inline;\">Cluster Info</h3></summary>\n",
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" <div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
|
||
|
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" <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\">\n",
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" </div>\n",
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" <div style=\"margin-left: 48px;\">\n",
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" <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
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" <p style=\"color: #9D9D9D; margin-bottom: 0px;\">24ac70ff</p>\n",
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" <table style=\"width: 100%; text-align: left;\">\n",
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" <tr>\n",
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" <td style=\"text-align: left;\">\n",
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" <strong>Dashboard:</strong> <a href=\"http://127.0.0.1:8787/status\" target=\"_blank\">http://127.0.0.1:8787/status</a>\n",
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" </td>\n",
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" <td style=\"text-align: left;\">\n",
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" <strong>Workers:</strong> 8\n",
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" </td>\n",
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" </tr>\n",
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" <tr>\n",
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" <td style=\"text-align: left;\">\n",
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" <strong>Total threads:</strong> 128\n",
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" </td>\n",
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" <td style=\"text-align: left;\">\n",
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" <strong>Total memory:</strong> 149.01 GiB\n",
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" </td>\n",
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" </tr>\n",
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" \n",
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" <tr>\n",
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" <td style=\"text-align: left;\"><strong>Status:</strong> running</td>\n",
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" <td style=\"text-align: left;\"><strong>Using processes:</strong> True</td>\n",
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"</tr>\n",
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"\n",
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" \n",
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" </table>\n",
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"\n",
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" <details>\n",
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" <summary style=\"margin-bottom: 20px;\">\n",
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" <h3 style=\"display: inline;\">Scheduler Info</h3>\n",
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" </summary>\n",
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"\n",
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" <div style=\"\">\n",
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" <div>\n",
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" <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
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" <div style=\"margin-left: 48px;\">\n",
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" <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
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" <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-7d791a81-b6e9-4154-a6a9-d7c28f424efe</p>\n",
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||
|
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" <table style=\"width: 100%; text-align: left;\">\n",
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" <tr>\n",
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" <td style=\"text-align: left;\">\n",
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" <strong>Comm:</strong> tcp://127.0.0.1:55905\n",
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" </td>\n",
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" <td style=\"text-align: left;\">\n",
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" <strong>Workers:</strong> 8\n",
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" </td>\n",
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" </tr>\n",
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" <tr>\n",
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" <td style=\"text-align: left;\">\n",
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" <strong>Dashboard:</strong> <a href=\"http://127.0.0.1:8787/status\" target=\"_blank\">http://127.0.0.1:8787/status</a>\n",
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||
|
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" </td>\n",
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||
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" <td style=\"text-align: left;\">\n",
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||
|
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" <strong>Total threads:</strong> 128\n",
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||
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" </td>\n",
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" </tr>\n",
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" <tr>\n",
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" <td style=\"text-align: left;\">\n",
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" <strong>Started:</strong> Just now\n",
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" </td>\n",
|
||
|
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" <td style=\"text-align: left;\">\n",
|
||
|
|
" <strong>Total memory:</strong> 149.01 GiB\n",
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||
|
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" </td>\n",
|
||
|
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" </tr>\n",
|
||
|
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" </table>\n",
|
||
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" </div>\n",
|
||
|
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" </div>\n",
|
||
|
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"\n",
|
||
|
|
" <details style=\"margin-left: 48px;\">\n",
|
||
|
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" <summary style=\"margin-bottom: 20px;\">\n",
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||
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" <h3 style=\"display: inline;\">Workers</h3>\n",
|
||
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" </summary>\n",
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||
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"\n",
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" \n",
