2239 lines
738 KiB
Plaintext
2239 lines
738 KiB
Plaintext
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{
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"cells": [
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{
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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()"
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]
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},
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{
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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-94357adc-773e-11ee-9a5c-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;\">7a351263</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-99d0c246-a105-478b-81bf-33932994241c</p>\n",
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" <table style=\"width: 100%; text-align: left;\">\n",
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|
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" <tr>\n",
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" <td style=\"text-align: left;\">\n",
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" <strong>Comm:</strong> tcp://127.0.0.1:56724\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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" </td>\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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" </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",
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|
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" <strong>Total memory:</strong> 149.01 GiB\n",
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|
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" </td>\n",
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|
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" </tr>\n",
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||
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" </table>\n",
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" </div>\n",
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" </div>\n",
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"\n",
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||
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" <details style=\"margin-left: 48px;\">\n",
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" <summary style=\"margin-bottom: 20px;\">\n",
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" <h3 style=\"display: inline;\">Workers</h3>\n",
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" </summary>\n",
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"\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: 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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" <td style=\"text-align: left;\">\n",
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" <strong>Comm: </strong> tcp://127.0.0.1:56777\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://127.0.0.1:56778/status\" target=\"_blank\">http://127.0.0.1:56778/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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||
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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://127.0.0.1:56727\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-ucyjq_v1\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://127.0.0.1:56762\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://127.0.0.1:56763/status\" target=\"_blank\">http://127.0.0.1:56763/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://127.0.0.1:56728\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-so9sfbp3\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: 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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" <td style=\"text-align: left;\">\n",
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" <strong>Comm: </strong> tcp://127.0.0.1:56771\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://127.0.0.1:56772/status\" target=\"_blank\">http://127.0.0.1:56772/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://127.0.0.1:56729\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-ctb8wuk2\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: 3</h4>\n",
