From e82cc5bb7713fbf7539ecf52aa9b80f136c76794 Mon Sep 17 00:00:00 2001
From: Gao <gao@physi.uni-heidelberg.de>
Date: Thu, 28 Sep 2023 16:51:44 +0200
Subject: [PATCH] debug

---
 Analyser/ImagingAnalyser.py   |   10 +-
 get contrasst of finges.ipynb | 4916 +++++++++++++++++++++++++++++++++
 2 files changed, 4922 insertions(+), 4 deletions(-)
 create mode 100644 get contrasst of finges.ipynb

diff --git a/Analyser/ImagingAnalyser.py b/Analyser/ImagingAnalyser.py
index 7359bc1..9377484 100644
--- a/Analyser/ImagingAnalyser.py
+++ b/Analyser/ImagingAnalyser.py
@@ -296,11 +296,13 @@ class ImageAnalyser():
 
         if fringeRemoval:
             
+            dataSetAtoms = dataSet[self._image_name['atoms']] - dataSet[self._image_name['dark']]
+            
             scanAxis = list(get_scanAxis(dataSet))
             if not scanAxis[1] is None:
-                OptimumRef = self._fringeRemoval.fringe_removal(dataSet[self._image_name['atoms']].stack(_imgIdx=scanAxis))
+                OptimumRef = self._fringeRemoval.fringe_removal(dataSetAtoms.stack(_imgIdx=scanAxis))
             else:
-                OptimumRef = self._fringeRemoval.fringe_removal(dataSet[self._image_name['atoms']])
+                OptimumRef = self._fringeRemoval.fringe_removal(dataSetAtoms)
             
             dataSet = dataSet.assign(
                 {
@@ -310,7 +312,7 @@ class ImageAnalyser():
             
             dataSet = dataSet.assign(
                 {
-                    self._image_name['OD']: xr.apply_ufunc(self.get_OD_no_dark, dataSet[self._image_name['atoms']], dataSet[self._image_name['optimumBackground']], **kwargs)
+                    self._image_name['OD']: xr.apply_ufunc(self.get_OD_no_dark, dataSetAtoms, dataSet[self._image_name['optimumBackground']], **kwargs)
                 }
             )
         else:
@@ -395,7 +397,7 @@ class ImageAnalyser():
         dataSet = read_hdf5_file(filePath, group, **kwargs)
         scanAxis = dataSet.scanAxis
         
-        dataSet = dataSet[self._image_name['background']]
+        dataSet = dataSet[self._image_name['background']] - dataSet[self._image_name['dark']]
         dataSet.attrs['scanAxis'] = scanAxis
         
         if crop:
diff --git a/get contrasst of finges.ipynb b/get contrasst of finges.ipynb
new file mode 100644
index 0000000..eb65c90
--- /dev/null
+++ b/get contrasst of finges.ipynb	
@@ -0,0 +1,4916 @@
+{
+ "cells": [
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Import supporting package"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import xarray as xr\n",
+    "import numpy as np\n",
+    "import copy\n",
+    "\n",
+    "from uncertainties import ufloat\n",
+    "from uncertainties import unumpy as unp\n",
+    "from uncertainties import umath\n",
+    "import random\n",
+    "import matplotlib.pyplot as plt\n",
+    "plt.rcParams['font.size'] = 12\n",
+    "\n",
+    "from DataContainer.ReadData import read_hdf5_file\n",
+    "from Analyser.ImagingAnalyser import ImageAnalyser\n",
+    "from Analyser.FitAnalyser import FitAnalyser\n",
+    "from Analyser.FitAnalyser import NewFitModel, DensityProfileBEC2dModel\n",
+    "from ToolFunction.ToolFunction import *\n",
+    "\n",
+    "from scipy.optimize import curve_fit\n",
+    "\n",
+    "from ToolFunction.HomeMadeXarrayFunction import errorbar, dataarray_plot_errorbar\n",
+    "xr.plot.dataarray_plot.errorbar = errorbar\n",
+    "xr.plot.accessor.DataArrayPlotAccessor.errorbar = dataarray_plot_errorbar\n",
+    "\n",
+    "imageAnalyser = ImageAnalyser()\n",
+    "\n",
+    "# %matplotlib notebook"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Start a client for parallel computing"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-eb42ae41-594b-11ee-8e58-80e82ce2fa8e</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "\n",
+       "        <tr>\n",
+       "        \n",
+       "            <td style=\"text-align: left;\"><strong>Connection method:</strong> Cluster object</td>\n",
+       "            <td style=\"text-align: left;\"><strong>Cluster type:</strong> distributed.LocalCluster</td>\n",
+       "        \n",
+       "        </tr>\n",
+       "\n",
+       "        \n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:8787/status\" target=\"_blank\">http://127.0.0.1:8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\"></td>\n",
+       "            </tr>\n",
+       "        \n",
+       "\n",
+       "        </table>\n",
+       "\n",
+       "        \n",
+       "\n",
+       "        \n",
+       "            <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\"><h3 style=\"display: inline;\">Cluster Info</h3></summary>\n",
+       "            <div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\">\n",
+       "    </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">24ac70ff</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard:</strong> <a href=\"http://127.0.0.1:8787/status\" target=\"_blank\">http://127.0.0.1:8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Workers:</strong> 8\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total threads:</strong> 128\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total memory:</strong> 149.01 GiB\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            \n",
+       "            <tr>\n",
+       "    <td style=\"text-align: left;\"><strong>Status:</strong> running</td>\n",
+       "    <td style=\"text-align: left;\"><strong>Using processes:</strong> True</td>\n",
+       "</tr>\n",
+       "\n",
+       "            \n",
+       "        </table>\n",
+       "\n",
+       "        <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\">\n",
+       "                <h3 style=\"display: inline;\">Scheduler Info</h3>\n",
+       "            </summary>\n",
+       "\n",
+       "            <div style=\"\">\n",
+       "    <div>\n",
+       "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
+       "        <div style=\"margin-left: 48px;\">\n",
+       "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-7d791a81-b6e9-4154-a6a9-d7c28f424efe</p>\n",
+       "            <table style=\"width: 100%; text-align: left;\">\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:55905\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Workers:</strong> 8\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Dashboard:</strong> <a href=\"http://127.0.0.1:8787/status\" target=\"_blank\">http://127.0.0.1:8787/status</a>\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Total threads:</strong> 128\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Started:</strong> Just now\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Total memory:</strong> 149.01 GiB\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "            </table>\n",
+       "        </div>\n",
+       "    </div>\n",
+       "\n",
+       "    <details style=\"margin-left: 48px;\">\n",
+       "        <summary style=\"margin-bottom: 20px;\">\n",
+       "            <h3 style=\"display: inline;\">Workers</h3>\n",
+       "        </summary>\n",
+       "\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 0</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:55958\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 16\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:55959/status\" target=\"_blank\">http://127.0.0.1:55959/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 18.63 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:55908\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\"></td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
+       "                            <strong>Local directory: </strong> C:\\Users\\data\\AppData\\Local\\Temp\\dask-scratch-space\\worker-0i1csyky\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                </table>\n",
+       "            </details>\n",
+       "            </div>\n",
+       "        </div>\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 1</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:55940\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 16\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:55941/status\" target=\"_blank\">http://127.0.0.1:55941/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 18.63 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:55909\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\"></td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
+       "                            <strong>Local directory: </strong> C:\\Users\\data\\AppData\\Local\\Temp\\dask-scratch-space\\worker-ms7h0c0c\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                </table>\n",
+       "            </details>\n",
+       "            </div>\n",
+       "        </div>\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 2</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:55950\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 16\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:55952/status\" target=\"_blank\">http://127.0.0.1:55952/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 18.63 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:55910\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\"></td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
+       "                            <strong>Local directory: </strong> C:\\Users\\data\\AppData\\Local\\Temp\\dask-scratch-space\\worker-engse9nf\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                </table>\n",
+       "            </details>\n",
+       "            </div>\n",
+       "        </div>\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 3</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:55943\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 16\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:55944/status\" target=\"_blank\">http://127.0.0.1:55944/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 18.63 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:55911\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\"></td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
+       "                            <strong>Local directory: </strong> C:\\Users\\data\\AppData\\Local\\Temp\\dask-scratch-space\\worker-6f5q0edl\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                </table>\n",
+       "            </details>\n",
+       "            </div>\n",
+       "        </div>\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 4</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:55949\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 16\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:55951/status\" target=\"_blank\">http://127.0.0.1:55951/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 18.63 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:55912\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\"></td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
+       "                            <strong>Local directory: </strong> C:\\Users\\data\\AppData\\Local\\Temp\\dask-scratch-space\\worker-h1rag6av\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                </table>\n",
+       "            </details>\n",
+       "            </div>\n",
+       "        </div>\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 5</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:55955\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 16\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:55956/status\" target=\"_blank\">http://127.0.0.1:55956/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 18.63 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:55913\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\"></td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
+       "                            <strong>Local directory: </strong> C:\\Users\\data\\AppData\\Local\\Temp\\dask-scratch-space\\worker-0ds0ffg4\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                </table>\n",
+       "            </details>\n",
+       "            </div>\n",
+       "        </div>\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 6</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:55961\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 16\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:55962/status\" target=\"_blank\">http://127.0.0.1:55962/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 18.63 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:55914\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\"></td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
+       "                            <strong>Local directory: </strong> C:\\Users\\data\\AppData\\Local\\Temp\\dask-scratch-space\\worker-s7rj7bpa\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                </table>\n",
+       "            </details>\n",
+       "            </div>\n",
+       "        </div>\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 7</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:55946\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 16\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:55947/status\" target=\"_blank\">http://127.0.0.1:55947/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 18.63 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:55915\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\"></td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
+       "                            <strong>Local directory: </strong> C:\\Users\\data\\AppData\\Local\\Temp\\dask-scratch-space\\worker-4a5m59rt\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                </table>\n",
+       "            </details>\n",
+       "            </div>\n",
+       "        </div>\n",
+       "        \n",
+       "\n",
+       "    </details>\n",
+       "</div>\n",
+       "\n",
+       "        </details>\n",
+       "    </div>\n",
+       "</div>\n",
+       "            </details>\n",
+       "        \n",
+       "\n",
+       "    </div>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "<Client: 'tcp://127.0.0.1:55905' processes=8 threads=128, memory=149.01 GiB>"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from dask.distributed import Client\n",
+    "client = Client(n_workers=8, threads_per_worker=16, processes=True, memory_limit='20GB')\n",
+    "client"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Start a client for Mongo DB"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pymongo\n",
+    "import xarray_mongodb\n",
+    "\n",
+    "from DataContainer.MongoDB import MongoDB\n",
+    "\n",
+    "mongoClient = pymongo.MongoClient('mongodb://control:DyLab2021@127.0.0.1:27017/?authMechanism=DEFAULT')"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Set global path for experiment"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "groupList = [\n",
+    "    \"images/MOT_3D_Camera/in_situ_absorption\",\n",
+    "    \"images/ODT_1_Axis_Camera/in_situ_absorption\",\n",
+    "    \"images/ODT_2_Axis_Camera/in_situ_absorption\",\n",
+    "    \"images/Horizontal_Axis_Camera/in_situ_absorption\",\n",
+    "    \"images/Vertical_Axis_Camera/in_situ_absorption\",\n",
+    "]\n",
+    "\n",
+    "dskey = {\n",
+    "    \"images/MOT_3D_Camera/in_situ_absorption\": \"camera_0\",\n",
+    "    \"images/ODT_1_Axis_Camera/in_situ_absorption\": \"camera_1\",\n",
+    "    \"images/ODT_2_Axis_Camera/in_situ_absorption\": \"camera_2\",\n",
+    "    \"images/Horizontal_Axis_Camera/in_situ_absorption\": \"camera_3\",\n",
+    "    \"images/Vertical_Axis_Camera/in_situ_absorption\": \"camera_4\"\n",
+    "}"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Evaporative Cooling"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# img_dir = 'C:/Users/control/DyLab/Experiments/DyBEC/'\n",
+    "img_dir = '//DyLabNAS/Data/'\n",
+    "SequenceName = \"Evaporative_Cooling\"\n",
+    "folderPath = img_dir + SequenceName + \"/\" + '2023/09/21'\n",
+    "# folderPath = img_dir + SequenceName + \"/\" + '2023/06/30'# get_date()\n",
+    "\n",
+    "mongoDB = mongoClient[SequenceName]\n",
+    "\n",
+    "DB = MongoDB(mongoClient, mongoDB, date=get_date())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The detected scaning axes and values are: \n",
+      "\n",
+      "{'runs': array([  0.,   1.,   2.,   3.,   4.,   5.,   6.,   7.,   8.,   9.,  10.,\n",
+      "        11.,  12.,  13.,  14.,  15.,  16.,  17.,  18.,  19.,  20.,  21.,\n",
+      "        22.,  23.,  24.,  25.,  26.,  27.,  28.,  29.,  30.,  31.,  32.,\n",
+      "        33.,  34.,  35.,  36.,  37.,  38.,  39.,  40.,  41.,  42.,  43.,\n",
+      "        44.,  45.,  46.,  47.,  48.,  49.,  50.,  51.,  52.,  53.,  54.,\n",
+      "        55.,  56.,  57.,  58.,  59.,  60.,  61.,  62.,  63.,  64.,  65.,\n",
+      "        66.,  67.,  68.,  69.,  70.,  71.,  72.,  73.,  74.,  75.,  76.,\n",
+      "        77.,  78.,  79.,  80.,  81.,  82.,  83.,  84.,  85.,  86.,  87.,\n",
+      "        88.,  89.,  90.,  91.,  92.,  93.,  94.,  95.,  96.,  97.,  98.,\n",
+      "        99., 100., 101., 102., 103., 104., 105., 106., 107., 108., 109.,\n",
+      "       110., 111., 112., 113., 114., 115., 116., 117., 118., 119., 120.,\n",
+      "       121., 122., 123., 124., 125., 126., 127., 128., 129., 130., 131.,\n",
+      "       132., 133., 134., 135., 136., 137., 138., 139., 140., 141., 142.,\n",
+      "       143., 144., 145., 146., 147., 148., 149., 150., 151., 152., 153.,\n",
+      "       154., 155., 156., 157., 158., 159., 160., 161., 162., 163., 164.,\n",
+      "       165., 166., 167., 168., 169., 170., 171., 172., 173., 174., 175.,\n",
+      "       176., 177., 178., 179., 180., 181., 182., 183., 184., 185., 186.,\n",
+      "       187., 188., 189., 190., 191., 192., 193., 194., 195., 196., 197.,\n",
+      "       198., 199., 200., 201., 202., 203., 204., 205., 206., 207., 208.,\n",
+      "       209., 210., 211., 212., 213., 214., 215., 216., 217., 218., 219.,\n",
+      "       220., 221., 222., 223., 224., 225., 226., 227., 228., 229., 230.,\n",
+      "       231., 232., 233., 234., 235., 236., 237., 238., 239., 240., 241.,\n",
+      "       242., 243., 244., 245., 246., 247., 248., 249., 250., 251., 252.,\n",
+      "       253., 254., 255., 256., 257., 258., 259., 260., 261., 262., 263.,\n",
+      "       264., 265., 266., 267., 268., 269., 270., 271., 272., 273., 274.,\n",
+      "       275., 276., 277., 278., 279., 280., 281., 282., 283., 284., 285.,\n",
+      "       286., 287., 288., 289., 290., 291., 292., 293., 294., 295., 296.,\n",
+      "       297., 298., 299., 300., 301., 302., 303., 304., 305., 306., 307.,\n",
+      "       308., 309., 310., 311., 312., 313., 314., 315., 316., 317., 318.,\n",
+      "       319., 320., 321., 322., 323., 324., 325., 326., 327., 328., 329.,\n",
+      "       330., 331., 332., 333., 334., 335., 336., 337., 338., 339., 340.,\n",
+      "       341., 342., 343., 344., 345., 346., 347., 348., 349., 350., 351.,\n",
+      "       352., 353., 354., 355., 356., 357., 358., 359., 360., 361., 362.,\n",
+      "       363., 364., 365., 366., 367., 368., 369., 370., 371., 372., 373.,\n",
+      "       374., 375., 376., 377., 378., 379., 380., 381., 382., 383., 384.,\n",
+      "       385., 386., 387., 388., 389., 390., 391., 392., 393., 394., 395.,\n",
+      "       396., 397., 398., 399.])}\n"
+     ]
+    }
+   ],
+   "source": [
+    "shotNum = \"0013\"\n",
+    "filePath = folderPath + \"/\" + shotNum + \"/*.h5\"\n",
+    "\n",
+    "dataSetDict = {\n",
+    "    dskey[groupList[i]]: read_hdf5_file(filePath, groupList[i])\n",
+    "    for i in [4]\n",
+    "}\n",
+    "\n",
+    "dataSet = dataSetDict[\"camera_4\"]\n",
+    "\n",
+    "print_scanAxis(dataSet)\n",
+    "\n",
+    "scanAxis = get_scanAxis(dataSet)\n",
+    "\n",
+    "dataSet = auto_rechunk(dataSet)\n",
+    "\n",
+    "dataSet = imageAnalyser.get_absorption_images(dataSet)\n",
+    "\n",
+    "imageAnalyser.center = (500, 680)\n",
+    "imageAnalyser.span = (400, 400)\n",
+    "imageAnalyser.fraction = (0.1, 0.1)\n",
+    "\n",
+    "dataSet_cropOD = imageAnalyser.crop_image(dataSet.OD)\n",
+    "dataSet_cropOD = imageAnalyser.substract_offset(dataSet_cropOD).load()\n",
+    "\n",
+    "Ncount = imageAnalyser.get_Ncount(dataSet_cropOD)\n",
+    "Ncount_mean = calculate_mean(Ncount)\n",
+    "Ncount_std = calculate_std(Ncount)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig = plt.figure()\n",
+    "ax = fig.gca()\n",
+    "Ncount.plot.errorbar(ax=ax, yerr = None, fmt='ob')\n",
+    "plt.ylim([0, 10000])\n",
+    "plt.ylabel('NCount')\n",
+    "plt.tight_layout()\n",
+    "plt.grid(visible=1)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
+       "<defs>\n",
+       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
+       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
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+       "</symbol>\n",
+       "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
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+       "</symbol>\n",
+       "</defs>\n",
+       "</svg>\n",
+       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
+       " *\n",
+       " */\n",
+       "\n",
+       ":root {\n",
+       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
+       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
+       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
+       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
+       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
+       "  --xr-background-color: var(--jp-layout-color0, white);\n",
+       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
+       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
+       "}\n",
+       "\n",
+       "html[theme=dark],\n",
+       "body[data-theme=dark],\n",
+       "body.vscode-dark {\n",
+       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
+       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
+       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
+       "  --xr-border-color: #1F1F1F;\n",
+       "  --xr-disabled-color: #515151;\n",
+       "  --xr-background-color: #111111;\n",
+       "  --xr-background-color-row-even: #111111;\n",
+       "  --xr-background-color-row-odd: #313131;\n",
+       "}\n",
+       "\n",
+       ".xr-wrap {\n",
+       "  display: block !important;\n",
+       "  min-width: 300px;\n",
+       "  max-width: 700px;\n",
+       "}\n",
+       "\n",
+       ".xr-text-repr-fallback {\n",
+       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-header {\n",
+       "  padding-top: 6px;\n",
+       "  padding-bottom: 6px;\n",
+       "  margin-bottom: 4px;\n",
+       "  border-bottom: solid 1px var(--xr-border-color);\n",
+       "}\n",
+       "\n",
+       ".xr-header > div,\n",
+       ".xr-header > ul {\n",
+       "  display: inline;\n",
+       "  margin-top: 0;\n",
+       "  margin-bottom: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-obj-type,\n",
+       ".xr-array-name {\n",
+       "  margin-left: 2px;\n",
+       "  margin-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-obj-type {\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-sections {\n",
+       "  padding-left: 0 !important;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item {\n",
+       "  display: contents;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input + label {\n",
+       "  color: var(--xr-disabled-color);\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input:enabled + label {\n",
+       "  cursor: pointer;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input:enabled + label:hover {\n",
+       "  color: var(--xr-font-color0);\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary {\n",
+       "  grid-column: 1;\n",
+       "  color: var(--xr-font-color2);\n",
+       "  font-weight: 500;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary > span {\n",
+       "  display: inline-block;\n",
+       "  padding-left: 0.5em;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:disabled + label {\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in + label:before {\n",
+       "  display: inline-block;\n",
+       "  content: '►';\n",
+       "  font-size: 11px;\n",
+       "  width: 15px;\n",
+       "  text-align: center;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:disabled + label:before {\n",
+       "  color: var(--xr-disabled-color);\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked + label:before {\n",
+       "  content: '▼';\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked + label > span {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary,\n",
+       ".xr-section-inline-details {\n",
+       "  padding-top: 4px;\n",
+       "  padding-bottom: 4px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-inline-details {\n",
+       "  grid-column: 2 / -1;\n",
+       "}\n",
+       "\n",
+       ".xr-section-details {\n",
+       "  display: none;\n",
+       "  grid-column: 1 / -1;\n",
+       "  margin-bottom: 5px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
+       "  display: contents;\n",
+       "}\n",
+       "\n",
+       ".xr-array-wrap {\n",
+       "  grid-column: 1 / -1;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 20px auto;\n",
+       "}\n",
+       "\n",
+       ".xr-array-wrap > label {\n",
+       "  grid-column: 1;\n",
+       "  vertical-align: top;\n",
+       "}\n",
+       "\n",
+       ".xr-preview {\n",
+       "  color: var(--xr-font-color3);\n",
+       "}\n",
+       "\n",
+       ".xr-array-preview,\n",
+       ".xr-array-data {\n",
+       "  padding: 0 5px !important;\n",
+       "  grid-column: 2;\n",
+       "}\n",
+       "\n",
+       ".xr-array-data,\n",
+       ".xr-array-in:checked ~ .xr-array-preview {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-array-in:checked ~ .xr-array-data,\n",
+       ".xr-array-preview {\n",
+       "  display: inline-block;\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list {\n",
+       "  display: inline-block !important;\n",
+       "  list-style: none;\n",
+       "  padding: 0 !important;\n",
+       "  margin: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list li {\n",
+       "  display: inline-block;\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list:before {\n",
+       "  content: '(';\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list:after {\n",
+       "  content: ')';\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list li:not(:last-child):after {\n",
+       "  content: ',';\n",
+       "  padding-right: 5px;\n",
+       "}\n",
+       "\n",
+       ".xr-has-index {\n",
+       "  font-weight: bold;\n",
+       "}\n",
+       "\n",
+       ".xr-var-list,\n",
+       ".xr-var-item {\n",
+       "  display: contents;\n",
+       "}\n",
+       "\n",
+       ".xr-var-item > div,\n",
+       ".xr-var-item label,\n",
+       ".xr-var-item > .xr-var-name span {\n",
+       "  background-color: var(--xr-background-color-row-even);\n",
+       "  margin-bottom: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-var-item > .xr-var-name:hover span {\n",
+       "  padding-right: 5px;\n",
+       "}\n",
+       "\n",
+       ".xr-var-list > li:nth-child(odd) > div,\n",
+       ".xr-var-list > li:nth-child(odd) > label,\n",
+       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
+       "  background-color: var(--xr-background-color-row-odd);\n",
+       "}\n",
+       "\n",
+       ".xr-var-name {\n",
+       "  grid-column: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-var-dims {\n",
+       "  grid-column: 2;\n",
+       "}\n",
+       "\n",
+       ".xr-var-dtype {\n",
+       "  grid-column: 3;\n",
+       "  text-align: right;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-var-preview {\n",
+       "  grid-column: 4;\n",
+       "}\n",
+       "\n",
+       ".xr-index-preview {\n",
+       "  grid-column: 2 / 5;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-var-name,\n",
+       ".xr-var-dims,\n",
+       ".xr-var-dtype,\n",
+       ".xr-preview,\n",
+       ".xr-attrs dt {\n",
+       "  white-space: nowrap;\n",
+       "  overflow: hidden;\n",
+       "  text-overflow: ellipsis;\n",
+       "  padding-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-var-name:hover,\n",
+       ".xr-var-dims:hover,\n",
+       ".xr-var-dtype:hover,\n",
+       ".xr-attrs dt:hover {\n",
+       "  overflow: visible;\n",
+       "  width: auto;\n",
+       "  z-index: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs,\n",
+       ".xr-var-data,\n",
+       ".xr-index-data {\n",
+       "  display: none;\n",
+       "  background-color: var(--xr-background-color) !important;\n",
+       "  padding-bottom: 5px !important;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
+       ".xr-var-data-in:checked ~ .xr-var-data,\n",
+       ".xr-index-data-in:checked ~ .xr-index-data {\n",
+       "  display: block;\n",
+       "}\n",
+       "\n",
+       ".xr-var-data > table {\n",
+       "  float: right;\n",
+       "}\n",
+       "\n",
+       ".xr-var-name span,\n",
+       ".xr-var-data,\n",
+       ".xr-index-name div,\n",
+       ".xr-index-data,\n",
+       ".xr-attrs {\n",
+       "  padding-left: 25px !important;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs,\n",
+       ".xr-var-attrs,\n",
+       ".xr-var-data,\n",
+       ".xr-index-data {\n",
+       "  grid-column: 1 / -1;\n",
+       "}\n",