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" <div style=\"margin-bottom: 20px;\">\n",
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||
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" <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
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||
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" <div style=\"margin-left: 48px;\">\n",
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||
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" <details>\n",
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||
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" <summary>\n",
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||
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" <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 0</h4>\n",
|
||
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" </summary>\n",
|
||
|
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" <table style=\"width: 100%; text-align: left;\">\n",
|
||
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" <tr>\n",
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||
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" <td style=\"text-align: left;\">\n",
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||
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" <strong>Comm: </strong> tcp://127.0.0.1:55958\n",
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||
|
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" </td>\n",
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||
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" <td style=\"text-align: left;\">\n",
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||
|
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" <strong>Total threads: </strong> 16\n",
|
||
|
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" </td>\n",
|
||
|
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" </tr>\n",
|
||
|
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" <tr>\n",
|
||
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" <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",
|
||
|
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" </tr>\n",
|
||
|
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" <tr>\n",
|
||
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" <td style=\"text-align: left;\">\n",
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||
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" <strong>Nanny: </strong> tcp://127.0.0.1:55908\n",
|
||
|
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" </td>\n",
|
||
|
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" <td style=\"text-align: left;\"></td>\n",
|
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" </tr>\n",
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" <tr>\n",
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" <td colspan=\"2\" style=\"text-align: left;\">\n",
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" <strong>Local directory: </strong> C:\\Users\\data\\AppData\\Local\\Temp\\dask-scratch-space\\worker-0i1csyky\n",
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" </td>\n",
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" </tr>\n",
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"\n",
|
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" \n",
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"\n",
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" \n",
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"\n",
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" </table>\n",
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" </details>\n",
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" </div>\n",
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" </div>\n",
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" \n",
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" <div style=\"margin-bottom: 20px;\">\n",
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" <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
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" <div style=\"margin-left: 48px;\">\n",
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" <details>\n",
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" <summary>\n",
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" <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 1</h4>\n",
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" </summary>\n",
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" <table style=\"width: 100%; text-align: left;\">\n",
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" <tr>\n",
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" <td style=\"text-align: left;\">\n",
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" <strong>Comm: </strong> tcp://127.0.0.1:55940\n",
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" </td>\n",
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" <td style=\"text-align: left;\">\n",
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" <strong>Total threads: </strong> 16\n",
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" </td>\n",
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" </tr>\n",
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" <tr>\n",
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" <td style=\"text-align: left;\">\n",
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" <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:55941/status\" target=\"_blank\">http://127.0.0.1:55941/status</a>\n",
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" </td>\n",
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" <td style=\"text-align: left;\">\n",
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" <strong>Memory: </strong> 18.63 GiB\n",
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" </td>\n",
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" </tr>\n",
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" <tr>\n",
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" <td style=\"text-align: left;\">\n",
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" <strong>Nanny: </strong> tcp://127.0.0.1:55909\n",
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" </td>\n",
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" <td style=\"text-align: left;\"></td>\n",
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" </tr>\n",
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" <tr>\n",
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" <td colspan=\"2\" style=\"text-align: left;\">\n",
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" <strong>Local directory: </strong> C:\\Users\\data\\AppData\\Local\\Temp\\dask-scratch-space\\worker-ms7h0c0c\n",
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" </td>\n",
|
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" </tr>\n",
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"\n",
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" \n",
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"\n",