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" </summary>\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://127.0.0.1:56774\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://127.0.0.1:56775/status\" target=\"_blank\">http://127.0.0.1:56775/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://127.0.0.1:56730\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-7cxq_u3t\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://127.0.0.1:56780\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://127.0.0.1:56781/status\" target=\"_blank\">http://127.0.0.1:56781/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://127.0.0.1:56731\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-x6vkv6n4\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://127.0.0.1:56759\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://127.0.0.1:56760/status\" target=\"_blank\">http://127.0.0.1:56760/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://127.0.0.1:56732\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-q3lqjful\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://127.0.0.1:56765\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://127.0.0.1:56767/status\" target=\"_blank\">http://127.0.0.1:56767/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://127.0.0.1:56733\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-459y2kku\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://127.0.0.1:56766\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://127.0.0.1:56768/status\" target=\"_blank\">http://127.0.0.1:56768/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://127.0.0.1:56734\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-26s665nm\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://127.0.0.1:56724' 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"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"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')"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"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",
|
||
|
|
"}\n"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"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 = \"Repetition_scan\"\n",
|
||
|
|
"folderPath = img_dir + SequenceName + \"/\" + '2023/06/14' # 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": [
|
||
|
|
"<xarray.DataArray 'OD' (x: 400, y: 400)>\n",
|
||
|
|
"array([[-0.01951217, 0.01438939, -0.04302442, ..., -0.01028454,\n",
|
||
|
|
" 0.03932833, 0.00296069],\n",
|
||
|
|
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" IMAGE_WHITE_IS_ZERO: 0\n",
|
||
|
|
" x_start: 105\n",
|
||
|
|
" x_end: 505\n",
|
||
|
|
" y_end: 1075\n",
|
||
|
|
" y_start: 675\n",
|
||
|
|
" x_center: 305\n",
|
||
|
|
" y_center: 875\n",
|
||
|
|
" x_span: 400\n",
|
||
|
|
" y_span: 400\n",
|
||
|
|
"<xarray.Dataset>\n",
|
||
|
|
"Dimensions: ()\n",
|
||
|
|
"Coordinates:\n",
|
||
|
|
" compZ_final_current float64 0.258\n",
|
||
|
|
"Data variables:\n",
|
||
|
|
" amplitude float64 4.378e+03\n",
|
||
|
|
" centerx float64 202.3\n",
|
||
|
|
" centery float64 196.0\n",
|
||
|
|
" sigmax float64 40.28\n",
|
||
|
|
" sigmay float64 45.01\n",
|
||
|
|
" fwhmx float64 94.85\n",
|
||
|
|
" fwhmy float64 106.0\n",
|
||
|
|
" height float64 0.3843\n",
|
||
|
|
"Attributes:\n",
|
||
|
|
" IMAGE_SUBCLASS: IMAGE_GRAYSCALE\n",
|
||
|
|
" IMAGE_VERSION: 1.2\n",
|
||
|
|
" IMAGE_WHITE_IS_ZERO: 0\n",
|
||
|
|
" x_start: 105\n",
|
||
|
|
" x_end: 505\n",
|
||
|
|
" y_end: 1075\n",
|
||
|
|
" y_start: 675\n",
|
||
|
|
" x_center: 305\n",
|
||
|
|
" y_center: 875\n",
|
||
|
|
" x_span: 400\n",
|
||
|
|
" y_span: 400\n",
|
||
|
|
"<xarray.Dataset>\n",
|
||
|
|
"Dimensions: ()\n",
|
||
|
|
"Coordinates:\n",
|
||
|
|
" compZ_final_current float64 0.259\n",
|
||
|
|
"Data variables:\n",
|
||
|
|
" amplitude float64 6.686e+03\n",
|
||
|
|
" centerx float64 201.2\n",
|
||
|
|
" centery float64 197.2\n",
|
||
|
|
" sigmax float64 40.21\n",
|
||
|
|
" sigmay float64 44.63\n",
|
||
|
|
" fwhmx float64 94.7\n",
|
||
|
|
" fwhmy float64 105.1\n",
|
||
|
|
" height float64 0.593\n",
|
||
|
|
"Attributes:\n",
|
||
|
|
" IMAGE_SUBCLASS: IMAGE_GRAYSCALE\n",
|
||
|
|
" IMAGE_VERSION: 1.2\n",
|
||
|
|
" IMAGE_WHITE_IS_ZERO: 0\n",
|
||
|
|
" x_start: 105\n",
|
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|
|
" x_end: 505\n",
|
||
|
|
" y_end: 1075\n",
|
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|
|
" y_start: 675\n",
|
||
|
|
" x_center: 305\n",
|
||
|
|
" y_center: 875\n",
|
||
|
|
" x_span: 400\n",
|
||
|
|
" y_span: 400\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",
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|
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|
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|