+       "\n",
+       "dl.xr-attrs {\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 125px auto;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt,\n",
+       ".xr-attrs dd {\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
+       "  float: left;\n",
+       "  padding-right: 10px;\n",
+       "  width: auto;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt {\n",
+       "  font-weight: normal;\n",
+       "  grid-column: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt:hover span {\n",
+       "  display: inline-block;\n",
+       "  background: var(--xr-background-color);\n",
+       "  padding-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dd {\n",
+       "  grid-column: 2;\n",
+       "  white-space: pre-wrap;\n",
+       "  word-break: break-all;\n",
+       "}\n",
+       "\n",
+       ".xr-icon-database,\n",
+       ".xr-icon-file-text2,\n",
+       ".xr-no-icon {\n",
+       "  display: inline-block;\n",
+       "  vertical-align: middle;\n",
+       "  width: 1em;\n",
+       "  height: 1.5em !important;\n",
+       "  stroke-width: 0;\n",
+       "  stroke: currentColor;\n",
+       "  fill: currentColor;\n",
+       "}\n",
+       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
+       "Dimensions:  (runs: 400)\n",
+       "Coordinates:\n",
+       "  * runs     (runs) float64 0.0 1.0 2.0 3.0 4.0 ... 396.0 397.0 398.0 399.0\n",
+       "Data variables:\n",
+       "    runTime  (runs) datetime64[ns] 2023-09-21T15:41:23 ... 2023-09-21T16:44:43\n",
+       "Attributes: (12/182)\n",
+       "    TOF_free:                                 1e-05\n",
+       "    abs_img_amp_red:                          0.55\n",
+       "    abs_img_freq_blue:                        112.953\n",
+       "    abs_img_freq_red:                         102.55\n",
+       "    absorption_imaging_flag:                  True\n",
+       "    als_duration:                             0.007\n",
+       "    ...                                       ...\n",
+       "    z_offset:                                 0.193\n",
+       "    z_offset_img:                             0.193\n",
+       "    z_offset_recomp:                          0.198\n",
+       "    runs:                                     [  0.   1.   2.   3.   4.   5. ...\n",
+       "    scanAxis:                                 [&#x27;runs&#x27;]\n",
+       "    scanAxisLength:                           [400.]</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-105c5cae-f2b7-4584-9323-bb3611423c44' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-105c5cae-f2b7-4584-9323-bb3611423c44' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>runs</span>: 400</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-b1edbfb0-b5a9-432a-8e07-d777320a83b7' class='xr-section-summary-in' type='checkbox'  checked><label for='section-b1edbfb0-b5a9-432a-8e07-d777320a83b7' class='xr-section-summary' >Coordinates: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>runs</span></div><div class='xr-var-dims'>(runs)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 1.0 2.0 ... 397.0 398.0 399.0</div><input id='attrs-e29f3674-9087-440b-b45d-b3648de34bc1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e29f3674-9087-440b-b45d-b3648de34bc1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a169210b-eaf2-4f63-afa9-4c3446dbbcff' class='xr-var-data-in' type='checkbox'><label for='data-a169210b-eaf2-4f63-afa9-4c3446dbbcff' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([  0.,   1.,   2., ..., 397., 398., 399.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d1330ff7-c533-4897-bbaa-65c03d77fc60' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d1330ff7-c533-4897-bbaa-65c03d77fc60' class='xr-section-summary' >Data variables: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>runTime</span></div><div class='xr-var-dims'>(runs)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2023-09-21T15:41:23 ... 2023-09-...</div><input id='attrs-7a3d4155-6c19-4ab2-93f7-a68e319e385c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7a3d4155-6c19-4ab2-93f7-a68e319e385c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3c2667f5-4e85-456f-ab0b-88c8d50d99e7' class='xr-var-data-in' type='checkbox'><label for='data-3c2667f5-4e85-456f-ab0b-88c8d50d99e7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2023-09-21T15:41:23.000000000&#x27;, &#x27;2023-09-21T15:41:33.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T15:41:43.000000000&#x27;, &#x27;2023-09-21T15:41:53.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T15:42:02.000000000&#x27;, &#x27;2023-09-21T15:42:12.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T15:42:21.000000000&#x27;, &#x27;2023-09-21T15:42:31.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T15:42:41.000000000&#x27;, &#x27;2023-09-21T15:42:50.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T15:43:00.000000000&#x27;, &#x27;2023-09-21T15:43:10.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T15:43:19.000000000&#x27;, &#x27;2023-09-21T15:43:29.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T15:43:39.000000000&#x27;, &#x27;2023-09-21T15:43:48.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T15:43:58.000000000&#x27;, &#x27;2023-09-21T15:44:07.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T15:44:17.000000000&#x27;, &#x27;2023-09-21T15:44:27.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T15:44:36.000000000&#x27;, &#x27;2023-09-21T15:44:46.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T15:44:55.000000000&#x27;, &#x27;2023-09-21T15:45:05.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T15:45:15.000000000&#x27;, &#x27;2023-09-21T15:45:24.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T15:45:34.000000000&#x27;, &#x27;2023-09-21T15:45:43.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T15:45:53.000000000&#x27;, &#x27;2023-09-21T15:46:03.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T15:46:13.000000000&#x27;, &#x27;2023-09-21T15:46:22.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T15:46:32.000000000&#x27;, &#x27;2023-09-21T15:46:42.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T15:46:51.000000000&#x27;, &#x27;2023-09-21T15:47:01.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T15:47:10.000000000&#x27;, &#x27;2023-09-21T15:47:20.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T15:47:30.000000000&#x27;, &#x27;2023-09-21T15:47:39.000000000&#x27;,\n",
+       "...\n",
+       "       &#x27;2023-09-21T16:38:51.000000000&#x27;, &#x27;2023-09-21T16:39:00.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T16:39:10.000000000&#x27;, &#x27;2023-09-21T16:39:19.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T16:39:29.000000000&#x27;, &#x27;2023-09-21T16:39:38.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T16:39:48.000000000&#x27;, &#x27;2023-09-21T16:39:57.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T16:40:07.000000000&#x27;, &#x27;2023-09-21T16:40:16.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T16:40:26.000000000&#x27;, &#x27;2023-09-21T16:40:35.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T16:40:45.000000000&#x27;, &#x27;2023-09-21T16:40:54.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T16:41:04.000000000&#x27;, &#x27;2023-09-21T16:41:13.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T16:41:23.000000000&#x27;, &#x27;2023-09-21T16:41:32.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T16:41:42.000000000&#x27;, &#x27;2023-09-21T16:41:51.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T16:42:01.000000000&#x27;, &#x27;2023-09-21T16:42:10.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T16:42:20.000000000&#x27;, &#x27;2023-09-21T16:42:29.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T16:42:39.000000000&#x27;, &#x27;2023-09-21T16:42:49.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T16:42:58.000000000&#x27;, &#x27;2023-09-21T16:43:08.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T16:43:17.000000000&#x27;, &#x27;2023-09-21T16:43:27.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T16:43:36.000000000&#x27;, &#x27;2023-09-21T16:43:46.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T16:43:55.000000000&#x27;, &#x27;2023-09-21T16:44:05.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T16:44:14.000000000&#x27;, &#x27;2023-09-21T16:44:24.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T16:44:33.000000000&#x27;, &#x27;2023-09-21T16:44:43.000000000&#x27;],\n",
+       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-2d0c90f5-2729-4295-80d6-03e2fc2b4704' class='xr-section-summary-in' type='checkbox'  ><label for='section-2d0c90f5-2729-4295-80d6-03e2fc2b4704' class='xr-section-summary' >Indexes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>runs</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-f02dd9af-95ba-42d5-b066-7381eb373aa1' class='xr-index-data-in' type='checkbox'/><label for='index-f02dd9af-95ba-42d5-b066-7381eb373aa1' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([  0.0,   1.0,   2.0,   3.0,   4.0,   5.0,   6.0,   7.0,   8.0,   9.0,\n",
+       "       ...\n",
+       "       390.0, 391.0, 392.0, 393.0, 394.0, 395.0, 396.0, 397.0, 398.0, 399.0],\n",
+       "      dtype=&#x27;float64&#x27;, name=&#x27;runs&#x27;, length=400))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-44c7d4f4-591a-4664-b5d1-927693451758' class='xr-section-summary-in' type='checkbox'  ><label for='section-44c7d4f4-591a-4664-b5d1-927693451758' class='xr-section-summary' >Attributes: <span>(182)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>TOF_free :</span></dt><dd>1e-05</dd><dt><span>abs_img_amp_red :</span></dt><dd>0.55</dd><dt><span>abs_img_freq_blue :</span></dt><dd>112.953</dd><dt><span>abs_img_freq_red :</span></dt><dd>102.55</dd><dt><span>absorption_imaging_flag :</span></dt><dd>True</dd><dt><span>als_duration :</span></dt><dd>0.007</dd><dt><span>als_field_direction :</span></dt><dd>Y</dd><dt><span>als_final_current :</span></dt><dd>nan</dd><dt><span>als_hold_time :</span></dt><dd>0.1</dd><dt><span>als_img_field :</span></dt><dd>0.193</dd><dt><span>als_initial_current :</span></dt><dd>nan</dd><dt><span>als_ramp_flag :</span></dt><dd>True</dd><dt><span>als_rot_duration :</span></dt><dd>0.05</dd><dt><span>als_rot_hold_time :</span></dt><dd>0.05</dd><dt><span>als_rot_initial_current :</span></dt><dd>0.193</dd><dt><span>backup_data :</span></dt><dd>True</dd><dt><span>blink_off_mod_depth :</span></dt><dd>0.6</dd><dt><span>blink_off_power :</span></dt><dd>nan</dd><dt><span>blink_off_time :</span></dt><dd>nan</dd><dt><span>blink_on_mod_depth :</span></dt><dd>0.0</dd><dt><span>blink_on_power :</span></dt><dd>nan</dd><dt><span>blink_on_time :</span></dt><dd>nan</dd><dt><span>blue_imaging_pulse_duration :</span></dt><dd>2.5e-05</dd><dt><span>c_duration :</span></dt><dd>0.2</dd><dt><span>carrier_amp :</span></dt><dd>0.5</dd><dt><span>carrier_freq :</span></dt><dd>nan</dd><dt><span>carrier_offset :</span></dt><dd>0</dd><dt><span>carrier_phase :</span></dt><dd>0</dd><dt><span>cdt_hold_time :</span></dt><dd>0</dd><dt><span>cdt_pow_fin :</span></dt><dd>0.504</dd><dt><span>cdt_x_offset :</span></dt><dd>0</dd><dt><span>cdt_y_offset :</span></dt><dd>0</dd><dt><span>cdt_z_offset :</span></dt><dd>0.18</dd><dt><span>channel_in_use :</span></dt><dd>1</dd><dt><span>cmot_final_current :</span></dt><dd>0.65</dd><dt><span>cmot_hold :</span></dt><dd>0.06</dd><dt><span>cmot_initial_current :</span></dt><dd>0.23</dd><dt><span>compX_current :</span></dt><dd>0.0</dd><dt><span>compX_current_sg :</span></dt><dd>0.0</dd><dt><span>compX_final_current :</span></dt><dd>0.0</dd><dt><span>compX_initial_current :</span></dt><dd>0.0</dd><dt><span>compY_current :</span></dt><dd>0.0</dd><dt><span>compY_current_sg :</span></dt><dd>0.0</dd><dt><span>compY_final_current :</span></dt><dd>0.036</dd><dt><span>compY_initial_current :</span></dt><dd>0.0</dd><dt><span>compZ_current :</span></dt><dd>0.0</dd><dt><span>compZ_current_sg :</span></dt><dd>0.193</dd><dt><span>compZ_final_current :</span></dt><dd>0.202</dd><dt><span>compZ_initial_current :</span></dt><dd>0.0</dd><dt><span>default_camera :</span></dt><dd>1</dd><dt><span>deltaf :</span></dt><dd>0.041</dd><dt><span>dtg_ramp_duration :</span></dt><dd>0.1</dd><dt><span>evap_1_arm_1_final_pow :</span></dt><dd>0.35</dd><dt><span>evap_1_arm_1_mod_depth_final :</span></dt><dd>0</dd><dt><span>evap_1_arm_1_mod_depth_initial :</span></dt><dd>1.0</dd><dt><span>evap_1_arm_1_mod_ramp_duration :</span></dt><dd>1.15</dd><dt><span>evap_1_arm_1_pow_ramp_duration :</span></dt><dd>1.65</dd><dt><span>evap_1_arm_1_start_pow :</span></dt><dd>7</dd><dt><span>evap_1_arm_2_final_pow :</span></dt><dd>5</dd><dt><span>evap_1_arm_2_ramp_duration :</span></dt><dd>0.5</dd><dt><span>evap_1_arm_2_start_pow :</span></dt><dd>0</dd><dt><span>evap_1_mod_ramp_trunc_value :</span></dt><dd>1</dd><dt><span>evap_1_pow_ramp_trunc_value :</span></dt><dd>1.0</dd><dt><span>evap_1_rate_constant_1 :</span></dt><dd>0.525</dd><dt><span>evap_1_rate_constant_2 :</span></dt><dd>0.51</dd><dt><span>evap_2_arm_1_final_pow :</span></dt><dd>0.037</dd><dt><span>evap_2_arm_1_start_pow :</span></dt><dd>0.35</dd><dt><span>evap_2_arm_2_final_pow :</span></dt><dd>0.09</dd><dt><span>evap_2_arm_2_start_pow :</span></dt><dd>5</dd><dt><span>evap_2_ramp_duration :</span></dt><dd>1.0</dd><dt><span>evap_2_ramp_trunc_value :</span></dt><dd>1.0</dd><dt><span>evap_2_rate_constant_1 :</span></dt><dd>0.37</dd><dt><span>evap_2_rate_constant_2 :</span></dt><dd>0.71</dd><dt><span>evap_3_arm_1_final_pow :</span></dt><dd>0.1038</dd><dt><span>evap_3_arm_1_mod_depth_final :</span></dt><dd>0.43</dd><dt><span>evap_3_arm_1_mod_depth_initial :</span></dt><dd>0</dd><dt><span>evap_3_arm_1_start_pow :</span></dt><dd>0.037</dd><dt><span>evap_3_ramp_duration :</span></dt><dd>0.1</dd><dt><span>evap_3_ramp_trunc_value :</span></dt><dd>1.0</dd><dt><span>evap_3_rate_constant_1 :</span></dt><dd>-0.879</dd><dt><span>evap_3_rate_constant_2 :</span></dt><dd>-0.297</dd><dt><span>final_horz_amp :</span></dt><dd>8.5e-05</dd><dt><span>final_horz_freq :</span></dt><dd>103.67</dd><dt><span>final_pow_1 :</span></dt><dd>0.38849999999999996</dd><dt><span>final_pow_2 :</span></dt><dd>0.09</dd><dt><span>final_vert_amp :</span></dt><dd>0.0015</dd><dt><span>final_vert_freq :</span></dt><dd>102.985</dd><dt><span>gradCoil_current :</span></dt><dd>0.23</dd><dt><span>gradCoil_current_sg :</span></dt><dd>0</dd><dt><span>horizontal_axis_camera_trigger_duration :</span></dt><dd>0.00025</dd><dt><span>image_with_red :</span></dt><dd>True</dd><dt><span>imaging_method :</span></dt><dd>in_situ_absorption</dd><dt><span>imaging_wavelength :</span></dt><dd>6.26e-07</dd><dt><span>initial_horz_amp :</span></dt><dd>0.7</dd><dt><span>initial_horz_freq :</span></dt><dd>103.28</dd><dt><span>initial_vert_amp :</span></dt><dd>0.4</dd><dt><span>initial_vert_freq :</span></dt><dd>102.1</dd><dt><span>maglev_abs_img_amp_red :</span></dt><dd>0.6</dd><dt><span>maglev_abs_img_freq_blue :</span></dt><dd>112.953</dd><dt><span>maglev_abs_img_freq_red :</span></dt><dd>103.05</dd><dt><span>maglev_flag :</span></dt><dd>False</dd><dt><span>maglev_switch_off_current :</span></dt><dd>0.0</dd><dt><span>maglev_switch_on_current :</span></dt><dd>-0.532</dd><dt><span>maglev_x_offset :</span></dt><dd>-0.0035</dd><dt><span>maglev_y_offset :</span></dt><dd>-0.005</dd><dt><span>maglev_z_offset :</span></dt><dd>0.225</dd><dt><span>mod_blink_off_time :</span></dt><dd>0.0007</dd><dt><span>mod_blink_on_time :</span></dt><dd>nan</dd><dt><span>mod_depth_fin :</span></dt><dd>1.0</dd><dt><span>mod_depth_ini :</span></dt><dd>0</dd><dt><span>mod_depth_initial :</span></dt><dd>1.0</dd><dt><span>mot_3d_camera_trigger_duration :</span></dt><dd>0.00025</dd><dt><span>mot_3d_horz_amp :</span></dt><dd>0.7</dd><dt><span>mot_3d_horz_freq :</span></dt><dd>103.28</dd><dt><span>mot_3d_vert_amp :</span></dt><dd>0.4</dd><dt><span>mot_3d_vert_freq :</span></dt><dd>102.1</dd><dt><span>mot_load_duration :</span></dt><dd>4</dd><dt><span>odt_axis_camera_trigger_duration :</span></dt><dd>0.002</dd><dt><span>odt_hold_time_1 :</span></dt><dd>0.01</dd><dt><span>odt_hold_time_2 :</span></dt><dd>0.1</dd><dt><span>odt_hold_time_3 :</span></dt><dd>0.1</dd><dt><span>odt_hold_time_4 :</span></dt><dd>1.0</dd><dt><span>odt_hold_time_5 :</span></dt><dd>0.01</dd><dt><span>operation_mode :</span></dt><dd>BASIC</dd><dt><span>postcomp_gradCoil_current :</span></dt><dd>0.0</dd><dt><span>pow_arm_1 :</span></dt><dd>7</dd><dt><span>pow_arm_2 :</span></dt><dd>0</dd><dt><span>pulse_delay :</span></dt><dd>8e-05</dd><dt><span>pulse_width :</span></dt><dd>0.01</dd><dt><span>push_amp :</span></dt><dd>0.2</dd><dt><span>push_freq :</span></dt><dd>102.2</dd><dt><span>ramp_duration :</span></dt><dd>1</dd><dt><span>ramp_hold_time :</span></dt><dd>nan</dd><dt><span>ramp_mag_duration :</span></dt><dd>nan</dd><dt><span>ramp_mag_final_current :</span></dt><dd>nan</dd><dt><span>ramp_mag_initial_current :</span></dt><dd>nan</dd><dt><span>recomp_ramp_duration :</span></dt><dd>0.5</dd><dt><span>recomp_ramp_pow_fin_arm_1 :</span></dt><dd>0.05179999999999999</dd><dt><span>recomp_ramp_pow_fin_arm_2 :</span></dt><dd>0.126</dd><dt><span>recomp_ramp_pow_ini_arm_1 :</span></dt><dd>0.037</dd><dt><span>recomp_ramp_pow_ini_arm_2 :</span></dt><dd>0.09</dd><dt><span>red_imaging_pulse_duration :</span></dt><dd>0.000175</dd><dt><span>rf_hold_time :</span></dt><dd>0.1</dd><dt><span>rot_hold_time :</span></dt><dd>nan</dd><dt><span>rot_img_mag_az_angle :</span></dt><dd>0</dd><dt><span>rot_img_mag_current :</span></dt><dd>0.193</dd><dt><span>rot_img_mag_duration :</span></dt><dd>3e-06</dd><dt><span>rot_img_mag_fin_pol_angle :</span></dt><dd>90</dd><dt><span>rot_img_mag_ini_pol_angle :</span></dt><dd>0</dd><dt><span>rot_mag_az_angle :</span></dt><dd>nan</dd><dt><span>rot_mag_current :</span></dt><dd>nan</dd><dt><span>rot_mag_duration :</span></dt><dd>nan</dd><dt><span>rot_mag_fin_pol_angle :</span></dt><dd>nan</dd><dt><span>rot_mag_ini_pol_angle :</span></dt><dd>nan</dd><dt><span>save_results :</span></dt><dd>False</dd><dt><span>sin_mod_amplitude :</span></dt><dd>nan</dd><dt><span>sin_mod_dc_offset :</span></dt><dd>nan</dd><dt><span>sin_mod_duration :</span></dt><dd>nan</dd><dt><span>sin_mod_freq :</span></dt><dd>nan</dd><dt><span>sin_mod_phase :</span></dt><dd>nan</dd><dt><span>start_pow_1 :</span></dt><dd>0.037</dd><dt><span>start_pow_2 :</span></dt><dd>0.09</dd><dt><span>stern_gerlach_duration :</span></dt><dd>0.001</dd><dt><span>sweep_duration :</span></dt><dd>0.02</dd><dt><span>sweep_start_freq :</span></dt><dd>nan</dd><dt><span>sweep_stop_freq :</span></dt><dd>nan</dd><dt><span>vertical_axis_camera_trigger_duration :</span></dt><dd>0.0005</dd><dt><span>wait_after_2dmot_off :</span></dt><dd>0.0</dd><dt><span>wait_time_between_images :</span></dt><dd>0.22</dd><dt><span>wavetype :</span></dt><dd>SINE</dd><dt><span>x_offset :</span></dt><dd>0.0</dd><dt><span>x_offset_img :</span></dt><dd>0</dd><dt><span>x_offset_recomp :</span></dt><dd>0.0</dd><dt><span>y_offset :</span></dt><dd>0.0</dd><dt><span>y_offset_img :</span></dt><dd>0</dd><dt><span>y_offset_recomp :</span></dt><dd>0.0</dd><dt><span>z_offset :</span></dt><dd>0.193</dd><dt><span>z_offset_img :</span></dt><dd>0.193</dd><dt><span>z_offset_recomp :</span></dt><dd>0.198</dd><dt><span>runs :</span></dt><dd>[  0.   1.   2.   3.   4.   5.   6.   7.   8.   9.  10.  11.  12.  13.\n",
+       "  14.  15.  16.  17.  18.  19.  20.  21.  22.  23.  24.  25.  26.  27.\n",
+       "  28.  29.  30.  31.  32.  33.  34.  35.  36.  37.  38.  39.  40.  41.\n",
+       "  42.  43.  44.  45.  46.  47.  48.  49.  50.  51.  52.  53.  54.  55.\n",
+       "  56.  57.  58.  59.  60.  61.  62.  63.  64.  65.  66.  67.  68.  69.\n",
+       "  70.  71.  72.  73.  74.  75.  76.  77.  78.  79.  80.  81.  82.  83.\n",
+       "  84.  85.  86.  87.  88.  89.  90.  91.  92.  93.  94.  95.  96.  97.\n",
+       "  98.  99. 100. 101. 102. 103. 104. 105. 106. 107. 108. 109. 110. 111.\n",
+       " 112. 113. 114. 115. 116. 117. 118. 119. 120. 121. 122. 123. 124. 125.\n",
+       " 126. 127. 128. 129. 130. 131. 132. 133. 134. 135. 136. 137. 138. 139.\n",
+       " 140. 141. 142. 143. 144. 145. 146. 147. 148. 149. 150. 151. 152. 153.\n",
+       " 154. 155. 156. 157. 158. 159. 160. 161. 162. 163. 164. 165. 166. 167.\n",
+       " 168. 169. 170. 171. 172. 173. 174. 175. 176. 177. 178. 179. 180. 181.\n",
+       " 182. 183. 184. 185. 186. 187. 188. 189. 190. 191. 192. 193. 194. 195.\n",
+       " 196. 197. 198. 199. 200. 201. 202. 203. 204. 205. 206. 207. 208. 209.\n",
+       " 210. 211. 212. 213. 214. 215. 216. 217. 218. 219. 220. 221. 222. 223.\n",
+       " 224. 225. 226. 227. 228. 229. 230. 231. 232. 233. 234. 235. 236. 237.\n",
+       " 238. 239. 240. 241. 242. 243. 244. 245. 246. 247. 248. 249. 250. 251.\n",
+       " 252. 253. 254. 255. 256. 257. 258. 259. 260. 261. 262. 263. 264. 265.\n",
+       " 266. 267. 268. 269. 270. 271. 272. 273. 274. 275. 276. 277. 278. 279.\n",
+       " 280. 281. 282. 283. 284. 285. 286. 287. 288. 289. 290. 291. 292. 293.\n",
+       " 294. 295. 296. 297. 298. 299. 300. 301. 302. 303. 304. 305. 306. 307.\n",
+       " 308. 309. 310. 311. 312. 313. 314. 315. 316. 317. 318. 319. 320. 321.\n",
+       " 322. 323. 324. 325. 326. 327. 328. 329. 330. 331. 332. 333. 334. 335.\n",
+       " 336. 337. 338. 339. 340. 341. 342. 343. 344. 345. 346. 347. 348. 349.\n",
+       " 350. 351. 352. 353. 354. 355. 356. 357. 358. 359. 360. 361. 362. 363.\n",
+       " 364. 365. 366. 367. 368. 369. 370. 371. 372. 373. 374. 375. 376. 377.\n",
+       " 378. 379. 380. 381. 382. 383. 384. 385. 386. 387. 388. 389. 390. 391.\n",
+       " 392. 393. 394. 395. 396. 397. 398. 399.]</dd><dt><span>scanAxis :</span></dt><dd>[&#x27;runs&#x27;]</dd><dt><span>scanAxisLength :</span></dt><dd>[400.]</dd></dl></div></li></ul></div></div>"
+      ],
+      "text/plain": [
+       "<xarray.Dataset>\n",
+       "Dimensions:  (runs: 400)\n",
+       "Coordinates:\n",
+       "  * runs     (runs) float64 0.0 1.0 2.0 3.0 4.0 ... 396.0 397.0 398.0 399.0\n",
+       "Data variables:\n",
+       "    runTime  (runs) datetime64[ns] 2023-09-21T15:41:23 ... 2023-09-21T16:44:43\n",
+       "Attributes: (12/182)\n",
+       "    TOF_free:                                 1e-05\n",
+       "    abs_img_amp_red:                          0.55\n",
+       "    abs_img_freq_blue:                        112.953\n",
+       "    abs_img_freq_red:                         102.55\n",
+       "    absorption_imaging_flag:                  True\n",
+       "    als_duration:                             0.007\n",
+       "    ...                                       ...\n",
+       "    z_offset:                                 0.193\n",
+       "    z_offset_img:                             0.193\n",
+       "    z_offset_recomp:                          0.198\n",
+       "    runs:                                     [  0.   1.   2.   3.   4.   5. ...\n",
+       "    scanAxis:                                 ['runs']\n",
+       "    scanAxisLength:                           [400.]"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from DataContainer.ReadData import read_hdf5_run_time\n",
+    "\n",
+    "dataSetRunTime = read_hdf5_run_time(filePath)\n",
+    "dataSetRunTime"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "chillerOnTime = [\n",
+    "    np.datetime64('2023-09-21T15:43:00.000000'), \n",
+    "    np.datetime64('2023-09-21T15:52:00.000000'), \n",
+    "    np.datetime64('2023-09-21T16:00:00.000000'), \n",
+    "    np.datetime64('2023-09-21T16:08:00.000000'), \n",
+    "    np.datetime64('2023-09-21T16:17:00.000000'), \n",
+    "    np.datetime64('2023-09-21T16:20:00.000000'), \n",
+    "    np.datetime64('2023-09-21T16:29:00.000000'), \n",
+    "    np.datetime64('2023-09-21T16:37:00.000000'), \n",
+    "    np.datetime64('2023-09-21T16:45:00.000000'), \n",
+    "]\n",
+    "chillerOffTime = [\n",
+    "    np.datetime64('2023-09-21T15:46:00.000000'), \n",
+    "    np.datetime64('2023-09-21T15:54:00.000000'), \n",
+    "    np.datetime64('2023-09-21T16:03:00.000000'), \n",
+    "    np.datetime64('2023-09-21T16:11:00.000000'), \n",
+    "    np.datetime64('2023-09-21T16:18:00.000000'), \n",
+    "    np.datetime64('2023-09-21T16:23:00.000000'), \n",
+    "    np.datetime64('2023-09-21T16:31:00.000000'), \n",
+    "    np.datetime64('2023-09-21T16:40:00.000000'), \n",
+    "    np.datetime64('2023-09-21T16:48:00.000000'), \n",
+    "]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "dataSetRunTime['chillFlag']=(['runs'], np.ones(len(dataSetRunTime.runTime), bool))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
+       "<defs>\n",
+       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
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+       "</symbol>\n",
+       "</defs>\n",
+       "</svg>\n",
+       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
+       " *\n",
+       " */\n",
+       "\n",
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+       "  --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",
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+       "\n",
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+       "  --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",
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+       "}\n",
+       "\n",
+       ".xr-header > div,\n",
+       ".xr-header > ul {\n",
+       "  display: inline;\n",
+       "  margin-top: 0;\n",
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+       "\n",
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+       ".xr-array-name {\n",
+       "  margin-left: 2px;\n",
+       "  margin-right: 10px;\n",
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+       "\n",
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+       "  color: var(--xr-font-color2);\n",
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+       ".xr-sections {\n",
+       "  padding-left: 0 !important;\n",
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+       "\n",
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+       "\n",
+       ".xr-section-item input {\n",
+       "  display: none;\n",
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+       "\n",
+       ".xr-section-item input + label {\n",
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+       "  display: inline-block;\n",
+       "  padding-left: 0.5em;\n",
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+       "  color: var(--xr-font-color2);\n",
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+       "  text-align: center;\n",
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+       "\n",
+       ".xr-section-summary-in:disabled + label:before {\n",
+       "  color: var(--xr-disabled-color);\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked + label:before {\n",
+       "  content: '▼';\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked + label > span {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary,\n",
+       ".xr-section-inline-details {\n",
+       "  padding-top: 4px;\n",
+       "  padding-bottom: 4px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-inline-details {\n",
+       "  grid-column: 2 / -1;\n",
+       "}\n",
+       "\n",
+       ".xr-section-details {\n",
+       "  display: none;\n",
+       "  grid-column: 1 / -1;\n",
+       "  margin-bottom: 5px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
+       "  display: contents;\n",
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+       "\n",
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+       "  grid-column: 1 / -1;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 20px auto;\n",
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+       "\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",
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+       "\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",
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+       "  background-color: var(--xr-background-color-row-odd);\n",
+       "}\n",
+       "\n",
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+       "\n",
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+       "  grid-column: 4;\n",
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+       "\n",
+       ".xr-index-preview {\n",
+       "  grid-column: 2 / 5;\n",
+       "  color: var(--xr-font-color2);\n",
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+       ".xr-var-name,\n",
+       ".xr-var-dims,\n",
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+       ".xr-var-name:hover,\n",
+       ".xr-var-dims:hover,\n",
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+       ".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'>&lt;xarray.Dataset&gt;\n",
+       "Dimensions:    (runs: 400)\n",
+       "Coordinates:\n",
+       "  * runs       (runs) float64 0.0 1.0 2.0 3.0 4.0 ... 396.0 397.0 398.0 399.0\n",
+       "Data variables:\n",
+       "    runTime    (runs) datetime64[ns] 2023-09-21T15:41:23 ... 2023-09-21T16:44:43\n",
+       "    chillFlag  (runs) bool True True True True True ... True True True True True\n",
+       "Attributes: (12/182)\n",
+       "    TOF_free:                                 1e-05\n",
+       "    abs_img_amp_red:                          0.55\n",
+       "    abs_img_freq_blue:                        112.953\n",
+       "    abs_img_freq_red:                         102.55\n",
+       "    absorption_imaging_flag:                  True\n",