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" \n",
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"\n",
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" </table>\n",
|
||
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" </details>\n",
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||
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" </div>\n",
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" </div>\n",
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" \n",
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" <div style=\"margin-bottom: 20px;\">\n",
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" <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
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" <div style=\"margin-left: 48px;\">\n",
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" <details>\n",
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|
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" <summary>\n",
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" <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 2</h4>\n",
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" </summary>\n",
|
||
|
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" <table style=\"width: 100%; text-align: left;\">\n",
|
||
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" <tr>\n",
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||
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" <td style=\"text-align: left;\">\n",
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" <strong>Comm: </strong> tcp://127.0.0.1:55950\n",
|
||
|
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" </td>\n",
|
||
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" <td style=\"text-align: left;\">\n",
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||
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" <strong>Total threads: </strong> 16\n",
|
||
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" </td>\n",
|
||
|
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" </tr>\n",
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" <tr>\n",
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" <td style=\"text-align: left;\">\n",
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||
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" <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:55952/status\" target=\"_blank\">http://127.0.0.1:55952/status</a>\n",
|
||
|
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" </td>\n",
|
||
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" <td style=\"text-align: left;\">\n",
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||
|
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" <strong>Memory: </strong> 18.63 GiB\n",
|
||
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" </td>\n",
|
||
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" </tr>\n",
|
||
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" <tr>\n",
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" <td style=\"text-align: left;\">\n",
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||
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" <strong>Nanny: </strong> tcp://127.0.0.1:55910\n",
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||
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" </td>\n",
|
||
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" <td style=\"text-align: left;\"></td>\n",
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" </tr>\n",
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" <tr>\n",
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" <td colspan=\"2\" style=\"text-align: left;\">\n",
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" <strong>Local directory: </strong> C:\\Users\\data\\AppData\\Local\\Temp\\dask-scratch-space\\worker-engse9nf\n",
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" </td>\n",
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" </tr>\n",
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"\n",
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" \n",
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"\n",
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" \n",
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||
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"\n",
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||
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" </table>\n",
|
||
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" </details>\n",
|
||
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" </div>\n",
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||
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" </div>\n",
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" \n",
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" <div style=\"margin-bottom: 20px;\">\n",
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" <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
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|
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" <div style=\"margin-left: 48px;\">\n",
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||
|
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" <details>\n",
|
||
|
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" <summary>\n",
|
||
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" <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 3</h4>\n",
|
||
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" </summary>\n",
|
||
|
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" <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",
|
||
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|
"<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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"<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",
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"</symbol>\n",
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"</symbol>\n",
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"</defs>\n",
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"</svg>\n",
|
||
|
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|
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|
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" *\n",
|
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|
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" */\n",
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|
|
"\n",
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|
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|
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|
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" --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
|
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|
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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: 'â–º';\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: 'â–¼';\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",