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".xr-index-preview {\n",
|
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" grid-column: 2 / 5;\n",
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" color: var(--xr-font-color2);\n",
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"\n",
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".xr-var-name,\n",
|
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".xr-var-dims,\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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".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
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||
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".xr-var-data-in:checked ~ .xr-var-data,\n",
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||
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".xr-var-name span,\n",
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|
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|
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|
||
|
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".xr-attrs,\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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"dl.xr-attrs {\n",
|
||
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" padding: 0;\n",
|
||
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||
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" display: grid;\n",
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|
||
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"}\n",
|
||
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"\n",
|
||
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".xr-attrs dt,\n",
|
||
|
|
".xr-attrs dd {\n",
|
||
|
|
" padding: 0;\n",
|
||
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|
" margin: 0;\n",
|
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|
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" float: left;\n",
|
||
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" padding-right: 10px;\n",
|
||
|
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" width: auto;\n",
|
||
|
|
"}\n",
|
||
|
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"\n",
|
||
|
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".xr-attrs dt {\n",
|
||
|
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" font-weight: normal;\n",
|
||
|
|
" grid-column: 1;\n",
|
||
|
|
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|
||
|
|
"\n",
|
||
|
|
".xr-attrs dt:hover span {\n",
|
||
|
|
" display: inline-block;\n",
|
||
|
|
" background: var(--xr-background-color);\n",
|
||
|
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" padding-right: 10px;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".xr-attrs dd {\n",
|
||
|
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|
||
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" 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: (compZ_final_current: 12, x: 400, y: 400)\n",
|
||
|
|
"Coordinates:\n",
|
||
|
|
" * compZ_final_current (compZ_final_current) float64 0.248 0.249 ... 0.259\n",
|
||
|
|
"Dimensions without coordinates: x, y\n",
|
||
|
|
"Data variables:\n",
|
||
|
|
" OD (compZ_final_current, x, y) float64 -0.01951 ... -0....</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-4b6ee14c-a61c-4aec-b315-31e747c59c3c' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-4b6ee14c-a61c-4aec-b315-31e747c59c3c' 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'>compZ_final_current</span>: 12</li><li><span>x</span>: 400</li><li><span>y</span>: 400</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-b978d58f-3f75-4ba6-9d51-690e4e7952c4' class='xr-section-summary-in' type='checkbox' checked><label for='section-b978d58f-3f75-4ba6-9d51-690e4e7952c4' 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'>compZ_final_current</span></div><div class='xr-var-dims'>(compZ_final_current)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.248 0.249 0.25 ... 0.258 0.259</div><input id='attrs-2dd90d40-4a7a-4499-b792-a738230be98a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2dd90d40-4a7a-4499-b792-a738230be98a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4d70f9a3-fef0-4dac-96e8-eb0aef5666f3' class='xr-var-data-in' type='checkbox'><label for='data-4d70f9a3-fef0-4dac-96e8-eb0aef5666f3' 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([0.248, 0.249, 0.25 , 0.251, 0.252, 0.253, 0.254, 0.255, 0.256, 0.257,\n",
|
||
|
|