+       "    als_duration:                             0.007\n",
+       "    ...                                       ...\n",
+       "    z_offset:                                 0.193\n",
+       "    z_offset_img:                             0.193\n",
+       "    z_offset_recomp:                          0.198\n",
+       "    runs:                                     [  0.   1.   2.   3.   4.   5. ...\n",
+       "    scanAxis:                                 [&#x27;runs&#x27;]\n",
+       "    scanAxisLength:                           [400.]</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-c151bace-64c0-4d4c-9d3e-0bf02489dd5d' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-c151bace-64c0-4d4c-9d3e-0bf02489dd5d' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>runs</span>: 400</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-2fdd0cc8-909e-4069-8022-0116dd79dee2' class='xr-section-summary-in' type='checkbox'  checked><label for='section-2fdd0cc8-909e-4069-8022-0116dd79dee2' class='xr-section-summary' >Coordinates: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>runs</span></div><div class='xr-var-dims'>(runs)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 1.0 2.0 ... 397.0 398.0 399.0</div><input id='attrs-37b9c3a8-fbbc-4cb5-a843-65198fd2ca14' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-37b9c3a8-fbbc-4cb5-a843-65198fd2ca14' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1a6c6ff0-8b72-4f97-af64-6e4a72484187' class='xr-var-data-in' type='checkbox'><label for='data-1a6c6ff0-8b72-4f97-af64-6e4a72484187' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([  0.,   1.,   2., ..., 397., 398., 399.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f77b0ea3-c5f7-4d3a-a3d2-483b7446abae' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f77b0ea3-c5f7-4d3a-a3d2-483b7446abae' class='xr-section-summary' >Data variables: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>runTime</span></div><div class='xr-var-dims'>(runs)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2023-09-21T15:41:23 ... 2023-09-...</div><input id='attrs-f50c60cc-3f1f-4421-83fe-e6242c0ddd70' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f50c60cc-3f1f-4421-83fe-e6242c0ddd70' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d4718b65-01ec-4d20-b844-4d6812b8a919' class='xr-var-data-in' type='checkbox'><label for='data-d4718b65-01ec-4d20-b844-4d6812b8a919' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2023-09-21T15:41:23.000000000&#x27;, &#x27;2023-09-21T15:41:33.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T15:41:43.000000000&#x27;, &#x27;2023-09-21T15:41:53.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T15:42:02.000000000&#x27;, &#x27;2023-09-21T15:42:12.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T15:42:21.000000000&#x27;, &#x27;2023-09-21T15:42:31.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T15:42:41.000000000&#x27;, &#x27;2023-09-21T15:42:50.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T15:43:00.000000000&#x27;, &#x27;2023-09-21T15:43:10.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T15:43:19.000000000&#x27;, &#x27;2023-09-21T15:43:29.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T15:43:39.000000000&#x27;, &#x27;2023-09-21T15:43:48.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T15:43:58.000000000&#x27;, &#x27;2023-09-21T15:44:07.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T15:44:17.000000000&#x27;, &#x27;2023-09-21T15:44:27.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T15:44:36.000000000&#x27;, &#x27;2023-09-21T15:44:46.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T15:44:55.000000000&#x27;, &#x27;2023-09-21T15:45:05.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T15:45:15.000000000&#x27;, &#x27;2023-09-21T15:45:24.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T15:45:34.000000000&#x27;, &#x27;2023-09-21T15:45:43.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T15:45:53.000000000&#x27;, &#x27;2023-09-21T15:46:03.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T15:46:13.000000000&#x27;, &#x27;2023-09-21T15:46:22.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T15:46:32.000000000&#x27;, &#x27;2023-09-21T15:46:42.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T15:46:51.000000000&#x27;, &#x27;2023-09-21T15:47:01.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T15:47:10.000000000&#x27;, &#x27;2023-09-21T15:47:20.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T15:47:30.000000000&#x27;, &#x27;2023-09-21T15:47:39.000000000&#x27;,\n",
+       "...\n",
+       "       &#x27;2023-09-21T16:38:51.000000000&#x27;, &#x27;2023-09-21T16:39:00.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T16:39:10.000000000&#x27;, &#x27;2023-09-21T16:39:19.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T16:39:29.000000000&#x27;, &#x27;2023-09-21T16:39:38.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T16:39:48.000000000&#x27;, &#x27;2023-09-21T16:39:57.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T16:40:07.000000000&#x27;, &#x27;2023-09-21T16:40:16.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T16:40:26.000000000&#x27;, &#x27;2023-09-21T16:40:35.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T16:40:45.000000000&#x27;, &#x27;2023-09-21T16:40:54.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T16:41:04.000000000&#x27;, &#x27;2023-09-21T16:41:13.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T16:41:23.000000000&#x27;, &#x27;2023-09-21T16:41:32.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T16:41:42.000000000&#x27;, &#x27;2023-09-21T16:41:51.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T16:42:01.000000000&#x27;, &#x27;2023-09-21T16:42:10.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T16:42:20.000000000&#x27;, &#x27;2023-09-21T16:42:29.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T16:42:39.000000000&#x27;, &#x27;2023-09-21T16:42:49.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T16:42:58.000000000&#x27;, &#x27;2023-09-21T16:43:08.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T16:43:17.000000000&#x27;, &#x27;2023-09-21T16:43:27.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T16:43:36.000000000&#x27;, &#x27;2023-09-21T16:43:46.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T16:43:55.000000000&#x27;, &#x27;2023-09-21T16:44:05.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T16:44:14.000000000&#x27;, &#x27;2023-09-21T16:44:24.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T16:44:33.000000000&#x27;, &#x27;2023-09-21T16:44:43.000000000&#x27;],\n",
+       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>chillFlag</span></div><div class='xr-var-dims'>(runs)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>True True True ... True True True</div><input id='attrs-b7877aed-a7e5-47d5-8cd2-e4a1f486ddce' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b7877aed-a7e5-47d5-8cd2-e4a1f486ddce' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-aea6a275-e3a7-4a72-88f8-906b24507b6d' class='xr-var-data-in' type='checkbox'><label for='data-aea6a275-e3a7-4a72-88f8-906b24507b6d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "...\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-685bf09e-80ac-439a-b206-e398fd179f19' class='xr-section-summary-in' type='checkbox'  ><label for='section-685bf09e-80ac-439a-b206-e398fd179f19' class='xr-section-summary' >Indexes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>runs</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-529313c6-25c1-4be2-bb72-c4d35c58e5e1' class='xr-index-data-in' type='checkbox'/><label for='index-529313c6-25c1-4be2-bb72-c4d35c58e5e1' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([  0.0,   1.0,   2.0,   3.0,   4.0,   5.0,   6.0,   7.0,   8.0,   9.0,\n",
+       "       ...\n",
+       "       390.0, 391.0, 392.0, 393.0, 394.0, 395.0, 396.0, 397.0, 398.0, 399.0],\n",
+       "      dtype=&#x27;float64&#x27;, name=&#x27;runs&#x27;, length=400))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-870961ef-e953-41ed-8382-f30dff9cdab0' class='xr-section-summary-in' type='checkbox'  ><label for='section-870961ef-e953-41ed-8382-f30dff9cdab0' class='xr-section-summary' >Attributes: <span>(182)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>TOF_free :</span></dt><dd>1e-05</dd><dt><span>abs_img_amp_red :</span></dt><dd>0.55</dd><dt><span>abs_img_freq_blue :</span></dt><dd>112.953</dd><dt><span>abs_img_freq_red :</span></dt><dd>102.55</dd><dt><span>absorption_imaging_flag :</span></dt><dd>True</dd><dt><span>als_duration :</span></dt><dd>0.007</dd><dt><span>als_field_direction :</span></dt><dd>Y</dd><dt><span>als_final_current :</span></dt><dd>nan</dd><dt><span>als_hold_time :</span></dt><dd>0.1</dd><dt><span>als_img_field :</span></dt><dd>0.193</dd><dt><span>als_initial_current :</span></dt><dd>nan</dd><dt><span>als_ramp_flag :</span></dt><dd>True</dd><dt><span>als_rot_duration :</span></dt><dd>0.05</dd><dt><span>als_rot_hold_time :</span></dt><dd>0.05</dd><dt><span>als_rot_initial_current :</span></dt><dd>0.193</dd><dt><span>backup_data :</span></dt><dd>True</dd><dt><span>blink_off_mod_depth :</span></dt><dd>0.6</dd><dt><span>blink_off_power :</span></dt><dd>nan</dd><dt><span>blink_off_time :</span></dt><dd>nan</dd><dt><span>blink_on_mod_depth :</span></dt><dd>0.0</dd><dt><span>blink_on_power :</span></dt><dd>nan</dd><dt><span>blink_on_time :</span></dt><dd>nan</dd><dt><span>blue_imaging_pulse_duration :</span></dt><dd>2.5e-05</dd><dt><span>c_duration :</span></dt><dd>0.2</dd><dt><span>carrier_amp :</span></dt><dd>0.5</dd><dt><span>carrier_freq :</span></dt><dd>nan</dd><dt><span>carrier_offset :</span></dt><dd>0</dd><dt><span>carrier_phase :</span></dt><dd>0</dd><dt><span>cdt_hold_time :</span></dt><dd>0</dd><dt><span>cdt_pow_fin :</span></dt><dd>0.504</dd><dt><span>cdt_x_offset :</span></dt><dd>0</dd><dt><span>cdt_y_offset :</span></dt><dd>0</dd><dt><span>cdt_z_offset :</span></dt><dd>0.18</dd><dt><span>channel_in_use :</span></dt><dd>1</dd><dt><span>cmot_final_current :</span></dt><dd>0.65</dd><dt><span>cmot_hold :</span></dt><dd>0.06</dd><dt><span>cmot_initial_current :</span></dt><dd>0.23</dd><dt><span>compX_current :</span></dt><dd>0.0</dd><dt><span>compX_current_sg :</span></dt><dd>0.0</dd><dt><span>compX_final_current :</span></dt><dd>0.0</dd><dt><span>compX_initial_current :</span></dt><dd>0.0</dd><dt><span>compY_current :</span></dt><dd>0.0</dd><dt><span>compY_current_sg :</span></dt><dd>0.0</dd><dt><span>compY_final_current :</span></dt><dd>0.036</dd><dt><span>compY_initial_current :</span></dt><dd>0.0</dd><dt><span>compZ_current :</span></dt><dd>0.0</dd><dt><span>compZ_current_sg :</span></dt><dd>0.193</dd><dt><span>compZ_final_current :</span></dt><dd>0.202</dd><dt><span>compZ_initial_current :</span></dt><dd>0.0</dd><dt><span>default_camera :</span></dt><dd>1</dd><dt><span>deltaf :</span></dt><dd>0.041</dd><dt><span>dtg_ramp_duration :</span></dt><dd>0.1</dd><dt><span>evap_1_arm_1_final_pow :</span></dt><dd>0.35</dd><dt><span>evap_1_arm_1_mod_depth_final :</span></dt><dd>0</dd><dt><span>evap_1_arm_1_mod_depth_initial :</span></dt><dd>1.0</dd><dt><span>evap_1_arm_1_mod_ramp_duration :</span></dt><dd>1.15</dd><dt><span>evap_1_arm_1_pow_ramp_duration :</span></dt><dd>1.65</dd><dt><span>evap_1_arm_1_start_pow :</span></dt><dd>7</dd><dt><span>evap_1_arm_2_final_pow :</span></dt><dd>5</dd><dt><span>evap_1_arm_2_ramp_duration :</span></dt><dd>0.5</dd><dt><span>evap_1_arm_2_start_pow :</span></dt><dd>0</dd><dt><span>evap_1_mod_ramp_trunc_value :</span></dt><dd>1</dd><dt><span>evap_1_pow_ramp_trunc_value :</span></dt><dd>1.0</dd><dt><span>evap_1_rate_constant_1 :</span></dt><dd>0.525</dd><dt><span>evap_1_rate_constant_2 :</span></dt><dd>0.51</dd><dt><span>evap_2_arm_1_final_pow :</span></dt><dd>0.037</dd><dt><span>evap_2_arm_1_start_pow :</span></dt><dd>0.35</dd><dt><span>evap_2_arm_2_final_pow :</span></dt><dd>0.09</dd><dt><span>evap_2_arm_2_start_pow :</span></dt><dd>5</dd><dt><span>evap_2_ramp_duration :</span></dt><dd>1.0</dd><dt><span>evap_2_ramp_trunc_value :</span></dt><dd>1.0</dd><dt><span>evap_2_rate_constant_1 :</span></dt><dd>0.37</dd><dt><span>evap_2_rate_constant_2 :</span></dt><dd>0.71</dd><dt><span>evap_3_arm_1_final_pow :</span></dt><dd>0.1038</dd><dt><span>evap_3_arm_1_mod_depth_final :</span></dt><dd>0.43</dd><dt><span>evap_3_arm_1_mod_depth_initial :</span></dt><dd>0</dd><dt><span>evap_3_arm_1_start_pow :</span></dt><dd>0.037</dd><dt><span>evap_3_ramp_duration :</span></dt><dd>0.1</dd><dt><span>evap_3_ramp_trunc_value :</span></dt><dd>1.0</dd><dt><span>evap_3_rate_constant_1 :</span></dt><dd>-0.879</dd><dt><span>evap_3_rate_constant_2 :</span></dt><dd>-0.297</dd><dt><span>final_horz_amp :</span></dt><dd>8.5e-05</dd><dt><span>final_horz_freq :</span></dt><dd>103.67</dd><dt><span>final_pow_1 :</span></dt><dd>0.38849999999999996</dd><dt><span>final_pow_2 :</span></dt><dd>0.09</dd><dt><span>final_vert_amp :</span></dt><dd>0.0015</dd><dt><span>final_vert_freq :</span></dt><dd>102.985</dd><dt><span>gradCoil_current :</span></dt><dd>0.23</dd><dt><span>gradCoil_current_sg :</span></dt><dd>0</dd><dt><span>horizontal_axis_camera_trigger_duration :</span></dt><dd>0.00025</dd><dt><span>image_with_red :</span></dt><dd>True</dd><dt><span>imaging_method :</span></dt><dd>in_situ_absorption</dd><dt><span>imaging_wavelength :</span></dt><dd>6.26e-07</dd><dt><span>initial_horz_amp :</span></dt><dd>0.7</dd><dt><span>initial_horz_freq :</span></dt><dd>103.28</dd><dt><span>initial_vert_amp :</span></dt><dd>0.4</dd><dt><span>initial_vert_freq :</span></dt><dd>102.1</dd><dt><span>maglev_abs_img_amp_red :</span></dt><dd>0.6</dd><dt><span>maglev_abs_img_freq_blue :</span></dt><dd>112.953</dd><dt><span>maglev_abs_img_freq_red :</span></dt><dd>103.05</dd><dt><span>maglev_flag :</span></dt><dd>False</dd><dt><span>maglev_switch_off_current :</span></dt><dd>0.0</dd><dt><span>maglev_switch_on_current :</span></dt><dd>-0.532</dd><dt><span>maglev_x_offset :</span></dt><dd>-0.0035</dd><dt><span>maglev_y_offset :</span></dt><dd>-0.005</dd><dt><span>maglev_z_offset :</span></dt><dd>0.225</dd><dt><span>mod_blink_off_time :</span></dt><dd>0.0007</dd><dt><span>mod_blink_on_time :</span></dt><dd>nan</dd><dt><span>mod_depth_fin :</span></dt><dd>1.0</dd><dt><span>mod_depth_ini :</span></dt><dd>0</dd><dt><span>mod_depth_initial :</span></dt><dd>1.0</dd><dt><span>mot_3d_camera_trigger_duration :</span></dt><dd>0.00025</dd><dt><span>mot_3d_horz_amp :</span></dt><dd>0.7</dd><dt><span>mot_3d_horz_freq :</span></dt><dd>103.28</dd><dt><span>mot_3d_vert_amp :</span></dt><dd>0.4</dd><dt><span>mot_3d_vert_freq :</span></dt><dd>102.1</dd><dt><span>mot_load_duration :</span></dt><dd>4</dd><dt><span>odt_axis_camera_trigger_duration :</span></dt><dd>0.002</dd><dt><span>odt_hold_time_1 :</span></dt><dd>0.01</dd><dt><span>odt_hold_time_2 :</span></dt><dd>0.1</dd><dt><span>odt_hold_time_3 :</span></dt><dd>0.1</dd><dt><span>odt_hold_time_4 :</span></dt><dd>1.0</dd><dt><span>odt_hold_time_5 :</span></dt><dd>0.01</dd><dt><span>operation_mode :</span></dt><dd>BASIC</dd><dt><span>postcomp_gradCoil_current :</span></dt><dd>0.0</dd><dt><span>pow_arm_1 :</span></dt><dd>7</dd><dt><span>pow_arm_2 :</span></dt><dd>0</dd><dt><span>pulse_delay :</span></dt><dd>8e-05</dd><dt><span>pulse_width :</span></dt><dd>0.01</dd><dt><span>push_amp :</span></dt><dd>0.2</dd><dt><span>push_freq :</span></dt><dd>102.2</dd><dt><span>ramp_duration :</span></dt><dd>1</dd><dt><span>ramp_hold_time :</span></dt><dd>nan</dd><dt><span>ramp_mag_duration :</span></dt><dd>nan</dd><dt><span>ramp_mag_final_current :</span></dt><dd>nan</dd><dt><span>ramp_mag_initial_current :</span></dt><dd>nan</dd><dt><span>recomp_ramp_duration :</span></dt><dd>0.5</dd><dt><span>recomp_ramp_pow_fin_arm_1 :</span></dt><dd>0.05179999999999999</dd><dt><span>recomp_ramp_pow_fin_arm_2 :</span></dt><dd>0.126</dd><dt><span>recomp_ramp_pow_ini_arm_1 :</span></dt><dd>0.037</dd><dt><span>recomp_ramp_pow_ini_arm_2 :</span></dt><dd>0.09</dd><dt><span>red_imaging_pulse_duration :</span></dt><dd>0.000175</dd><dt><span>rf_hold_time :</span></dt><dd>0.1</dd><dt><span>rot_hold_time :</span></dt><dd>nan</dd><dt><span>rot_img_mag_az_angle :</span></dt><dd>0</dd><dt><span>rot_img_mag_current :</span></dt><dd>0.193</dd><dt><span>rot_img_mag_duration :</span></dt><dd>3e-06</dd><dt><span>rot_img_mag_fin_pol_angle :</span></dt><dd>90</dd><dt><span>rot_img_mag_ini_pol_angle :</span></dt><dd>0</dd><dt><span>rot_mag_az_angle :</span></dt><dd>nan</dd><dt><span>rot_mag_current :</span></dt><dd>nan</dd><dt><span>rot_mag_duration :</span></dt><dd>nan</dd><dt><span>rot_mag_fin_pol_angle :</span></dt><dd>nan</dd><dt><span>rot_mag_ini_pol_angle :</span></dt><dd>nan</dd><dt><span>save_results :</span></dt><dd>False</dd><dt><span>sin_mod_amplitude :</span></dt><dd>nan</dd><dt><span>sin_mod_dc_offset :</span></dt><dd>nan</dd><dt><span>sin_mod_duration :</span></dt><dd>nan</dd><dt><span>sin_mod_freq :</span></dt><dd>nan</dd><dt><span>sin_mod_phase :</span></dt><dd>nan</dd><dt><span>start_pow_1 :</span></dt><dd>0.037</dd><dt><span>start_pow_2 :</span></dt><dd>0.09</dd><dt><span>stern_gerlach_duration :</span></dt><dd>0.001</dd><dt><span>sweep_duration :</span></dt><dd>0.02</dd><dt><span>sweep_start_freq :</span></dt><dd>nan</dd><dt><span>sweep_stop_freq :</span></dt><dd>nan</dd><dt><span>vertical_axis_camera_trigger_duration :</span></dt><dd>0.0005</dd><dt><span>wait_after_2dmot_off :</span></dt><dd>0.0</dd><dt><span>wait_time_between_images :</span></dt><dd>0.22</dd><dt><span>wavetype :</span></dt><dd>SINE</dd><dt><span>x_offset :</span></dt><dd>0.0</dd><dt><span>x_offset_img :</span></dt><dd>0</dd><dt><span>x_offset_recomp :</span></dt><dd>0.0</dd><dt><span>y_offset :</span></dt><dd>0.0</dd><dt><span>y_offset_img :</span></dt><dd>0</dd><dt><span>y_offset_recomp :</span></dt><dd>0.0</dd><dt><span>z_offset :</span></dt><dd>0.193</dd><dt><span>z_offset_img :</span></dt><dd>0.193</dd><dt><span>z_offset_recomp :</span></dt><dd>0.198</dd><dt><span>runs :</span></dt><dd>[  0.   1.   2.   3.   4.   5.   6.   7.   8.   9.  10.  11.  12.  13.\n",
+       "  14.  15.  16.  17.  18.  19.  20.  21.  22.  23.  24.  25.  26.  27.\n",
+       "  28.  29.  30.  31.  32.  33.  34.  35.  36.  37.  38.  39.  40.  41.\n",
+       "  42.  43.  44.  45.  46.  47.  48.  49.  50.  51.  52.  53.  54.  55.\n",
+       "  56.  57.  58.  59.  60.  61.  62.  63.  64.  65.  66.  67.  68.  69.\n",
+       "  70.  71.  72.  73.  74.  75.  76.  77.  78.  79.  80.  81.  82.  83.\n",
+       "  84.  85.  86.  87.  88.  89.  90.  91.  92.  93.  94.  95.  96.  97.\n",
+       "  98.  99. 100. 101. 102. 103. 104. 105. 106. 107. 108. 109. 110. 111.\n",
+       " 112. 113. 114. 115. 116. 117. 118. 119. 120. 121. 122. 123. 124. 125.\n",
+       " 126. 127. 128. 129. 130. 131. 132. 133. 134. 135. 136. 137. 138. 139.\n",
+       " 140. 141. 142. 143. 144. 145. 146. 147. 148. 149. 150. 151. 152. 153.\n",
+       " 154. 155. 156. 157. 158. 159. 160. 161. 162. 163. 164. 165. 166. 167.\n",
+       " 168. 169. 170. 171. 172. 173. 174. 175. 176. 177. 178. 179. 180. 181.\n",
+       " 182. 183. 184. 185. 186. 187. 188. 189. 190. 191. 192. 193. 194. 195.\n",
+       " 196. 197. 198. 199. 200. 201. 202. 203. 204. 205. 206. 207. 208. 209.\n",
+       " 210. 211. 212. 213. 214. 215. 216. 217. 218. 219. 220. 221. 222. 223.\n",
+       " 224. 225. 226. 227. 228. 229. 230. 231. 232. 233. 234. 235. 236. 237.\n",
+       " 238. 239. 240. 241. 242. 243. 244. 245. 246. 247. 248. 249. 250. 251.\n",
+       " 252. 253. 254. 255. 256. 257. 258. 259. 260. 261. 262. 263. 264. 265.\n",
+       " 266. 267. 268. 269. 270. 271. 272. 273. 274. 275. 276. 277. 278. 279.\n",
+       " 280. 281. 282. 283. 284. 285. 286. 287. 288. 289. 290. 291. 292. 293.\n",
+       " 294. 295. 296. 297. 298. 299. 300. 301. 302. 303. 304. 305. 306. 307.\n",
+       " 308. 309. 310. 311. 312. 313. 314. 315. 316. 317. 318. 319. 320. 321.\n",
+       " 322. 323. 324. 325. 326. 327. 328. 329. 330. 331. 332. 333. 334. 335.\n",
+       " 336. 337. 338. 339. 340. 341. 342. 343. 344. 345. 346. 347. 348. 349.\n",
+       " 350. 351. 352. 353. 354. 355. 356. 357. 358. 359. 360. 361. 362. 363.\n",
+       " 364. 365. 366. 367. 368. 369. 370. 371. 372. 373. 374. 375. 376. 377.\n",
+       " 378. 379. 380. 381. 382. 383. 384. 385. 386. 387. 388. 389. 390. 391.\n",
+       " 392. 393. 394. 395. 396. 397. 398. 399.]</dd><dt><span>scanAxis :</span></dt><dd>[&#x27;runs&#x27;]</dd><dt><span>scanAxisLength :</span></dt><dd>[400.]</dd></dl></div></li></ul></div></div>"
+      ],
+      "text/plain": [
+       "<xarray.Dataset>\n",
+       "Dimensions:    (runs: 400)\n",
+       "Coordinates:\n",
+       "  * runs       (runs) float64 0.0 1.0 2.0 3.0 4.0 ... 396.0 397.0 398.0 399.0\n",
+       "Data variables:\n",
+       "    runTime    (runs) datetime64[ns] 2023-09-21T15:41:23 ... 2023-09-21T16:44:43\n",
+       "    chillFlag  (runs) bool True True True True True ... True True True True True\n",
+       "Attributes: (12/182)\n",
+       "    TOF_free:                                 1e-05\n",
+       "    abs_img_amp_red:                          0.55\n",
+       "    abs_img_freq_blue:                        112.953\n",
+       "    abs_img_freq_red:                         102.55\n",
+       "    absorption_imaging_flag:                  True\n",
+       "    als_duration:                             0.007\n",
+       "    ...                                       ...\n",
+       "    z_offset:                                 0.193\n",
+       "    z_offset_img:                             0.193\n",
+       "    z_offset_recomp:                          0.198\n",
+       "    runs:                                     [  0.   1.   2.   3.   4.   5. ...\n",
+       "    scanAxis:                                 ['runs']\n",
+       "    scanAxisLength:                           [400.]"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "dataSetRunTime"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
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+       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
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+       "\n",
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+       "  --xr-background-color-row-even: #111111;\n",
+       "  --xr-background-color-row-odd: #313131;\n",
+       "}\n",
+       "\n",
+       ".xr-wrap {\n",
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+       "  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",
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+       "\n",
+       ".xr-header {\n",
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+       "  padding-bottom: 6px;\n",
+       "  margin-bottom: 4px;\n",
+       "  border-bottom: solid 1px var(--xr-border-color);\n",
+       "}\n",
+       "\n",
+       ".xr-header > div,\n",
+       ".xr-header > ul {\n",
+       "  display: inline;\n",
+       "  margin-top: 0;\n",
+       "  margin-bottom: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-obj-type,\n",
+       ".xr-array-name {\n",
+       "  margin-left: 2px;\n",
+       "  margin-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-obj-type {\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-sections {\n",
+       "  padding-left: 0 !important;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item {\n",
+       "  display: contents;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input + label {\n",
+       "  color: var(--xr-disabled-color);\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input:enabled + label {\n",
+       "  cursor: pointer;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input:enabled + label:hover {\n",
+       "  color: var(--xr-font-color0);\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary {\n",
+       "  grid-column: 1;\n",
+       "  color: var(--xr-font-color2);\n",
+       "  font-weight: 500;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary > span {\n",
+       "  display: inline-block;\n",
+       "  padding-left: 0.5em;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:disabled + label {\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in + label:before {\n",
+       "  display: inline-block;\n",
+       "  content: '►';\n",
+       "  font-size: 11px;\n",
+       "  width: 15px;\n",
+       "  text-align: center;\n",
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+       "\n",
+       ".xr-section-summary-in:disabled + label:before {\n",
+       "  color: var(--xr-disabled-color);\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked + label:before {\n",
+       "  content: '▼';\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked + label > span {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary,\n",
+       ".xr-section-inline-details {\n",
+       "  padding-top: 4px;\n",
+       "  padding-bottom: 4px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-inline-details {\n",
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+       "\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",
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+       "  display: inline-block;\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list {\n",
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+       "  list-style: none;\n",
+       "  padding: 0 !important;\n",
+       "  margin: 0;\n",
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+       "\n",
+       ".xr-dim-list li {\n",
+       "  display: inline-block;\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
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+       ".xr-dim-list:after {\n",
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+       ".xr-var-dims:hover,\n",
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+       ".xr-var-data,\n",
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+       ".xr-var-data-in:checked ~ .xr-var-data,\n",
+       ".xr-index-data-in:checked ~ .xr-index-data {\n",
+       "  display: block;\n",
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+       ".xr-var-attrs,\n",
+       ".xr-var-data,\n",
+       ".xr-index-data {\n",
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+       ".xr-icon-database,\n",
+       ".xr-icon-file-text2,\n",
+       ".xr-no-icon {\n",
+       "  display: inline-block;\n",
+       "  vertical-align: middle;\n",
+       "  width: 1em;\n",
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+       "  stroke-width: 0;\n",
+       "  stroke: currentColor;\n",
+       "  fill: currentColor;\n",
+       "}\n",
+       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
+       "Dimensions:    (runs: 400)\n",
+       "Coordinates:\n",
+       "  * runs       (runs) float64 0.0 1.0 2.0 3.0 4.0 ... 396.0 397.0 398.0 399.0\n",
+       "Data variables:\n",
+       "    runTime    (runs) datetime64[ns] 2023-09-21T15:41:23 ... 2023-09-21T16:44:43\n",
+       "    chillFlag  (runs) bool True True True True True ... True True True True True\n",
+       "Attributes: (12/182)\n",
+       "    TOF_free:                                 1e-05\n",
+       "    abs_img_amp_red:                          0.55\n",
+       "    abs_img_freq_blue:                        112.953\n",
+       "    abs_img_freq_red:                         102.55\n",
+       "    absorption_imaging_flag:                  True\n",
+       "    als_duration:                             0.007\n",
+       "    ...                                       ...\n",
+       "    z_offset:                                 0.193\n",
+       "    z_offset_img:                             0.193\n",
+       "    z_offset_recomp:                          0.198\n",
+       "    runs:                                     [  0.   1.   2.   3.   4.   5. ...\n",
+       "    scanAxis:                                 [&#x27;runs&#x27;]\n",