|
||
|
|
"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))"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
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|
|
"cell_type": "code",
|
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|
|
"execution_count": 11,
|
||
|
|
"metadata": {},
|
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||
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|
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|
|
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|
||
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|
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|
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|
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|
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|
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|
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|
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|
|
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|
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|
|
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|
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|
|
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|
||
|
|
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|
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|
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|
|
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|
||
|
|
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|
||
|
|
"\n",
|
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|
|
".xr-header > div,\n",
|
||
|
|
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|
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|
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|
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|
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|
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|
|
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|
||
|
|
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|
||
|
|
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|
||
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|
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|
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|
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|
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||
|
|
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|
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|
|
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|
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|
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|
|
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|
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|
|
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|
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|
|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
||
|
|
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|
||
|
|
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|
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|
|
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|
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|
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|
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|
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|
||
|
|
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|
||
|
|
"\n",
|
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|
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|
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|
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|
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|
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|
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|
||
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|
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|
||
|
|
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|
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|
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|
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|
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|
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|
||
|
|
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|
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|
|
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|
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|
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|
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|
||
|
|
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|
||
|
|
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|
||
|
|
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|
||
|
|
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|
||
|
|
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|
||
|
|
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|
||
|
|
"\n",
|
||
|
|
".xr-section-summary-in:checked + label:before {\n",
|
||
|
|
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|
||
|
|
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|
||
|
|
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|
||
|
|
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|
||
|
|
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|
||
|
|
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|
||
|
|
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|
||
|
|
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|
||
|
|
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|
||
|
|
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|
||
|
|
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|
||
|
|
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|
||
|
|
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|
||
|
|
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|
||
|
|
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|
||
|
|
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|
||
|
|
"\n",
|
||
|
|
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|
||
|
|
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|
||
|
|
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|
||
|
|
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|
||
|
|
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|
||
|
|
"\n",
|
||
|
|
".xr-section-summary-in:checked ~ .xr-section-details {\n",
|
||
|
|
" display: contents;\n",
|
||
|
|
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|
||
|
|
"\n",
|
||
|
|
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|
||
|
|
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|
||
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|
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|
||
|
|
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|
||
|
|
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|
||
|
|
"\n",
|
||
|
|
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|
||
|
|