" 0.258, 0.259])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-144de1cb-24d9-48f2-9a7c-ab935fd2369d' class='xr-section-summary-in' type='checkbox' checked><label for='section-144de1cb-24d9-48f2-9a7c-ab935fd2369d' 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>OD</span></div><div class='xr-var-dims'>(compZ_final_current, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.01951 0.01439 ... -0.009021</div><input id='attrs-76047075-e6e5-43d8-b66b-97575e783b13' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-76047075-e6e5-43d8-b66b-97575e783b13' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3b55f810-211c-4c62-b89e-a64bfaa6ce18' class='xr-var-data-in' type='checkbox'><label for='data-3b55f810-211c-4c62-b89e-a64bfaa6ce18' 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'><dt><span>IMAGE_SUBCLASS :</span></dt><dd>IMAGE_GRAYSCALE</dd><dt><span>IMAGE_VERSION :</span></dt><dd>1.2</dd><dt><span>IMAGE_WHITE_IS_ZERO :</span></dt><dd>0</dd><dt><span>x_start :</span></dt><dd>105</dd><dt><span>x_end :</span></dt><dd>505</dd><dt><span>y_end :</span></dt><dd>1075</dd><dt><span>y_start :</span></dt><dd>675</dd><dt><span>x_center :</span></dt><dd>305</dd><dt><span>y_center :</span></dt><dd>875</dd><dt><span>x_span :</span></dt><dd>400</dd><dt><span>y_span :</span></dt><dd>400</dd></dl></div><div class='xr-var-data'><pre>array([[[-0.01951217, 0.01438939, -0.04302442, ..., -0.01028454,\n",
|
||
|
|
" 0.03932833, 0.00296069],\n",
|
||
|
|
" [-0.01831671, -0.0077346 , -0.0178734 , ..., 0.05235344,\n",
|
||
|
|
" 0.02705824, -0.03094086],\n",
|
||
|
|
" [ 0.00296069, 0.00296069, -0.02602685, ..., 0.02649119,\n",
|
||
|
|
" -0.00846801, -0.02002883],\n",
|
||
|
|
" ...,\n",
|
||
|
|
" [ 0.00296069, -0.02143076, -0.00873535, ..., -0.00494449,\n",
|
||
|
|
" -0.02734466, 0.03349741],\n",
|
||
|
|
" [ 0.02595021, 0.00296069, -0.02084996, ..., -0.01266463,\n",
|
||
|
|
" -0.00464391, 0.00296069],\n",
|
||
|
|
" [ 0.00296069, 0.00296069, 0.02677134, ..., 0.00296069,\n",
|
||
|
|
" -0.00470218, -0.01968179]],\n",
|
||
|
|
"\n",
|
||
|
|
" [[ 0.05044399, 0.0390153 , 0.07712738, ..., -0.0091481 ,\n",
|
||
|
|
" 0.00392398, 0.00392398],\n",
|
||
|
|
" [ 0.04648359, -0.02922823, 0.00392398, ..., 0.00392398,\n",
|
||
|
|
" 0.01590017, -0.00777206],\n",
|
||
|
|
" [ 0.00392398, 0.03348278, 0.03348278, ..., -0.00805221,\n",
|
||
|
|
" 0.0154848 , -0.00750472],\n",
|
||
|
|
"...\n",
|
||
|
|
" [-0.00201967, -0.00201967, 0.02207788, ..., -0.00980181,\n",
|
||
|
|
" 0.0056432 , 0.005471 ],\n",
|
||
|
|
" [ 0.00927989, -0.01371571, 0.00995652, ..., 0.01313214,\n",
|
||
|
|
" 0.00552754, -0.03121882],\n",
|
||
|
|
" [-0.01371571, 0.02070858, 0.00995652, ..., -0.00992485,\n",
|
||
|
|
" -0.00201967, 0.02851705]],\n",
|
||
|
|
"\n",
|
||
|
|
" [[ 0.00590477, 0.00590477, 0.04141146, ..., -0.00734046,\n",
|
||
|
|
" 0.01773922, 0.01817486],\n",
|
||
|
|
" [ 0.02631364, 0.02695818, 0.02695818, ..., 0.01817486,\n",
|
||
|
|
" -0.01735209, 0.00590477],\n",
|
||
|
|
" [-0.00385141, -0.03256151, 0.01556668, ..., 0.05297228,\n",
|
||
|
|
" -0.00539479, -0.00539479],\n",
|
||
|
|
" ...,\n",
|
||
|
|
" [-0.05060744, 0.00590477, -0.00607142, ..., -0.00181728,\n",
|
||
|
|
" -0.0093627 , -0.00175811],\n",
|
||
|
|
" [ 0.02837762, 0.02916163, 0.02971542, ..., -0.00959942,\n",
|
||
|
|
" -0.00153021, 0.00590477],\n",
|
||
|
|
" [-0.00579127, -0.04935791, -0.03955761, ..., 0.00590477,\n",
|
||
|
|
" -0.00959942, -0.00902088]]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-eb2b1077-4c23-4140-be2e-601205fbd026' class='xr-section-summary-in' type='checkbox' ><label for='section-eb2b1077-4c23-4140-be2e-601205fbd026' 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>compZ_final_current</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-2049f4a2-4781-4bfd-ac0e-6d750aa5701d' class='xr-index-data-in' type='checkbox'/><label for='index-2049f4a2-4781-4bfd-ac0e-6d750aa5701d' 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([0.248, 0.249, 0.25, 0.251, 0.252, 0.253, 0.254, 0.255, 0.256, 0.257,\n",
|
||
|
|
" 0.258, 0.259],\n",
|
||
|
|
" dtype='float64', name='compZ_final_current'))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d4354e6b-f096-4621-9c98-542e06733f95' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-d4354e6b-f096-4621-9c98-542e06733f95' 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.Dataset>\n",
|
||
|
|
"Dimensions: (compZ_final_current: 12, x: 400, y: 400)\n",
|
||
|
|
"Coordinates:\n",
|
||
|
|
" * compZ_final_current (compZ_final_current) float64 0.248 0.249 ... 0.259\n",
|
||
|
|
"Dimensions without coordinates: x, y\n",
|
||
|
|
"Data variables:\n",
|
||
|
|
" OD (compZ_final_current, x, y) float64 -0.01951 ... -0...."