+       "    scanAxisLength:                           [400.]</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-6e6d0e52-a2b8-4c8e-86b5-d0e7d0768f54' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-6e6d0e52-a2b8-4c8e-86b5-d0e7d0768f54' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>runs</span>: 400</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-e4717b64-9163-4da8-9b0a-3268edde19b6' class='xr-section-summary-in' type='checkbox'  checked><label for='section-e4717b64-9163-4da8-9b0a-3268edde19b6' class='xr-section-summary' >Coordinates: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>runs</span></div><div class='xr-var-dims'>(runs)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 1.0 2.0 ... 397.0 398.0 399.0</div><input id='attrs-77d62303-be2b-44ca-9c61-f8c2b3676217' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-77d62303-be2b-44ca-9c61-f8c2b3676217' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-18e14a1b-20b1-4e3d-b321-8630d6804ae1' class='xr-var-data-in' type='checkbox'><label for='data-18e14a1b-20b1-4e3d-b321-8630d6804ae1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([  0.,   1.,   2., ..., 397., 398., 399.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-3ce7eaed-5b61-4be2-80f1-89a47e16a5c4' class='xr-section-summary-in' type='checkbox'  checked><label for='section-3ce7eaed-5b61-4be2-80f1-89a47e16a5c4' class='xr-section-summary' >Data variables: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>runTime</span></div><div class='xr-var-dims'>(runs)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2023-09-21T15:41:23 ... 2023-09-...</div><input id='attrs-f8baff72-55b7-40f0-b8f2-a0655a49afbc' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f8baff72-55b7-40f0-b8f2-a0655a49afbc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3377dd0f-0e32-4b7a-a32c-eb2a9d4d453a' class='xr-var-data-in' type='checkbox'><label for='data-3377dd0f-0e32-4b7a-a32c-eb2a9d4d453a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2023-09-21T15:41:23.000000000&#x27;, &#x27;2023-09-21T15:41:33.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T15:41:43.000000000&#x27;, &#x27;2023-09-21T15:41:53.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T15:42:02.000000000&#x27;, &#x27;2023-09-21T15:42:12.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T15:42:21.000000000&#x27;, &#x27;2023-09-21T15:42:31.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T15:42:41.000000000&#x27;, &#x27;2023-09-21T15:42:50.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T15:43:00.000000000&#x27;, &#x27;2023-09-21T15:43:10.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T15:43:19.000000000&#x27;, &#x27;2023-09-21T15:43:29.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T15:43:39.000000000&#x27;, &#x27;2023-09-21T15:43:48.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T15:43:58.000000000&#x27;, &#x27;2023-09-21T15:44:07.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T15:44:17.000000000&#x27;, &#x27;2023-09-21T15:44:27.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T15:44:36.000000000&#x27;, &#x27;2023-09-21T15:44:46.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T15:44:55.000000000&#x27;, &#x27;2023-09-21T15:45:05.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T15:45:15.000000000&#x27;, &#x27;2023-09-21T15:45:24.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T15:45:34.000000000&#x27;, &#x27;2023-09-21T15:45:43.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T15:45:53.000000000&#x27;, &#x27;2023-09-21T15:46:03.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T15:46:13.000000000&#x27;, &#x27;2023-09-21T15:46:22.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T15:46:32.000000000&#x27;, &#x27;2023-09-21T15:46:42.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T15:46:51.000000000&#x27;, &#x27;2023-09-21T15:47:01.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T15:47:10.000000000&#x27;, &#x27;2023-09-21T15:47:20.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T15:47:30.000000000&#x27;, &#x27;2023-09-21T15:47:39.000000000&#x27;,\n",
+       "...\n",
+       "       &#x27;2023-09-21T16:38:51.000000000&#x27;, &#x27;2023-09-21T16:39:00.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T16:39:10.000000000&#x27;, &#x27;2023-09-21T16:39:19.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T16:39:29.000000000&#x27;, &#x27;2023-09-21T16:39:38.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T16:39:48.000000000&#x27;, &#x27;2023-09-21T16:39:57.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T16:40:07.000000000&#x27;, &#x27;2023-09-21T16:40:16.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T16:40:26.000000000&#x27;, &#x27;2023-09-21T16:40:35.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T16:40:45.000000000&#x27;, &#x27;2023-09-21T16:40:54.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T16:41:04.000000000&#x27;, &#x27;2023-09-21T16:41:13.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T16:41:23.000000000&#x27;, &#x27;2023-09-21T16:41:32.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T16:41:42.000000000&#x27;, &#x27;2023-09-21T16:41:51.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T16:42:01.000000000&#x27;, &#x27;2023-09-21T16:42:10.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T16:42:20.000000000&#x27;, &#x27;2023-09-21T16:42:29.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T16:42:39.000000000&#x27;, &#x27;2023-09-21T16:42:49.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T16:42:58.000000000&#x27;, &#x27;2023-09-21T16:43:08.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T16:43:17.000000000&#x27;, &#x27;2023-09-21T16:43:27.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T16:43:36.000000000&#x27;, &#x27;2023-09-21T16:43:46.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T16:43:55.000000000&#x27;, &#x27;2023-09-21T16:44:05.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T16:44:14.000000000&#x27;, &#x27;2023-09-21T16:44:24.000000000&#x27;,\n",
+       "       &#x27;2023-09-21T16:44:33.000000000&#x27;, &#x27;2023-09-21T16:44:43.000000000&#x27;],\n",
+       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>chillFlag</span></div><div class='xr-var-dims'>(runs)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>True True True ... True True True</div><input id='attrs-1ba50bae-77e1-4ea7-9160-9f794c6c4285' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1ba50bae-77e1-4ea7-9160-9f794c6c4285' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fc448da6-fda3-44f7-bddf-1bf6e997caf1' class='xr-var-data-in' type='checkbox'><label for='data-fc448da6-fda3-44f7-bddf-1bf6e997caf1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True, False, False, False, False, False, False, False,\n",
+       "       False, False, False, False, False, False, False, False, False,\n",
+       "       False, False,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True, False, False, False, False, False,\n",
+       "       False, False, False, False, False, False, False,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "       False, False, False, False, False, False, False, False, False,\n",
+       "       False, False, False, False, False, False, False, False, False,\n",
+       "       False,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True, False, False, False,\n",
+       "       False, False, False, False, False, False, False, False, False,\n",
+       "...\n",
+       "       False, False, False, False, False, False,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True, False, False, False, False, False, False, False, False,\n",
+       "       False, False, False, False, False, False, False, False, False,\n",
+       "       False,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True, False, False, False, False, False, False,\n",
+       "       False, False, False, False, False, False, False,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "       False, False, False, False, False, False, False, False, False,\n",
+       "       False, False, False, False, False, False, False, False, False,\n",
+       "       False,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-5e26fb90-2cb8-438e-88da-001e08628ad9' class='xr-section-summary-in' type='checkbox'  ><label for='section-5e26fb90-2cb8-438e-88da-001e08628ad9' class='xr-section-summary' >Indexes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>runs</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-ba07d4c6-8b17-46a0-afb9-6653737816bb' class='xr-index-data-in' type='checkbox'/><label for='index-ba07d4c6-8b17-46a0-afb9-6653737816bb' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([  0.0,   1.0,   2.0,   3.0,   4.0,   5.0,   6.0,   7.0,   8.0,   9.0,\n",
+       "       ...\n",
+       "       390.0, 391.0, 392.0, 393.0, 394.0, 395.0, 396.0, 397.0, 398.0, 399.0],\n",
+       "      dtype=&#x27;float64&#x27;, name=&#x27;runs&#x27;, length=400))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e02634d5-40b3-4768-85ee-e872d4d7c8f0' class='xr-section-summary-in' type='checkbox'  ><label for='section-e02634d5-40b3-4768-85ee-e872d4d7c8f0' class='xr-section-summary' >Attributes: <span>(182)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>TOF_free :</span></dt><dd>1e-05</dd><dt><span>abs_img_amp_red :</span></dt><dd>0.55</dd><dt><span>abs_img_freq_blue :</span></dt><dd>112.953</dd><dt><span>abs_img_freq_red :</span></dt><dd>102.55</dd><dt><span>absorption_imaging_flag :</span></dt><dd>True</dd><dt><span>als_duration :</span></dt><dd>0.007</dd><dt><span>als_field_direction :</span></dt><dd>Y</dd><dt><span>als_final_current :</span></dt><dd>nan</dd><dt><span>als_hold_time :</span></dt><dd>0.1</dd><dt><span>als_img_field :</span></dt><dd>0.193</dd><dt><span>als_initial_current :</span></dt><dd>nan</dd><dt><span>als_ramp_flag :</span></dt><dd>True</dd><dt><span>als_rot_duration :</span></dt><dd>0.05</dd><dt><span>als_rot_hold_time :</span></dt><dd>0.05</dd><dt><span>als_rot_initial_current :</span></dt><dd>0.193</dd><dt><span>backup_data :</span></dt><dd>True</dd><dt><span>blink_off_mod_depth :</span></dt><dd>0.6</dd><dt><span>blink_off_power :</span></dt><dd>nan</dd><dt><span>blink_off_time :</span></dt><dd>nan</dd><dt><span>blink_on_mod_depth :</span></dt><dd>0.0</dd><dt><span>blink_on_power :</span></dt><dd>nan</dd><dt><span>blink_on_time :</span></dt><dd>nan</dd><dt><span>blue_imaging_pulse_duration :</span></dt><dd>2.5e-05</dd><dt><span>c_duration :</span></dt><dd>0.2</dd><dt><span>carrier_amp :</span></dt><dd>0.5</dd><dt><span>carrier_freq :</span></dt><dd>nan</dd><dt><span>carrier_offset :</span></dt><dd>0</dd><dt><span>carrier_phase :</span></dt><dd>0</dd><dt><span>cdt_hold_time :</span></dt><dd>0</dd><dt><span>cdt_pow_fin :</span></dt><dd>0.504</dd><dt><span>cdt_x_offset :</span></dt><dd>0</dd><dt><span>cdt_y_offset :</span></dt><dd>0</dd><dt><span>cdt_z_offset :</span></dt><dd>0.18</dd><dt><span>channel_in_use :</span></dt><dd>1</dd><dt><span>cmot_final_current :</span></dt><dd>0.65</dd><dt><span>cmot_hold :</span></dt><dd>0.06</dd><dt><span>cmot_initial_current :</span></dt><dd>0.23</dd><dt><span>compX_current :</span></dt><dd>0.0</dd><dt><span>compX_current_sg :</span></dt><dd>0.0</dd><dt><span>compX_final_current :</span></dt><dd>0.0</dd><dt><span>compX_initial_current :</span></dt><dd>0.0</dd><dt><span>compY_current :</span></dt><dd>0.0</dd><dt><span>compY_current_sg :</span></dt><dd>0.0</dd><dt><span>compY_final_current :</span></dt><dd>0.036</dd><dt><span>compY_initial_current :</span></dt><dd>0.0</dd><dt><span>compZ_current :</span></dt><dd>0.0</dd><dt><span>compZ_current_sg :</span></dt><dd>0.193</dd><dt><span>compZ_final_current :</span></dt><dd>0.202</dd><dt><span>compZ_initial_current :</span></dt><dd>0.0</dd><dt><span>default_camera :</span></dt><dd>1</dd><dt><span>deltaf :</span></dt><dd>0.041</dd><dt><span>dtg_ramp_duration :</span></dt><dd>0.1</dd><dt><span>evap_1_arm_1_final_pow :</span></dt><dd>0.35</dd><dt><span>evap_1_arm_1_mod_depth_final :</span></dt><dd>0</dd><dt><span>evap_1_arm_1_mod_depth_initial :</span></dt><dd>1.0</dd><dt><span>evap_1_arm_1_mod_ramp_duration :</span></dt><dd>1.15</dd><dt><span>evap_1_arm_1_pow_ramp_duration :</span></dt><dd>1.65</dd><dt><span>evap_1_arm_1_start_pow :</span></dt><dd>7</dd><dt><span>evap_1_arm_2_final_pow :</span></dt><dd>5</dd><dt><span>evap_1_arm_2_ramp_duration :</span></dt><dd>0.5</dd><dt><span>evap_1_arm_2_start_pow :</span></dt><dd>0</dd><dt><span>evap_1_mod_ramp_trunc_value :</span></dt><dd>1</dd><dt><span>evap_1_pow_ramp_trunc_value :</span></dt><dd>1.0</dd><dt><span>evap_1_rate_constant_1 :</span></dt><dd>0.525</dd><dt><span>evap_1_rate_constant_2 :</span></dt><dd>0.51</dd><dt><span>evap_2_arm_1_final_pow :</span></dt><dd>0.037</dd><dt><span>evap_2_arm_1_start_pow :</span></dt><dd>0.35</dd><dt><span>evap_2_arm_2_final_pow :</span></dt><dd>0.09</dd><dt><span>evap_2_arm_2_start_pow :</span></dt><dd>5</dd><dt><span>evap_2_ramp_duration :</span></dt><dd>1.0</dd><dt><span>evap_2_ramp_trunc_value :</span></dt><dd>1.0</dd><dt><span>evap_2_rate_constant_1 :</span></dt><dd>0.37</dd><dt><span>evap_2_rate_constant_2 :</span></dt><dd>0.71</dd><dt><span>evap_3_arm_1_final_pow :</span></dt><dd>0.1038</dd><dt><span>evap_3_arm_1_mod_depth_final :</span></dt><dd>0.43</dd><dt><span>evap_3_arm_1_mod_depth_initial :</span></dt><dd>0</dd><dt><span>evap_3_arm_1_start_pow :</span></dt><dd>0.037</dd><dt><span>evap_3_ramp_duration :</span></dt><dd>0.1</dd><dt><span>evap_3_ramp_trunc_value :</span></dt><dd>1.0</dd><dt><span>evap_3_rate_constant_1 :</span></dt><dd>-0.879</dd><dt><span>evap_3_rate_constant_2 :</span></dt><dd>-0.297</dd><dt><span>final_horz_amp :</span></dt><dd>8.5e-05</dd><dt><span>final_horz_freq :</span></dt><dd>103.67</dd><dt><span>final_pow_1 :</span></dt><dd>0.38849999999999996</dd><dt><span>final_pow_2 :</span></dt><dd>0.09</dd><dt><span>final_vert_amp :</span></dt><dd>0.0015</dd><dt><span>final_vert_freq :</span></dt><dd>102.985</dd><dt><span>gradCoil_current :</span></dt><dd>0.23</dd><dt><span>gradCoil_current_sg :</span></dt><dd>0</dd><dt><span>horizontal_axis_camera_trigger_duration :</span></dt><dd>0.00025</dd><dt><span>image_with_red :</span></dt><dd>True</dd><dt><span>imaging_method :</span></dt><dd>in_situ_absorption</dd><dt><span>imaging_wavelength :</span></dt><dd>6.26e-07</dd><dt><span>initial_horz_amp :</span></dt><dd>0.7</dd><dt><span>initial_horz_freq :</span></dt><dd>103.28</dd><dt><span>initial_vert_amp :</span></dt><dd>0.4</dd><dt><span>initial_vert_freq :</span></dt><dd>102.1</dd><dt><span>maglev_abs_img_amp_red :</span></dt><dd>0.6</dd><dt><span>maglev_abs_img_freq_blue :</span></dt><dd>112.953</dd><dt><span>maglev_abs_img_freq_red :</span></dt><dd>103.05</dd><dt><span>maglev_flag :</span></dt><dd>False</dd><dt><span>maglev_switch_off_current :</span></dt><dd>0.0</dd><dt><span>maglev_switch_on_current :</span></dt><dd>-0.532</dd><dt><span>maglev_x_offset :</span></dt><dd>-0.0035</dd><dt><span>maglev_y_offset :</span></dt><dd>-0.005</dd><dt><span>maglev_z_offset :</span></dt><dd>0.225</dd><dt><span>mod_blink_off_time :</span></dt><dd>0.0007</dd><dt><span>mod_blink_on_time :</span></dt><dd>nan</dd><dt><span>mod_depth_fin :</span></dt><dd>1.0</dd><dt><span>mod_depth_ini :</span></dt><dd>0</dd><dt><span>mod_depth_initial :</span></dt><dd>1.0</dd><dt><span>mot_3d_camera_trigger_duration :</span></dt><dd>0.00025</dd><dt><span>mot_3d_horz_amp :</span></dt><dd>0.7</dd><dt><span>mot_3d_horz_freq :</span></dt><dd>103.28</dd><dt><span>mot_3d_vert_amp :</span></dt><dd>0.4</dd><dt><span>mot_3d_vert_freq :</span></dt><dd>102.1</dd><dt><span>mot_load_duration :</span></dt><dd>4</dd><dt><span>odt_axis_camera_trigger_duration :</span></dt><dd>0.002</dd><dt><span>odt_hold_time_1 :</span></dt><dd>0.01</dd><dt><span>odt_hold_time_2 :</span></dt><dd>0.1</dd><dt><span>odt_hold_time_3 :</span></dt><dd>0.1</dd><dt><span>odt_hold_time_4 :</span></dt><dd>1.0</dd><dt><span>odt_hold_time_5 :</span></dt><dd>0.01</dd><dt><span>operation_mode :</span></dt><dd>BASIC</dd><dt><span>postcomp_gradCoil_current :</span></dt><dd>0.0</dd><dt><span>pow_arm_1 :</span></dt><dd>7</dd><dt><span>pow_arm_2 :</span></dt><dd>0</dd><dt><span>pulse_delay :</span></dt><dd>8e-05</dd><dt><span>pulse_width :</span></dt><dd>0.01</dd><dt><span>push_amp :</span></dt><dd>0.2</dd><dt><span>push_freq :</span></dt><dd>102.2</dd><dt><span>ramp_duration :</span></dt><dd>1</dd><dt><span>ramp_hold_time :</span></dt><dd>nan</dd><dt><span>ramp_mag_duration :</span></dt><dd>nan</dd><dt><span>ramp_mag_final_current :</span></dt><dd>nan</dd><dt><span>ramp_mag_initial_current :</span></dt><dd>nan</dd><dt><span>recomp_ramp_duration :</span></dt><dd>0.5</dd><dt><span>recomp_ramp_pow_fin_arm_1 :</span></dt><dd>0.05179999999999999</dd><dt><span>recomp_ramp_pow_fin_arm_2 :</span></dt><dd>0.126</dd><dt><span>recomp_ramp_pow_ini_arm_1 :</span></dt><dd>0.037</dd><dt><span>recomp_ramp_pow_ini_arm_2 :</span></dt><dd>0.09</dd><dt><span>red_imaging_pulse_duration :</span></dt><dd>0.000175</dd><dt><span>rf_hold_time :</span></dt><dd>0.1</dd><dt><span>rot_hold_time :</span></dt><dd>nan</dd><dt><span>rot_img_mag_az_angle :</span></dt><dd>0</dd><dt><span>rot_img_mag_current :</span></dt><dd>0.193</dd><dt><span>rot_img_mag_duration :</span></dt><dd>3e-06</dd><dt><span>rot_img_mag_fin_pol_angle :</span></dt><dd>90</dd><dt><span>rot_img_mag_ini_pol_angle :</span></dt><dd>0</dd><dt><span>rot_mag_az_angle :</span></dt><dd>nan</dd><dt><span>rot_mag_current :</span></dt><dd>nan</dd><dt><span>rot_mag_duration :</span></dt><dd>nan</dd><dt><span>rot_mag_fin_pol_angle :</span></dt><dd>nan</dd><dt><span>rot_mag_ini_pol_angle :</span></dt><dd>nan</dd><dt><span>save_results :</span></dt><dd>False</dd><dt><span>sin_mod_amplitude :</span></dt><dd>nan</dd><dt><span>sin_mod_dc_offset :</span></dt><dd>nan</dd><dt><span>sin_mod_duration :</span></dt><dd>nan</dd><dt><span>sin_mod_freq :</span></dt><dd>nan</dd><dt><span>sin_mod_phase :</span></dt><dd>nan</dd><dt><span>start_pow_1 :</span></dt><dd>0.037</dd><dt><span>start_pow_2 :</span></dt><dd>0.09</dd><dt><span>stern_gerlach_duration :</span></dt><dd>0.001</dd><dt><span>sweep_duration :</span></dt><dd>0.02</dd><dt><span>sweep_start_freq :</span></dt><dd>nan</dd><dt><span>sweep_stop_freq :</span></dt><dd>nan</dd><dt><span>vertical_axis_camera_trigger_duration :</span></dt><dd>0.0005</dd><dt><span>wait_after_2dmot_off :</span></dt><dd>0.0</dd><dt><span>wait_time_between_images :</span></dt><dd>0.22</dd><dt><span>wavetype :</span></dt><dd>SINE</dd><dt><span>x_offset :</span></dt><dd>0.0</dd><dt><span>x_offset_img :</span></dt><dd>0</dd><dt><span>x_offset_recomp :</span></dt><dd>0.0</dd><dt><span>y_offset :</span></dt><dd>0.0</dd><dt><span>y_offset_img :</span></dt><dd>0</dd><dt><span>y_offset_recomp :</span></dt><dd>0.0</dd><dt><span>z_offset :</span></dt><dd>0.193</dd><dt><span>z_offset_img :</span></dt><dd>0.193</dd><dt><span>z_offset_recomp :</span></dt><dd>0.198</dd><dt><span>runs :</span></dt><dd>[  0.   1.   2.   3.   4.   5.   6.   7.   8.   9.  10.  11.  12.  13.\n",
+       "  14.  15.  16.  17.  18.  19.  20.  21.  22.  23.  24.  25.  26.  27.\n",
+       "  28.  29.  30.  31.  32.  33.  34.  35.  36.  37.  38.  39.  40.  41.\n",
+       "  42.  43.  44.  45.  46.  47.  48.  49.  50.  51.  52.  53.  54.  55.\n",
+       "  56.  57.  58.  59.  60.  61.  62.  63.  64.  65.  66.  67.  68.  69.\n",
+       "  70.  71.  72.  73.  74.  75.  76.  77.  78.  79.  80.  81.  82.  83.\n",
+       "  84.  85.  86.  87.  88.  89.  90.  91.  92.  93.  94.  95.  96.  97.\n",
+       "  98.  99. 100. 101. 102. 103. 104. 105. 106. 107. 108. 109. 110. 111.\n",
+       " 112. 113. 114. 115. 116. 117. 118. 119. 120. 121. 122. 123. 124. 125.\n",
+       " 126. 127. 128. 129. 130. 131. 132. 133. 134. 135. 136. 137. 138. 139.\n",
+       " 140. 141. 142. 143. 144. 145. 146. 147. 148. 149. 150. 151. 152. 153.\n",
+       " 154. 155. 156. 157. 158. 159. 160. 161. 162. 163. 164. 165. 166. 167.\n",
+       " 168. 169. 170. 171. 172. 173. 174. 175. 176. 177. 178. 179. 180. 181.\n",
+       " 182. 183. 184. 185. 186. 187. 188. 189. 190. 191. 192. 193. 194. 195.\n",
+       " 196. 197. 198. 199. 200. 201. 202. 203. 204. 205. 206. 207. 208. 209.\n",
+       " 210. 211. 212. 213. 214. 215. 216. 217. 218. 219. 220. 221. 222. 223.\n",
+       " 224. 225. 226. 227. 228. 229. 230. 231. 232. 233. 234. 235. 236. 237.\n",
+       " 238. 239. 240. 241. 242. 243. 244. 245. 246. 247. 248. 249. 250. 251.\n",
+       " 252. 253. 254. 255. 256. 257. 258. 259. 260. 261. 262. 263. 264. 265.\n",
+       " 266. 267. 268. 269. 270. 271. 272. 273. 274. 275. 276. 277. 278. 279.\n",
+       " 280. 281. 282. 283. 284. 285. 286. 287. 288. 289. 290. 291. 292. 293.\n",
+       " 294. 295. 296. 297. 298. 299. 300. 301. 302. 303. 304. 305. 306. 307.\n",
+       " 308. 309. 310. 311. 312. 313. 314. 315. 316. 317. 318. 319. 320. 321.\n",
+       " 322. 323. 324. 325. 326. 327. 328. 329. 330. 331. 332. 333. 334. 335.\n",
+       " 336. 337. 338. 339. 340. 341. 342. 343. 344. 345. 346. 347. 348. 349.\n",
+       " 350. 351. 352. 353. 354. 355. 356. 357. 358. 359. 360. 361. 362. 363.\n",
+       " 364. 365. 366. 367. 368. 369. 370. 371. 372. 373. 374. 375. 376. 377.\n",
+       " 378. 379. 380. 381. 382. 383. 384. 385. 386. 387. 388. 389. 390. 391.\n",
+       " 392. 393. 394. 395. 396. 397. 398. 399.]</dd><dt><span>scanAxis :</span></dt><dd>[&#x27;runs&#x27;]</dd><dt><span>scanAxisLength :</span></dt><dd>[400.]</dd></dl></div></li></ul></div></div>"
+      ],
+      "text/plain": [
+       "<xarray.Dataset>\n",
+       "Dimensions:    (runs: 400)\n",
+       "Coordinates:\n",
+       "  * runs       (runs) float64 0.0 1.0 2.0 3.0 4.0 ... 396.0 397.0 398.0 399.0\n",
+       "Data variables:\n",
+       "    runTime    (runs) datetime64[ns] 2023-09-21T15:41:23 ... 2023-09-21T16:44:43\n",
+       "    chillFlag  (runs) bool True True True True True ... True True True True True\n",
+       "Attributes: (12/182)\n",
+       "    TOF_free:                                 1e-05\n",
+       "    abs_img_amp_red:                          0.55\n",
+       "    abs_img_freq_blue:                        112.953\n",
+       "    abs_img_freq_red:                         102.55\n",
+       "    absorption_imaging_flag:                  True\n",
+       "    als_duration:                             0.007\n",
+       "    ...                                       ...\n",
+       "    z_offset:                                 0.193\n",
+       "    z_offset_img:                             0.193\n",
+       "    z_offset_recomp:                          0.198\n",
+       "    runs:                                     [  0.   1.   2.   3.   4.   5. ...\n",
+       "    scanAxis:                                 ['runs']\n",
+       "    scanAxisLength:                           [400.]"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "for i in range(len(chillerOnTime)):\n",
+    "    dataSetChillerOn = dataSetRunTime.where(dataSetRunTime['runTime']<chillerOffTime[i], drop=True).where(dataSetRunTime['runTime']>chillerOnTime[i], drop=True)\n",
+    "    dataSetRunTime['chillFlag'].loc[dict(runs=dataSetChillerOn['runs'])] = False\n",
+    "\n",
+    "dataSetRunTime"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "chillOnRuns = dataSetRunTime.where(dataSetRunTime['chillFlag'] == False, drop=True)\n",
+    "chillOffRuns = dataSetRunTime.where(dataSetRunTime['chillFlag'], drop=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig = plt.figure()\n",
+    "ax = fig.gca()\n",
+    "Ncount.sel(runs=chillOffRuns['runs']).plot.errorbar(ax=ax, yerr = None, fmt='ob')\n",
+    "Ncount.sel(runs=chillOnRuns['runs']).plot.errorbar(ax=ax, yerr = None, fmt='or')\n",
+    "plt.ylim([0, 10000])\n",
+    "plt.ylabel('NCount')\n",
+    "plt.tight_layout()\n",
+    "plt.grid(visible=1)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from Analyser.FFTAnalyser import fft, ifft"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "dataSet_cropOD_mean = dataSet_cropOD.sel(runs=chillOffRuns['runs'])\n",
+    "dataSet_cropOD_mean = dataSet_cropOD_mean.where(Ncount>4000, drop=True).where(Ncount<6000, drop=True)\n",
+    "dataSet_cropOD_mean = dataSet_cropOD_mean.mean(dim='runs')\n",
+    "\n",
+    "dataSet_cropOD_mean.plot.pcolormesh(cmap='jet', vmin=0, vmax=1.5)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "dataSet_cropOD_mean_FFT = fft(dataSet_cropOD_mean, dim=['x', 'y'])\n",
+    "\n",
+    "abs(dataSet_cropOD_mean_FFT).plot.pcolormesh(cmap='jet', vmin=0, vmax=1000)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "f:\\Jianshun\\analyseScript\\venv\\lib\\site-packages\\xrft\\xrft.py:573: FutureWarning: Default ifft's behaviour (lag=None) changed! Default value of lag was zero (centered output coordinates) and is now set to transformed coordinate's attribute: 'direct_lag'.\n",
+      "  warnings.warn(msg, FutureWarning)\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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wDI+uqIbS0tKUkJDgtMlUQUGB4uLi1KhRI6dNpn5t69at6tevn1Pbq6++qnHjxumll17S/fff7/Y8cnNzFRkZKWm2pFAvPgkAIHAUSFqknJwct9b5eKr0OynnPSmi7GbXno31ixR5p3yaa79+/XTq1Cn95z//cbR9+eWX6tWrlzp27KikpCQdO3ZMS5cuVZ8+ffSPf/zD6fqRI0dq/fr1evTRR9WmTRutWbNGaWlp+uSTT9SnTx+vxrwSU2SS3N1kypVfB0iSdMcdd0iS9u3b5/e5AgBQqSq53OaJrl27avPmzQoLC9Ojjz6q1atXa+LEiUpNTS3T99VXX9W0adO0du1aTZ06VUVFRdq4caNTgOTpmFdiioXb7m4y5a6TJ09Kkho2bOi/SQIAUBWq+LUkpbZu3eqyvXfv3vr888+veH1oaKiSk5OVnJx8xb7ujnklpgiS3N1kyl2LFy+W1WpVYmLiZfsVFhY6PWb46wVlAACg5jJFuc3dTabc8cYbb+jll1/WY489prZt216278KFC512HvUkWwUAQKXwddG2PzajrKFMESS5u8nUlWzbtk0TJ07ULbfcomefffaK/efMmaOcnBzHcbm1TwAAVIlqvCapujPFx3Z3k6nL+eqrrzRs2DDFxcUpNTVVQUFXvjWXe7EfAADVglW+f9uTSaq53N1kqjyHDx/W4MGD1ahRI3344YeqW7duRU0VAADUEKYIktzdZOro0aPav3+/07UnT57UoEGDVKtWLf3jH/8o90V8AADUSJTbvGaKj52QkKARI0Zozpw5ys7OdmwylZGRoZdfftnRb+zYsfr000916f6ZgwcP1vfff6+ZM2fqs88+c9qhu3Hjxho4cGClfhYAAPzKHwuvA7TcZoogSSrZZOrJJ5/U2rVrdebMGXXp0sXlJlO/9tVXX0mSnnvuuTLn+vbtS5AEAECAMsVrSaoLXksCAHBfJb2WZJcU4eNS29xzUmR3315LUhOZJpMEAABc4Ok2r5li4TYAAIC/kUkCAMDMWLjtNYIkAADMrJq84LYmotwGAADgQoDGhgAABAgySV4L0I8NAECAIEjyWoB+bAAAAoNRSzJ8XHhtBOjinAD92AAAAJdHJgkAABOzBZUcvo4RiAL0YwMAEBgIkrxHuQ0AAMCFAI0NAQAIDMVWi4qtFh/HMCQZ/plQDUKQBACAidmCgmQL8i1IsgUZkor8M6EahHIbAACAC2SSAAAwMZvVKpuP5TabNTAzSQRJAACYmF1W2eRbkGQPwPVIEuU2AAAAl8gkAQBgYsWyqtjHTFJxgGaSCJIAADAxm6yy+Vg4ssnup9nULARJAACYmH+CJN8yUTUVa5IAAABcIJMEAICJkUnyHkESAAAmRpDkPcptAAAALpBJAgDAxGyyqphMklcIkgAAMDGbgtgCwEuU2wAAAFwgkwQAgInZVEs2WX0cIzARJAEAYGIlT7cRJHmDchsAAIALZJIAADCxkhfc+pZJKvbTXGoagiQAAEzMriCfy212tgAAAABmw5ok77EmCQAAwAUySQAAmBiZJO8RJAEAYGL+2SfJ8NNsahbKbQAAAC6QSQIAwMT8swVAYGaSCJIAADCxkhfc+vZ1H6hrkii3AQAAuEAmCQAAE7P74ek2O+U2AABgNv7ZAiAwgySvy21///vfr9hnyZIl3g4PAABQpbwOkoYMGaLJkyfr3LlzZc4dOnRIN910k2bNmuXT5AAAgG+KVcvxhJv3h2fhwjfffKMRI0aoVatWCg8PV8OGDdWnTx/97W9/K9N33759Gjx4sOrWrasGDRro3nvv1U8//VSmn91u13PPPaeWLVsqNDRUXbp00Ztvvuny97s75pV4HSTNnz9fa9asUZcuXbR161ZH+wsvvKD4+Hh9//33ev/9970dHgAA+EHp022+Hp44cuSI8vLyNG7cOC1fvlxPPvmkJGnYsGFavXq1o9+xY8fUp08fHTp0SAsWLND06dP1wQcfaODAgbpw4YLTmI8//rhmzZqlgQMH6s9//rOaN2+u0aNH66233nLq58mYV2IxDMPrQuPevXs1btw4ff3115o0aZK+/fZbbdu2TXfffbdWrFihBg0aeDt0jZSbm6vIyEhJsyWFVvV0AADVWoGkRcrJyVFERITfRy/9Tno5Z6jCI2r7NNb53CJNjPzAp7nabDbdcMMNKigo0P79+yVJDz74oFJSUrR//341b95ckrR582YNHDhQq1atUlJSkiTp+PHjatmypZKSkrRixQpJkmEY6tu3r3744QdlZGTIarV6NKY7fNoCoHPnztq5c6e6deumVatW6bPPPtOiRYv0xhtvBFyABAAAyme1WhUbG6uzZ8862t59913ddtttjmBGkgYMGKB27drpnXfecbRt2LBBRUVFevDBBx1tFotFDzzwgI4dO6YdO3Z4PKY7fAqSjh8/rttvv11paWkaOnSoGjVqpGeeeUYrV670ZVgAAOAnpU+3+Xp445dfftGpU6d0+PBhPf/88/roo4908803SyqJIbKzs9WtW7cy1/Xo0UPp6emOn9PT01WnTh1de+21ZfqVnvd0THd4HSSlpKSoc+fO2r17t95880397W9/0zfffKOhQ4fq4Ycf1sCBA3Xs2DFvhwcAAH5g83nR9n+DpNzcXKejsLDwsr/7scceU1RUlNq0aaPp06frjjvucJTLsrKyJEnR0dFlrouOjtbp06cd42dlZalx48ayWCxl+knSiRMnPB7THV4HSffdd5969+6tb775RqNGjZIkNWjQQG+99Zbeeecd7dmzR507d/Z2eAAAUM3ExsYqMjLScSxcuPCy/adNm6ZNmzZpzZo1uvXWW2Wz2RyLp/Pz8yVJISEhZa4LDQ116pOfn+92P3fHdIfXm0n+9a9/1fjx412eS0xMVJ8+fZxqhwAAoPL5591tJc94ZWZmOi3cdhWMXKpDhw7q0KGDJGns2LEaNGiQbr/9du3cuVNhYWGS5DKzU1BQIEmOPmFhYW73c3dMd3idSSovQCrVqFEjpaamOn7Ozc3Vfffd51jRDgAAKp5NtfywJqkkXIiIiHA6rhQk/VpiYqJ27dqlAwcOOEpipSWyS2VlZalBgwaO8aOjo3Xy5En9+oH80mtjYmIc/dwd0x2V9oLb/Px8rVmzxlE3BAAAgaW01JWTk6OmTZsqKipKu3fvLtMvLS1N8fHxjp/j4+N1/vx57du3z6nfzp07HecleTSmOyotSJJUJgIEAAAVqyqebsvOzi7TVlRUpFdffVVhYWHq2LGjJOmuu+7Sxo0blZmZ6ej3ySef6MCBAxoxYoSjbfjw4apdu7bT0/OGYejFF19U06ZN1atXL0e7u2O6gxfcAghAjSSV/UscMCP/vODWs+snT56s3Nxc9enTR02bNtXJkyf1+uuva//+/Vq6dKnq1q0rSZo7d67WrVun/v3765FHHtG5c+eUnJyszp07a8KECY7xmjVrpmnTpik5OVlFRUXq3r273n//fW3btk2vv/66YyNJT8Z0B0ESgABEgARUpFGjRunll1/W//t//08///yz6tWrpxtuuEGLFy/WsGHDHP1iY2P16aef6ve//71mz56t4OBgDR06VEuXLi2zdmjRokW66qqrtGrVKqWkpKht27Z67bXXNHr0aKd+nox5JT69lsQTP/74o6Kjo7V582b95je/qYxfWel4LQlQutP+6cucD1LFBylkilATVM5rSRbljFdoRLBPYxXkXtDsyJQKm2t1RSYJgJ80UkkQFC6phaSfJR35VZ/TF/tVdBBDgASU8s8WAHY/zaZmqdQg6dc7ZQIwkzBJV0u6RlKEpFxJzSTtk3NmKVtS04vH8UqeIxB4qmJNklmY5um2wsJCzZo1SzExMQoLC1NCQoI2bdrk1rXHjx/XyJEjVb9+fUVERGj48OH6/vvvK2yugHk1kNRWatlYatNWsgyQNEAlgdOlilTy32hNK3uCAOC2SsskNW7cWHZ7xaXrxo8fr9TUVE2bNk1t27ZVSkqKhgwZoi1btqh3797lXnfu3Dn1799fOTk5mjt3rmrXrq3nn39effv21Z49e3T11VdX2JwBcymWFCRdJWmwpG6SjklKvVba20DSZkmHLvYtzSaVBkpklICKUrqZpK9jBCKvg6T77rvP42ssFotefvllb39ludLS0vTWW28pOTlZ06dPl1Sy/XlcXJxmzpyp7du3l3vtypUrdfDgQaWlpal79+6SpFtvvVVxcXFaunSpFixY4Pf5AuZUJKlYskrqJt1w3+e6Wj/r4zG3S7MaS6m3S/pI0v5L+pe+HqCi1ig1UPmLyIHAUPqSWl/HCEReB0lbtmzR+fPn9dNPP0mSrrrqKknSmTNnJElRUVEKDw93uqai1iSlpqbKarUqKSnJ0RYaGqqJEydq7ty5yszMVGxsbLnXdu/e3REgSSXvmrn55pv1zjvvECQBbsuWdFo6K6lA6qcteqpwntJaJWjSupd0eGwnae1ASbUl7b3YP+zizxWFAAmA97zOn33wwQeqXbu25s6dq+zsbP3888/6+eeflZ2drTlz5ig4OFgffvihfvjhB8dRUet80tPT1a5duzKPJfbo0UOStGfPHpfX2e12ff311+rWrVuZcz169NDhw4eVl5fn9/kC5lH6RFupn6XifOmQlK3GqrPKrv7X79D+3Dhd8+p+6fYGkrpKanOxf/HF/619cSwA/lb6dJuvRyDyOkiaMmWKbr31Vs2fP18NGzZ0tDds2FDPPvusBg8erClTpvhlkleSlZXleKndpUrbyntf3OnTp1VYWOjVtVLJYvHc3FynAwgstSXVU8m6ogaS8iRlSF9IH9qHSEOkp/ZI/46UvtCN0iJJ17ZQSZDUVCUlt9JF3O6/mRuA++x+eCWJPUDLbV4HSV988YW6du1a7vnrr79eX3zxhbfDeyQ/P9/lLpqhoaGO8+VdJ8mrayVp4cKFioyMdBzllfQA8ypSSaAUpJJg6bikDGmH9PNrTfVUm1ma162kuNake47+2HF2yV6rSlBJkFS6DilfZJMAVDdeB0kNGjTQRx99VO75Dz/8UPXr1/d2eI+EhYWpsLCwTHtBQYHjfHnXSfLqWkmaM2eOcnJyHMelL9MDAkO2yi7APi5pp7RI+uO3i3RyV6Q6S3pqtzTv0GJdPea41FMq2XCyqUqyT8X6b8AFwJ+q4gW3ZuF1kDR58mRt3LhRw4cP1+bNm5WRkaGMjAxt2rRJw4YN00cffaT//d//9edcyxUdHa2srKwy7aVtMTExLq9r0KCBQkJCvLpWKslARUREOB1A4MlXSZBT++JxXNIhaV+GNFu6UV/ohhxpXrykD6UhtT6UbpRKgqR6KllcfVwlwVJR5U8fMLnSLQB8O9gCwCNPPPGECgsLlZycrI0bNzoPGhSk2bNn64knnvB5gu6Ij4/Xli1blJub6xSo7Ny503HelVq1aqlz587avXt3mXM7d+5Uq1atVK9evQqZM1A1KuKR+NKSWdjFo5FK9kM6JP2tg45YblXtREN619CgVn/Tz7paipPUMEw61fbifLIrYF4A4Buflqs/88wzeuSRR7Rp0yYdPXpUknTNNddowIABTou5K1piYqKWLFmi1atXO/ZJKiws1CuvvKKEhATHWqGjR4/q/Pnz6tChg9O1s2fP1u7dux1PuX333Xf65z//6RgLMI+KCkRKN4eUnEtm+yUVS6kDpO8a6+PEYSVvKtktySaV/BVEiQ2oSMWyyso+SV7x+Zm+hg0b6ne/+50/5uK1hIQEjRgxQnPmzFF2drbatGmjNWvWKCMjw2nzyrFjx+rTTz91ej3Kgw8+qJdeeklDhw7V9OnTVbt2bS1btkyNGzfWY489VhUfB6ihjuu/u2hfujnkIUlF0t4E6T/XSq1VEiCdkRy7dAOoMP55wW1g/v/Up09ts9m0bt06bdmyRdnZ2Xr66afVuXNn5eTk6JNPPtFNN92kxo0b+2uul/Xqq6/qySef1Nq1a3XmzBl16dJFGzduVJ8+fS57Xb169bR161Y9+uijmj9/vux2u/r166fnn39eUVFRlTJ3wDxKA6VfZ4eOSMqTjOPSoUtfgEuJDahodj8svA7ULQAshpdvnT179qwGDx6stLQ01a1bV7/88os2bdqk3/zmN7LZbLrmmms0duzYgNqxOjc3V5GRkSp5xjm0qqcDVKHSR/ldvWrkGkml70Q8r/+uSQICTYGkRcrJyamQB39Kv5Mm5zyt4AjfvpMu5BZoVeQfKmyu1ZXXy9Vnz56tb775Rv/4xz/0/fffO5WwrFarEhMT9eGHH/plkgD8raL3IyoNehq4OHdE0peSMi72I0ACKhJbAHjP6yDp/fff15QpUzRw4ECX72Rr166dMjIyfJkbgApTGYHJlZ5YO32F8wD8ofQFt74egcjrICknJ0ctW7Ys93xRUZGKi4vLPQ8AAFCdeb1wu3Xr1vryyy/LPf/xxx+rY8eO3g4PwCeXPl0GIJCVlMt8fbqNTJJH7r//fv31r3/V22+/7ViPZLFYVFhYqMcff1x///vfNXnyZL9NFIAnCJAAlGBNkve8Di0feeQRffPNN/rd737neEfb6NGj9fPPP6u4uFiTJ0/WxIkT/TVPAACASuV1kGSxWPTSSy9p3LhxSk1N1cGDB2W329W6dWuNHDnyivsTAQCAiuePTBCZJA+cP39eY8aM0V133aV77rlHvXv39ve8AACAH7CZpPe8WpMUHh6uzZs36/z58/6eDwAAQLXg9cLt3r17a8eOHf6cCwAA8DP2SfKe10HSihUrtG3bNj3xxBM6duyYP+cEAAD8pHQLAN+OwAySvF64fd1116m4uFgLFy7UwoULFRQUpJCQEKc+FotFOTk5Pk8SAAB4xyararFw2ytuB0lff/21rrnmmosvcJUSExMrbFIAAABVze0g6frrr9fatWs1evRoSdKRI0f0+OOP6+abb66wyQEAAN+QSfKe22uSwsLCnJ5m27p1q3788ccKmRQAAPAPFm57z+1M0nXXXadly5bJarU6Sm67du1SaGjoZa+78847fZshAABAFbAYpS9eu4Ldu3crMTFRR48eLbnQYtGVLrVYLLLZbL7PsobIzc29GEDOlnT54BEAEOgKJC1STk6OIiIi/D566XfSb3LeVFBEuE9jFeee1z8jf1dhc62u3M4kdevWTYcOHdLhw4f1448/ql+/fnr88cc1YMCAipwfAADwgU1WWViT5BWPtgAICgpS+/bt1b59e40bN0633XabEhISKmpuAAAAVcbrfZJeeeUVf84DAABUAJtq+SGT5PXe0zWa10ESAACo/kqeTPMtSArUp9sCMzQEAAC4AjJJAACYmE1Bsvj4dW8L0HAhMD81AAABwi6rz0+n2QO03EaQBACAidn8sCYpULcAYE0SAACAC2SSAAAwMTJJ3iNIAgDAxIpVSwb7JHklMD81AADAFZBJAgDAxEoe32cLAG8E5qcGACBAsCbJe5TbAAAAXCCTBACAidn9kEliM0kAAGA6xbKqFkGSVyi3AQAAuEAmCQAAE7PJKsPHr/tAzSQRJAEAYGIlQRLlNm9QbgMAwMRssvrl8MSuXbv08MMPq1OnTqpTp46aN2+ukSNH6sCBA2X67tu3T4MHD1bdunXVoEED3Xvvvfrpp5/K9LPb7XruuefUsmVLhYaGqkuXLnrzzTdd/n53x7wSMkkAAMCvFi9erM8//1wjRoxQly5ddPLkSa1YsUJdu3bVF198obi4OEnSsWPH1KdPH0VGRmrBggU6d+6clixZor179yotLU3BwcGOMR9//HEtWrRIkyZNUvfu3bVhwwaNHj1aFotFd999t6OfJ2NeicUwDMN/tyWw5ebmKjIyUtJsSaFVPR0AQLVWIGmRcnJyFBER4ffRS7+TrjqzT7Ui6vk0lj03T2euutbtuW7fvl3dunVzCkgOHjyozp07KzExUa+99pok6cEHH1RKSor279+v5s2bS5I2b96sgQMHatWqVUpKSpIkHT9+XC1btlRSUpJWrFghSTIMQ3379tUPP/ygjIwMWa1Wj8Z0B+U2AABMzFZsVbGPh63Ys3Jbr169ymRs2rZtq06dOmnfvn2OtnfffVe33XabI5iRpAEDBqhdu3Z65513HG0bNmxQUVGRHnzwQUebxWLRAw88oGPHjmnHjh0ej+kOgiQAAFDhDMPQjz/+qIYNG0oqyQ5lZ2erW7duZfr26NFD6enpjp/T09NVp04dXXvttWX6lZ73dEx3sCYJAAATsxUHyVLs29e9cfH63Nxcp/aQkBCFhIS4Ncbrr7+u48eP6+mnn5YkZWVlSZKio6PL9I2Ojtbp06dVWFiokJAQZWVlqXHjxrJYLGX6SdKJEyc8HtMdZJIAADAxW3Et2S6WzLw/SsKF2NhYRUZGOo6FCxe6NYf9+/froYceUs+ePTVu3DhJUn5+viS5DFhCQ0Od+uTn57vdz90x3UEmCQAAuCUzM9Np4bY7GZmTJ09q6NChioyMVGpqqmOBdVhYmCSpsLCwzDUFBQVOfcLCwtzu5+6Y7iBIAgDAxGzFVlk8XHj9a8bF6yMiIjx6Ei8nJ0e33nqrzp49q23btikmJsZxrrQkVloiu1RWVpYaNGjgCMKio6O1ZcsWGYbhVHIrvbZ0XE/GdAflNgAATKy42KriIh8PL4KsgoIC3X777Tpw4IA2btyojh07Op1v2rSpoqKitHv37jLXpqWlKT4+3vFzfHy8zp8/7/RknCTt3LnTcd7TMd1BkAQAAPzKZrNp1KhR2rFjh9atW6eePXu67HfXXXdp48aNyszMdLR98sknOnDggEaMGOFoGz58uGrXrq2VK1c62gzD0IsvvqimTZuqV69eHo/pDjaT9CM2kwQAuK9yNpPU/mypno/j5+VKHRq5Pddp06Zp+fLluv322zVy5Mgy58eMGSOpZI3T9ddfr/r16+uRRx7RuXPnlJycrGbNmmnXrl1OpbGZM2cqOTlZSUlJ6t69u95//3198MEHev311zV69GhHP0/GvBKCJD8iSAIAuK+SgqT//OyfICnuarfn2q9fP3366aflnr809Pjmm2/0+9//Xp999pmCg4M1dOhQLV26VI0bN3a6xm63a/HixVq1apWysrLUtm1bzZkzR/fcc0+Z8d0d80oIkvyIIAkA4L5KCpL2nPVPkBRfv8LmWl2xJgkAAMAFtgAAAMDMbBap2HLlflcaIwARJAEAYGbFFw9fxwhAlNsAAABcIJMEAICZkUnyGkESAABmRpDkNcptAAAALpBJAgDAzIolFflhjABEkAQAgJnZLh6+jhGATFNuO3v2rJKSkhQVFaU6deqof//++vLLL694nd1uV0pKioYNG6bY2FjVqVNHcXFxmj9/vgoKCiph5gAAoDoyRSbJbrdr6NCh+uqrrzRjxgw1bNhQK1euVL9+/fTvf/9bbdu2Lffa8+fPa8KECbrxxhv1v//7v2rUqJF27NihefPm6ZNPPtE///lPWSyBuYkWAMAEWLjtNVMESampqdq+fbvWrVunxMRESdLIkSPVrl07zZs3T2+88Ua51wYHB+vzzz9Xr169HG2TJk1SixYtHIHSgAEDKvwzAABQIQiSvGaKcltqaqoaN26sO++809EWFRWlkSNHasOGDSosLCz32uDgYKcAqdQdd9whSdq3b5//JwwAQGUp9tMRgEwRJKWnp6tr166qVcv54/To0UPnz5/XgQMHPB7z5MmTkqSGDRv6ZY4AAKBmMUWQlJWVpejo6DLtpW0nTpzweMznnntOERERuvXWW8vtU1hYqNzcXKcDAIBqxSbfs0gB+nRbtVuTZLfbdeHCBbf6hoSEyGKxKD8/XyEhIWXOh4aGSpLy8/M9msOCBQu0efNmrVy5UvXr1y+338KFC/XUU095NDYAAJWKNUleq3aZpH/9618KCwtz6/juu+8kSWFhYS7XHZU+wh8WFub273/77bf1xBNPaOLEiXrggQcu23fOnDnKyclxHJmZmR58UgAAUJ1Vu0xShw4d9Morr7jVt7ScFh0draysrDLnS9tiYmLcGm/Tpk0aO3ashg4dqhdffPGK/UNCQlxmsAAAqDbIJHmt2gVJTZo00fjx4z26Jj4+Xtu2bZPdbndavL1z506Fh4erXbt2Vxxj586duuOOO9StWze98847CgqqdrcGAADPFcn315L4en0NVe3Kbd5ITEzUjz/+qPfee8/RdurUKa1bt0633367U7bn8OHDOnz4sNP1+/bt09ChQ9WiRQtt3LjRo/IcAAAwJ1OkSxITE3XjjTdqwoQJ+vbbbx07bttstjILq2+++WZJUkZGhiQpLy9Pt9xyi86cOaMZM2bogw8+cOrfunVr9ezZs1I+BwAAfse727xmiiDJarXqww8/1IwZM/SnP/1J+fn56t69u1JSUtS+ffvLXvvzzz87FlzPnj27zPlx48YRJAEAaq7SLQB8HSMAmSJIkqSrrrpKf/nLX/SXv/zlsv1KM0ilWrRoIcMwKnBmAACgJjJNkAQAAFzg6TavESQBAGBmBEleI0gCAMDMCJK8ZootAAAAAPyNTBIAAGbG021eI0gCAMDMKLd5jXIbAACAC2SSAAAwsyJJVj+MEYAIkgAAMDNeS+I1ym0AAAAukEkCAMDMWLjtNYIkAADMjC0AvEa5DQAAwAUySQAAmFmxfH+6jXIbAAAwnSL5XjdiCwAAAGA6bAHgNdYkAQAAuEAmCQAAM+PpNq8RJAEAYGbF8r1uFKALtym3AQAAuEAmCQAAMyuSZPHDGAGIIAkAADPj6TavUW4DAABwgUwSAABmxsJtrxEkAQBgZmwB4DWCJAAAzMwfi64DdOE2a5IAAABcIJMEAICZ2eR7SoRyGwAAMJ1i+b5PUoAu3KbcBgAA4AJBEgAAZlbsp8MD586d07x58zR48GA1aNBAFotFKSkpLvvu27dPgwcPVt26ddWgQQPde++9+umnn8r0s9vteu6559SyZUuFhoaqS5cuevPNN30a80ootwEAYGb+KJV5OMapU6f09NNPq3nz5rruuuu0detWl/2OHTumPn36KDIyUgsWLNC5c+e0ZMkS7d27V2lpaQoODnb0ffzxx7Vo0SJNmjRJ3bt314YNGzR69GhZLBbdfffdXo15JQRJAADAr6Kjo5WVlaUmTZpo9+7d6t69u8t+CxYs0C+//KJ///vfat68uSSpR48eGjhwoFJSUpSUlCRJOn78uJYuXaqHHnpIK1askCTdf//96tu3r2bMmKERI0bIarV6NKY7KLcBAGBmNj8dHggJCVGTJk2u2O/dd9/Vbbfd5ghmJGnAgAFq166d3nnnHUfbhg0bVFRUpAcffNDRZrFY9MADD+jYsWPasWOHx2O6gyAJAAAzq4I1Se44fvy4srOz1a1btzLnevToofT0dMfP6enpqlOnjq699toy/UrPezqmOyi3AQAAt+Tm5jr9HBISopCQEK/GysrKklRSmvu16OhonT59WoWFhQoJCVFWVpYaN24si8VSpp8knThxwuMx3UEmCQAAM/NjJik2NlaRkZGOY+HChV5PKz8/X5JcBiyhoaFOffLz893u5+6Y7iCTBACAmRVLMnwc4+KapMzMTEVERDiavc0iSVJYWJgkqbCwsMy5goICpz5hYWFu93N3THcQJAEAYGb+eKXIxTEiIiKcgiRflJbESktkl8rKylKDBg0cQVh0dLS2bNkiwzCcSm6l18bExHg8pjsotwEAgErXtGlTRUVFaffu3WXOpaWlKT4+3vFzfHy8zp8/r3379jn127lzp+O8p2O6gyAJAAAzq6ZPt0nSXXfdpY0bNyozM9PR9sknn+jAgQMaMWKEo2348OGqXbu2Vq5c6WgzDEMvvviimjZtql69enk8pjsotwEAYGZ+XJPkiRUrVujs2bOOJ8/+9re/6dixY5KkKVOmKDIyUnPnztW6devUv39/PfLIIzp37pySk5PVuXNnTZgwwTFWs2bNNG3aNCUnJ6uoqEjdu3fX+++/r23btun11193bCQpye0x3WExDMPXW4eLcnNzFRkZKWm2pNCqng4AoForkLRIOTk5flvncynHd1K7HMnq4/i2XOlApEdzbdGihY4cOeLy3A8//KAWLVpIkr755hv9/ve/12effabg4GANHTpUS5cuVePGjZ2usdvtWrx4sVatWqWsrCy1bdtWc+bM0T333FNmfHfHvBKCJD8iSAIAuK+SgqRWOVItH8e350rfexYkmQHlNgAAzMwm38ttdn9MpOZh4TYAAIALZJIAADCzYvmeEgnQTBJBEgAAZkaQ5DXKbQAAAC6QSQIAwMyKRCbJSwRJAACYmV2+P90WoJsFESQBAGBmxZIsV+x1eQEaJLEmCQAAwAUySQAAmBmZJK8RJAEAYGZFIkjyEuU2AAAAF8gkAQBgZjaRSfISQRIAAGYXoEGOryi3AQAAuECQBAAA4IJpgqSzZ88qKSlJUVFRqlOnjvr3768vv/zS43GKiorUsWNHWSwWLVmypAJmCgAAagJTBEl2u11Dhw7VG2+8oYcffljPPfecsrOz1a9fPx08eNCjsf785z/r6NGjFTRTAABQU5giSEpNTdX27duVkpKiefPm6aGHHtLWrVtltVo1b948t8fJzs7W008/rVmzZlXgbAEAQE1gmiCpcePGuvPOOx1tUVFRGjlypDZs2KDCwkK3xpk9e7bat2+vMWPGVNRUAQCoZEV+OgKPKYKk9PR0de3aVbVqOX+cHj166Pz58zpw4MAVx0hLS9OaNWv0wgsvyGLxdUMJAACqi2I/HYHHFEFSVlaWoqOjy7SXtp04ceKy1xuGoSlTpmjUqFHq2bOn27+3sLBQubm5TgcAADCHareZpN1u14ULF9zqGxISIovFovz8fIWEhJQ5HxoaKknKz8+/7DgpKSnau3evUlNTPZrrwoUL9dRTT3l0DQAAlcsf5TLKbdXCv/71L4WFhbl1fPfdd5KksLAwl+uOCgoKHOfLk5ubqzlz5mjGjBmKjY31aK5z5sxRTk6O48jMzPToegAAKh7lNm9Vu0xShw4d9Morr7jVt7ScFh0draysrDLnS9tiYmLKHWPJkiW6cOGCRo0apYyMDEnSsWPHJElnzpxRRkaGYmJiFBwcXObakJAQlxksAABQ81W7IKlJkyYaP368R9fEx8dr27ZtstvtTou3d+7cqfDwcLVr167ca48ePaozZ86oU6dOZc4tWLBACxYsUHp6uuLj4z2aEwAA1UOxfC+XkUmqsRITE5Wamqr33ntPiYmJkqRTp05p3bp1uv32252yPYcPH5YktW7dWpI0depU/fa3v3UaLzs7W5MnT9b48eM1fPhwtWzZsnI+CAAAfseaJG+ZJki68cYbNWHCBH377bdq2LChVq5cKZvNVmZh9c033yxJjtJa165d1bVrV6c+pec6depUJoACAACBwRRBktVq1YcffqgZM2boT3/6k/Lz89W9e3elpKSoffv2VT09AACqkD8WXgdmuc1iGIZR1ZMwi9zcXEVGRkqaLSm0qqcDAKjWCiQtUk5OjiIiIvw++n+/k76UVNfH0c5J6lphc62uqt0WAAAAANWBKcptAACgPJTbvEWQBACAqfF0m7cIkgAAMDUySd5iTRIAAIALZJIAADA1dtz2FkESAACmRrnNW5TbAAAAXCCTBACAqfF0m7cIkgAAMDXKbd6i3AYAAOACmSQAAEyNp9u8RZAEAICpUW7zFuU2AAAAF8gkAQBgajzd5i2CJAAATI0gyVsESQAAmBprkrzFmiQAAAAXyCQBAGBqbAHgLYIkAABMjXKbtyi3AQAAuEAmCQAAUyuS71/3PN0GAABMh3Kbtyi3AQAAuECQBACAqZU+3ebL4XkmqbCwULNmzVJMTIzCwsKUkJCgTZs2+f5xKhFBEgAAplbsp8Mz48eP17Jly3TPPfdo+fLlslqtGjJkiD777DPfP1IlYU0SAADwq7S0NL311ltKTk7W9OnTJUljx45VXFycZs6cqe3bt1fxDN1DJgkAAFPztdTm+bvfUlNTZbValZSU5GgLDQ3VxIkTtWPHDmVmZvr4mSoHmSQ/Mgzj4j8VVuk8AAA1Qcl3xX+/OyrKL/L96bSSuebm5jq1hoSEKCQkpEzv9PR0tWvXThEREU7tPXr0kCTt2bNHsbGxPs6p4hEk+VFeXt7Ff3q+SucBAKg58vLyFBkZ6fdxg4OD1aRJE5086Z/vpLp165YJbObNm6c//vGPZfpmZWUpOjq6THtp24kTJ/wyp4pGkORHMTExyszMVL169WSxWKp6OmXk5uYqNjZWmZmZZaJ7XB73zjfcP+9x77xX3e+dYRjKy8tTTExMhYwfGhqqH374QRcuXPDLeIZhlPluc5VFkqT8/HyX50JDQx3nawKCJD+qVauWmjVrVtXTuKKIiIhq+RdGTcC98w33z3vcO+9V53tXERmkS4WGhjoCk8oUFhamwsKyS08KCgoc52sCFm4DAAC/io6OVlZWVpn20raKyp75G0ESAADwq/j4eB04cKDMQu+dO3c6ztcEBEkBJCQkRPPmzSu3hozyce98w/3zHvfOe9y7qpOYmCibzabVq1c72goLC/XKK68oISGhRjzZJkkWo+KfPQQAAAFm5MiRWr9+vR599FG1adNGa9asUVpamj755BP16dOnqqfnFoIkAADgdwUFBXryySf12muv6cyZM+rSpYueeeYZ3XLLLVU9NbcRJAEAALjAmiQAAAAXCJIAAABcIEgyubNnzyopKUlRUVGqU6eO+vfvry+//NLjcYqKitSxY0dZLBYtWbKkAmZa/Xh77+x2u1JSUjRs2DDFxsaqTp06iouL0/z58x0bqZlFYWGhZs2apZiYGIWFhSkhIUGbNm1y69rjx49r5MiRql+/viIiIjR8+HB9//33FTzj6sPbe/fee+9p1KhRatWqlcLDw9W+fXs99thjOnv2bMVPuprw5c/dpQYOHCiLxaKHH364AmYJUzBgWjabzejVq5dRp04d449//KOxYsUKo2PHjka9evWMAwcOeDTW0qVLjTp16hiSjOTk5AqacfXhy73Ly8szJBk33nijMX/+fGP16tXGhAkTjFq1ahn9+vUz7HZ7JX2Kinf33XcbQUFBxvTp041Vq1YZPXv2NIKCgoxt27Zd9rq8vDyjbdu2RqNGjYzFixcby5YtM2JjY41mzZoZp06dqqTZVy1v793VV19tdO7c2XjyySeNl156yZg6daoRHBxsdOjQwTh//nwlzb5qeXvvLvXuu+86/k576KGHKnC2qMkIkkzs7bffNiQZ69atc7RlZ2cb9evXN373u9+5Pc6PP/5oREZGGk8//XTABEm+3LvCwkLj888/L9P+1FNPGZKMTZs2+X2+VWHnzp1l/jzk5+cbrVu3Nnr27HnZaxcvXmxIMtLS0hxt+/btM6xWqzFnzpwKm3N14cu927JlS5m2NWvWGJKMl156yd9TrXZ8uXeX9m/RooXj7zSCJJSHIMnERowYYTRu3Niw2WxO7UlJSUZ4eLhRUFDg1jgTJkwwevToYXz//fcBEyT5695d6uuvvzYkGX/605/8Nc0qNWPGDMNqtRo5OTlO7QsWLDAkGUePHi332u7duxvdu3cv0z5o0CCjdevWfp9rdePLvXMlNzfXkGT8/ve/9+c0qyV/3LunnnrKaN68uXH+/HmCJFwWa5JMLD09XV27dlWtWs7/mnv06KHz58/rwIEDVxwjLS1Na9as0QsvvFDm7c9m5o9792snT56UJDVs2NAvc6xq6enpateuXZkXh/bo0UOStGfPHpfX2e12ff311+rWrVuZcz169NDhw4eVl5fn9/lWJ97eu/KY7c/W5fh6744ePapFixZp8eLFNeYlq6g6BEkmlpWVpejo6DLtpW0nTpy47PWGYWjKlCkaNWqUevbsWSFzrK58vXeuPPfcc4qIiNCtt97q8/yqA2/v0enTp1VYWOj3+1uT+PvP1+LFi2W1WpWYmOiX+VVnvt67xx57TNdff73uvvvuCpkfzCWoqicA99jtdl24cMGtviEhIbJYLMrPz3f5zqLQ0FBJUn5+/mXHSUlJ0d69e5Wamur5hKuRqrh3v7ZgwQJt3rxZK1euVP369T26trry9h6Vtvvz/tY0/vzz9cYbb+jll1/WzJkz1bZtW7/Nsbry5d5t2bJF7777ruMlq8CVkEmqIf71r38pLCzMreO7776TJIWFhamwsLDMWKWPoV8u1Zybm6s5c+ZoxowZNeZFhOWp7Hv3a2+//baeeOIJTZw4UQ888IB/PlQ14O09Km331/2tifz152vbtm2aOHGibrnlFj377LN+nWN15e29Ky4u1tSpU3Xvvfeqe/fuFTpHmAeZpBqiQ4cOeuWVV9zqW5p2jo6OVlZWVpnzpW0xMTHljrFkyRJduHBBo0aNUkZGhiTp2LFjkqQzZ84oIyNDMTExCg4O9uRjVInKvneX2rRpk8aOHauhQ4fqxRdfdHPGNUN0dLSOHz9epv1K96hBgwYKCQnxy/2tqby9d5f66quvNGzYMMXFxSk1NVVBQYHx17m39+7VV1/Vd999p1WrVjn+TiuVl5enjIwMNWrUSOHh4X6fM2qwql45joqTmJjo8gmtSZMmXfEJrXHjxhmSLnukp6dX8CeoOr7cu1JffPGFUadOHaNXr16m3L9m+vTpLp8yevbZZ6/4lFG3bt1cPt02cOBAo1WrVn6fa3Xjy70zDMM4dOiQ0aRJE6Ndu3ZGdnZ2RU612vH23s2bN++Kf6etX7++Ej4BahKCJBN76623yuz189NPPxn169c3Ro0a5dT30KFDxqFDhxw///vf/zbWr1/vdKxatcqQZIwfP95Yv369cfbs2Ur7LJXNl3tnGIbx7bffGldffbXRqVMn4/Tp05Uy58r2xRdflNkSoqCgwGjTpo2RkJDgaDty5Iixb98+p2sXLVpkSDJ27drlaNu/f79htVqNWbNmVfzkq5gv9y4rK8to1aqVERMTY/zwww+VNeVqw9t7t2/fvjJ/p61fv96QZAwZMsRYv369ceLEiUr9LKj+LIZhGJWUtEIls9ls6t27t/7zn/9oxowZatiwoVauXKmjR49q165dat++vaNvixYtJKlMGvpSGRkZatmypZKTkzV9+vQKnn3V8uXe5eXlqVOnTjp+/LgWLFigpk2bOo3dunVr0zwtOHLkSK1fv16PPvqo2rRpozVr1igtLU2ffPKJ+vTpI0nq16+fPv30U136V01eXp6uv/565eXlafr06apdu7aWLVsmm82mPXv2KCoqqqo+UqXx9t7Fx8frq6++0syZM9W5c2enMRs3bqyBAwdW6ueoCt7eO1csFoseeughrVixojKmjpqmSkM0VLjTp08bEydONK6++mojPDzc6Nu3r9N/vZe65pprjGuuueayY/3www8Bs5mkYXh/70rvU3nHuHHjKu9DVLD8/Hxj+vTpRpMmTYyQkBCje/fuxt///nenPn379jVc/VWTmZlpJCYmGhEREUbdunWN2267zTh48GBlTb3KeXvvLvdnq2/fvpX4CaqOL3/ufk1sJonLIJMEAADgAlsAAAAAuECQBAAA4AJBEgAAgAsESQAAAC4QJAEAALhAkAQAAOACQRIAAIALBEkAAAAuECQBAAC4QJAEQJK0a9cu9erVS3Xq1JHFYtGePXuqekoAUKWCqnoCAKpeUVGRRowYodDQUD3//PMKDw/XNddcU9XTAoAqRZAEQIcPH9aRI0f00ksv6f7776/q6QBAtUC5DYCys7MlSfXr179sv19++aUSZgMA1QNBEhDgxo8fr759+0qSRowYIYvFon79+mn8+PGqW7euDh8+rCFDhqhevXq65557JEl2u10vvPCCOnXqpNDQUDVu3FiTJ0/WmTNnnMY2DEPz589Xs2bNFB4erv79++ubb75RixYtNH78eLfn2LdvX1133XUuz7Vv31633HKLdx8eAC6DIAkIcJMnT9bcuXMlSVOnTtXatWv1+OOPS5KKi4t1yy23qFGjRlqyZInuuusuxzUzZszQTTfdpOXLl2vChAl6/fXXdcstt6ioqMgx9h/+8Ac9+eSTuu6665ScnKxWrVpp0KBBHmek7r33Xn399df6z3/+49S+a9cuHThwQGPGjPHlFgCAawaAgLdlyxZDkrFu3TpH27hx4wxJxuzZs536btu2zZBkvP76607tf//7353as7OzjeDgYGPo0KGG3W539Js7d64hyRg3bpzb8zt79qwRGhpqzJo1y6l96tSpRp06dYxz5865PRYAuItMEoDLeuCBB5x+XrdunSIjIzVw4ECdOnXKcdxwww2qW7eutmzZIknavHmzLly4oClTpshisTiunzZtmsdziIyM1PDhw/Xmm2/KMAxJks1m09tvv63f/va3qlOnjvcfEADKQZAEoFxBQUFq1qyZU9vBgweVk5OjRo0aKSoqyuk4d+6cYxH4kSNHJElt27Z1uj4qKkpXXXWVx3MZO3asjh49qm3btkkqCcJ+/PFH3Xvvvd58NAC4IrYAAFCukJAQ1arl/N9SdrtdjRo10uuvv+7ymqioqAqZyy233KLGjRvrtddeU58+ffTaa6+pSZMmGjBgQIX8PgAgSALgkdatW2vz5s266aabFBYWVm6/0s0oDx48qFatWjnaf/rppzJPwbnDarVq9OjRSklJ0eLFi/X+++9r0qRJslqtnn8IAHAD5TYAHhk5cqRsNpueeeaZMueKi4t19uxZSdKAAQNUu3Zt/fnPf3asI5KkF154wevffe+99+rMmTOaPHmyzp07x1NtACoUmSQAHunbt68mT56shQsXas+ePRo0aJBq166tgwcPat26dVq+fLkSExMVFRWl6dOna+HChbrttts0ZMgQpaen66OPPlLDhg29+t3XX3+94uLitG7dOl177bXq2rWrnz8dAPwXQRIAj7344ou64YYbtGrVKs2dO1dBQUFq0aKFxowZo5tuusnRb/78+QoNDdWLL76oLVu2KCEhQR9//LGGDh3q9e8eO3asZs6cyYJtABXOYlyaBweAStCiRQv169dPKSkpHl+7fPlyPfroo8rIyFDz5s39PzkAuIg1SQBqDMMw9PLLL6tv374ESAAqHOU2AFXq5MmTlz0fFhamoKAg/d///Z+2bNmivXv3asOGDZU0OwCBjCAJQJWKjo6+7Plx48bpj3/8o0aPHq369etr7ty5GjZsWCXNDkAgY00SgCq1efPmy56PiYlRx44dK2k2APBfBEkAAAAusHAbAADABYIkAAAAFwiSAAAAXCBIAgAAcIEgCQAAwAWCJAAAABcIkgAAAFwgSAIAAHDh/wO88M60Au6PCgAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "dataSet_cropOD_mask = abs(dataSet_cropOD_mean_FFT) > 100\n",
+    "\n",
+    "dataSet_cropOD_mean_iFFT = copy.deepcopy(dataSet_cropOD_mean_FFT)\n",
+    "\n",
+    "dataSet_cropOD_mean_iFFT = xr.where(dataSet_cropOD_mask, dataSet_cropOD_mean_iFFT, 0)\n",
+    "\n",
+    "plt.figure()\n",
+    "abs(dataSet_cropOD_mean_iFFT).plot.pcolormesh(cmap='jet')\n",
+    "\n",
+    "dataSet_cropOD_mean_iFFT = ifft(dataSet_cropOD_mean_iFFT)\n",
+    "\n",
+    "dataSet_cropOD_mean_iFFT = dataSet_cropOD_mean_iFFT.roll(x=200, y=200)\n",
+    "\n",
+    "plt.figure()\n",
+    "abs(dataSet_cropOD_mean_iFFT).plot.pcolormesh(cmap='jet')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "dataSet_cropOD_FFT = fft(dataSet_cropOD, dim=['x', 'y'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "dataSet_cropOD_FFT_abs = np.log10(abs(dataSet_cropOD_FFT))\n",
+    "dataSet_cropOD_FFT_abs = xr.where(dataSet_cropOD_FFT_abs>2.5, dataSet_cropOD_FFT_abs, 0)\n",
+    "fringeRatio = dataSet_cropOD_FFT_abs.where(dataSet_cropOD_mask, drop=True).sum(dim=['freq_x', 'freq_y']) / dataSet_cropOD_FFT_abs.where(dataSet_cropOD_mask==False, drop=True).sum(dim=['freq_x', 'freq_y'])\n",
+    "fringeRatio = xr.where(fringeRatio==np.inf, 100, fringeRatio)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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BOMBukuryBFKlz3oAAAAAaEilHkb3PM9c6mFUCN44Rg6uI2bPHrmzzXLaLJ199gPaLNWQABxgN+7VQdPo7IzYtCli/fqI1auLjxs3Cr8BgIaQz0ds2BCxZk3xMas9KAEAwO7Geg+jzSbJzjaHa7P0ta/l47jjhAq1JAAH2I17ddBU9FkPADQg3T0CADBW6WG0+STZ2eZQbZZOO03X57U2vt4FAEYpny/uLXt7i6lsR4cQbBRKXZ709Ax+lV4uVxw/UpcnAAAwFpW6e9zzWLrU3aO7tQAAkGV6GG1OnZ0RCxcmE7WU2iztbteuRIpJBbQAh2amaUXikuzyBAAAxhLdPQIAMNbpYbR56WwzWwTg0KxKTSv27E+l1LRCCF61JLs8AQCAcmThntm6ewQAYKwr9TC6Z+OqklwuYvZsPYxC2gTg0Iw0rUjdUPfqEH4DAJC0rHTspLtHAADGOj2MQmMQgEMz0rSiJnR5AgBA2rLUsZPuHgEAQA+j0AjG17sAQBU0rQAAgKY3UsdOuVyxY6eFC5vjYsxSd489PYPPUy5XHK+7R2hO+XzxOvve3uKFLB0dzbFtAoB66OwsHsfbd0J9CMChGWlaAQAATa+Sjp3mzq1NmUYTcJW6e1y0qBh27x6C6+4RmltXV/GCnd23WW1txTqvFRsADK7UwyhQe7pAh2ZUalqx501ESnK5iNmzNa0AAIAG1mgdOyVxL/Jm6O4xn4/YsCFizZriYz5f7xJBY8vSrRoAABgbBODQjEpNKyIGhuCaVgAAQFNopI6d/v/27jxKqvLO//inaKAbUBgaGG3pRh1wA7d4ggojoCM4xgkybIrLRB2iJmGUdhk9jBrFCRplkzmOURLHxIUYhMHtuKTjNAaVKDkH/WnQwYlBWRpRQBpEmu7q+/ujqKa7upZ7b93lubfer3PqKNXV1beq7vd5vs/zfe5TXha4Jk2SNmyQ6uulJUtS//3LX8wofntR5AdKSaGvapBSX9XAQhIAAACYhAI4EFVRuLQCkcfVMQgS5xsAoNSYsrGTHwWu9HaPl1yS+q8Ja3O5ihVwzslXNQAAAACmoAAORJnJl1Yg8rg6BkHifAMAlCJTNnYqhQIXV7EC7pj2VQ0IHwuXAQB+o6+BFyiAA1Fn4qUViDyujkGQON8AAKXMhI2dSqHAVQpFfsAPJn1VA8LHwmUAgN/oa+AVCuAAEANerorj6hgEifMNAIDwN3YqhQJXKRT5AT+Y8lUNCB8LlwEAfqOvgZcogANAxHm9Ko6rYxAkzjcAAFLC3Nip2AJXFLYoLIUifxxE4VwqNaZ8VQPCxcJlAIDf6GvgNQrgABBhhVbFrViRYxYzD66OQZA43wAACF8xBa6obFFowlWsFHfzi8q5VIpM+KoGhIuFywAAv9HXwGsUwAEgouysirvppjLHE2tcHYMgcb4BAGAGNwUuE7YotFtUDvsqVoq7+ZlwLiG/sL+qAeFi4TIAwG/0NfAaBXAAiCg7q+I2bUpo3bp+jp7XhKtjUDo43wAAMIeTApcJWxQ6LSqHdRUrxd38ij2XuLI+OGF+VQPCxcJlIF7oO2Ei+hp4jQI4AESU3dVuO3dWOHresK+OQWnhfAOQKZmUXn89od//fqBefz3BZAwQMLsFrrC3KHRbVA76KlYTFgqYrphziSvrgWCwcBmID/pOmIq+Bl6jAA5EDUv0cIDd1W59++5z/Nx8xxuCxPkGIC09GTNuXFctWPBtjRvXNXKTMaRqKBVhblFYbFE5yKtYw14oECS37Z/bc4kr64HgsHAZiIdCfeeKFTkqj0AA6GvgNQrgQJSwRA/t2FkVV11taejQ7a6en+94Q5A43wDEoZBBqoZSEuYWhVEqKpfKdxkW0/7ZPUfWrTtYWOfKeiB4LFwGos1O33nTTWX0nQgVfQ281DXsAwBgU3pWODNLSc8K0wOUnPSquClTUsXu9qdGuig+f36yqFVx6atjUDqSydRkcUNDajJy1KjgVlZyvgGlq9BkTCKRKmRMmGDuam9SNUSV274/vRhz8+bssZtajOnPFoVRKiqXwncZFtv+FTqX0n7yk9Stulq6+mr7iyDILwHvTJqUysfCGjMCcM/OAsJNmxJat66fxo8P7riATPQ18ApXgANR4PXydvbmjI1Cq+ImTswzgwRk4MpFAGGJ0tWc2XAlIqJqxYqE674/zC0K/S4qezlcivt3GXrR/uU7l7LZvFm68057x2fCIgggboL8GgmUFqYr/WW3T9y5s8LfA4m7CJ3IJh8qfQ28QAEciAIvZ4WpcMUOW0fDC3HYetgtkxN+oFRE6WrObIws4NO4oYDVq6s0bVpZUX1/WFsU+llU9nq4FPfvMvSq/ct1LuV6TruifGU9AJQSP6crSYtT7PaJffvu8/dA4ixC8+4ROlTANQrgQBR4NStcyhUuG6KcELMqDsWIypWLfsQoCX/AotzQwldR3yLYuAI+jRsKSCalX/ziJE/6/jAWY/pVVPZruBTn7zL0sv1rfy7dfntRhxX5K+sBoJT4OV1JWnyQnQWE1dWWhg7dHuyBxUWE5t0jdKhAUSiAA1HgxaxwVCpcITEpIaY+hKAZeeViBj9ilIQ/YCY1tDBO1LcINmo7Zho32PDGGwlt395DUvagy+z7C52DYSzG9Lqo7PdwKa67Nnnd/qXPpaFD7R9DHK+sB4BS4Wf/S1rckZ0FhPPnJ+k73YjQvHuEDhUoGgVwIAq8mBWOQoUrJCYlxNSHEAbjrlzM4EeMkvAHzKSGFkaK+hbBxmzHTOMGm5z0/Sbnp14WlYMYLsVx1ya/2j+7BfPZs+N5ZT0AlAq/+l/S4uwKLSCcONHB94zgoAjNu0foUIGiUQAHosCLWWHTK1x5+HlFtEkJMfUhhMXkrYf9ilES/gCZ1NDCaFHeItiY7Zhp3GCT3T7944/Nz0+9KipHeLgUKr/aP7uF9dtui+eV9QBQKvzqf0mLc4vrrjShilAiGaFDBYpGARyIimJnhU2ucOXh9xUnpiTE1IcQJpO3HvYrRkn4A2RKQ4tISE/G1NW16MYb/6i6upbITMYYsR0zjRtsOussS/36faNEIvtVPqnvgJR+/vPo56d2F9NGdLhkBD8WMDkprMfxynoAKBV+9b+kxfnRd3osQolkhA4VKBoFcCBKilmiZ3KFK4cgrog2JSGmPoQwmbz1sF8xSsIfIFMaWkRGWZk0Zoyl0aM3a8wYK1KTMaFvx0zjBpvKyqTvf/99Sbn7/quvjn5+6mQxbQSHS0bx42qyKO8MAqAjP3f2iyzeFEnhf5UGaTE8EaFEMkKHChSNAjgQNW6X6Jlc4coiqCuiTUmIqQ8hbKZOMPoVoyT8ATKloYUx4j7XF+p2zDRucGDEiAY9/XQyZ99/zDH2nsfU/NTpYtqIDZeM5MfVZGzTCqREOX/ye2e/SHL5pkT5PMgl7K/SIC2GJyKUSEboUIGiUQAHSompFa4sgroi2pSEmPoQTGDiBKNfMUrCHyBTGtogxHFGymNMgNqTTEqff27vsR1yAxo3ODRxopWz749yfup2MW2EhkslhW1aEXXFpohRzp+C2Nkvcly+KVE+DwoJ+6s0ELK4jKMjlEhG6FCBonQN+wAAEyWTqcJqQ0NqQmfUqBglRJMmSRMmhPYC7b63QV0RnU6Ip0xJJcDtJ8m8SIjtvt50fWjz5uwTdenvYYxDfQhmS08wmsLPGE0n/DNndpx7qK5OPScJv0f8bmhN8d//nf1kWrSIk+mA9FxfZj+XnutjoJ2S7VTKJmduQOMGh3L1/VHOT50sps187SEPlwDETLEpot/5k5/zX4UWIyUSqcVIEyaUUBvr8k1xch5EdU7Tj/6XtDgC4jaOjlAiGaFDBVyjAA5kiFu/m1VIFS4n722QV5z4lRA7eb2F6kOWJX3/+9LSpSQkKD1+DlpJ+AMS95kHKrsFMQFqT65TKVPBtSM0bvBAlNcvFbuY1rQFgXEW1UINYEexKaLf+ZPf81/FLEaKLRdvipPz4Lnnoj2n6Uf/S1pssLiOoyOUSEboUAFX2AIdaIetmfzj9L0Nesdcr7d+dnMu5dp+prJS6tdPuvPO8Le5isuuRIgeP7dnZ1vNgJi4x74X3O6zW2KC+mqTKMt3KmWytTUdjRs8ENXtEaO8fXsgDEnq47ydL+BFiuhn/hTE/FdQO/tFios3xe55MGcOc5q5kBYbiHE0gABQAAcOcNzvGjJpEAVucppiv6vHzcfjVUJcTA6XWR+aPVvasUPavr3j48IYwDBBhbAxaI2BOH6IVHZtYQK0sEKnUtrChfFYO4LoiOL6paAX00aKIUk9i88RFW6nfrxIEf3Kn4KqO7EYKQsXb4rdz3fRImqJiBDG0SWFMgrCQgEcOMBRv2vIpEFUuM1p3F5xEvbHU2wOl64PXXSR9POfmzGAYYIKAHKgsmsLE6CF2T1FDjusiLUjzDzApaitXyp2MW1sGZLUc9EXoqKYuQUvUkS/8qeg6k4sRsrCxZti9/PdsSP3z6glwjiMo0tG2PP0KG0UwIED7PanZc+ZMWkQJcXkNE6vODFhTserHM6UxZBMUAFAHlR2bWECtDDfTyVmHlxj3YA//H5fo7p9u28MSupDGecQyHCo2LkFL/p1v/KnoOpOLEbKwsWbYuc8qKy09+epJabQJRiAcXRJMGGeHqWNAjhwgJ3+tIuSGv6UGZMGUVJsTmP3ihNT5nS8yuFMWQxpSiG+5DAiA6KByq4tTIAWVvSplK/fiOLMgyH9IOsG/BHU+xrF7dt9Y1BSH/g4h0CGQ17MLXiRIvqVPwVZd2IxUhYO3xQ758HMmfb+NLVEugRjMI6OPVPm6QsxZNgJn1AABw6w0+9OHrBKFV+YMWkQJUHlNKbM6Xj1ek1ZDGlKIb6kMCIzXjIpvf56Qr///UC9/nqCBLmUUdm1jQnQ/Io6lfL1G1GZeWjPkH4wiusGoiDo9zVq27f7xmFSb2cy0O2EYRDjnPSxrbrhv2VNniKLQIYDXswteJUi+pE/BV13YjFSFg7flELnwW23UUu0g9zOB26TAcbRsWfKPH0+hgw74SMK4MABdvrdmy+jEuhGUDmN3bf9tdf8neP16vWashjSlEJ87KUHDTfcIE2ezIjMYOkEedy4rlqw4NsaN64rCXKpo7JrGxOg+bk6lQrN5M2ZY/7MQ3uGzEz6vW6gVK80iOJ6jNhwkNTbmQwsZsLQ73FO+tjOPSepox6YKUuWOv0pTjjk4dUicCf9er5+wev8KYy6E4uRsnD4puQ7D6glFkYO4gO3yUC6wWtqku66i3F0TJl+QZUhw074zYItu3btsiRZu3btCvtQYmX//v3Ws88+a+3fvz/sQ2mzfLllVVdbVir9Sd1qalL3W/X1HX+Q61ZfH/KrMFPe9/aAlpbU27dkSeq/LS32n9/uxyOljqP93/WDnddr5zkSidSt/fOk7yv0XF7EWEtL6nVkHkP7Y6mpcfZZIUO2k8XgN7uYOI26dExm+2jsxCRirpSDw2OZ/VepvbW2X2+6k87Xb1RW2kuOliwJ8BUW8XoC6gf9TPuzdftB5KbthTUOYzgVIptJ/fKlLQVznWLyoXT7Vlt78He8zKnaH9sY1Ydywpk4z+GnOPbRXrdVhd6jsPoFL+YsglZq8eWUn59p1GOdHMQe2zHmNhnIdpIOHGhZs2dH9+RCVibHXFjDTvowbzip1XYNuwAPmGbSJGnChNRFMA0NqYXyo0YdWCWZPLBUffPmVHuYKZFI/bzU9xTKIe97q9TKqpkzO668qq5OrWK1s+hvVIGPp730ai4/FxQWer12n2PZsuzvywMPBLMYMr2SeMqU1Cne/r1lJbEH0ksOC520Uuox6av0zj7b90PLptg4jbJCK8YTidSK8QkTwo2HZLK4dgdFSF/F4TM7n3GczoNSbHdsn0p29pXbscPeHzVhKxcn++T5HGt+XbGQq9sPIjc1gelXghTD6HY3fXBTpqQS9xxJfXLBA5p5Q1neXCf9PbNu8qFs7XmXLh2vtitmnJOZq1UpxiecIeLaRxeaW3A69ZOvXw+zX/BizgJm8eszjUOsxzkHCZzbyZFcDd6WLakrwZctC22uCyle5rNe96VeMmjYCZ+xBTqQRc5diNhTqGi53lsvth3J9/FkSne8fm9v5MU2XyZsFxv27r5utgmNxNai+QYN+YQ0Iiv17YH4/qKQRCKYg+P3trSmWbEiUdLtTkF2+4PKyvC/U6WQZDL1PTV2BNAP+vEVMEFsvWl6kxnXr9Yxut1tf3APPJC6r0vGVNCBpH5V/0kFc51Nm9zlQ7nyyPQ5Wltb/DgnM1drUExPOEMUMzYwva0KaurHhC2Z2Zo8frz+TOMyDxDXHCQUbiZHTGjwkJfX+azJZRQWxJQOCuCAU2FXAmPIyxwo18eTjQnFKrtMGJSGVYh3k4AZPQnZXqFBQy4hjMgYq5ifIMdlYqKDyARzMOx8xlE8D3JNgieT0o035r4SUYp/u1OQ3f4gfcmmaTMPaelY/8lP7D0+gH7Qj+8o9nshVRSaTL+/+zkMRre7DqvOXuYw7Z+r0JrPREJavrz4qxQzj3+VRmmjqtXa+RvAD/7hqJ1whihmbBCFtkoKZuonCgtsUdriNA8QlRzE9AVCktxNjtDgGc2vfNbUMgoLYkoHBXDADRMuyY0Rr3Og9Mdz++32Hs9qLvuCLsS7ScCMnoTM5PTkC3FExljF7AQ5ThMTbSIVzP6z8xnPnBm98yDXJPiKFQmtW9dPmzfn3tKlFNqdguzO5N12m7lbueSK9WwC7Af9uGLBz4VUUWkyTb4SxA2j+18XVWcvc5j2zxVUHpl5/K0q00wtOvD/MTjhDOL2MzW9rcrsriZM8Hfqx/QFtoCJ8wBuC8RRyEGiskDI1eQIDZ6x/M5nTSyjRGVBDIpHARxwy4RLcv0U4JJDP3KgsjLp3HPtPZbVXGZyk4AV+h3Lkn7wA+mppwxZSevk5At5RMZYxewE2enEhPGryp00AGG+GC/+ts3nsPMZu92WNiz5JsGnTSvTO+8cbut54tzuFORkJs/ErVycfBVIQP1g+5CsrJSWLvVu3YBfC6mMLsJmYeqVIG54XRjwtEtzcXB2cp3qauf5UFB5ZLbjX6FJmqJl2qwYnHAGcfOZmt5W5equnnvOv6kfkxfYApJ58wDFFohNzkFMXyDUgZvJERo8YwWx0MW0MkoUFsTAGxTAAXQW8JJDv3Igk4tVKMxNAmZnR/EvvpAuv9zn09ru7GWhk7Q9GyMyP78rnbGK2Qmyk4mJSKwqt9sAzJkT3oux80YWCjAHH4Zf29KGxc4k+OuvV9t6rji3O7Y4mckzbSuXOXPsfxVIADOT2ULyhhukBQu8WTfgV25q4tVZhZh4JYgbXhYGPO+fXRycnVxn0SLn+VBQeWSu41+hSTpaG3SO6vVObcAnnPGrDjPYPF43n6nJbVVYhSfmLGA6E+YB0s3SDTdIkycXH6cm5iCmLxDqxM3kCA2esUxb6BIUkxfEwEMWbNm1a5clydq1a1fYhxIr+/fvt5599llr//79YR8K0pYvt6xEIn2x7MFbIpG6LV/u+Z9sabGs6ursfzb9p2tqUo9z+3Iyn9vHlxOIlhbLqq+3rCVLUv/N9d5EOcaWLMl+PmTelixx/jvpW5larLNVb71dW+CNdGL58tQJ3f4PVVfnPtlynaTpW22trWNz+med/o6fcRo12d63mppw25P6envn/OzZgTfx7jgN5kIvJrPRbGqy14jmYqevLBRgDvtbu5+xnVt9vetPxjN2X0///q20O3bZTQ6CPJ7MGMj8ACsr7Z0It99efNwWEFQK7Edu6iZninKOaIqWFstauNCbdteX889uQ5vl4OzkOk7yoaDzyLBztXR8Nf/mN84T9DA5GBy4+UzdtFVBsNNd+ZlvxHXOwgudUpumFqu5rs5ac+ONVnNdnXcfipscys7vmJabuRD2PEC2ZimO44IiumzPOcoR7XS47eMgPSHhpsErFE9hxlvEY92k8y8MQX58jMG84aRWqwCOJxYogPuj5IPepA6ypcWyfve7/BORPmaUfg76wp4A8ZqTomWUY8xNAuakQDRRy63PlPFGDhyYSsi9Loqlb7mK2U4HDRnP4WbStJjfYXIm9fbX1TVbN964xqqraw59fGNnYqK6OtzJPUeKrfa2fzHZ4qusrHMjunSpvT7Zzixpv375A2zpUscfhpPPOAoFY7uT4Ndd10K7Yxq7C0q8XLUxe7avRaSgix9e56ZucqYo54gm8HJC3rfzz2HVws1aMSfD2aDzSE+G2i6fZP/+/dbbt95qtebKBdLtWtiT+NmKErlylywfkNPP1NQJdhOOK25zFl7IfE8marm1ucxFLpAtnjLPfTs5htPfcbNCPcfhhi2seYBC0ysmtB9eMWmBkOMcMd9Jmy0O+vVL3fI1eJnP+cwzhReXuxkrFGof7ASh278dALsvJeyFLqWEMZg3KID7gAK4P0o66LN1kNmKb36tRC10LPluCxf6chx+DvpMHES44bRoGeUYc5OAFfqd9oPnpBJWstC5nq0oljkbmP73k09a1oAB9mKo0IDazqDhwHM4nTQtdq0LkzMHmRZfhSYmZs+O0KSB3WAudJsyxf3v5hq0elGct9tWZPS3diaforJQxe7bWFfXTLsTtkITvtkWlCxfXtxODu1P3EILSoo9EVparLUL661pWmKNUb3VRS2BtI9e5qZucibT+rAosTshb/cUdVx8s1OpTj+mtvbgweQ5uKDmbiPVnhcxmd78yitW0yGHWK1227r28wC5CmuFxiROx+fZ/k6+kznH4MDknQDsMqXwFJc5Cy9ktrM5x+/ZFpS0j41s53m24luhBtzOnFm2hNxhx2B3mjAMQbffheY5wopTv5iwECet6BwxMwexE7eF5r/yxdy//mvueHP6d7K1D5lBmNnG+DlOKYJXm1Ma8FJihTGYNyiA+4ACuD9KLugLJQGZt2wdr5d7Gqcf76bA4MWK2DxvUdjJvYncXB0S9Rhzk4Dl+p30rYtarM9UXbj4neuWOdGf+W8nNzvbmxcYPL8/e7mtP7VwYfZFs/luuQZXxGmKifGVb2LClMm9DvJN4ufaHi3oW2acelHUc3LL6Du93pY2LIUnwVut/v2/tr75Zn/b42l3AmDnaotCt/SHeuWVxZ376efJN0mdbZWXkwJRlmD5TNXWRGXvW02eVHWaM5nYh0WBkwl5u+2uo/7Zzq4m2caQmY9pd3Au6zRFvYfGt+dO3hS3ReVib7kWH+V7TcUeW47Bgck7AdhhUuEJndtZx+P3YsbnmSdlTU0qF3IyHunb17L698//mMrK1Kp0G7u6Zd7CvLA0yPbb7ZrjsOPU7Xtk0gKhonLEYrfIcTNH7eTx6QByOxfupI0J8bJpt7ldFOYRoo4xmDcogPuAArg/SirovRhwFuqtnPZwbpdUZntOpyti4Vipbm/pJgHLdzqOUX3xcej1rdAXb+eJqT39avJerVbMzeSJfhOYGl+5Bt3GTe65ncQPO0693NbZzi1L32lnYiUKBYb8k+Ct1q23vm1cfMWaV7mqV7eaGmdbV9hpUzK3SsySN6euMEtkLYKHPalaiJOcydQ+zHR2uwC7G2Y5ec73ZxcxWZu+ZSzqCnr7/0hw8qaY1G66mSdwevNocGDaBLtJhSd0bhNDH7/b3bnJzc3mrm52Qz1OnK45NiFOi91NxZQFQq5zRDd9Tfvkupg5aicnihTsHEPAA4hic7sozCNEGWMwb1AAz7Bv3z7rlltusaqqqqyKigrr9NNPt3772986eg4K4P4omaD3asCZr7dy08N5sY2r0xWxJmSlEeXm6s24xFgx3wSQ3pk8fYpOU8BXb9qNi2wjGpsxOkb1vhyW6RP9YYtafBk1uedk/1jJsu68M/++/UHGafr7u4O8Mj3GfWeuSfDf/KY5UvEVeV7nqsXcbr/9YGdvN/mprXW2J3U6jnM8LqmE9akOLjCLUgjazZmi1oeZwo/dVOz0z0dWt1itxU4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+      "text/plain": [
+       "<Figure size 2000x800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig = plt.figure(figsize=(20, 8))\n",
+    "ax = fig.gca()\n",
+    "abs(fringeRatio).sel(runs=chillOffRuns['runs']).plot.errorbar(ax=ax, yerr = None, fmt='ob')\n",
+    "abs(fringeRatio).sel(runs=chillOnRuns['runs']).plot.errorbar(ax=ax, yerr = None, fmt='or')\n",
+    "\n",
+    "#plt.ylim([0, 10000])\n",
+    "plt.ylabel('Contrast of finges')\n",
+    "plt.tight_layout()\n",
+    "plt.grid(visible=1)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
+       "<defs>\n",
+       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
+       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
+       "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
+       "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
+       "</symbol>\n",
+       "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
+       "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
+       "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
+       "<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
+       "<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
+       "</symbol>\n",
+       "</defs>\n",
+       "</svg>\n",
+       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
+       " *\n",
+       " */\n",
+       "\n",
+       ":root {\n",
+       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
+       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
+       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
+       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
+       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
+       "  --xr-background-color: var(--jp-layout-color0, white);\n",
+       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
+       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
+       "}\n",
+       "\n",
+       "html[theme=dark],\n",
+       "body[data-theme=dark],\n",
+       "body.vscode-dark {\n",
+       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
+       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
+       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
+       "  --xr-border-color: #1F1F1F;\n",
+       "  --xr-disabled-color: #515151;\n",
+       "  --xr-background-color: #111111;\n",
+       "  --xr-background-color-row-even: #111111;\n",
+       "  --xr-background-color-row-odd: #313131;\n",
+       "}\n",
+       "\n",
+       ".xr-wrap {\n",
+       "  display: block !important;\n",
+       "  min-width: 300px;\n",
+       "  max-width: 700px;\n",
+       "}\n",
+       "\n",
+       ".xr-text-repr-fallback {\n",
+       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-header {\n",
+       "  padding-top: 6px;\n",
+       "  padding-bottom: 6px;\n",
+       "  margin-bottom: 4px;\n",
+       "  border-bottom: solid 1px var(--xr-border-color);\n",
+       "}\n",
+       "\n",
+       ".xr-header > div,\n",
+       ".xr-header > ul {\n",
+       "  display: inline;\n",
+       "  margin-top: 0;\n",
+       "  margin-bottom: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-obj-type,\n",
+       ".xr-array-name {\n",
+       "  margin-left: 2px;\n",
+       "  margin-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-obj-type {\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-sections {\n",
+       "  padding-left: 0 !important;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item {\n",
+       "  display: contents;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input + label {\n",
+       "  color: var(--xr-disabled-color);\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input:enabled + label {\n",
+       "  cursor: pointer;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input:enabled + label:hover {\n",
+       "  color: var(--xr-font-color0);\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary {\n",
+       "  grid-column: 1;\n",
+       "  color: var(--xr-font-color2);\n",
+       "  font-weight: 500;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary > span {\n",
+       "  display: inline-block;\n",
+       "  padding-left: 0.5em;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:disabled + label {\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in + label:before {\n",
+       "  display: inline-block;\n",
+       "  content: '►';\n",
+       "  font-size: 11px;\n",
+       "  width: 15px;\n",
+       "  text-align: center;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:disabled + label:before {\n",
+       "  color: var(--xr-disabled-color);\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked + label:before {\n",
+       "  content: '▼';\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked + label > span {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary,\n",
+       ".xr-section-inline-details {\n",
+       "  padding-top: 4px;\n",
+       "  padding-bottom: 4px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-inline-details {\n",