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|
||
|
|
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|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".xr-preview {\n",
|
||
|
|
" color: var(--xr-font-color3);\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".xr-array-preview,\n",
|
||
|
|
".xr-array-data {\n",
|
||
|
|
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|
||
|
|
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|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".xr-array-data,\n",
|
||
|
|
".xr-array-in:checked ~ .xr-array-preview {\n",
|
||
|
|
" display: none;\n",
|
||
|
|
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|
||
|
|
"\n",
|
||
|
|
".xr-array-in:checked ~ .xr-array-data,\n",
|
||
|
|
".xr-array-preview {\n",
|
||
|
|
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|
||
|
|
"}\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",
|
||
|
|
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|
||
|
|
"\n",
|
||
|
|
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|
||
|
|
".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",
|
||
|
|
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|
||
|
|
"\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",
|
||
|
|
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|
||
|
|
" 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
|
||
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" 14. 15. 16. 17. 18. 19. 20. 21. 22. 23. 24. 25. 26. 27.\n",
|
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" 28. 29. 30. 31. 32. 33. 34. 35. 36. 37. 38. 39. 40. 41.\n",
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" 42. 43. 44. 45. 46. 47. 48. 49. 50. 51. 52. 53. 54. 55.\n",
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" 56. 57. 58. 59. 60. 61. 62. 63. 64. 65. 66. 67. 68. 69.\n",
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" 70. 71. 72. 73. 74. 75. 76. 77. 78. 79. 80. 81. 82. 83.\n",
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" 84. 85. 86. 87. 88. 89. 90. 91. 92. 93. 94. 95. 96. 97.\n",
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" 98. 99. 100. 101. 102. 103. 104. 105. 106. 107. 108. 109. 110. 111.\n",
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" 112. 113. 114. 115. 116. 117. 118. 119. 120. 121. 122. 123. 124. 125.\n",
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" 126. 127. 128. 129. 130. 131. 132. 133. 134. 135. 136. 137. 138. 139.\n",
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" 140. 141. 142. 143. 144. 145. 146. 147. 148. 149. 150. 151. 152. 153.\n",
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" 154. 155. 156. 157. 158. 159. 160. 161. 162. 163. 164. 165. 166. 167.\n",
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" 168. 169. 170. 171. 172. 173. 174. 175. 176. 177. 178. 179. 180. 181.\n",
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" 182. 183. 184. 185. 186. 187. 188. 189. 190. 191. 192. 193. 194. 195.\n",
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" 196. 197. 198. 199. 200. 201. 202. 203. 204. 205. 206. 207. 208. 209.\n",
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" 210. 211. 212. 213. 214. 215. 216. 217. 218. 219. 220. 221. 222. 223.\n",
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" 224. 225. 226. 227. 228. 229. 230. 231. 232. 233. 234. 235. 236. 237.\n",
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" 238. 239. 240. 241. 242. 243. 244. 245. 246. 247. 248. 249. 250. 251.\n",
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" 252. 253. 254. 255. 256. 257. 258. 259. 260. 261. 262. 263. 264. 265.\n",
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" 266. 267. 268. 269. 270. 271. 272. 273. 274. 275. 276. 277. 278. 279.\n",
|
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" 280. 281. 282. 283. 284. 285. 286. 287. 288. 289. 290. 291. 292. 293.\n",
|
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" 294. 295. 296. 297. 298. 299. 300. 301. 302. 303. 304. 305. 306. 307.\n",
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" 308. 309. 310. 311. 312. 313. 314. 315. 316. 317. 318. 319. 320. 321.\n",
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" 322. 323. 324. 325. 326. 327. 328. 329. 330. 331. 332. 333. 334. 335.\n",
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" 336. 337. 338. 339. 340. 341. 342. 343. 344. 345. 346. 347. 348. 349.\n",
|
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" 350. 351. 352. 353. 354. 355. 356. 357. 358. 359. 360. 361. 362. 363.\n",
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" 364. 365. 366. 367. 368. 369. 370. 371. 372. 373. 374. 375. 376. 377.\n",
|
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" 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>"
|
||
|
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],
|
||
|
|
"text/plain": [
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||
|
|
"<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",
|
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|
|
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|
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|
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|
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|
" z_offset_img: 0.193\n",
|
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|
" z_offset_recomp: 0.198\n",
|
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||
|
|
"}\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",
|
||
|
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" 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>"
|
||
|
|
],
|
||
|
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"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": "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
|
||
|
|
"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": "iVBORw0KGgoAAAANSUhEUgAAAj8AAAG4CAYAAACq8YbKAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy81sbWrAAAACXBIWXMAAA9hAAAPYQGoP6dpAACrJUlEQVR4nO29e5hcRZ3//57pnumeydxyIzORcFGSDWsIQUlG8o1AFEPE3QXXJLALZqNAfJQFEdnEgPwiEgwaYWW/ebywsgkXldXoirC4EjARkJjIkrisBvCrBHIZCLlMeiaZ6Znu6d8fPXW6urrqnKpzrdNdr+fpp7vPqVOnzjl16rzP5/OpqrpCoVCAwWAwGAwGQ41QH3UBDAaDwWAwGMLEiB+DwWAwGAw1hRE/BoPBYDAYagojfgwGg8FgMNQURvwYDAaDwWCoKYz4MRgMBoPBUFMY8WMwGAwGg6GmSEZdgGpnZGQEBw4cQGtrK+rq6qIujsFgMBg0plAooK+vD5MnT0Z9fTD2icHBQQwNDfmSV2NjI9LptC95hYkRPwFz4MABTJkyJepiGAwGgyFG7N27FyeffLLv+Q4ODmJiUxP6fcqvs7MTr732WuwEkBE/AdPa2jr663MAUlEWxeArvFsnJ5m2AcCwYNskk04Eu71KWlVExwXYNyGy50NmP37h1OSxZQi6rKpNMLnOovrDyzOM8xo2Kseoes3dQu/HKU+79iML4J+pZ4e/DA0NoR/+PJGyAP75zTcxNDRkxI+hnJKrKwUgXpXDYIeK+OGlT9hsS9LaCRp2e5W0blAVMm620UH8APZCgpfGC27Fj139YfONi/hJQr6sXl4+ZLdzA9mXTJ72Ai7oMIkx8P5EirOAiHPZDYYIyUGv22cY9gIoKOzOg8rDTFd0vM4svHNMyh338x83dKsvYhrgvcXI+1GQiIjHVTIYXKPLA8BNoxiVoKkm3DRxutQZr1TDMajg9rr5fb1l84pWKCV92HucBYTp6m6oAYK6RYN6uMjkyxNFXmN7wsKte0IVv/LjlVenZt9tWfx4/PlNEOXRWQTqXLbqRreabzA44DaWIai3eRX3QnxM4mpUo+uLLXdQ106HOqHLNVI5FzqcN7+I5liS8G5X1qHWuKVaao+hJtGp0Q4izyTUXV9BuMp0OMcGf2Gbfl3uJcBbWXQ6DhXCL7Nxexk0Ic7VKEpUenLocI5VGjmSVtWd5ZQ+p/hRKSsPP3vmkDRO6YKy0sTxwSqLDvdHUFTzdTO4oZprewyRfWtR6U5p0I9qMtlHSdBv+aL8w75+QexP1