|
||
|
|
]
|
||
|
|
},
|
||
|
|
"execution_count": 6,
|
||
|
|
"metadata": {},
|
||
|
|
"output_type": "execute_result"
|
||
|
|
}
|
||
|
|
],
|
||
|
|
"source": [
|
||
|
|
"res = DB.load_data(shotNum='0007', date='2023/06/14')\n",
|
||
|
|
"res['OD']"
|
||
|
|
]
|
||
|
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},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": 7,
|
||
|
|
"metadata": {},
|
||
|
|
"outputs": [
|
||
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{
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"</svg>\n",
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"<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
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" *\n",
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" */\n",
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"\n",
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":root {\n",
|
||
|
|
" --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
|
||
|
|
" --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
|
||
|
|
" --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
|
||
|
|
" --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
|
||
|
|
" --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
|
||
|
|
" --xr-background-color: var(--jp-layout-color0, white);\n",
|
||
|
|
" --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
|
||
|
|
" --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
"html[theme=dark],\n",
|
||
|
|
"body[data-theme=dark],\n",
|
||
|
|
"body.vscode-dark {\n",
|
||
|
|
" --xr-font-color0: rgba(255, 255, 255, 1);\n",
|
||
|
|
" --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
|
||
|
|
" --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
|
||
|
|
" --xr-border-color: #1F1F1F;\n",
|
||
|
|
" --xr-disabled-color: #515151;\n",
|
||
|
|
" --xr-background-color: #111111;\n",
|
||
|
|
" --xr-background-color-row-even: #111111;\n",
|
||
|
|
" --xr-background-color-row-odd: #313131;\n",
|
||
|
|
"}\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: (compZ_final_current: 12)\n",
|
||
|
|
"Coordinates:\n",
|
||
|
|
" * compZ_final_current (compZ_final_current) float64 0.248 0.249 ... 0.259\n",
|
||
|
|
"Data variables:\n",
|
||
|
|
" amplitude (compZ_final_current) float64 -2.044e+04 ... 6.686e+03\n",
|
||
|
|
" centerx (compZ_final_current) float64 144.9 557.9 ... 201.2\n",
|
||
|
|
" centery (compZ_final_current) float64 -6.568e+03 ... 197.2\n",
|
||
|
|
" sigmax (compZ_final_current) float64 122.9 709.2 ... 40.21\n",
|
||
|
|
" sigmay (compZ_final_current) float64 3.306e+04 50.49 ... 44.63\n",
|
||
|
|
" fwhmx (compZ_final_current) float64 289.5 1.67e+03 ... 94.7\n",
|
||
|
|
" fwhmy (compZ_final_current) float64 7.786e+04 118.9 ... 105.1\n",
|
||
|
|
" height (compZ_final_current) float64 -0.0008003 ... 0.593\n",
|
||
|
|
"Attributes:\n",
|
||
|
|
" IMAGE_SUBCLASS: IMAGE_GRAYSCALE\n",
|
||
|
|
" IMAGE_VERSION: 1.2\n",
|
||
|
|
" IMAGE_WHITE_IS_ZERO: 0\n",
|
||
|
|
" x_start: 105\n",
|
||
|
|
" x_end: 505\n",
|
||
|
|
" y_end: 1075\n",
|
||
|
|
" y_start: 675\n",
|
||
|
|
" x_center: 305\n",
|
||
|
|
" y_center: 875\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-284abc23-9a17-45e5-958d-32b2b5175955' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-284abc23-9a17-45e5-958d-32b2b5175955' 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'>compZ_final_current</span>: 12</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-8fba5d0c-2bd5-41d0-9776-4f22586e25ab' class='xr-section-summary-in' type='checkbox' checked><label for='section-8fba5d0c-2bd5-41d0-9776-4f22586e25ab' 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'>compZ_final_current</span></div><div class='xr-var-dims'>(compZ_final_current)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.248 0.249 0.25 ... 0.258 0.259</div><input id='attrs-bc838f8f-886d-430b-bb09-765582e7bdd5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-bc838f8f-886d-430b-bb09-765582e7bdd5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ddca89f1-8005-4b94-a2e6-7aa61ac117ff' class='xr-var-data-in' type='checkbox'><label for='data-ddca89f1-8005-4b94-a2e6-7aa61ac117ff' 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([0.248, 0.249, 0.25 , 0.251, 0.252, 0.253, 0.254, 0.255, 0.256, 0.257,\n",