+       "  grid-column: 2 / -1;\n",
+       "}\n",
+       "\n",
+       ".xr-section-details {\n",
+       "  display: none;\n",
+       "  grid-column: 1 / -1;\n",
+       "  margin-bottom: 5px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
+       "  display: contents;\n",
+       "}\n",
+       "\n",
+       ".xr-array-wrap {\n",
+       "  grid-column: 1 / -1;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 20px auto;\n",
+       "}\n",
+       "\n",
+       ".xr-array-wrap > label {\n",
+       "  grid-column: 1;\n",
+       "  vertical-align: top;\n",
+       "}\n",
+       "\n",
+       ".xr-preview {\n",
+       "  color: var(--xr-font-color3);\n",
+       "}\n",
+       "\n",
+       ".xr-array-preview,\n",
+       ".xr-array-data {\n",
+       "  padding: 0 5px !important;\n",
+       "  grid-column: 2;\n",
+       "}\n",
+       "\n",
+       ".xr-array-data,\n",
+       ".xr-array-in:checked ~ .xr-array-preview {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-array-in:checked ~ .xr-array-data,\n",
+       ".xr-array-preview {\n",
+       "  display: inline-block;\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list {\n",
+       "  display: inline-block !important;\n",
+       "  list-style: none;\n",
+       "  padding: 0 !important;\n",
+       "  margin: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list li {\n",
+       "  display: inline-block;\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list:before {\n",
+       "  content: '(';\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list:after {\n",
+       "  content: ')';\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list li:not(:last-child):after {\n",
+       "  content: ',';\n",
+       "  padding-right: 5px;\n",
+       "}\n",
+       "\n",
+       ".xr-has-index {\n",
+       "  font-weight: bold;\n",
+       "}\n",
+       "\n",
+       ".xr-var-list,\n",
+       ".xr-var-item {\n",
+       "  display: contents;\n",
+       "}\n",
+       "\n",
+       ".xr-var-item > div,\n",
+       ".xr-var-item label,\n",
+       ".xr-var-item > .xr-var-name span {\n",
+       "  background-color: var(--xr-background-color-row-even);\n",
+       "  margin-bottom: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-var-item > .xr-var-name:hover span {\n",
+       "  padding-right: 5px;\n",
+       "}\n",
+       "\n",
+       ".xr-var-list > li:nth-child(odd) > div,\n",
+       ".xr-var-list > li:nth-child(odd) > label,\n",
+       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
+       "  background-color: var(--xr-background-color-row-odd);\n",
+       "}\n",
+       "\n",
+       ".xr-var-name {\n",
+       "  grid-column: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-var-dims {\n",
+       "  grid-column: 2;\n",
+       "}\n",
+       "\n",
+       ".xr-var-dtype {\n",
+       "  grid-column: 3;\n",
+       "  text-align: right;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-var-preview {\n",
+       "  grid-column: 4;\n",
+       "}\n",
+       "\n",
+       ".xr-index-preview {\n",
+       "  grid-column: 2 / 5;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-var-name,\n",
+       ".xr-var-dims,\n",
+       ".xr-var-dtype,\n",
+       ".xr-preview,\n",
+       ".xr-attrs dt {\n",
+       "  white-space: nowrap;\n",
+       "  overflow: hidden;\n",
+       "  text-overflow: ellipsis;\n",
+       "  padding-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-var-name:hover,\n",
+       ".xr-var-dims:hover,\n",
+       ".xr-var-dtype:hover,\n",
+       ".xr-attrs dt:hover {\n",
+       "  overflow: visible;\n",
+       "  width: auto;\n",
+       "  z-index: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs,\n",
+       ".xr-var-data,\n",
+       ".xr-index-data {\n",
+       "  display: none;\n",
+       "  background-color: var(--xr-background-color) !important;\n",
+       "  padding-bottom: 5px !important;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
+       ".xr-var-data-in:checked ~ .xr-var-data,\n",
+       ".xr-index-data-in:checked ~ .xr-index-data {\n",
+       "  display: block;\n",
+       "}\n",
+       "\n",
+       ".xr-var-data > table {\n",
+       "  float: right;\n",
+       "}\n",
+       "\n",
+       ".xr-var-name span,\n",
+       ".xr-var-data,\n",
+       ".xr-index-name div,\n",
+       ".xr-index-data,\n",
+       ".xr-attrs {\n",
+       "  padding-left: 25px !important;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs,\n",
+       ".xr-var-attrs,\n",
+       ".xr-var-data,\n",
+       ".xr-index-data {\n",
+       "  grid-column: 1 / -1;\n",
+       "}\n",
+       "\n",
+       "dl.xr-attrs {\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 125px auto;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt,\n",
+       ".xr-attrs dd {\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
+       "  float: left;\n",
+       "  padding-right: 10px;\n",
+       "  width: auto;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt {\n",
+       "  font-weight: normal;\n",
+       "  grid-column: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt:hover span {\n",
+       "  display: inline-block;\n",
+       "  background: var(--xr-background-color);\n",
+       "  padding-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dd {\n",
+       "  grid-column: 2;\n",
+       "  white-space: pre-wrap;\n",
+       "  word-break: break-all;\n",
+       "}\n",
+       "\n",
+       ".xr-icon-database,\n",
+       ".xr-icon-file-text2,\n",
+       ".xr-no-icon {\n",
+       "  display: inline-block;\n",
+       "  vertical-align: middle;\n",
+       "  width: 1em;\n",
+       "  height: 1.5em !important;\n",
+       "  stroke-width: 0;\n",
+       "  stroke: currentColor;\n",
+       "  fill: currentColor;\n",
+       "}\n",
+       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;OD&#x27; (runs: 1)&gt;\n",
+       "array([2116.8648506])\n",
+       "Coordinates:\n",
+       "  * runs     (runs) float64 279.0</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'OD'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>runs</span>: 1</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-ac7e0c65-0874-4d26-bce9-754880216286' class='xr-array-in' type='checkbox' checked><label for='section-ac7e0c65-0874-4d26-bce9-754880216286' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>2.117e+03</span></div><div class='xr-array-data'><pre>array([2116.8648506])</pre></div></div></li><li class='xr-section-item'><input id='section-9ca04367-5b6d-4ab8-88e8-ca36438edd78' class='xr-section-summary-in' type='checkbox'  checked><label for='section-9ca04367-5b6d-4ab8-88e8-ca36438edd78' class='xr-section-summary' >Coordinates: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>runs</span></div><div class='xr-var-dims'>(runs)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>279.0</div><input id='attrs-e35162da-5b71-4a99-aa93-cb1d765032b0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e35162da-5b71-4a99-aa93-cb1d765032b0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f1f2cd72-03d5-44ac-852b-284e78f649cb' class='xr-var-data-in' type='checkbox'><label for='data-f1f2cd72-03d5-44ac-852b-284e78f649cb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([279.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-df7e382f-6adc-47bb-aebc-64641f6356ee' class='xr-section-summary-in' type='checkbox'  ><label for='section-df7e382f-6adc-47bb-aebc-64641f6356ee' class='xr-section-summary' >Indexes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>runs</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-2172babf-d643-4613-bb4a-ecbbe3646e67' class='xr-index-data-in' type='checkbox'/><label for='index-2172babf-d643-4613-bb4a-ecbbe3646e67' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([279.0], dtype=&#x27;float64&#x27;, name=&#x27;runs&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-22710900-4e2f-485a-96ef-1433889bea28' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-22710900-4e2f-485a-96ef-1433889bea28' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
+      ],
+      "text/plain": [
+       "<xarray.DataArray 'OD' (runs: 1)>\n",
+       "array([2116.8648506])\n",
+       "Coordinates:\n",
+       "  * runs     (runs) float64 279.0"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Ncount.where(fringeRatio>90).where(Ncount.where(fringeRatio>90)<4000, drop=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig = plt.figure()\n",
+    "ax = fig.gca()\n",
+    "Ncount.where(fringeRatio>90).plot.errorbar(ax=ax, yerr = None, fmt='ob')\n",
+    "plt.ylim([0, 10000])\n",
+    "plt.ylabel('NCount')\n",
+    "plt.tight_layout()\n",
+    "plt.grid(visible=1)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
+       "<defs>\n",
+       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
+       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
+       "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
+       "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
+       "</symbol>\n",
+       "<symbol 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",
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+       "</symbol>\n",
+       "</defs>\n",
+       "</svg>\n",
+       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
+       " *\n",
+       " */\n",
+       "\n",
+       ":root {\n",
+       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
+       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
+       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
+       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
+       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
+       "  --xr-background-color: var(--jp-layout-color0, white);\n",
+       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
+       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
+       "}\n",
+       "\n",
+       "html[theme=dark],\n",
+       "body[data-theme=dark],\n",
+       "body.vscode-dark {\n",
+       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
+       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
+       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
+       "  --xr-border-color: #1F1F1F;\n",
+       "  --xr-disabled-color: #515151;\n",
+       "  --xr-background-color: #111111;\n",
+       "  --xr-background-color-row-even: #111111;\n",
+       "  --xr-background-color-row-odd: #313131;\n",
+       "}\n",
+       "\n",
+       ".xr-wrap {\n",
+       "  display: block !important;\n",
+       "  min-width: 300px;\n",
+       "  max-width: 700px;\n",
+       "}\n",
+       "\n",
+       ".xr-text-repr-fallback {\n",
+       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-header {\n",
+       "  padding-top: 6px;\n",
+       "  padding-bottom: 6px;\n",
+       "  margin-bottom: 4px;\n",
+       "  border-bottom: solid 1px var(--xr-border-color);\n",
+       "}\n",
+       "\n",
+       ".xr-header > div,\n",
+       ".xr-header > ul {\n",
+       "  display: inline;\n",
+       "  margin-top: 0;\n",
+       "  margin-bottom: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-obj-type,\n",
+       ".xr-array-name {\n",
+       "  margin-left: 2px;\n",
+       "  margin-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-obj-type {\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-sections {\n",
+       "  padding-left: 0 !important;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item {\n",
+       "  display: contents;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input + label {\n",
+       "  color: var(--xr-disabled-color);\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input:enabled + label {\n",
+       "  cursor: pointer;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input:enabled + label:hover {\n",
+       "  color: var(--xr-font-color0);\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary {\n",
+       "  grid-column: 1;\n",
+       "  color: var(--xr-font-color2);\n",
+       "  font-weight: 500;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary > span {\n",
+       "  display: inline-block;\n",
+       "  padding-left: 0.5em;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:disabled + label {\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in + label:before {\n",
+       "  display: inline-block;\n",
+       "  content: '►';\n",
+       "  font-size: 11px;\n",
+       "  width: 15px;\n",
+       "  text-align: center;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:disabled + label:before {\n",
+       "  color: var(--xr-disabled-color);\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked + label:before {\n",
+       "  content: '▼';\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked + label > span {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary,\n",
+       ".xr-section-inline-details {\n",
+       "  padding-top: 4px;\n",
+       "  padding-bottom: 4px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-inline-details {\n",
+       "  grid-column: 2 / -1;\n",
+       "}\n",
+       "\n",
+       ".xr-section-details {\n",
+       "  display: none;\n",
+       "  grid-column: 1 / -1;\n",
+       "  margin-bottom: 5px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
+       "  display: contents;\n",
+       "}\n",
+       "\n",
+       ".xr-array-wrap {\n",
+       "  grid-column: 1 / -1;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 20px auto;\n",
+       "}\n",
+       "\n",
+       ".xr-array-wrap > label {\n",
+       "  grid-column: 1;\n",
+       "  vertical-align: top;\n",
+       "}\n",
+       "\n",
+       ".xr-preview {\n",
+       "  color: var(--xr-font-color3);\n",
+       "}\n",
+       "\n",
+       ".xr-array-preview,\n",
+       ".xr-array-data {\n",
+       "  padding: 0 5px !important;\n",
+       "  grid-column: 2;\n",
+       "}\n",
+       "\n",
+       ".xr-array-data,\n",
+       ".xr-array-in:checked ~ .xr-array-preview {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-array-in:checked ~ .xr-array-data,\n",
+       ".xr-array-preview {\n",
+       "  display: inline-block;\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list {\n",
+       "  display: inline-block !important;\n",
+       "  list-style: none;\n",
+       "  padding: 0 !important;\n",
+       "  margin: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list li {\n",
+       "  display: inline-block;\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list:before {\n",
+       "  content: '(';\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list:after {\n",
+       "  content: ')';\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list li:not(:last-child):after {\n",
+       "  content: ',';\n",
+       "  padding-right: 5px;\n",
+       "}\n",
+       "\n",
+       ".xr-has-index {\n",
+       "  font-weight: bold;\n",
+       "}\n",
+       "\n",
+       ".xr-var-list,\n",
+       ".xr-var-item {\n",
+       "  display: contents;\n",
+       "}\n",
+       "\n",
+       ".xr-var-item > div,\n",
+       ".xr-var-item label,\n",
+       ".xr-var-item > .xr-var-name span {\n",
+       "  background-color: var(--xr-background-color-row-even);\n",
+       "  margin-bottom: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-var-item > .xr-var-name:hover span {\n",
+       "  padding-right: 5px;\n",
+       "}\n",
+       "\n",
+       ".xr-var-list > li:nth-child(odd) > div,\n",
+       ".xr-var-list > li:nth-child(odd) > label,\n",
+       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
+       "  background-color: var(--xr-background-color-row-odd);\n",
+       "}\n",
+       "\n",
+       ".xr-var-name {\n",
+       "  grid-column: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-var-dims {\n",
+       "  grid-column: 2;\n",
+       "}\n",
+       "\n",
+       ".xr-var-dtype {\n",
+       "  grid-column: 3;\n",
+       "  text-align: right;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-var-preview {\n",
+       "  grid-column: 4;\n",
+       "}\n",
+       "\n",
+       ".xr-index-preview {\n",
+       "  grid-column: 2 / 5;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-var-name,\n",
+       ".xr-var-dims,\n",
+       ".xr-var-dtype,\n",
+       ".xr-preview,\n",
+       ".xr-attrs dt {\n",
+       "  white-space: nowrap;\n",
+       "  overflow: hidden;\n",
+       "  text-overflow: ellipsis;\n",
+       "  padding-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-var-name:hover,\n",
+       ".xr-var-dims:hover,\n",
+       ".xr-var-dtype:hover,\n",
+       ".xr-attrs dt:hover {\n",
+       "  overflow: visible;\n",
+       "  width: auto;\n",
+       "  z-index: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs,\n",
+       ".xr-var-data,\n",
+       ".xr-index-data {\n",
+       "  display: none;\n",
+       "  background-color: var(--xr-background-color) !important;\n",
+       "  padding-bottom: 5px !important;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
+       ".xr-var-data-in:checked ~ .xr-var-data,\n",
+       ".xr-index-data-in:checked ~ .xr-index-data {\n",
+       "  display: block;\n",
+       "}\n",
+       "\n",
+       ".xr-var-data > table {\n",
+       "  float: right;\n",
+       "}\n",
+       "\n",
+       ".xr-var-name span,\n",
+       ".xr-var-data,\n",
+       ".xr-index-name div,\n",
+       ".xr-index-data,\n",
+       ".xr-attrs {\n",
+       "  padding-left: 25px !important;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs,\n",
+       ".xr-var-attrs,\n",
+       ".xr-var-data,\n",
+       ".xr-index-data {\n",
+       "  grid-column: 1 / -1;\n",
+       "}\n",
+       "\n",
+       "dl.xr-attrs {\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 125px auto;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt,\n",
+       ".xr-attrs dd {\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
+       "  float: left;\n",
+       "  padding-right: 10px;\n",
+       "  width: auto;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt {\n",
+       "  font-weight: normal;\n",
+       "  grid-column: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt:hover span {\n",
+       "  display: inline-block;\n",
+       "  background: var(--xr-background-color);\n",
+       "  padding-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dd {\n",
+       "  grid-column: 2;\n",
+       "  white-space: pre-wrap;\n",
+       "  word-break: break-all;\n",
+       "}\n",
+       "\n",
+       ".xr-icon-database,\n",
+       ".xr-icon-file-text2,\n",
+       ".xr-no-icon {\n",
+       "  display: inline-block;\n",
+       "  vertical-align: middle;\n",
+       "  width: 1em;\n",
+       "  height: 1.5em !important;\n",
+       "  stroke-width: 0;\n",
+       "  stroke: currentColor;\n",
+       "  fill: currentColor;\n",
+       "}\n",
+       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray (runs: 19)&gt;\n",
+       "array([68.63978498, 75.05700835, 71.27052547, 72.21453874, 69.07806671,\n",
+       "       73.46637142, 71.92632268, 72.54921222, 70.95365965, 67.47138929,\n",
+       "       68.91004535, 67.6271513 , 67.8015894 , 70.08936701, 68.65551382,\n",
+       "       67.22629204, 68.24572366, 65.85611443, 74.67836179])\n",
+       "Coordinates:\n",
+       "  * runs     (runs) float64 2.0 50.0 51.0 61.0 93.0 ... 327.0 350.0 387.0 389.0</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'></div><ul class='xr-dim-list'><li><span class='xr-has-index'>runs</span>: 19</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-dbc9a089-17eb-452f-9393-ff777b2d56f8' class='xr-array-in' type='checkbox' checked><label for='section-dbc9a089-17eb-452f-9393-ff777b2d56f8' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>68.64 75.06 71.27 72.21 69.08 73.47 ... 68.66 67.23 68.25 65.86 74.68</span></div><div class='xr-array-data'><pre>array([68.63978498, 75.05700835, 71.27052547, 72.21453874, 69.07806671,\n",
+       "       73.46637142, 71.92632268, 72.54921222, 70.95365965, 67.47138929,\n",
+       "       68.91004535, 67.6271513 , 67.8015894 , 70.08936701, 68.65551382,\n",
+       "       67.22629204, 68.24572366, 65.85611443, 74.67836179])</pre></div></div></li><li class='xr-section-item'><input id='section-95b1464a-afe1-4b5f-a84c-b5b7c4521cf7' class='xr-section-summary-in' type='checkbox'  checked><label for='section-95b1464a-afe1-4b5f-a84c-b5b7c4521cf7' class='xr-section-summary' >Coordinates: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>runs</span></div><div class='xr-var-dims'>(runs)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.0 50.0 51.0 ... 350.0 387.0 389.0</div><input id='attrs-23785391-281c-4df7-a785-3368d33ff95d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-23785391-281c-4df7-a785-3368d33ff95d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-43f3b9ea-1640-4838-b41e-4884bcfe52a9' class='xr-var-data-in' type='checkbox'><label for='data-43f3b9ea-1640-4838-b41e-4884bcfe52a9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([  2.,  50.,  51.,  61.,  93.,  95., 142., 209., 213., 268., 272., 284.,\n",
+       "       291., 294., 298., 327., 350., 387., 389.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-941852cb-1010-4e1d-ba4f-2882a34a7b87' class='xr-section-summary-in' type='checkbox'  ><label for='section-941852cb-1010-4e1d-ba4f-2882a34a7b87' class='xr-section-summary' >Indexes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>runs</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-c3b4161f-3154-4805-afd1-d132ce6b9fa5' class='xr-index-data-in' type='checkbox'/><label for='index-c3b4161f-3154-4805-afd1-d132ce6b9fa5' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([  2.0,  50.0,  51.0,  61.0,  93.0,  95.0, 142.0, 209.0, 213.0, 268.0,\n",
+       "       272.0, 284.0, 291.0, 294.0, 298.0, 327.0, 350.0, 387.0, 389.0],\n",
+       "      dtype=&#x27;float64&#x27;, name=&#x27;runs&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d1f5538b-20f5-4cfa-9788-3a2800c547b7' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-d1f5538b-20f5-4cfa-9788-3a2800c547b7' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
+      ],
+      "text/plain": [
+       "<xarray.DataArray (runs: 19)>\n",
+       "array([68.63978498, 75.05700835, 71.27052547, 72.21453874, 69.07806671,\n",
+       "       73.46637142, 71.92632268, 72.54921222, 70.95365965, 67.47138929,\n",
+       "       68.91004535, 67.6271513 , 67.8015894 , 70.08936701, 68.65551382,\n",
+       "       67.22629204, 68.24572366, 65.85611443, 74.67836179])\n",
+       "Coordinates:\n",
+       "  * runs     (runs) float64 2.0 50.0 51.0 61.0 93.0 ... 327.0 350.0 387.0 389.0"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "fringeRatio.where(fringeRatio<80, drop=True).where(fringeRatio>40, drop=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
+       "<defs>\n",
+       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
+       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 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",
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+       "<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
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+       "</symbol>\n",
+       "</defs>\n",
+       "</svg>\n",
+       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
+       " *\n",
+       " */\n",
+       "\n",
+       ":root {\n",
+       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
+       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
+       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
+       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
+       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
+       "  --xr-background-color: var(--jp-layout-color0, white);\n",
+       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
+       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
+       "}\n",
+       "\n",
+       "html[theme=dark],\n",
+       "body[data-theme=dark],\n",
+       "body.vscode-dark {\n",
+       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
+       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
+       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
+       "  --xr-border-color: #1F1F1F;\n",
+       "  --xr-disabled-color: #515151;\n",
+       "  --xr-background-color: #111111;\n",
+       "  --xr-background-color-row-even: #111111;\n",
+       "  --xr-background-color-row-odd: #313131;\n",
+       "}\n",
+       "\n",
+       ".xr-wrap {\n",
+       "  display: block !important;\n",
+       "  min-width: 300px;\n",
+       "  max-width: 700px;\n",
+       "}\n",
+       "\n",
+       ".xr-text-repr-fallback {\n",
+       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-header {\n",
+       "  padding-top: 6px;\n",
+       "  padding-bottom: 6px;\n",
+       "  margin-bottom: 4px;\n",
+       "  border-bottom: solid 1px var(--xr-border-color);\n",
+       "}\n",
+       "\n",
+       ".xr-header > div,\n",
+       ".xr-header > ul {\n",
+       "  display: inline;\n",
+       "  margin-top: 0;\n",
+       "  margin-bottom: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-obj-type,\n",
+       ".xr-array-name {\n",
+       "  margin-left: 2px;\n",
+       "  margin-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-obj-type {\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-sections {\n",
+       "  padding-left: 0 !important;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item {\n",
+       "  display: contents;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input + label {\n",
+       "  color: var(--xr-disabled-color);\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input:enabled + label {\n",
+       "  cursor: pointer;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input:enabled + label:hover {\n",
+       "  color: var(--xr-font-color0);\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary {\n",
+       "  grid-column: 1;\n",
+       "  color: var(--xr-font-color2);\n",
+       "  font-weight: 500;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary > span {\n",
+       "  display: inline-block;\n",
+       "  padding-left: 0.5em;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:disabled + label {\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in + label:before {\n",
+       "  display: inline-block;\n",
+       "  content: '►';\n",
+       "  font-size: 11px;\n",
+       "  width: 15px;\n",
+       "  text-align: center;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:disabled + label:before {\n",
+       "  color: var(--xr-disabled-color);\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked + label:before {\n",
+       "  content: '▼';\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked + label > span {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary,\n",
+       ".xr-section-inline-details {\n",
+       "  padding-top: 4px;\n",
+       "  padding-bottom: 4px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-inline-details {\n",
+       "  grid-column: 2 / -1;\n",
+       "}\n",
+       "\n",
+       ".xr-section-details {\n",
+       "  display: none;\n",
+       "  grid-column: 1 / -1;\n",
+       "  margin-bottom: 5px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
+       "  display: contents;\n",
+       "}\n",
+       "\n",
+       ".xr-array-wrap {\n",
+       "  grid-column: 1 / -1;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 20px auto;\n",
+       "}\n",
+       "\n",
+       ".xr-array-wrap > label {\n",
+       "  grid-column: 1;\n",
+       "  vertical-align: top;\n",
+       "}\n",
+       "\n",
+       ".xr-preview {\n",
+       "  color: var(--xr-font-color3);\n",
+       "}\n",
+       "\n",
+       ".xr-array-preview,\n",
+       ".xr-array-data {\n",
+       "  padding: 0 5px !important;\n",
+       "  grid-column: 2;\n",
+       "}\n",
+       "\n",
+       ".xr-array-data,\n",
+       ".xr-array-in:checked ~ .xr-array-preview {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-array-in:checked ~ .xr-array-data,\n",
+       ".xr-array-preview {\n",
+       "  display: inline-block;\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list {\n",
+       "  display: inline-block !important;\n",
+       "  list-style: none;\n",
+       "  padding: 0 !important;\n",
+       "  margin: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list li {\n",
+       "  display: inline-block;\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list:before {\n",
+       "  content: '(';\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list:after {\n",
+       "  content: ')';\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list li:not(:last-child):after {\n",
+       "  content: ',';\n",
+       "  padding-right: 5px;\n",
+       "}\n",
+       "\n",
+       ".xr-has-index {\n",
+       "  font-weight: bold;\n",
+       "}\n",
+       "\n",
+       ".xr-var-list,\n",
+       ".xr-var-item {\n",
+       "  display: contents;\n",
+       "}\n",
+       "\n",
+       ".xr-var-item > div,\n",
+       ".xr-var-item label,\n",
+       ".xr-var-item > .xr-var-name span {\n",
+       "  background-color: var(--xr-background-color-row-even);\n",
+       "  margin-bottom: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-var-item > .xr-var-name:hover span {\n",
+       "  padding-right: 5px;\n",
+       "}\n",
+       "\n",
+       ".xr-var-list > li:nth-child(odd) > div,\n",
+       ".xr-var-list > li:nth-child(odd) > label,\n",
+       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
+       "  background-color: var(--xr-background-color-row-odd);\n",
+       "}\n",
+       "\n",