zpIyiVzbXU9hnjgR2+vOD+BTM2JHUnmd5yrn0EeHdxfYeFHvQ76wWjuu/hhxBKNcXsZNCPO1SkM3PS80fFB5Yc7Kcj9+p236qCQbvdTrYR1zNXQ/lTDMRiCxtQSLVEd6bQWHwaq6PjW53eZdDzGoDH1v7ZRrfO1eI/w8aO3V1wG1+BhaoE2eLkp7R4A5uFQwskyEcV5Uukib+fKyjFpgWiaprg8XMj5ikNZZaim+1wl7sfgFuP2MmgKr1p5EUcGZ8x5Cha/e335QZwernFygepMrR63gca09lUD7y2pWoOjg7Qu6H6eZAKZo7a+hL1/r9cs6vPlhO51MgiCHvCQ3qbWzm0RP3p7xbVLBaD3HV+D6N4I1wo6PmxYdxbb7OhY5iCRuVdqdcRgFXQ+7qDrs87HHjxG/Bg0RvWBVksPwNpuuJyJ+vyI9s+royppa52or6uuuD0vtVu/TMyPoYaIc1UNG93PVZz7WfiFbLC4n/lVI7V63IZaRvcWvgZh32Dot1/z1ldOrZ2PajlenS061XKOaxFz7VTwo6t7nM92nMtexfjV7Z2Xj84PHjc4HUstTpJIiPr629VjthxuXV8qQwXIbqPjNQ/6ugWRdxQBxTpeOz0xbi+DpuSYb3a5QZ4436IsqqMoR40ubqdqum+iGB5A9VHJWq8NBr0wtVJrgmqw427RMMijsytAth76VV9NnfeOaTuqBdPbyxBDTBdedUyjHQ9MfQ2HWnYHGwDj9jJuL0NI+HGrBUnUIw2roPrgifpBFTdXnQy61me3rqmg0fFcGWoZI35ii9cHWlSNUZSNYC00wNVwjLy6retx+VGuKMWpmTKnViG9vbx8VGtBf38/Vq9ejYULF2LcuHGoq6vDxo0bpbZ9+umn8clPfhLTpk1Dc3Mz3vnOd+Kaa65BT0+PYimKmBoca3guAl5D6taVUNvDv1cXOruTjBvFHnNuDP4Thdvr0KFD+PKXv4xTTjkFZ599NrZu3Sq97cqVK3HkyBEsXrwYU6dOxZ///GesX78ejz/+OHbt2oXOzs5Ay27QDp0faiKifNiZB208iLqbvgpBlstNvmGNDG+3XRzbJUPQdHV1oaenB52dnXjhhRcwe/Zs6W3vuecezJs3D/X1JYfVwoULccEFF2D9+vVYs2aNUllM7awKgmx4yfuBjg8dv4lTg60yho7MNkHjtO9aqWMqmPNhCI4oenulUillCw3h/PPP5y4bN24cdu/erZxfXFp6g2d0e5MOa99xEjRhEOQ599tNGqdrF3fxFvfyG1Tx0+2VyWTKlqdSKaRSKY+5O9Pf34/+/n5MmDBBeVsT8GyQxOttEpeGNS7l1JmgB9sLkigtY0GmDwq788WO4G3QCT8DnqdMmYL29nbrs3bt2lCO4Rvf+AaGhoZw+eWXK28bl9cqQ1Vi3jaDI+pz62b/OpTZSzmiLj+NzLQgKpZgM2u6QczevXvR1tZm/Q/D6vPMM8/g9ttvx5IlS/CBD3xAeXsjfmoKNw1Y0K6HMB4YqsdgN7msTujkFnIzL5coH6c5v8K4HjpcczcCxmCQw8+Yn7a2tjLxEzQvv/wyPvrRj2LGjBn47ne/6yoPc+cYFBA1xjo8KJzwIoB0P7a44MV6EEVTFXZvprBfTry+FBjiTFxHeN67dy8WLFiA9vZ2PPHEE2htbXWVj4n5CQ1dRoRlG3OZMsnOv6Q7cY2riDNO9cLtu6eu9S2Kcol69oW1L4MhHA4fPowFCxYgm83iF7/4Bbq6ulznpWsLYqhKdHhzrDYBpMM5dcLJMtgAYFghfVDo1iNSBbdl9Fp/4nBuDDySCaChzmMeBQB5X4pTRk9PD44dO4Z3vetdaGgoviAdP34cl1xyCfbv348tW7Zg6tSpnvahe6tZhcg2pvSl8buBCcq8Xg2BorrixgUXp/PKCiAZ4nR8OlMr7i9TX2iSSSAZgfhZv349ent7ceDAAQDAY489hn379gEArr/+erS3t2PVqlV44IEH8Nprr+G0004DAFx55ZXYsWMHPvnJT2L37t1lY/u0tLTgsssuUypHXaFQKKgV3aBCJpNBe3s7gC8CSFNrnG5CmWkrvOBnPIuKUBM1mqZRssfpHOtwXp0eiLyHJu32GmbSyuQf1H0huw+/yxT0fV+rBPky6TeDAO7CsWPHAgkiJs+kvSmgzaP4yRSAKVkolfW0007D66+/zl1HxM6yZcsqxI/ddqeeeir27NmjVHYjfgKmJH6+AKCFWuNGJOh606o02Do8pOOI0znW4bwa8eOcXrUM5r7whziJynDEz5vN/oifzhNq4kcX4mi7rBKMCdbgJyJXhG71zM5lQru+VNzDfh5frbiAah3d7ovw8c3tFVNMb69YoWsjq9KI1HaD4x+61gU7eGVWifOJS92J47XxG116t9qhe/kMQVIV4qe/vx+rV6/GwoULMW7cONTV1WHjxo0V6ZYtW4a6urqKz/Tp0yvSjoyM4Gtf+xpOP/10pNNpzJw5Ez/4wQ98Lrmbmy8ON2wcyhg3ZB78cREHdrjp+h7EeDtBpg87v7BhBwiVSe/HiDOm3VGhIQE0JD1+ElEfhXuqorYcOnQIX/7yl3HKKafg7LPPxtatW4VpU6lUxYiQxZiccm699VbcdddduPbaazF79mw8+uij+Pu//3vU1dXhiiuu8PsQDAafiEN3bVlXUZTlNu4s/7C7jn6fY9U6o9u9ESIJeDd/eHSbRUlV3N1dXV3o6elBZ2cnXnjhBcyePVuYNplM4qqrrrLNb//+/bj77rtx3XX
|
||
|
|
"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",
|
||
|
|
"<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 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
|
||
|
|
"<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
|
||
|
|
"<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
|
||
|
|
"<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 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: 'â–º';\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: 'â–¼';\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 '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": [
|
||
|
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"<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
|
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|
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"<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",
|
||
|
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"<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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"<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",
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"</symbol>\n",
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"<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
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"<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
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"<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
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"<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 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",
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|
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" --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
|
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|
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" --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",
|
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|
|
" --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: 'â–º';\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: 'â–¼';\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>"
|
||
|
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|
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"<xarray.DataArray (runs: 19)>\n",
|
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"array([68.63978498, 75.05700835, 71.27052547, 72.21453874, 69.07806671,\n",
|
||
|
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" 73.46637142, 71.92632268, 72.54921222, 70.95365965, 67.47138929,\n",
|
||
|
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" 68.91004535, 67.6271513 , 67.8015894 , 70.08936701, 68.65551382,\n",
|
||
|
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" 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"
|
||
|
|
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|
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|
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|
|
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|
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|
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|
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|
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"cell_type": "code",
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|
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|
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|
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" --xr-disabled-color: #515151;\n",
|
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|
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|
|
" --xr-background-color-row-even: #111111;\n",
|
||
|
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" --xr-background-color-row-odd: #313131;\n",
|
||
|
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|
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"\n",
|
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".xr-wrap {\n",
|
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"\n",
|
||
|
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".xr-text-repr-fallback {\n",
|
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|