|
||
|
|
" 0.258, 0.259])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-dea75056-7046-45bb-9069-05fd2fd1f587' class='xr-section-summary-in' type='checkbox' checked><label for='section-dea75056-7046-45bb-9069-05fd2fd1f587' class='xr-section-summary' >Data variables: <span>(8)</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>amplitude</span></div><div class='xr-var-dims'>(compZ_final_current)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-2.044e+04 -273.6 ... 6.686e+03</div><input id='attrs-91de576b-8369-46d6-9294-dde30c46e3e9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-91de576b-8369-46d6-9294-dde30c46e3e9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-26241b0e-da55-43bf-9ed6-9e3c33a9de80' class='xr-var-data-in' type='checkbox'><label for='data-26241b0e-da55-43bf-9ed6-9e3c33a9de80' 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([-20442.74109002, -273.61108483, 70.5885231 , -71.03875977,\n",
|
||
|
|
" 178.4312635 , 321.40240204, 576.0459047 , 871.8315381 ,\n",
|
||
|
|
" 1673.53355997, 2908.31290951, 4377.56937295, 6686.44064824])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>centerx</span></div><div class='xr-var-dims'>(compZ_final_current)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>144.9 557.9 214.9 ... 202.3 201.2</div><input id='attrs-500cd200-ad40-4afc-90ac-42dbe4a36cad' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-500cd200-ad40-4afc-90ac-42dbe4a36cad' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-428130c5-f7cc-422e-8f84-1e9385f16be4' class='xr-var-data-in' type='checkbox'><label for='data-428130c5-f7cc-422e-8f84-1e9385f16be4' 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([144.91365492, 557.94232697, 214.90455359, 185.92964493,\n",
|
||
|
|
" 210.28797894, 208.07625145, 202.79582489, 203.11027931,\n",
|
||
|
|
" 202.78776608, 202.13500236, 202.34700526, 201.15984146])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>centery</span></div><div class='xr-var-dims'>(compZ_final_current)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-6.568e+03 60.07 ... 196.0 197.2</div><input id='attrs-f11e477f-ada2-46b7-82c2-db3094a2d89c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f11e477f-ada2-46b7-82c2-db3094a2d89c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c24960dd-d288-4cd1-8b99-07e6e44bff50' class='xr-var-data-in' type='checkbox'><label for='data-c24960dd-d288-4cd1-8b99-07e6e44bff50' 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([-6568.09143246, 60.06686036, 193.9378948 , 28.37919358,\n",
|
||
|
|
" 193.85526165, 193.65148403, 195.51558338, 195.48876433,\n",
|
||
|
|
" 195.51914715, 196.17935207, 195.98008326, 197.17920194])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sigmax</span></div><div class='xr-var-dims'>(compZ_final_current)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>122.9 709.2 21.46 ... 40.28 40.21</div><input id='attrs-0c9cfc02-c5f4-429e-86e1-2109ac595996' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0c9cfc02-c5f4-429e-86e1-2109ac595996' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ba029ed9-f11e-4b0f-8fdc-940d9f9a69e3' class='xr-var-data-in' type='checkbox'><label for='data-ba029ed9-f11e-4b0f-8fdc-940d9f9a69e3' 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([122.94761624, 709.18367585, 21.45764906, 212.43989894,\n",
|
||
|
|
" 28.14694668, 31.72133167, 35.24394074, 37.21242498,\n",
|
||
|
|