+       ".xr-var-name {\n",
+       "  grid-column: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-var-dims {\n",
+       "  grid-column: 2;\n",
+       "}\n",
+       "\n",
+       ".xr-var-dtype {\n",
+       "  grid-column: 3;\n",
+       "  text-align: right;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-var-preview {\n",
+       "  grid-column: 4;\n",
+       "}\n",
+       "\n",
+       ".xr-index-preview {\n",
+       "  grid-column: 2 / 5;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-var-name,\n",
+       ".xr-var-dims,\n",
+       ".xr-var-dtype,\n",
+       ".xr-preview,\n",
+       ".xr-attrs dt {\n",
+       "  white-space: nowrap;\n",
+       "  overflow: hidden;\n",
+       "  text-overflow: ellipsis;\n",
+       "  padding-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-var-name:hover,\n",
+       ".xr-var-dims:hover,\n",
+       ".xr-var-dtype:hover,\n",
+       ".xr-attrs dt:hover {\n",
+       "  overflow: visible;\n",
+       "  width: auto;\n",
+       "  z-index: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs,\n",
+       ".xr-var-data,\n",
+       ".xr-index-data {\n",
+       "  display: none;\n",
+       "  background-color: var(--xr-background-color) !important;\n",
+       "  padding-bottom: 5px !important;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
+       ".xr-var-data-in:checked ~ .xr-var-data,\n",
+       ".xr-index-data-in:checked ~ .xr-index-data {\n",
+       "  display: block;\n",
+       "}\n",
+       "\n",
+       ".xr-var-data > table {\n",
+       "  float: right;\n",
+       "}\n",
+       "\n",
+       ".xr-var-name span,\n",
+       ".xr-var-data,\n",
+       ".xr-index-name div,\n",
+       ".xr-index-data,\n",
+       ".xr-attrs {\n",
+       "  padding-left: 25px !important;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs,\n",
+       ".xr-var-attrs,\n",
+       ".xr-var-data,\n",
+       ".xr-index-data {\n",
+       "  grid-column: 1 / -1;\n",
+       "}\n",
+       "\n",
+       "dl.xr-attrs {\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 125px auto;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt,\n",
+       ".xr-attrs dd {\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
+       "  float: left;\n",
+       "  padding-right: 10px;\n",
+       "  width: auto;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt {\n",
+       "  font-weight: normal;\n",
+       "  grid-column: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt:hover span {\n",
+       "  display: inline-block;\n",
+       "  background: var(--xr-background-color);\n",
+       "  padding-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dd {\n",
+       "  grid-column: 2;\n",
+       "  white-space: pre-wrap;\n",
+       "  word-break: break-all;\n",
+       "}\n",
+       "\n",
+       ".xr-icon-database,\n",
+       ".xr-icon-file-text2,\n",
+       ".xr-no-icon {\n",
+       "  display: inline-block;\n",
+       "  vertical-align: middle;\n",
+       "  width: 1em;\n",
+       "  height: 1.5em !important;\n",
+       "  stroke-width: 0;\n",
+       "  stroke: currentColor;\n",
+       "  fill: currentColor;\n",
+       "}\n",
+       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray (runs: 29)&gt;\n",
+       "array([34.05253168, 24.74283387, 34.18130178, 34.9279222 , 35.01998511,\n",
+       "       34.95593001, 23.19805974, 23.16329179, 24.22371031, 35.79358742,\n",
+       "       34.62115045, 23.11318209, 34.49652415, 23.28171543, 23.03436881,\n",
+       "       23.56620293, 36.09753077, 32.90851526, 22.63413278, 34.75018681,\n",
+       "       23.51603251, 32.87489933, 34.68034397, 33.89057587, 33.45313988,\n",
+       "       33.43414333, 22.51573151, 22.54266584, 22.8381452 ])\n",
+       "Coordinates:\n",
+       "  * runs     (runs) float64 1.0 21.0 33.0 57.0 96.0 ... 351.0 374.0 381.0 397.0</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'></div><ul class='xr-dim-list'><li><span class='xr-has-index'>runs</span>: 29</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-92588391-7b33-4993-8b5d-e2a327798bb0' class='xr-array-in' type='checkbox' checked><label for='section-92588391-7b33-4993-8b5d-e2a327798bb0' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>34.05 24.74 34.18 34.93 35.02 34.96 ... 33.45 33.43 22.52 22.54 22.84</span></div><div class='xr-array-data'><pre>array([34.05253168, 24.74283387, 34.18130178, 34.9279222 , 35.01998511,\n",
+       "       34.95593001, 23.19805974, 23.16329179, 24.22371031, 35.79358742,\n",
+       "       34.62115045, 23.11318209, 34.49652415, 23.28171543, 23.03436881,\n",
+       "       23.56620293, 36.09753077, 32.90851526, 22.63413278, 34.75018681,\n",
+       "       23.51603251, 32.87489933, 34.68034397, 33.89057587, 33.45313988,\n",
+       "       33.43414333, 22.51573151, 22.54266584, 22.8381452 ])</pre></div></div></li><li class='xr-section-item'><input id='section-9d73cc68-4e80-40f6-942e-846694d42899' class='xr-section-summary-in' type='checkbox'  checked><label for='section-9d73cc68-4e80-40f6-942e-846694d42899' class='xr-section-summary' >Coordinates: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>runs</span></div><div class='xr-var-dims'>(runs)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.0 21.0 33.0 ... 374.0 381.0 397.0</div><input id='attrs-eef9a744-ac52-4fb5-ac80-b959ce92f2e3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-eef9a744-ac52-4fb5-ac80-b959ce92f2e3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2c2dfb7d-bd42-41f1-942e-881a52ce3a4a' class='xr-var-data-in' type='checkbox'><label for='data-2c2dfb7d-bd42-41f1-942e-881a52ce3a4a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([  1.,  21.,  33.,  57.,  96., 141., 145., 152., 153., 171., 192., 199.,\n",
+       "       210., 211., 223., 225., 236., 241., 265., 278., 286., 297., 306., 337.,\n",
+       "       346., 351., 374., 381., 397.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a98d824b-fc67-4c4f-87e1-e9badffbcedb' class='xr-section-summary-in' type='checkbox'  ><label for='section-a98d824b-fc67-4c4f-87e1-e9badffbcedb' class='xr-section-summary' >Indexes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>runs</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-83b96366-15b2-4f7e-a733-17b9583c926d' class='xr-index-data-in' type='checkbox'/><label for='index-83b96366-15b2-4f7e-a733-17b9583c926d' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([  1.0,  21.0,  33.0,  57.0,  96.0, 141.0, 145.0, 152.0, 153.0, 171.0,\n",
+       "       192.0, 199.0, 210.0, 211.0, 223.0, 225.0, 236.0, 241.0, 265.0, 278.0,\n",
+       "       286.0, 297.0, 306.0, 337.0, 346.0, 351.0, 374.0, 381.0, 397.0],\n",
+       "      dtype=&#x27;float64&#x27;, name=&#x27;runs&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-4cb9816f-cc8b-47a6-8a49-718e9378186d' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-4cb9816f-cc8b-47a6-8a49-718e9378186d' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
+      ],
+      "text/plain": [
+       "<xarray.DataArray (runs: 29)>\n",
+       "array([34.05253168, 24.74283387, 34.18130178, 34.9279222 , 35.01998511,\n",
+       "       34.95593001, 23.19805974, 23.16329179, 24.22371031, 35.79358742,\n",
+       "       34.62115045, 23.11318209, 34.49652415, 23.28171543, 23.03436881,\n",
+       "       23.56620293, 36.09753077, 32.90851526, 22.63413278, 34.75018681,\n",
+       "       23.51603251, 32.87489933, 34.68034397, 33.89057587, 33.45313988,\n",
+       "       33.43414333, 22.51573151, 22.54266584, 22.8381452 ])\n",
+       "Coordinates:\n",
+       "  * runs     (runs) float64 1.0 21.0 33.0 57.0 96.0 ... 351.0 374.0 381.0 397.0"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "fringeRatio.where(fringeRatio<40, drop=True).where(fringeRatio>20, drop=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<xarray.DataArray ()>\n",
+      "array(363.53178088)\n",
+      "Coordinates:\n",
+      "    runs     float64 4.0\n",
+      "<xarray.DataArray ()>\n",
+      "array(0.)\n",
+      "Coordinates:\n",
+      "    runs     float64 4.0\n",
+      "<xarray.DataArray ()>\n",
+      "array(inf)\n",
+      "Coordinates:\n",
+      "    runs     float64 4.0\n"
+     ]
+    }
+   ],
+   "source": [
+    "data = copy.deepcopy(dataSet_cropOD[4])\n",
+    "\n",
+    "data_fft = fft(data)\n",
+    "data_fft = np.log10(abs(data_fft))\n",
+    "\n",
+    "data_fft = xr.where(data_fft>2.5, data_fft, 0)\n",
+    "\n",
+    "plt.figure()\n",
+    "data_fft.plot.pcolormesh(cmap='jet')\n",
+    "plt.show()\n",
+    "\n",
+    "plt.figure()\n",
+    "data.plot.pcolormesh(cmap='jet', vmin=0, vmax=1.5)\n",
+    "plt.show()\n",
+    "\n",
+    "print(data_fft.where(dataSet_cropOD_mask==True, drop=True).sum())\n",
+    "print(data_fft.where(dataSet_cropOD_mask==False, drop=True).sum())\n",
+    "print(data_fft.where(dataSet_cropOD_mask==True, drop=True).sum() / data_fft.where(dataSet_cropOD_mask==False, drop=True).sum())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "fitModel = DensityProfileBEC2dModel()\n",
+    "fitAnalyser = FitAnalyser(fitModel, fitDim=2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "params = fitAnalyser.guess(data, guess_kwargs=dict(vary_rot=True), dask=\"parallelized\")\n",
+    "fitResult = fitAnalyser.fit(data, params).load()\n",
+    "fitCurve = fitAnalyser.eval(fitResult, x=np.arange(400), y=np.arange(400), dask=\"parallelized\").load()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "f:\\Jianshun\\analyseScript\\venv\\lib\\site-packages\\numpy\\lib\\function_base.py:2455: RuntimeWarning: invalid value encountered in _get_fit_full_result_single (vectorized)\n",
+      "  outputs = ufunc(*inputs)\n"
+     ]
+    },
+    {
+     "data": {
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+       "body[data-theme=dark],\n",
+       "body.vscode-dark {\n",
+       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
+       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
+       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
+       "  --xr-border-color: #1F1F1F;\n",
+       "  --xr-disabled-color: #515151;\n",
+       "  --xr-background-color: #111111;\n",
+       "  --xr-background-color-row-even: #111111;\n",
+       "  --xr-background-color-row-odd: #313131;\n",
+       "}\n",
+       "\n",
+       ".xr-wrap {\n",
+       "  display: block !important;\n",
+       "  min-width: 300px;\n",
+       "  max-width: 700px;\n",
+       "}\n",
+       "\n",
+       ".xr-text-repr-fallback {\n",
+       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-header {\n",
+       "  padding-top: 6px;\n",
+       "  padding-bottom: 6px;\n",
+       "  margin-bottom: 4px;\n",
+       "  border-bottom: solid 1px var(--xr-border-color);\n",
+       "}\n",
+       "\n",
+       ".xr-header > div,\n",
+       ".xr-header > ul {\n",
+       "  display: inline;\n",
+       "  margin-top: 0;\n",
+       "  margin-bottom: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-obj-type,\n",
+       ".xr-array-name {\n",
+       "  margin-left: 2px;\n",
+       "  margin-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-obj-type {\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-sections {\n",
+       "  padding-left: 0 !important;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item {\n",
+       "  display: contents;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input + label {\n",
+       "  color: var(--xr-disabled-color);\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input:enabled + label {\n",
+       "  cursor: pointer;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input:enabled + label:hover {\n",
+       "  color: var(--xr-font-color0);\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary {\n",
+       "  grid-column: 1;\n",
+       "  color: var(--xr-font-color2);\n",
+       "  font-weight: 500;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary > span {\n",
+       "  display: inline-block;\n",
+       "  padding-left: 0.5em;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:disabled + label {\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in + label:before {\n",
+       "  display: inline-block;\n",
+       "  content: '►';\n",
+       "  font-size: 11px;\n",
+       "  width: 15px;\n",
+       "  text-align: center;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:disabled + label:before {\n",
+       "  color: var(--xr-disabled-color);\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked + label:before {\n",
+       "  content: '▼';\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked + label > span {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary,\n",
+       ".xr-section-inline-details {\n",
+       "  padding-top: 4px;\n",
+       "  padding-bottom: 4px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-inline-details {\n",
+       "  grid-column: 2 / -1;\n",
+       "}\n",
+       "\n",
+       ".xr-section-details {\n",
+       "  display: none;\n",
+       "  grid-column: 1 / -1;\n",
+       "  margin-bottom: 5px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
+       "  display: contents;\n",
+       "}\n",
+       "\n",
+       ".xr-array-wrap {\n",
+       "  grid-column: 1 / -1;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 20px auto;\n",
+       "}\n",
+       "\n",
+       ".xr-array-wrap > label {\n",
+       "  grid-column: 1;\n",
+       "  vertical-align: top;\n",
+       "}\n",
+       "\n",
+       ".xr-preview {\n",
+       "  color: var(--xr-font-color3);\n",
+       "}\n",
+       "\n",
+       ".xr-array-preview,\n",
+       ".xr-array-data {\n",
+       "  padding: 0 5px !important;\n",
+       "  grid-column: 2;\n",
+       "}\n",
+       "\n",
+       ".xr-array-data,\n",
+       ".xr-array-in:checked ~ .xr-array-preview {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-array-in:checked ~ .xr-array-data,\n",
+       ".xr-array-preview {\n",
+       "  display: inline-block;\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list {\n",
+       "  display: inline-block !important;\n",
+       "  list-style: none;\n",
+       "  padding: 0 !important;\n",
+       "  margin: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list li {\n",
+       "  display: inline-block;\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list:before {\n",
+       "  content: '(';\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list:after {\n",
+       "  content: ')';\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list li:not(:last-child):after {\n",
+       "  content: ',';\n",
+       "  padding-right: 5px;\n",
+       "}\n",
+       "\n",
+       ".xr-has-index {\n",
+       "  font-weight: bold;\n",
+       "}\n",
+       "\n",
+       ".xr-var-list,\n",
+       ".xr-var-item {\n",
+       "  display: contents;\n",
+       "}\n",
+       "\n",
+       ".xr-var-item > div,\n",
+       ".xr-var-item label,\n",
+       ".xr-var-item > .xr-var-name span {\n",
+       "  background-color: var(--xr-background-color-row-even);\n",
+       "  margin-bottom: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-var-item > .xr-var-name:hover span {\n",
+       "  padding-right: 5px;\n",
+       "}\n",
+       "\n",
+       ".xr-var-list > li:nth-child(odd) > div,\n",
+       ".xr-var-list > li:nth-child(odd) > label,\n",
+       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
+       "  background-color: var(--xr-background-color-row-odd);\n",
+       "}\n",
+       "\n",
+       ".xr-var-name {\n",
+       "  grid-column: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-var-dims {\n",
+       "  grid-column: 2;\n",
+       "}\n",
+       "\n",
+       ".xr-var-dtype {\n",
+       "  grid-column: 3;\n",
+       "  text-align: right;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-var-preview {\n",
+       "  grid-column: 4;\n",
+       "}\n",
+       "\n",
+       ".xr-index-preview {\n",
+       "  grid-column: 2 / 5;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-var-name,\n",
+       ".xr-var-dims,\n",
+       ".xr-var-dtype,\n",
+       ".xr-preview,\n",
+       ".xr-attrs dt {\n",
+       "  white-space: nowrap;\n",
+       "  overflow: hidden;\n",
+       "  text-overflow: ellipsis;\n",
+       "  padding-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-var-name:hover,\n",
+       ".xr-var-dims:hover,\n",
+       ".xr-var-dtype:hover,\n",
+       ".xr-attrs dt:hover {\n",
+       "  overflow: visible;\n",
+       "  width: auto;\n",
+       "  z-index: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs,\n",
+       ".xr-var-data,\n",
+       ".xr-index-data {\n",
+       "  display: none;\n",
+       "  background-color: var(--xr-background-color) !important;\n",
+       "  padding-bottom: 5px !important;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
+       ".xr-var-data-in:checked ~ .xr-var-data,\n",
+       ".xr-index-data-in:checked ~ .xr-index-data {\n",
+       "  display: block;\n",
+       "}\n",
+       "\n",
+       ".xr-var-data > table {\n",
+       "  float: right;\n",
+       "}\n",
+       "\n",
+       ".xr-var-name span,\n",
+       ".xr-var-data,\n",
+       ".xr-index-name div,\n",
+       ".xr-index-data,\n",
+       ".xr-attrs {\n",
+       "  padding-left: 25px !important;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs,\n",
+       ".xr-var-attrs,\n",
+       ".xr-var-data,\n",
+       ".xr-index-data {\n",
+       "  grid-column: 1 / -1;\n",
+       "}\n",
+       "\n",
+       "dl.xr-attrs {\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 125px auto;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt,\n",
+       ".xr-attrs dd {\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
+       "  float: left;\n",
+       "  padding-right: 10px;\n",
+       "  width: auto;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt {\n",
+       "  font-weight: normal;\n",
+       "  grid-column: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt:hover span {\n",
+       "  display: inline-block;\n",
+       "  background: var(--xr-background-color);\n",
+       "  padding-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dd {\n",
+       "  grid-column: 2;\n",
+       "  white-space: pre-wrap;\n",
+       "  word-break: break-all;\n",
+       "}\n",
+       "\n",
+       ".xr-icon-database,\n",
+       ".xr-icon-file-text2,\n",
+       ".xr-no-icon {\n",
+       "  display: inline-block;\n",
+       "  vertical-align: middle;\n",
+       "  width: 1em;\n",
+       "  height: 1.5em !important;\n",
+       "  stroke-width: 0;\n",
+       "  stroke: currentColor;\n",
+       "  fill: currentColor;\n",
+       "}\n",
+       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
+       "Dimensions:              ()\n",
+       "Coordinates:\n",
+       "    runs                 float64 4.0\n",
+       "Data variables: (12/13)\n",
+       "    amp_bec              object 0.9973538024148393+/-nan\n",
+       "    amp_th               object 0.22340255842938087+/-nan\n",
+       "    x0_bec               object 193.92729180314683+/-nan\n",
+       "    y0_bec               object 208.28855632011462+/-nan\n",
+       "    x0_th                object 205.99999999969157+/-nan\n",
+       "    y0_th                object 220.99999999969157+/-nan\n",
+       "    ...                   ...\n",
+       "    sigmay_bec           object 71.99999999888968+/-nan\n",
+       "    sigma_th             object 48.71334575255661+/-nan\n",
+       "    rot_angle            object 29.999999888431688+/-nan\n",
+       "    atom_number_bec      object 3076.9166314856357+/-nan\n",
+       "    atom_number_th       object 2436.983064137895+/-nan\n",
+       "    condensate_fraction  object 0.55802912663207+/-nan\n",
+       "Attributes:\n",
+       "    IMAGE_SUBCLASS:       IMAGE_GRAYSCALE\n",
+       "    IMAGE_VERSION:        1.2\n",
+       "    IMAGE_WHITE_IS_ZERO:  0\n",
+       "    x_start:              300\n",
+       "    x_end:                700\n",
+       "    y_end:                880\n",
+       "    y_start:              480\n",
+       "    x_center:             500\n",
+       "    y_center:             680\n",
+       "    x_span:               400\n",
+       "    y_span:               400</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-4ab9e1c1-e6b7-4838-9ff2-836dc45417c0' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-4ab9e1c1-e6b7-4838-9ff2-836dc45417c0' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-83d7bee1-46d7-4888-80b0-1032a71ceb71' class='xr-section-summary-in' type='checkbox'  checked><label for='section-83d7bee1-46d7-4888-80b0-1032a71ceb71' class='xr-section-summary' >Coordinates: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>runs</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>4.0</div><input id='attrs-facf0619-6304-4356-96cc-c61b8189801b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-facf0619-6304-4356-96cc-c61b8189801b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a3e65db3-b801-454d-b1ad-3a23a6742fdd' class='xr-var-data-in' type='checkbox'><label for='data-a3e65db3-b801-454d-b1ad-3a23a6742fdd' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(4.)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-459ae096-9962-4461-87c7-36c272797850' class='xr-section-summary-in' type='checkbox'  checked><label for='section-459ae096-9962-4461-87c7-36c272797850' class='xr-section-summary' >Data variables: <span>(13)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>amp_bec</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>0.9973538024148393+/-nan</div><input id='attrs-82115c75-815e-444b-a777-ab309e436f23' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-82115c75-815e-444b-a777-ab309e436f23' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ac9a054c-ab8d-492e-83d8-f54a3c13ba9e' class='xr-var-data-in' type='checkbox'><label for='data-ac9a054c-ab8d-492e-83d8-f54a3c13ba9e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(0.9973538024148393+/-nan, dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>amp_th</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>0.22340255842938087+/-nan</div><input id='attrs-05db4305-09b6-49c2-9af1-e6520b1c0f49' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-05db4305-09b6-49c2-9af1-e6520b1c0f49' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8ac4e2b6-f381-493e-93cb-c02690459c4e' class='xr-var-data-in' type='checkbox'><label for='data-8ac4e2b6-f381-493e-93cb-c02690459c4e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(0.22340255842938087+/-nan, dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>x0_bec</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>193.92729180314683+/-nan</div><input id='attrs-ce6a2d1a-527c-44ad-99d7-98ba3279915a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ce6a2d1a-527c-44ad-99d7-98ba3279915a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b0f56643-091d-46a8-b13e-f3772183b2d0' class='xr-var-data-in' type='checkbox'><label for='data-b0f56643-091d-46a8-b13e-f3772183b2d0' 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(193.92729180314683+/-nan, dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>y0_bec</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>208.28855632011462+/-nan</div><input id='attrs-cfe10fa8-79c2-4bd6-8b7d-554ebe2eeb7c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-cfe10fa8-79c2-4bd6-8b7d-554ebe2eeb7c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-46590539-bc23-47f9-986e-ce06a04afa17' class='xr-var-data-in' type='checkbox'><label for='data-46590539-bc23-47f9-986e-ce06a04afa17' 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(208.28855632011462+/-nan, dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>x0_th</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>205.99999999969157+/-nan</div><input id='attrs-0d66bdfd-b6c6-4118-ab74-6b9ed1e5080b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0d66bdfd-b6c6-4118-ab74-6b9ed1e5080b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-20d4e900-1a2d-486e-8d1a-ed20b6156ba0' class='xr-var-data-in' type='checkbox'><label for='data-20d4e900-1a2d-486e-8d1a-ed20b6156ba0' 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(205.99999999969157+/-nan, dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>y0_th</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>220.99999999969157+/-nan</div><input id='attrs-4d85340e-c20a-4a8f-9fdf-3081f4a7a8c9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4d85340e-c20a-4a8f-9fdf-3081f4a7a8c9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c7ab9cf5-a50a-42fa-aec5-68deb5ca7dcb' class='xr-var-data-in' type='checkbox'><label for='data-c7ab9cf5-a50a-42fa-aec5-68deb5ca7dcb' 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(220.99999999969157+/-nan, dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sigmax_bec</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>34.097624286471735+/-nan</div><input id='attrs-72a3749a-34b9-4e28-8f63-90f7058eca5c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-72a3749a-34b9-4e28-8f63-90f7058eca5c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3aeca3b7-4431-4d5b-ad7d-725176532eca' class='xr-var-data-in' type='checkbox'><label for='data-3aeca3b7-4431-4d5b-ad7d-725176532eca' 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(34.097624286471735+/-nan, dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sigmay_bec</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>71.99999999888968+/-nan</div><input id='attrs-e7b4a1b2-7818-48a7-bbaa-108f5c7f7c61' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e7b4a1b2-7818-48a7-bbaa-108f5c7f7c61' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9a66284a-91a2-41c0-a0ed-d0b558717d66' class='xr-var-data-in' type='checkbox'><label for='data-9a66284a-91a2-41c0-a0ed-d0b558717d66' 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(71.99999999888968+/-nan, dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sigma_th</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>48.71334575255661+/-nan</div><input id='attrs-285ecacd-dd5f-46ad-8484-9d57e0f1484a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-285ecacd-dd5f-46ad-8484-9d57e0f1484a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-991c6407-82ef-4852-9347-64c46cb2ea2e' class='xr-var-data-in' type='checkbox'><label for='data-991c6407-82ef-4852-9347-64c46cb2ea2e' 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(48.71334575255661+/-nan, dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>rot_angle</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>29.999999888431688+/-nan</div><input id='attrs-51ffbd8e-3f0c-42e2-91c7-de18bf33856e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-51ffbd8e-3f0c-42e2-91c7-de18bf33856e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-07cc4fb5-ac8b-459c-88f6-c91e139f883b' class='xr-var-data-in' type='checkbox'><label for='data-07cc4fb5-ac8b-459c-88f6-c91e139f883b' 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(29.999999888431688+/-nan, dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>atom_number_bec</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>3076.9166314856357+/-nan</div><input id='attrs-0ab372a4-371b-46a9-9529-ba0cc9e04a15' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0ab372a4-371b-46a9-9529-ba0cc9e04a15' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d9cb1058-d7d5-45b7-b267-fc373642e45c' class='xr-var-data-in' type='checkbox'><label for='data-d9cb1058-d7d5-45b7-b267-fc373642e45c' 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(3076.9166314856357+/-nan, dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>atom_number_th</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>2436.983064137895+/-nan</div><input id='attrs-ee8b707b-a5ac-4183-af2f-4ea3e996ec3b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ee8b707b-a5ac-4183-af2f-4ea3e996ec3b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-455c32b3-988b-4066-96f8-bc70207cb75d' class='xr-var-data-in' type='checkbox'><label for='data-455c32b3-988b-4066-96f8-bc70207cb75d' 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(2436.983064137895+/-nan, dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>condensate_fraction</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>0.55802912663207+/-nan</div><input id='attrs-908f5333-9eae-460b-acdd-323eff35f0f3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-908f5333-9eae-460b-acdd-323eff35f0f3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fd593939-9743-4d2f-a77d-a33ceb76bcfe' class='xr-var-data-in' type='checkbox'><label for='data-fd593939-9743-4d2f-a77d-a33ceb76bcfe' 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(0.55802912663207+/-nan, dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-c7d097c8-138a-4521-976f-67aeb7ed4ad5' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-c7d097c8-138a-4521-976f-67aeb7ed4ad5' class='xr-section-summary'  title='Expand/collapse section'>Indexes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-19882d7a-39ad-4b0f-bd4f-aba788a8ac83' class='xr-section-summary-in' type='checkbox'  ><label for='section-19882d7a-39ad-4b0f-bd4f-aba788a8ac83' 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>300</dd><dt><span>x_end :</span></dt><dd>700</dd><dt><span>y_end :</span></dt><dd>880</dd><dt><span>y_start :</span></dt><dd>480</dd><dt><span>x_center :</span></dt><dd>500</dd><dt><span>y_center :</span></dt><dd>680</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:              ()\n",
+       "Coordinates:\n",
+       "    runs                 float64 4.0\n",
+       "Data variables: (12/13)\n",