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" display: none;\n",
|
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" padding-bottom: 6px;\n",
|
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" margin-bottom: 4px;\n",
|
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|
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" border-bottom: solid 1px var(--xr-border-color);\n",
|
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|
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|
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".xr-header > div,\n",
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".xr-header > ul {\n",
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|
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|
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|
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"\n",
|
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|
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".xr-preview {\n",
|
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|
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|
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|
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|
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|
|
"\n",
|
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|
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".xr-array-preview,\n",
|
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|
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".xr-array-data {\n",
|
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|
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|
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|
|
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|
||
|
|
"\n",
|
||
|
|
".xr-array-data,\n",
|
||
|
|
".xr-array-in:checked ~ .xr-array-preview {\n",
|
||
|
|
" display: none;\n",
|
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|
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|
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|
|
"\n",
|
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|
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".xr-array-in:checked ~ .xr-array-data,\n",
|
||
|
|
".xr-array-preview {\n",
|
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|
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|
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|
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".xr-dim-list {\n",
|
||
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|
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|
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|
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|
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|
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|
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|
|
"\n",
|
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|
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|
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|
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|
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|
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|
||
|
|
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|
||
|
|
"\n",
|
||
|
|
".xr-dim-list:before {\n",
|
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|
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|
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|
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|
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|
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|
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".xr-dim-list:after {\n",
|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
|
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|
||
|
|
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|
||
|
|
".xr-has-index {\n",
|
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|
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|
||
|
|
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|
||
|
|
"\n",
|
||
|
|
".xr-var-list,\n",
|
||
|
|
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|
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|
|
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|
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|
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|
|
"\n",
|
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|
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".xr-var-item > div,\n",
|
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|
|
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|
||
|
|
".xr-var-item > .xr-var-name span {\n",
|
||
|
|
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|
||
|
|
" margin-bottom: 0;\n",
|
||
|
|
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|
||
|
|
"\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": {
|
||
|
|
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"metadata": {},
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"<Figure size 640x480 with 2 Axes>"
|
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]
|
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|
},
|
||
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|
"metadata": {},
|
||
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|
"output_type": "display_data"
|
||
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},
|
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{
|
||
|
|
"name": "stdout",
|
||
|
|
"output_type": "stream",
|
||
|
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"text": [
|
||
|
|
"<xarray.DataArray ()>\n",
|
||
|
|
"array(363.53178088)\n",
|
||
|
|
"Coordinates:\n",
|
||
|
|
" runs float64 4.0\n",
|
||
|
|
"<xarray.DataArray ()>\n",
|
||
|
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"array(0.)\n",
|
||
|
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"Coordinates:\n",
|
||
|
|
" runs float64 4.0\n",
|
||
|
|
"<xarray.DataArray ()>\n",
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||
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"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": [
|
||
|
|
"<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 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
|
||
|
|
"<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
|
||
|
|
"<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
|
||
|
|
"<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 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: 'â–º';\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: 'â–¼';\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": {
|
||
|
|
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"source": [
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"plt.figure()\n",
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"(fitCurve - data).plot.pcolormesh(cmap='jet', vmin=-0.1, vmax=1.5)\n",
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|
|
".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
|
||
|
|
}
|