" 39.00998718, 39.61528143, 40.27752468, 40.21352092])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sigmay</span></div><div class='xr-var-dims'>(compZ_final_current)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.306e+04 50.49 ... 45.01 44.63</div><input id='attrs-73709769-4329-4e10-9afb-81bec0599e8d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-73709769-4329-4e10-9afb-81bec0599e8d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ec778ff6-7d5a-4ee4-966c-d1cfc4e8bf85' class='xr-var-data-in' type='checkbox'><label for='data-ec778ff6-7d5a-4ee4-966c-d1cfc4e8bf85' 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([33064.70652473, 50.49046689, 37.86860165, 41.07760347,\n",
|
||
|
|
" 39.42629444, 44.19995953, 46.20519234, 46.43134344,\n",
|
||
|
|
" 46.20426636, 45.26946096, 45.0098166 , 44.62576272])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>fwhmx</span></div><div class='xr-var-dims'>(compZ_final_current)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>289.5 1.67e+03 50.53 ... 94.85 94.7</div><input id='attrs-6b1b29bb-c9fb-4da6-962e-e97de8e9d082' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6b1b29bb-c9fb-4da6-962e-e97de8e9d082' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2240e7f3-1510-4fe1-836e-c0b8c3a545ce' class='xr-var-data-in' type='checkbox'><label for='data-2240e7f3-1510-4fe1-836e-c0b8c3a545ce' 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([ 289.51950566, 1669.99990357, 50.52890116, 500.25772281,\n",
|
||
|
|
" 66.28099299, 74.69802625, 82.99313653, 87.62856259,\n",
|
||
|
|
" 91.86149802, 93.28685701, 94.84632066, 94.69560334])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>fwhmy</span></div><div class='xr-var-dims'>(compZ_final_current)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>7.786e+04 118.9 ... 106.0 105.1</div><input id='attrs-cf46bc45-faa0-422e-adcc-ee673d2e6a05' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-cf46bc45-faa0-422e-adcc-ee673d2e6a05' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4122029f-ad2b-4a20-b787-b5792f6119e4' class='xr-var-data-in' type='checkbox'><label for='data-4122029f-ad2b-4a20-b787-b5792f6119e4' 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([77861.43105834, 118.89595948, 89.17373921, 96.73036077,\n",
|
||
|
|
" 92.84182528, 104.08294714, 108.8049094 , 109.33745452,\n",
|
||
|
|
" 108.80272889, 106.60143048, 105.99001474, 105.085637 ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>height</span></div><div class='xr-var-dims'>(compZ_final_current)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.0008003 -0.001216 ... 0.593</div><input id='attrs-bc729ae7-0fbc-4f1a-9347-58a135e6a5bf' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-bc729ae7-0fbc-4f1a-9347-58a135e6a5bf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-91efa109-f7b1-4ac9-b733-cf7144f0144d' class='xr-var-data-in' type='checkbox'><label for='data-91efa109-f7b1-4ac9-b733-cf7144f0144d' 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([-0.00080034, -0.00121615, 0.01382588, -0.00129561, 0.0255902 ,\n",
|
||
|
|
" 0.03648345, 0.05629915, 0.08030699, 0.1477735 , 0.25810302,\n",
|
||
|
|
" 0.3843112 , 0.59300351])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-614a492e-7f58-4b59-b860-743cf47cc921' class='xr-section-summary-in' type='checkbox' ><label for='section-614a492e-7f58-4b59-b860-743cf47cc921' 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>compZ_final_current</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-6ef5d344-e305-4214-aa5a-e04993639a76' class='xr-index-data-in' type='checkbox'/><label for='index-6ef5d344-e305-4214-aa5a-e04993639a76' 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([0.248, 0.249, 0.25, 0.251, 0.252, 0.253, 0.254, 0.255, 0.256, 0.257,\n",
|
||
|
|
" 0.258, 0.259],\n",
|
||
|
|
" dtype='float64', name='compZ_final_current'))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e0a4c1ad-4e0e-4c59-ac96-463a2f241753' class='xr-section-summary-in' type='checkbox' ><label for='section-e0a4c1ad-4e0e-4c59-ac96-463a2f241753' class='xr-section-summary' >Attributes: <span>(11)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>IMAGE_SUBCLASS :</span></dt><dd>IMAGE_GRAYSCALE</dd><dt><span>IMAGE_VERSION :</span></dt><dd>1.2</dd><dt><span>IMAGE_WHITE_IS_ZERO :</span></dt><dd>0</dd><dt><span>x_start :</span></dt><dd>105</dd><dt><span>x_end :</span></dt><dd>505</dd><dt><span>y_end :</span></dt><dd>1075</dd><dt><span>y_start :</span></dt><dd>675</dd><dt><span>x_center :</span></dt><dd>305</dd><dt><span>y_center :</span></dt><dd>875</dd><dt><span>x_span :</span></dt><dd>400</dd><dt><span>y_span :</span></dt><dd>400</dd></dl></div></li></ul></div></div>"
|
||
|
|
],
|
||
|
|
"text/plain": [
|
||
|
|
"<xarray.Dataset>\n",
|
||
|
|
"Dimensions: (compZ_final_current: 12)\n",
|
||
|
|
"Coordinates:\n",
|
||
|
|
" * compZ_final_current (compZ_final_current) float64 0.248 0.249 ... 0.259\n",
|
||
|
|
"Data variables:\n",
|
||
|
|
" amplitude (compZ_final_current) float64 -2.044e+04 ... 6.686e+03\n",
|
||
|
|
" centerx (compZ_final_current) float64 144.9 557.9 ... 201.2\n",
|
||
|
|
" centery (compZ_final_current) float64 -6.568e+03 ... 197.2\n",
|
||
|
|
" sigmax (compZ_final_current) float64 122.9 709.2 ... 40.21\n",
|
||
|
|
" sigmay (compZ_final_current) float64 3.306e+04 50.49 ... 44.63\n",
|
||
|
|
" fwhmx (compZ_final_current) float64 289.5 1.67e+03 ... 94.7\n",
|
||
|
|
" fwhmy (compZ_final_current) float64 7.786e+04 118.9 ... 105.1\n",
|
||
|
|
" height (compZ_final_current) float64 -0.0008003 ... 0.593\n",
|
||
|
|
"Attributes:\n",
|
||
|
|
" IMAGE_SUBCLASS: IMAGE_GRAYSCALE\n",
|
||
|
|
" IMAGE_VERSION: 1.2\n",
|
||
|
|
" IMAGE_WHITE_IS_ZERO: 0\n",
|
||
|
|
" x_start: 105\n",
|
||
|
|
" x_end: 505\n",
|
||
|
|
" y_end: 1075\n",
|
||
|
|
" y_start: 675\n",
|
||
|
|
" x_center: 305\n",
|
||
|
|
" y_center: 875\n",
|
||
|
|
" x_span: 400\n",
|
||
|
|
" y_span: 400"
|
||
|
|
]
|
||
|
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},
|
||
|
|
"execution_count": 7,
|
||
|
|
"metadata": {},
|
||
|
|
"output_type": "execute_result"
|
||
|
|
}
|
||
|
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],
|
||
|
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"source": [
|
||
|
|
"res['testFit']"
|
||
|
|
]
|
||
|
|
},
|
||
|
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{
|
||
|
|
"cell_type": "code",
|
||
|
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"execution_count": 8,
|
||
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"metadata": {},
|
||
|
|
"outputs": [
|
||
|
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{
|
||
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"data": {
|
||
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"text/plain": [
|
||
|
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"<Figure size 640x480 with 0 Axes>"
|
||
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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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{
|
||
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"data": {
|
||
|
|
"image/png": "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
|
||
|
|
"text/plain": [
|
||
|
|
"<Figure size 3700x300 with 13 Axes>"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
"metadata": {},
|
||
|
|
"output_type": "display_data"
|
||
|
|
}
|
||
|
|
],
|
||
|
|
"source": [
|
||
|
|
"plt.figure()\n",
|
||
|
|
"\n",
|
||
|
|
"res['OD'].OD.plot.pcolormesh(col='compZ_final_current', cmap='jet', vmin=0, vmax=1)\n",
|
||
|
|
"\n",
|
||
|
|
"plt.show()"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": null,
|
||
|
|
"metadata": {},
|
||
|
|
"outputs": [],
|
||
|
|
"source": []
|
||
|
|
}
|
||
|
|
],
|
||
|
|
"metadata": {
|
||
|
|
"kernelspec": {
|
||
|
|
"display_name": "venv",
|
||
|
|
"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"
|
||
|
|
}
|
||
|
|
},
|
||
|
|
"nbformat": 4,
|
||
|
|
"nbformat_minor": 2
|
||
|
|
}
|