+       "    amp_bec              object 0.9973538024148393+/-nan\n",
+       "    amp_th               object 0.22340255842938087+/-nan\n",
+       "    x0_bec               object 193.92729180314683+/-nan\n",
+       "    y0_bec               object 208.28855632011462+/-nan\n",
+       "    x0_th                object 205.99999999969157+/-nan\n",
+       "    y0_th                object 220.99999999969157+/-nan\n",
+       "    ...                   ...\n",
+       "    sigmay_bec           object 71.99999999888968+/-nan\n",
+       "    sigma_th             object 48.71334575255661+/-nan\n",
+       "    rot_angle            object 29.999999888431688+/-nan\n",
+       "    atom_number_bec      object 3076.9166314856357+/-nan\n",
+       "    atom_number_th       object 2436.983064137895+/-nan\n",
+       "    condensate_fraction  object 0.55802912663207+/-nan\n",
+       "Attributes:\n",
+       "    IMAGE_SUBCLASS:       IMAGE_GRAYSCALE\n",
+       "    IMAGE_VERSION:        1.2\n",
+       "    IMAGE_WHITE_IS_ZERO:  0\n",
+       "    x_start:              300\n",
+       "    x_end:                700\n",
+       "    y_end:                880\n",
+       "    y_start:              480\n",
+       "    x_center:             500\n",
+       "    y_center:             680\n",
+       "    x_span:               400\n",
+       "    y_span:               400"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "res = fitAnalyser.get_fit_full_result(fitResult)\n",
+    "res"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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5IiIiIrWQCkhnzpzx2FdXV4dVq1bBbDajX79+qK2tRVVVlcdxL730EgRBQEZGhrRv9OjRiIyMxFtvvSXtEwQB77zzDrp06YKhQ4cG54MQERG1BM6kHTQh1Un7kUceQWVlJYYNG4YuXbqgtLQUa9euxdGjR7FkyRLExsaisLAQV155JX7/+99LS4v8/e9/x6effoqMjAyMHj1aOl/Xrl0xY8YM5OTkoK6uDoMHD8amTZuwe/durF271udJIomIiEKSHv7/JQ+pUknoCKmANHbsWCxfvhxvv/02zp49i7i4OFx99dV49dVXcffddwMAEhMTcdddd2H79u1YuXIlHA4HevbsiQULFmDWrFmIUK26t2jRIiQlJWHp0qXIy8tDr169sGbNGowfP741PiIREVHgiP2I/MEKkqaQX2okVHCpESIi8l0LLTVyDZDgZ0CafhwwT+RSI2ohVUEiIiKiJhD7EfmDTWyaGJCIiIjCFZvYgoYBiYiIKFwFIiCxgqSJPxYiIiIiFVaQiIiIwhWH+QcNAxIREVG4CkQnbfZB0sTcSERERKTCChIREVG4YiftoGFAIiIiClcc5h80DEhEREThihNFBg1/LEREREQqrCARERGFq0AM82cTmyYGJCIionDFTtpBw4BEREQUrjgPUtAwNxIRERGpsIJEREQUrtjEFjT8sRAREYUrsZO2P1szkkB1dTXmz5+PjIwMJCcnQ6fTIS8vz6fXfvHFF/jDH/6A3r17Izo6GpdddhkeeughlJSUNP1CgogVJCIiImqSsrIyvPjii+jevTsGDRqEnTt3+vzaOXPm4Ny5c8jKykKvXr3w888/Izc3F1u3bsXhw4fRqVOn4F14EzAgERERhatWmkk7NTUVJSUl6NSpEw4dOoTBgwf7/NrXX38d119/PSIi3KWrjIwMDB8+HLm5uXj55ZebfkFBwIBEREQUrlppJm2j0djsSs+wYcM09yUnJ+PIkSPNOmcwMCARERGFqzayFlt1dTWqq6uRkpLS2pciYUAiIiK6yDkcDlRWVir2GY1GGI3GFnn/P/7xj7DZbBg7dmyLvJ8vOIqNiIgoXPk7gs01im3fvn1ISEhQbAsXLmyRj/DPf/4TL7zwAu677z7cdNNNLfKevmAFiYiIKFxFICAzaV977bXYtm2bYndLVI+OHj2K3/3ud7jiiivw7rvvBv39moIBiYiIKFwFaKJIvV6P+Pj4QFyRz06dOoVbb70VCQkJ+PTTTxEXF9ei798YBiQiIiJqUWfPnsWtt94Kq9WKL774Aqmpqa19SR4YkIiIiMJViC81UlJSgoqKClx++eWIjIwEAFy4cAF33HEHiouLsWPHDvTq1St4F+AHBiQiIqJw1YrD/HNzc1FeXo7Tp08DALZs2YKioiIAwPTp05GQkIDs7GysXLkSx48fx6WXXgoAuP/++3HgwAH84Q9/wJEjRxRzH8XGxuKee+7x59MEDAMSERERNdlrr72GEydOSI83btyIjRs3AgAmTJiAhIQEzdcdPnwYAPDXv/4Vf/3rXxXPXXLJJQxIRERE5KdAjGJrZhNbYWFho8fk5eV5LGLry+tCAQMSERFRuGojM2mHIgYkIiKicBXinbTDWUj9WH788UdkZWXhsssuQ3R0NFJSUjBs2DBs2bLF49gjR44gIyMDsbGxSE5OxgMPPIBff/3V47j6+nosXrwYPXr0gMlkwsCBA7Fu3bqW+DhEREQUpkKqgnTixAlUVVVh0qRJ6Ny5M2pqavDhhx/i7rvvxtKlSzF16lQAQFFREYYNG4aEhAQsWLAA1dXVeO211/D999/jwIEDiIqKks45d+5cLFq0CA8//DAGDx6MzZs3Y/z48dDpdBg3blxrfVQiIiL/6RGQmbTJk04QBKG1L6IhDocDV199NWpra3H06FEAwGOPPYa8vDwcPXoU3bt3BwB8/vnnGDlypCJIFRcXo0ePHpg6dSpyc3MBAIIgYPjw4Th+/DgKCwuh1/v2X1ZlZaWrR/6zAEwB/5xERNSW1AJYhIqKiqDMUC3+TSp/A0gw+3eu6e8D5sHPYPHixYG5uDYipJrYtOj1enTr1g3l5eXSvg8//BB33XWXFI4A4JZbbkHv3r3xwQcfSPs2b96Muro6PPbYY9I+nU6HRx99FEVFRdi7d2+LfAYiIqKg0CMgi9WSp5D8sVy4cAFlZWU4duwY3njjDWzbtg0333wzAGdV6MyZM7jmmms8XjdkyBDk5+dLj/Pz8xETE4O+fft6HCc+T0RERKQWUn2QRDNnzsTSpUsBABERERgzZozURFZSUgIAmuu2pKam4ty5c7BarTAajSgpKUHHjh2h0+k8jgMgzf6pxWq1wmq1So8rKyv9+1BERESBxj5IQROSAWnGjBnIzMzE6dOn8cEHH8DhcMBmswEALBYLAMBoNHq8zmQySccYjUbptqHjvFm4cCFeeOEFvz8LERFR0HCYf9CE5I+lT58+uOWWWzBx4kRs3boV1dXVGDVqFARBgNns7I0mr+6IamtrAUA6xmw2+3ScluzsbFRUVEjbqVOn/P5cREREFB5CMiCpZWZm4uDBgygoKJCax8SmNrmSkhIkJydLVaPU1FSUlpZCPVBPfG3nzp29vqfRaER8fLxiIyIiCin+dtA2gE1sXoRFQBKbwioqKtClSxe0b98ehw4d8jjuwIEDSEtLkx6npaWhpqZGsVIwAOzfv196noiIKGxxFFvQhNSP5cyZMx776urqsGrVKpjNZvTr1w8AcO+992Lr1q2KZq8vvvgCBQUFyMrKkvaNHj0akZGReOutt6R9giDgnXfeQZcuXTB06NAgfhoiIqIg0wdgYwVJU0h10n7kkUdQWVmJYcOGoUuXLigtLcXatWtx9OhRLFmyBLGxsQCA5557DuvXr8eNN96IJ598EtXV1cjJycGAAQPw4IMPSufr2rUrZsyYgZycHNTV1WHw4MHYtGkTdu/ejbVr1/o8SSQRERFdXEIqII0dOxbLly/H22+/jbNnzyIuLg5XX301Xn31Vdx9993Scd26dcOuXbvw9NNP49lnn0VUVBTuvPNOLFmyxGPU2qJFi5CUlISlS5ciLy8PvXr1wpo1azB+/PiW/nhERESBxVFsQRPyS42ECi41QkREvmuhpUbWAwkx/p1r+tuAuQ+XGlELqQoSERERNQEnigwaFtaIiIiIVFhBIiIiClfiMH9/sFSiiQGJiIgoXAWikzab2DQxNxIRERGpsIJEREQUrgLRSZulEk0MSEREROGKTWxBw4BEREQUrjhRZNDwx0JERESkwgoSERFRuOIw/6BhQCIiIgpXnEk7aBiQiIiIwhX7IAUNfyxEREREKqwgERERhStWkIKGAYmIiChcRYB9kIKEuZGIiIhIhRUkIiKicMUmtqBhQCIiIgpXXGokaBiQiIiIwhUrSEHDHwsRERGRCgMSERFRmBL0Adia0cRWXV2N+fPnIyMjA8nJydDpdMjLy/P59eXl5Zg6dSrat2+PmJgY3Hjjjfjmm2+afiFBxIBEREQUphx6wGHwbxOakQTKysrw4osv4siRIxg0aFCTXltfX48777wT7733Hh5//HEsXrwYZ86cwYgRI/Cf//yn6RcTJOyDREREFKbEkOOP5gSk1NRUlJSUoFOnTjh06BAGDx7s82s3bNiAPXv2YP369cjMzAQA3Hfffejduzfmz5+P9957r+kXFASsIBEREVGTGI1GdOrUqVmv3bBhAzp27IgxY8ZI+9q3b4/77rsPmzdvhtVqDdRl+oUBiYiIKEzZ9TrY9RF+bfUtPMw/Pz8fV111FSIilBFkyJAhqKmpQUFBQctekBdsYiMiIgpTDoMBDoN/CUeIsMPhcKCyslKx32g0wmg0+nVuLSUlJRg2bJjH/tTUVADA6dOnMWDAgIC/b1OxgkRERHSR27dvHxISEhTbwoULg/JeFotFM3iZTCbp+VDAChIREVGYqtfr4dD7WUHSOXDttddi27Ztiv3BqB4BgNls1uxnVFtbKz0fChiQiIiIwpQDejj8XCukHhHQ6/WIj48P0FU1TBwBpybu69y5c4tcR2MYkIiIiMKUHXrY/QxIQgsvxpaWlobdu3ejvr5e0VF7//79iI6ORu/evVv0erxhHyQiIiIKipKSEhw9ehR1dXXSvszMTPzyyy/YuHGjtK+srAzr16/HqFGjgta011SsIBEREYUpZxObf7WO+ma+Pjc3F+Xl5Th9+jQAYMuWLSgqKgIATJ8+HQkJCcjOzsbKlStx/PhxXHrppQCcAenaa6/Fgw8+iJ9++gkpKSl466234HA48MILL/j1WQIppCpIBw8exOOPP47+/fsjJiYG3bt3x3333ecxJ8LkyZOh0+k8tj59+nics76+HosXL0aPHj1gMpkwcOBArFu3rqU+EhERUdA4A5J/W3Ob2F577TXMmzcPb7/9NgBg48aNmDdvHubNm4fz5897fZ1er8enn36KsWPH4k9/+hOeeeYZpKSk4Msvv8RvfvObZl1LMIRUBenVV1/F119/jaysLAwcOBClpaXIzc3FVVddhX379uGKK66QjjUajXj33XcVr09ISPA459y5c7Fo0SI8/PDDGDx4MDZv3ozx48dDp9Nh3LhxQf9MREREwRKIClJzA1JhYWGjx+Tl5WkuYpuUlIR3333X4+94KAmpgPT000/jvffeQ1RUlLRv7NixGDBgABYtWoQ1a9ZI+w0GAyZMmNDg+YqLi7FkyRJMmzYNubm5AICHHnoIw4cPxzPPPIOsrCzo9frgfBgiIiIKWyHVxDZ06FBFOAKAXr16oX///jhy5IjH8Vozf8pt3rwZdXV1eOyxx6R9Op0Ojz76KIqKirB3797AXTwREVELq2/FJra2LqQCkhZBEPDLL78gJSVFsb+mpgbx8fFISEhAcnIypk2bhurqasUx+fn5iImJQd++fRX7hwwZIj1PRK3BEICNiJzD/P3bmttJu60L+d8ya9euRXFxMV588UVpX2pqKmbPno2rrroK9fX1+Oyzz/DWW2/h22+/xc6dO2EwOD9WSUkJOnbsCJ1OmY7l6714Y7VaFTN9NlSpIqLGBONXjfqc9iC8BxFdrEI6IB09ehTTpk3Dddddh0mTJkn71evDjBs3Dr1798bcuXOxYcMGqfO1P+u9LFy4MKSGGxKFn4Z+vUQG4Px1qsfy92NYoouD2EzmDzaxaQvZulppaSnuvPNOJCQkYMOGDY12pn7qqacQERGBzz//XNrnz3ov2dnZqKiokLZTp04185MQXUy8NYFFqrZAaOicbIqji0MghvmziU1bSP72qKiowO23347y8nLs3r3bp3VZzGYz2rVrh3Pnzkn7UlNTsWPHDgiCoGhm82W9F6PRGDKzeRKFPq1fJY0FIX9+/WhViOTvJ68uie/DqhK1PawgBU/Ixcba2lqMGjUKBQUF2Lp1K/r16+fT66qqqlBWVob27dtL+9LS0lBTU+MxAm7//v3S80TUHOoO0+pqTqTGMfLN7OU1vm7mRs7vy/UQEXkXUgHJ4XBg7Nix2Lt3L9avX4/rrrvO45ja2lpUVVV57H/ppZcgCAIyMjKkfaNHj0ZkZCTeeustaZ8gCHjnnXfQpUsXDB06NDgfhKhN02o+Uz8fKk1s6uPVxxCFN0dARrGxgqQlpH5DzJw5Ex9//DFGjRqFc+fOKSaGBIAJEyagtLQUV155JX7/+99LS4v8/e9/x6effoqMjAyMHj1aOr5r166YMWMGcnJyUFdXh8GDB2PTpk3YvXs31q5dy0kiiZqkOYHDWxgKxK8edZOZ+F4NNa+pj2HzG4U3BwwBaGILqVpJyAipgHT48GEAzgXvtmzZ4vH8hAkTkJiYiLvuugvbt2/HypUr4XA40LNnTyxYsACzZs1CRITyi160aBGSkpKwdOlS5OXloVevXlizZg3Gjx/fEh+JqI2Q/6poLBhphaKm/Krx1peosXOqQ5D89b4EJYYkCj/sgxQ8IRWQdu7c2egxiYmJWL16tc/njIiIQHZ2NrKzs/24MqKLmbdw5E8w8rWZraHjvA3zlwedxipGkWBIIiItIRWQiCjUNDcc+RKeGnovtcZGrQENN5vJg5B4DEMShT8HIvyuILEPkjYGJCLS4GuTWrCb2xp7jS/VoqaoA/slUTgJTBMb+yBpYUAiIhVfqkZNDUaN/arxpcKk1R9J67y+/FqzwzlVgPy8dijDkVhZYlAiuhgxIBGRTFPDUSBHtjXG27kjGzhGS53qvr2B+2KTG4MShSZxmL8/2ElbGwMSEWloajjypw+SL7+GIlW3BtX9xq5BHW7kVSP1/TooQ5H81qJxLqLW4xzm79+fci41oo0BiYhctIJGoCtKWsdokU/+KIYh9S007mu9t7pprqGKkToMqR9HgkGJQgmH+QcPAxIRoXnhyJ/O21rHyYOOuBSJt3AkD0biY2/vLZJXisTH3qpFFtc1iPfroAxHkVAGKCJqaxiQiC56jXV01qrQNLepTX2MOvSYvdyP1HjcAPn/EAviHbPGgd4qRhbZPjPcoagG7nAkfj5Wk6j1BGKYPytI2hiQiC5qDVWOfN3n6375IrNmuAOPWbW5XqMDoJe9RA/lmrN6eGY3b92O5EUjh+uxHUBdJGCNBOxmoDZeFqbkQanGdWsBUCW7L98vbgxK1LLsAeikzT5I2hiQiC5agQhHjQUjdQXI2xbpPoUYiEyuraGQBNc+9aWIxFY1RShSPa6FOwtZXbd2sQ+U+EbqPlFai+ECDEnU0uoD0EmbFSRtDEhEF6WGmtUCEY7kzWTqLR4eoSgOnoHICGVYUleOtKpGanbZbWPBKNa1T9yqIAtK8oAkv69+M3EjonDHgER0UfM2Aky+rymBSR2M4jXuwzMUmQDEwB2MImX7DbJ98pDU0OXLm9QAdzCyaNyv1diqXe9hdd0XxKQmfzN1p295MLKAqCUEYhQblxrRxoBEdNFp6J99cwNTNNzBSAxCca79cc7X6OCs0hjhDkdiKIqFMiypg5H42NfqUUOVI3UwssMZguQBSXzvC677UjUpzsub1bk+iLhUiTjBJFFwcamR4GFAIrpoNRSGfDlG3bdIHoxkzWhitSgW7iCkvi82p4m38pAkb17z1jlbzluHbHmzmhiExOY1I9zVIjEgiR+v2nU+j5Cknh5ADElsaiNqCxiQiC4q3uYwku/z5RitfkViMIp3HxIDZTgSH5tU98WgpK4eiS1b6q2h/2F2uG69BSN1QLoAd0ASq0UG2X05KSSJ1SL1/El22YuJgs+OiACMYmMTmxb+Kya6qDUUhrSOMcDZbCavFHkJRonQDkex8KwgmeBZPZL3OzKJlyIABlcCEm9Fdr371u76hS8Gojo4A5A8GInvY4aycqSHMzSpiflH6pMkBiRxjiR52Um+jhtR8ARiqRE2sWljQCK6aPjyz10dmOSPvVWLXH2MzHCGIjEIJcIdhOT7G2tmM8EZhEw2ROjtMJpt0Bsc0BucYcOgDkYydrseDrsBDrseDrse9jo96q1GZ2iq1Xl2xq6Cu2KlrhbJOVzXL58eSZpAUj7jtryDlBiUiIKHS40EDwMS0UXHl6Y0OTPcna3l4SgZUjCSV4wS4RmO5FUjeVCSOmw7A1GUyYookw1GkxX6CAeiYIMedhhc7WZ6158DNfEPhCNKD3uUHg4YYEMUHPV6WGuNcNj1sFqinGGp1qCsGFVDWfxRs7uu1Q5nFUrs4C2IodGiOoF66RMiCkf8V0xELurApFUxigPQzrnfAM9QlAhlKEqAZzVJ6nskICKmBkazDdGxNYiKsCEKVhjgDkZG2BShSO+lIuNsZtBLmx2ukBQRBWu0ETZEIcoUBVutzRmUDNHOipIe7pAkqlOc2FlhqoMzzBnhbp6ziD8rdTAygCGJWko9K0hBw3/BRBcFb01n3o6VV42S4a4YxTuH6yfCMxDJtxgASfCsICU6K0Xm2BopFEWjBlGwwQgrouAOSXo4EAWr64q0K0eAu3okhiIH9LAiSqoiWcWzR0XBEhWNKFMULJEO2KrFqQlU5FMEiP2UxOqRfJN+VupgRNRyAjMPEvsgaWFAIrqoeasWqUKRWC2Sb+1l9xPgDETirRSarFIYio2oQjQsMMIKMyyuYGSF0RVjnLfOoCSvBRlkwUgMSVqhSKwc2WCUQpINRtQgGjZEuW+jolGTHA1Lohk11dGwlMcB1QagHO6ZvL1NHyB2NRIrSXZ5M5t8pm0RO2pTcAViLbZwrSBZrVasWbMG//jHP3Ds2DFUVVUhLi4OPXv2REZGBsaPH4+oqKhmn58BiajNa6jjNaAckSaGInGLdDeRpUAZkNrBGYYStTYrYhOrEB1dgzhUwYwaRLtCkRk1MMJdOVKHJHU4aqhypA5IzsqRxdmkBiNsrvPZEAU9HKhBtPsEEYDdpIcjVg+bPQ4w6ZxZxgxnhUi8lU8vIP7YxI3Zh6hVfP/99xg9ejROnDgBQRCQkJCA2NhYnDlzBt988w3Wr1+PV155BR9//DH69u3brPdgQCK6aMlnvlYHI1nVSF4pSoF2WJIeewajOFQjGjVSOIqWqkfKZjUxHMkrSAA0A5JmfyNEweyqIDkDkg01MLuCkVn7HFF6OEwG2Ew2wGRUThLZ0EYUIhyu//79EW5NbNXV1bj77rtx5swZvPLKK3jggQfQpUsX6fni4mKsWrUKL7/8MkaNGoVvv/0WMTExTX4f/lMnuijJg5HYpJYMqQO2umrUDu6wlAB3aJKCkR3mxCrExVchDlWucGRBHKpk4cgi3Y+CZ98jdTgSO2TLm9jEpoSGm9VssLoqRnrYYfESsMyogR16GE1RsLk2mHTKZja9bAN8WyBXgSUmCq6LcZj/ihUrcPLkSXzxxRcYMWKEx/NdunRBdnY20tPTMXLkSOTl5WHatGlNfp/wio1E5CcDPCtGHV1bV0BndoYe10N0ct12c21dZbddAHQVENW1Eu26/oIO8b+gA35BB5xBB5xBR/yCjnDvU99vh7NohzLpVr4vBWVIQjlScBaJKJe2JNeWiPNIRLkUxtybWK2ySNUqsyuURcMiVavEipURNufoOZPNOfGk1iA0sSXS579BdY0fQhTmrFYr5syZg86dO8NsNiM9PR3bt2/36bWff/45brzxRqSkpCAxMRFDhgzB6tWrfX7vTz75BLfeeqtmOJK76aabMHLkSGzZssXnc8uxgkR0URD/4suH6sfBmYRcTWriRI8pUFaO2kPZtOa6H9HuAuKSqhAXVa0RVMTmtSpF3yNnSLFKnbXVnbLFEWyA96Y1eb8jG6JcFSRl1Uj+WrEJwg49jIhyvc4GG4zuapXBjgijFfUGg2d/Iy2ahSFxZm3xPqtHFHytNcx/8uTJ2LBhA2bMmIFevXohLy8Pd9xxB3bs2IHrr7/e6+s+/vhj3HPPPbjuuuvw/PPPQ6fT4YMPPsDEiRNRVlaGp556qtH3/v777/HEE0/4dJ033XQT3nzzTZ8/lxwDEtFFQasjdgcomtRSoGxKS5FtYofsFAApzua0xHitCk4VYl23YjASm9uco9dqFOFIPe+RvFO2OiCp+xzJR6oZpBjkvUO3QwpSRlcVKQp6mJ3vKy1fInuR+rej+tRSocgOZdWIwYhaTiBGsTV1LbYDBw7g/fffR05ODmbNmgUAmDhxIq644grMnj0be/bs8fra3NxcpKam4ssvv4TRaAQAPPLII+jTpw/y8vJ8Ckjnzp1Dp06dfLrWjh074ty5cz4dq8aARNTmqWe/FpvVkgFdpGelSAxEKfCoHkW0u4Ck9uWIjahCEsqlMCQ2b8VJ4cgdjOQdtI2wSbfKcOQ5ak3vcA3p14v9jjyrR1GwelSPRPJ+SvJgZHRFM4O0ipXzfQyRDtjEF3v7zSgO9Ve0oskXqpUvXMumNgq+1liLbcOGDdDr9Zg6daq0z2QyYcqUKXjuuedw6tQpdOvWTfO1lZWVSEpKksIRABgMBqSkpPj8/larFZGRvs05ZjAYYLPZGj9Q67XNehURhQmxctQOylFqHZ3/+uWdrcVg1B7OvkeKZjYB5pRyqWok9v/R6gfU5JFrDgf0djsMjnro7YBeVYBxGNy3dn0EHAYDbHpnINJqWhCb09xD/5XBSGuEnD5CvfAt3BmnDs7qkTocOSA7QL4xHFHblp+fj969eyM+Pl6xf8iQIQCAw4cPew1II0aMwKuvvop58+Zh0qRJ0Ol0eO+993Do0CF88MEHPl9DYWEhvvnmm0aPO378uM/nVGNAImqzxMkfxXDUwX3fDM9QpG5Sk/ZZkZByHolR7lCU5ApGsQ1WjzznPpKqR1YrDI56RNUCOnn40GidMrj6BBkMQJS+Hg6DDXqjHXqjA1Y4J4ETq0DKJUcMsMKoqEzJm+28za/klZh7HHDOjySIO9XVI3lFiSi4HIgISB8kh8OByspKxX6j0aio9IhKSkqQmprqsV/cd/r0aa/vNW/ePBw/fhyvvPIKXn75ZQBAdHQ0PvzwQ4wePdrna543bx7mzZvX6HGCIECna94oPQYkojZJ3ueoA9zNavHK/kbqYJQCd/UoBYhKqURicrmiYqSuGiWiHNGoUfQ9EoOSvGO2ETZE11icocgK9/Id8iyhzizy4fUGQGd0BiW9vR4GhwXivI8O6BEFq6JqpHf1zlD3S9Ls/F2vh71O75l3HHAvTquuJAHQrh4xGFHLCdRSI/v27UNCQoJi//z58/H88897HG+xWDSDk8lkkp73xmg0onfv3sjMzMSYMWPgcDiwbNkyTJgwAdu3b8e1117b6PWuWLGi0WMCgQGJqM2RhyNZfyN1OEqFsr+R/LGsSc09zP68qlmt2rWvWqoaaVWOoh0WGK02ZzC6AOW6ZurKkTy7qMIRjK7jjM7l4KIA2PVWwOiuHKln4daqHIk0/6iouxHZoR2OpBY0C9zrj1igDEtEwReoUWzXXnsttm3bptivFYIAwGw2w2q1euyvra2Vnvfm8ccfx759+/DNN98gIsLZ9+m+++5D//798eSTT2L//v2NXu+kSZM89l24cAGVlZWIi4tDbGxso+fwBQMSUZthgHINNTEYXeocgaYOReJ9RdXI2ZyWEnVWUS1S3290SL+1BtEX6p2ByApnyJDfitUZeaVGTh6OjKpbk/N4nR2IRj0AKxxGZeVIXTUS/4CoZ+AWZ0SqqY5G/YVoZ8apBXABQBWc67NVux6XyzY7AJwDUOm6rXLdr4I7NBGFD71e79GnyJvU1FQUFxd77C8pKQEAdO7cWfN1NpsNy5cvx+zZs6VwBACRkZG4/fbbkZubC5vN5vP6aYWFhVi8eDE++eQTFBUVSfu7dOmCUaNGYdasWejRo4dP59ISUhNFHjx4EI8//jj69++PmJgYdO/eHffddx8KCgo8jj1y5AgyMjIQGxuL5ORkPPDAA/j11189jquvr8fixYvRo0cPmEwmDBw4EOvWrWuJj0PUgrTCUQfnbRKcAUgMROL9Tq7DOjm3iI4X0K5TGVKizrombHSGJHHyRuf9MsXEjeImTejoKEdiZTViztVDdw5AhWqrhDNsVMr2XYAzhIibGFCsGpuqCUznAAyOeumnoNcIJvJwZJeFI5t7qkg47HqgVucOcfJAZ5HtE++jDkANlJUjds6mlmeXGpObvzV1mH9aWhoKCgo8+iyJ1Z+0tDTN1509exZ2ux0Oh2dFt66uDvX19ZrPadm8eTMGDhyId955B3q9HqNGjcL48eMxatQoGAwGvP322xg4cCA2b97cpM8mF1IB6dVXX8WHH36Im2++GW+++SamTp2Kf/7zn7jqqqvwww8/SMcVFRVh2LBh+O9//4sFCxZg1qxZ+OSTTzBy5EiP4Xxz587FnDlzMHLkSPz5z39G9+7dMX78eLz//vst/fGIgkQ9O7ZYOXLNcSRWh8QwJIYksYrUCYjqVImUjmfRLsIdjBJxXprV2hmCyqT9KaqgFIcqJNVUIP6cDQZ1KBKDkRiGKuCuylihHYbkQUj+WPzdqcpBYhOaOOTZ2x8CseO2uDSJA3pYbVGw1RrdzWnqzQpnYUi8LwDuYCSGI3lIYvWIWo57sormb00d5p+ZmSn1HRJZrVasWLEC6enp0gi2kydP4ujRo9IxHTp0QGJiIj766CPF3+rq6mps2bIFffr0abB5TvTTTz9h7Nix6Nq1K3bt2oWff/4ZmzZtwurVq7Fp0yb8/PPP2LVrF7p3745x48bhp59+atLnEzWric2XXuGVlZU+l+tETz/9NN577z1FeW3s2LEYMGAAFi1ahDVr1gAAFixYgAsXLuBf//oXunfvDsA5vFBcc0Wcm6G4uBhLlizBtGnTkJubCwB46KGHMHz4cDzzzDPIysqCXu9f2y1R6xLDkWp+I3QEYHY3oXWEcvi+7FbsiC0PRklemtfUk0FK/Y8qLTBcgDPsXIA7TIj3xY7O8sADaDet2V0fS90fSfxt5eqHJKfuqKr+AyCvFrkXG3F1Ha81ArVR7uqV1q1Vdl8KRFobK0jU9qWnpyMrKwvZ2dk4c+YMevbsiZUrV6KwsBDLly+Xjps4cSJ27doFQRAAOJvxZs2ahf/3//4frr32WkycOBEOhwPLly9HUVGR9De+MQsWLEBKSgq++uorJCcnax5zww03YPfu3Rg4cCAWLlzYpKVMRM2qIN1www04duyY1+e3bduG/v37N/m8Q4cO9Wh77NWrF/r3748jR45I+z788EPcddddUjgCgFtuuQW9e/dWzKOwefNm1NXV4bHHHpP26XQ6PProoygqKsLevXubfI1EoUUejuQhyexsWmuPZocjsXlNq0lNClCOKiSesyirRtVQNp+JTWjifXmlSF6pEcNTQ8P+NYozdn2EbBFb5wSS7gkioxSPxX5KYmCy1JthtUQB1TrPUGRRPa6GrHpUCc9gxMoRtTxxmL8/W3OWGlm1ahVmzJiB1atX44knnkBdXR22bt2KYcOGNfi6uXPnYu3atYiMjMQLL7yAefPmIT4+Hhs2bMD999/v03vv2LEDU6ZM8RqORMnJyfjDH/6AL7/80ufPJdesgHTs2DEMGjRIqsqIqqqq8NBDD+HOO+/02kmrqQRBwC+//CLNsllcXIwzZ87gmmuu8Th2yJAhyM/Plx7n5+cjJiYGffv29ThOfN4bq9WKyspKxUYUWuLgOVpNFo7Us2E3MRypO2XL98WiCnHWKsRV2Jwdsb1tYvVFHoxqZfcdsk2rKU3NoNwEPeAwGFxNZ86qkDsIuatEVkRJS9aKoakG0bDWGt2ds6tVm7xvVBVk1SN1OGL1iFqPv+GouQHJZDIhJycHJSUlqK2txYEDB3Dbbbcpjtm5c6dUPZIbP3489u/fj/Pnz6Ompgb79u3Dvffe6/N7nz17FpdeeqlPx/bo0QNnz571+dxyzQpIP/30E0aNGoUnnngCN998M06cOIHPP/8cAwYMwJo1a/Dyyy8HrDqzdu1aFBcXY+zYsQDcveS9TVJ17tw5afhhSUkJOnbs6NEc6MtkVgsXLkRCQoK0eZsVlKh1xMHdz0hePTK7J85WB6N28JjfqKFw5G3kmhiOYirroVP3NVIHJHk4kgcjeX8fX7vtyFvDXQHJZnIuReJeic3gCkRGRbOaxRWM5EHJUm9GTZXZWT1SdxRXByOPvkdVcI9Y46g1aj3ioAP/OmmHVHfkRqWkpPg8Q/bx48ebtIyJXLN+KklJSVi3bh0++OAD/PDDD+jXrx9uu+02pKSk4ODBg3juuecUQ/ia6+jRo5g2bRquu+46ad4DcQIqXyap8mcyq+zsbFRUVEjbqVOn/PswRAFjhrJTthiUZPMcieGonezWtS+i3QXV5I/alSP5RJCKYf2ucKRoNpOHIW9D+8X76kDUWLaQV42Mrs3VJ8muj5AWLnEGIbOrOmRGDcxSFUkKRbLpK6Wh/dVwD+eXB6NyuIf7VwHupjUxGImj2Fg5ImpJI0aMwPLlyxtdhPbcuXNYvnw5RowY0az38SvFpKamIjY2FhaLBYIgIC0tDZdddpk/p5SUlpbizjvvREJCgrQwHuCegMqXSar8mczKaDQiPj5esRG1PgPcTWuqjtlmuNdOS4QyKCVBsdisOgwpF51VbvI11cT5jbyGI3UoEjtoq2eobmBpEQDuTtkG1X1xMwF2I2AzGl2ruxmdTWauW6mPkToUuR5b6s2wVEcD5Tp3KDoPZTAS95eLFyWGo0oom9lYPaLWE5hRbM1biqO1PPfcczh79iyGDRuGPXv2aB6zZ88eDB8+HGfPnkV2dnaz3qdZAclqtWLWrFkYMWIE4uLicPDgQbz00ktYs2YNBg0ahH/+85/NuhhRRUUFbr/9dpSXl+Ozzz5T9GcSm8fEpja5kpISJCcnS1Wj1NRUlJaWerSBNjaZFVFoko9YUzWtGeAOReJtOwAJkC0jYkVcUhUSIzwrREkobzAkic1q0uSPvoQj9WSQvuQIeQiSByOjchOMQE2MWB1yVovclSNlIKpCnBSSqhDn3FceB5Qb3cGoHJ6TQYphyQ64Q5FW52zIbhmWqGUFog9SuDWx9evXD++99x4KCwtxww034PLLL8eYMWMwadIkjBkzBj179sQNN9yAn3/+GWvWrGnWoDGgmQEpLS0Nb775JmbPno2DBw/i6quvxty5c3HgwAHEx8fjpptuwlNPPdWsC6qtrcWoUaNQUFCArVu3ol+/fornu3Tpgvbt2+PQoUMerz1w4IBigqq0tDTU1NQoRsABjU9mRRSazFBOBunadFCGI3nVqD1cIcmO2MQqacFZdfNZrCwIibNim6XoYXEtFyILR1oj0dQVI1/CkVYgEm9NUAYjk2uLdfY9sunFvkVGVwByVYdcQUj8VGJIkpbTrYmDrTzOHYAqoAxG1ar7Usdssa2N1SMKHa01iq21jRkzBt999x0efvhhWK1WxTxIFosFDz30EL799ltkZmY2+z2aHRu//vprvPLKK4iMjJT2DRw4EAcOHMDcuXPx1ltvNfmcDocDY8eOxd69e7F+/Xpcd911msfde++92Lp1q6Jf0BdffIGCggJkZWVJ+0aPHo3IyEjFtQiCgHfeeQddunTB0KFDm3yNRK1DHY7EntiR7lCUCHfzWiLcgSkJMCdWIS5aPYdRlSJWOOc0srjCkUXaH40aGK025zxHWsPz1aPP1OHIG2/hSB6MTLLNCCDG2bRWE62sEMlvxU/k+WnjUGWLRXV5nLNp7SycIUisIGltAqBcSkQejoioNV122WV45513UFRUhPLycpw6dQrl5eUoLi7G0qVL0bNnT7/O36yJIvPz86WOzh4nNBjwwgsv4J577mnyeWfOnImPP/4Yo0aNwrlz5zwmjZowYQIAZ/vj+vXrceONN+LJJ59EdXU1cnJyMGDAADz44IPS8V27dsWMGTOQk5ODuro6DB48GJs2bcLu3buxdu1aThJJYULe18i1fAg6Ov/1ypcPESeETIF7KZEUIOHSUsXaavLFZ+XNa0ke/ZGqEeeoQvQF1+zY6okg1Z2xtapFBrgnfpTvE2/F9dXkwSjGdT9GuQkxQFVCFKr07qusRpz0KaoQK83QdBbtpE94FinOfefawVYWD5QCKIEzIKnv/+q6fx5whqBfXJu47prYQVs+7xGb16j1qCdJbY5wrCCpBaOvcLMCkrdwJHfllVc2+byHDx8GAGzZsgVbtmzxeF4MSN26dcOuXbvw9NNP49lnn0VUVBTuvPNOLFmyxGPU2qJFi5CUlISlS5ciLy8PvXr1wpo1azB+/PgmXx9Ry5PPdSTeun4JJAKIdd3GQKoWIUn+nIC4qGqpuSza1XzmXljWIlWLomCT7ktdn602GDTWQJPmKZJnAvXcRQ2FI7FiJF+I1iS7bUI4EitF5bKxeGLEE++XVyY6m9XK4Nwq4L5fLrsVN9TBmZTE6pEFynBEFBrs0CPCz4DU1LXYLhbNCkjBsnPnTp+P7d+/P/7+9783elxERASys7Ob3YudqPWInbLFZjXxvtmdmxLhDkni/QT3voiYGlXvnBpp6kRxdJpR9li8HwUbohw26OWBSGw2A5QhSdTY72jxeXmzmjwUyZvVZOHInuDskK0OR+oQJD7nMed3TSIsZYnArzp3KJKHI7GpTaweCXVwBiOxaiRudWA4Irp4hFRAIiI5VxiSqkeyEWvqylGc6n4igFg7ouMsUhBSBiWLbPYg5ybvtmmEFXq73R2Q1H2MGqJVMRLvq4fvawWkWLjDUQxQFW929THyrByVy27LVbM5nUciymsSUS2Go7PwDEi/QhmWpD5HYuXI22SQbF6j0FDvGqrvj6YuVnuxYEAiCklmeG1aU1eOxNs4133XFhVbg+ho5yg0sywkiVUi9SYuzCHNS+2oh66xztbibxCH7LEd2tUkdTCSD9+X9z+KcV6/NcbZGVtjwgFFKPLa96gmxRmOSgzKPkbycCRWj8rFz3hOtYnVIwYgCk0ONrEFDQMSUcgRJ4OUhyRXNckMd4UlFu7KUaxqM9lhjnX2OxIX3lBXjNRVI3HaOL0r7ei1MoFYAdKqJOld+7V+q6gne5T3PRI7ZbvuCzFATUwELMZoKQyJFSRnIPLsc6SuHHkNR7/AHZDkFSUL4AxEZ+E555G3ahGb26j1BSIgsYKkjQGJKOSY4W5aM7s3HTyDkcl13zU/kDgkPiq2BsYomywYidUhu3Srh0NRMZKCEezQO1QdjAxwjlQTiYFHfYw6NMlHrHnrmB0DqWlNrBrVKOYz8tzknbHl4agMKe5mtYbCUSm8hCN55cjX4fysLhG1RQxIRCHFAGU4klWPTK5d8mAkCxdSFSbWjiiTOxiJFSQDHNKtwbXEJQApLDnvu4ORwwDnCDb5pXkLReL/wKqXPmxsSL8rIDlnxnZWjdxzGpkVnbG9haPzsg7ZZyvbuTtki4Go0XBUCc9wVAVlhYh9jSg02REBHYf5BwUDElFIkVWMFBUkuKtH8pAktsKJYSMOiDBaYTS5g5G3+XPlqzGJpGdcc4QJekAnb1IzwTnvEaAMR0YoR7VpjVhTz45tcgcjm9GoqBrJQ5K8M7bYQVs+/5FUQapMhKU0STsIyec48ghH4jxH6nDUUFMaAxOFBgcMiPDzT3m4LTXSUhiQiEKGWD3SCEniQ7EpTbwvbuJjA2CIdEAf0fgCAyK7xv99OqCHXR8BvaEeBvm0Z/Jh/r6GI3nVyHUrGJ3LhYjNac511MR105QhyWNOI63mtXOJsJXGK0eoyQOSZjjSalZTV47k2PeIQk89J4oMGgYkopAhpqBoKEMSlE1S6vuKzd285g5DdmnzRn6kdGswwOGaC0knhiSxEqSeMFJNPZzfVT2yGwGr0V0xEoORa8U3r81r8kCkaFqzJaKiLAkoM3oGIa2q0a+QjVZrKBz5EoZYPSJqyxiQiEKCVvXItYlNU2KVSA9lBUkxQswBvcGuCEUGjRQj/h+nXWps00v3bYiCHg7Y9FGuPkXOkGRwvsB75QjQrB7Zjc7+TFZjFGz6KGlMnToYife1R66Jk0AmuUOS2Bm7zOBZOdIKRuWua/doUvMWjuRYPaLQ5ICefZCChAGJKCTEQ3vWbHgO5Rf7HIlVJFlYitDbYTBo9S1yd822IQpGWGGFURGP3Mc5w5IFZkTpbdBHuyaOhEMa3aa3e4YIh8H568Shd1ahrDBK7yeGInU4ssEoVYy8hyP3sP4qW6xnxUi+bIhWk1oV4GxTk1eMxMVn5UuHyD+Tr/uIWpezidzfeZDYB0kLAxJRq5N31jFDUU3Swfm7LxLKJqtIjX1w9j9SE/sYyZvRxHDkblRTvs4BPaJggx16GOCQqkp6vStMqX4fizP5yns5iQHJuXCJOxhZEeVRNZL3N5IP71esq3bOtZ6afFbscmiHInG/1BFbXjE6B/cQ/oY6YDe2j4jaMgYkolYX6WWDszKkFY60htzL2KGXNZ8ZoOye7X5sg9GjCU4epJSvdFZO5Me7w5cyIHmrHolVI299jjQ7ZtfEobo8zlk1Koc7EJ2HcsJH8TlFc5q8r5FYNRJnxpaHHq0mtIb2EYUGZxObv0uNsIlNCwMSUatTV49k6Uc9EiwSyn+1qn/B9jrtEWk2RCFK1qwmn/tIfaweDthdr9FrBCTP16hjlDN4iUFJDEcWmKWQ1Fi/oyrEobo+Dud/TUR9RYwzDInLgsjXTpMHIvH584Az1GgtGSLOjN1QE5p6f0P7iFpXIPogcakRbQxIRK2ugQoSoGhC8yD+zZZlHbtdD0eUQepwbXWFI7FaJA868uHBdilI2WBFlGb1SM1b5ciKKMX7WxAthST3srlmWQVJGYyqyuOczWnlOmfokfc1Uocl+a2iSU281epvJP/hwYf9DEcUmgIzzJ99kLQwIBG1KlXFSKuCJIqENtncRPUOAxx2AxxR7s7YzqBihHydNZEYcKwwwiiFI6M0+k2rf5Ly9fJ6lDMQqStH8pDkOXLNGYykKlJlHCzlcUC5wb2IrBh+5Pd/le0Tw5IANL1JDT7sZzgiuhgxIBG1KnnFqJF/juq/13aN+3Y9bLVRsJmiEBVhlZq05MT/25Q3jTkrTFGu+ZPsijDlLSCpw1FDlSNvw/qdnbKj3cGoWhaMyqEMR+rHiqqRfJSaPBhprafWlHBEFNocARjFxj5I2hiQiEKOt1IRlCFJXA3DAmdnbgsAkwF2ox7WWiP00Q7XCDRlR2yxY7Vd1ixm1OhvpFVxArTnUPIMR0aPkKQOR9X1caipjtYORuJ2Hp6VIvmmqBpVwXOh2Yb6FTW1okQUeuzQQ2AfpKBgQCJqVerhaF7CkTyn1Lk2cX00+W0tUG8ywhbpmjAyKhpm1ABQD/c3wIgo2Fwzbis7ZCtHq4khSd1fSRmOfB+1VmMzw1IdDVt1tLMprRruwFMNZyiqgGcYkjer2QHfq0a+BqPGniMKPc5/l/6OYmMfJC0MSEQhRdW0I29Gc6g28bla2aYHYDDAhmjoDQ4YDA5YIqJdL3f3E3JGI2coioIVFpgVFSQAmh2zxVAknk+sGsnnO/I671FNNGqqzKi/EA1U69yBSLz1Fozkx1WJPyNvnbC9Tfyo8bNl1YiIGsCARBRyxLazSFnfImgHIguc/4pr4QwRBri6MxlgqY6Gw65HVLLNNULNpuhrVAMzjLBBj2ifOmXLg1FD/Y7EkGRBNKy2KHe1qNrgzDIXXNcqDz1iMJJXk8pV+6TmNLFSJIajGiirRloBh+GI2ib2QQoeBiSiVtfAH2WxOc0C9/IiRrgDkjiRZDXgUWm3G2GL1aPKZIPRFAVbhLt2pIdz+RCLRr8j71epbFbzOueRGIpqjUC10R3e5Fs53FWjC/AMR/L7AuAZisSKkXjr7efYUDBSP89wROEnEAGJS41oY0AialVib2sxBYlbJZwrvUY6A4RqaiSvTWwX4AxNseKtAdXVKag2CYDBgQijFYZIB6JMNugNznXb9BGNj1YDAEe93jnHkt0Ah10PqyUK9Q4DUBsF1OqU11Ht+hjyapF8EytJ5fCsJkn9i+QLycpvxWa0xprQ4MMxDEVEpI0BiahVyfvLyDdZM1sd3MHDAHdg8qgYubZY161Rts+oA8wG1BsMsBkAm8kOGJyBKEJv11zDDXDPzF3vMAB2vWtzhSF1OGsoIMmrSFVwhqELqn0NBqMa1608GDU0FL851SSi8OMIwCg2NrFpY0AianXyKpJYSTJD6mBkj3QGjCq4Q1G1xiliZKcyw1lBsrr2GVyPpWVLDECkATAA9TDCpvWbQD7HknzUnBiMxCkGrFD2iboguxWvWx2G5I8FoOFgJK+sNfZzVPOlqkQUvhwwQPDzTzmb2LQxIBG1Knm1SAxHkXD3vnb1upZXj+TE4BILZYixwllBMsMdkIzwXOhWfStekvpWHpLk1SN1QBK3Ktf+ao37YoAC4BmKLPAtGDUWchiM6OLgQAQrSEHCgETU6uQhSR6UxCFpkYBg1q4axcruG6EMRuKtmLkMqg3w/hvAY4ZuKCtHta7LtMIdkuRVI2/9kAS4XqjuaF0luy/2MRIXlvWVtyY3BiMiajoGJKJWJw9DBtV9We9seUiSV4vEoGJU3YrNauqABNmt+n88xa5IWtUjq+q+pYFbefOalE/UI8/UoUg+j5EvoaapfZCI2h72QQoeBiSikCBPMeohazKC2R06HHAGIHVAEoORCc4AJM6PpJedtqF/+fI+0N76HYlNbVqbIhTJR+Wpw5D8vnhif9ZAYyiii4+jXg+h3s+AJDAgaWFAIgoJYkAQA5IWsRN3vPPQWrj7HonD++XBKFL2uLHKEaBdPZL3O5LfV3fSVrSGiaFH7EdUBWWFSKsZrTnBiIGIyGHXo97u5zxI9U3vpG21WvG///u/WL16Nc6fP4+BAwfi5ZdfxsiRI316/d/+9jf88Y9/xHfffYfIyEj069cPL7/8Mm666aYmX0uwMCARhQwxIGmxA4iDu/nJ7K4mVUMZjMxQVozkgUmkfhv1yHl55UjevCYPRop8og5F6mAk3y+vFjHkEIWjyZMnY8OGDZgxYwZ69eqFvLw83HHHHdixYweuv/76Bl/7/PPP48UXX0RmZiYmT56Muro6/PDDDyguLm6hq/cNAxJRSJGP2KqT3YqbOCytBkA0pKAkZg8dVMP5XS8BGv/XLl/3Tat5TVBfp3pyS/VWA3cYam7HayJqiMNugM7u52K1TWxiO3DgAN5//33k5ORg1qxZAICJEyfiiiuuwOzZs7Fnzx6vr923bx9efPFFLFmyBE899ZRf1x1sDEhEIcUO14qsMvIRbuImDk8zw1kact2KYUmkg7s5zVvLnfgWgDMUCVpPyqs+6nAkD0EMRUQtyWHXQ9fCTWwbNmyAXq/H1KlTpX0mkwlTpkzBc889h1OnTqFbt26ar/3jH/+ITp064cknn4QgCLhw4QJiY2M1j21tITU7VHV1NebPn4+MjAwkJydDp9MhLy/P47jJkydDp9N5bH369PE4tr6+HosXL0aPHj1gMpkwcOBArFu3rgU+DZE/qlRbJYCzcK5FprX94nr+F7gXdLUAggWw1ykzi8dW5zrGAgjyNc9+AVAo24pct8UATrhui137i1zHn3Hditeh6LFNRCHK4XCgsrJSsVmtVs1j8/Pz0bt3b8THxyv2DxkyBABw+PBhr+/zxRdfYPDgwfjTn/6E9u3bIy4uDqmpqcjNzQ3YZwmUkKoglZWV4cUXX0T37t0xaNAg7Ny50+uxRqMR7777rmJfQkKCx3Fz587FokWL8PDDD2Pw4MHYvHkzxo8fD51Oh3HjxgX6IxAFkLwCY4ayahQNd4duMzynBhD/acvva1F3PlJPXKk1kaVWRUl+HBG1FIcjwu8KklCvw759+zz+hs6fPx/PP/+8x/ElJSVITU312C/uO336tOb7nD9/HmVlZfj666/x5ZdfYv78+ejevTtWrFiB6dOnIzIyEo888ohfnyWQQiogpaamoqSkBJ06dcKhQ4cwePBgr8caDAZMmDChwfMVFxdjyZIlmDZtmpROH3roIQwfPhzPPPMMsrKyoNf79x8WUXCJTWrydjNvgUg+hl/entbQqDj5rTrkeAtKRBQq7HV66Or8bWLT4dprr8W2bdsU+41Go+bxFotF8zmTySQ9r6W62jmR29mzZ/H+++9j7NixAIDMzEwMGDAAL7/8MgOSN0ajEZ06dfL5eIfDgQsXLniU+USbN29GXV0dHnvsMWmfTqfDo48+ivHjx2Pv3r2N9rYnCj3yXz7egpH8n7ZWQJKHIvVj9XNEFKoEhwGCw88/5UIE9Hq917+lamazWbP5rba2Vnre2+sAIDIyEpmZmdL+iIgIjB07FvPnz8fJkyfRvXv3pn6CoAipPkhNUVNTg/j4eCQkJCA5ORnTpk2T0qkoPz8fMTEx6Nu3r2K/2E6an5/fYtdLFBzyzkVVcPdJOgNl/yT1dkZ1jNjXSWwuYzgiIm1ia4+auK9z586ar0tOTobJZEK7du08Wm86dOgAwNkMFypCqoLkq9TUVMyePRtXXXUV6uvr8dlnn+Gtt97Ct99+i507d8JgcH6skpISdOzYETqdzuP1gPd2UsA5CZY8IVdWVgbhkxAFE0MOUZtn1zs3f9Q3bZh/WloaduzYgcrKSkXVaf/+/dLzWiIiIpCWloaDBw/CZrMhKipKek78e9y+ffsmXnzwhGUFaeHChVi0aBHuu+8+jBs3Dnl5eXjllVfw9ddfY8OGDdJxzW0nFd8jISFB2rwNWSQiImo1Dr07JDV3a2JAyszMhMPhwLJly6R9VqsVK1asQHp6uvT38uTJkzh69KjitWPHjoXD4cDKlSulfbW1tVi7di369evntfrUGsIyIGl56qmnEBERgc8//1za19x2UgDIzs5GRUWFtJ06dSrwF01EROQPu87/rYkTRaanpyMrKwvZ2dmYPXs2li1bhptuugmFhYVYvHixdNzEiRM9urg88sgj6N+/P6ZNm4ZnnnkGf/7znzFs2DCcOHECr732WkB+JIESlk1sWsxmM9q1a4dz585J+1JTU7Fjxw4IgqBoZmusnRRwdhj31oOfiIjoYrZq1SrMmzdPsRbb1q1bMWzYsAZfZzab8eWXX2L27Nn461//igsXLiAtLQ2ffPIJbrvttha6et+0mYBUVVWFsrIyRftlWloa3n33XRw5cgT9+vWT9jfWTkpERBQWAjGmor7pLzGZTMjJyUFOTo7XY7zNZdihQwfNSaBDTdg1sdXW1qKqSr0UA/DSSy9BEARkZGRI+0aPHo3IyEi89dZb0j5BEPDOO++gS5cuGDp0aItcMxERUVCoVyFqztaMgHQxCLkKUm5uLsrLy6Ue7Vu2bEFRUREAYPr06Th//jyuvPJK/P73v5eWFvn73/+OTz/9FBkZGRg9erR0rq5du2LGjBnIyclBXV0dBg8ejE2bNmH37t1Yu3YtJ4kkIiIiTSEXkF577TWcOHFCerxx40Zs3LgRADBhwgQkJibirrvuwvbt27Fy5Uo4HA707NkTCxYswKxZsxARoSyKLVq0CElJSVi6dCny8vLQq1cvrFmzBuPHj2/Rz0VERBRwgWhi81igmoAQDEiFhYWNHrN69WqfzxcREYHs7GxkZ2f7cVVEREQhSD75fXM5AnEhbU/IBSQiIiLykQP+BxxWkDSFXSdtIiIiomBjBYmIiChctdIw/4sBAxIREVG4YiftoGFAIiIiClcOsIIUJOyDRERERKTCChIREVG4Yh+koGFAIiIiClfsgxQ0bGIjIiIiUmEFiYiIKFyxiS1oGJCIiIjCVSCWGmFA0sSAREREFK641EjQsA8SERERkQorSEREROGKfZCChgGJiIgoXDEgBQ0DEhERUbjiUiNBwz5IRERERCqsIBEREYUrzqQdNAxIRERE4Yp9kIKGTWxEREREKqwgERERhStWkIKGAYmIiChccamRoGFAIiIiCldcaiRo2AeJiIiISIUVJCIionDFPkhBw4BEREQUrjgPUtAwIBEREYUrVpCChn2QiIiIiFRYQSIiIgpXHOYfNAxIRERE4YrD/IOGTWxEREREKqwgERERhSs7AL2f52ATm6aQqiBVV1dj/vz5yMjIQHJyMnQ6HfLy8jSPPXLkCDIyMhAbG4vk5GQ88MAD+PXXXz2Oq6+vx+LFi9GjRw+YTCYMHDgQ69atC/InISIiagH2AGzNCEhWqxVz5sxB586dYTabkZ6eju3btzf5PCNHjoROp8Pjjz/e9IsIspAKSGVlZXjxxRdx5MgRDBo0yOtxRUVFGDZsGP773/9iwYIFmDVrFj755BOMHDkSNptNcezcuXMxZ84cjBw5En/+85/RvXt3jB8/Hu+//36wPw4REVFwiZ20/dmaEZAmT56M119/Hffffz/efPNN6PV63HHHHfjqq698PsfGjRuxd+/epr95CwmpJrbU1FSUlJSgU6dOOHToEAYPHqx53IIFC3DhwgX861//Qvfu3QEAQ4YMwciRI5GXl4epU6cCAIqLi7FkyRJMmzYNubm5AICHHnoIw4cPxzPPPIOsrCzo9f7WJomIiC4eBw4cwPvvv4+cnBzMmjULADBx4kRcccUVmD17Nvbs2dPoOWprazFz5kzMmTMH//u//xvsS26WkKogGY1GdOrUqdHjPvzwQ9x1111SOAKAW265Bb1798YHH3wg7du8eTPq6urw2GOPSft0Oh0effRRFBUVhXRyJSIiapQjAFsTR7Ft2LABer1eKkYAgMlkwpQpU7B3716cOnWq0XMsXrwY9fX1UsAKRSEVkHxRXFyMM2fO4JprrvF4bsiQIcjPz5ce5+fnIyYmBn379vU4TnyeiIgobLVCH6T8/Hz07t0b8fHxiv3i39bDhw83+PqTJ09i0aJFePXVV2E2m5v25i0opJrYfFFSUgLA2RynlpqainPnzsFqtcJoNKKkpAQdO3aETqfzOA4ATp8+7fV9rFYrrFar9LiysjIQl09ERBQ4dvhf6qgHHA6Hx985o9EIo9HocXhJSYnXv8FAw39bAWDmzJm48sorMW7cOD8uOvjCroJksVgAQPNLM5lMimMsFotPx2lZuHAhEhISpK1bt25+XzsREVEo2rdvn+JvXkJCAhYuXKh5rD9/W3fs2IEPP/wQf/zjHwNy3cEUdhUksRwnr+6IamtrFceYzWafjtOSnZ2Np59+WnpcWVnJkERERKHFDkDX6FENqweuvfZabNu2TbFbKwQBzf/barfb8cQTT+CBBx7wOggrlIRdQBJLeGJTm1xJSQmSk5OlLzU1NRU7duyAIAiKZjbxtZ07d/b6Pt5Ki0RERCHDAf/bggRAr9d79CnyJjU1FcXFxR77G/vbumrVKvz73//G0qVLUVhYqHiuqqoKhYWF6NChA6Kjo5t2/UESdk1sXbp0Qfv27XHo0CGP5w4cOIC0tDTpcVpaGmpqanDkyBHFcfv375eeJyIiIt+lpaWhoKDAo89SY39bT548ibq6Ovz2t79Fjx49pA1whqcePXrgH//4R1CvvSnCLiABwL333outW7cqhhJ+8cUXKCgoQFZWlrRv9OjRiIyMxFtvvSXtEwQB77zzDrp06YKhQ4e26HUTEREFVCuMYsvMzITD4cCyZcukfVarFStWrEB6errUHeXkyZM4evSodMy4cePw0UcfeWwAcMcdd+Cjjz5Cenp6k38EwRJyTWy5ubkoLy+XesFv2bIFRUVFAIDp06cjISEBzz33HNavX48bb7wRTz75JKqrq5GTk4MBAwbgwQcflM7VtWtXzJgxAzk5Oairq8PgwYOxadMm7N69G2vXruUkkUREFN4C0QepifMgpaenIysrC9nZ2Thz5gx69uyJlStXorCwEMuXL5eOmzhxInbt2gVBcL5Bnz590KdPH81z9ujRA/fcc09zP0FQhFxAeu2113DixAnp8caNG7Fx40YAwIQJE6QRZbt27cLTTz+NZ599FlFRUbjzzjuxZMkSj35DixYtQlJSEpYuXYq8vDz06tULa9aswfjx41v0cxEREQWcPQDncDT9JatWrcK8efOwevVqnD9/HgMHDsTWrVsxbNiwAFxQaNAJYrSjBlVWViIhIQHAswBMrX05REQU0moBLEJFRYXPnZ+bQvqbNKIcMCT4d7Kj0/HM781YvHhxQK6trQi5ChIRERH5yIEWb2K7WDAgERERhatANLE1sZP2xYIBiYiIKFwFIiCxgqQpLIf5ExEREQUTK0hEREThqg7+V4DYxKaJAYmIiChc1aNZw/Q9zkEe2MRGREREpMIKEhERUbiyw/8mNnbS1sSAREREFK4CEZDYxKaJAYmIiChc1cH/gMOApIl9kIiIiIhUWEEiIiIKV4Go/rAPkiYGJCIionBlh/9tQWxi08SAREREFK4YkIKGfZCIiIiIVFhBIiIiCld1YAUpSBiQiIiIwlU9OFFkkLCJjYiIiEiFFSQiIqJwZQeg8/McbGLTxIBEREQUrhiQgoYBiYiIKFzVgQEpSNgHiYiIiEiFFSQiIqJw5YD/FSSOYtPEgERERBTOGHCCgk1sRERERCoMSEREREQqDEhEREREKgxIRERERCoMSEREREQqHMVGREQUtupcmz84U6QWBiQiIqKwZXdt/mBA0sKAREREFLZYQQqWsOyDtHPnTuh0Os1t3759imP37NmD66+/HtHR0ejUqROeeOIJVFdXt9KVExERUTgI6wrSE088gcGDByv29ezZU7p/+PBh3Hzzzejbty9ef/11FBUV4bXXXsN//vMfbNu2raUvl4iIKMAcYBNbcIR1QLrhhhuQmZnp9fnnnnsOSUlJ2LlzJ+Lj4wEAl156KR5++GH84x//wK233tpSl0pERBQEbGILlrBsYpOrqqqC3e6ZnisrK7F9+3ZMmDBBCkcAMHHiRMTGxuKDDz5oycskIiIKgroAbAxIWsI6ID344IOIj4+HyWTCjTfeiEOHDknPff/997Db7bjmmmsUr4mKikJaWhry8/Nb+nKJiIjaBKvVijlz5qBz584wm81IT0/H9u3bG33dxo0bMXbsWFx22WWIjo7Gb37zG8ycORPl5eXBv+gmCssmtqioKNx777244447kJKSgp9++gmvvfYabrjhBuzZswdXXnklSkpKAACpqaker09NTcXu3bsbfA+r1Qqr1So9rqysDOyHICIi8lvrDPOfPHkyNmzYgBkzZqBXr17Iy8vDHXfcgR07duD666/3+rqpU6eic+fOmDBhArp3747vv/8eubm5+PTTT/HNN9/AbDb780ECKiwD0tChQzF06FDp8d13343MzEwMHDgQ2dnZ+Oyzz2CxWAAARqPR4/Umk0l63puFCxfihRdeCOyFExERBZQdLd0H6cCBA3j//feRk5ODWbNmAXB2X7niiiswe/Zs7Nmzx+trN2zYgBEjRij2XX311Zg0aRLWrl2Lhx56qMlXHyxh3cQm17NnT4wePRo7duyAw+GQUqi8CiSqra1tNKVmZ2ejoqJC2k6dOhWU6yYiIgonGzZsgF6vx9SpU6V9JpMJU6ZMwd69exv8e6kORwDwu9/9DgBw5MiRgF+rP8KyguRNt27dYLPZcOHCBalpTWxqkyspKUHnzp0bPJfRaNSsPhEREYWOlm9iy8/PR+/evRUDoABgyJAhAJxT7HTr1s3n85WWlgIAUlJSmnQdwdZmKkgA8PPPP8NkMiE2NhZXXHEFDAaDouM2ANhsNhw+fBhpaWmtc5FEREQBE5hRbA6HA5WVlYpNqwUGcBYZvPXvBYDTp0836RO8+uqr0Ov1DU7b0xrCMiD9+uuvHvu+/fZbfPzxx7j11lsRERGBhIQE3HLLLVizZg2qqqqk41avXo3q6mpkZWW15CUTEREFgT0Am4B9+/YhISFBsS1cuFDzHS0Wi9f+veLzvnrvvfewfPlyzJw5E7169fL5dS0hLJvYxo4dC7PZjKFDh6JDhw746aefsGzZMkRHR2PRokXSca+88gqGDh2K4cOHY+rUqSgqKsKSJUtw6623IiMjoxU/ARERUei49tprPVaY8NbNxGw2e+3fKz7vi927d2PKlCm47bbb8MorrzTxioMvLAPSPffcg7Vr1+L1119HZWUl2rdvjzFjxmD+/PmKpUauuuoqfP7555gzZw6eeuopxMXFYcqUKV5TMRERUXgJxCg2B/R6vUefIm9SU1NRXFzssV/s89tYH1/A2epz991344orrsCGDRtgMIReHAm9K/LBE088gSeeeMKnY6+//np8/fXXQb4iIiKi1hCITtpCk45OS0vDjh07UFlZqQhV+/fvl55vyLFjx5CRkYEOHTrg008/RWxsbJOvuCWEZR8kIiIiAlpjqZHMzEw4HA4sW7ZM2me1WrFixQqkp6dLI9hOnjyJo0ePKl5bWloq9RX++9//jvbt2zf5E7eUsKwgERERUetIT09HVlYWsrOzcebMGfTs2RMrV65EYWEhli9fLh03ceJE7Nq1C4LgrlBlZGTg559/xuzZs/HVV1/hq6++kp7r2LEjRo4c2aKfpSEMSERERGHLgdZYamTVqlWYN28eVq9ejfPnz2PgwIHYunUrhg0b1uDrvv32WwDA4sWLPZ4bPnw4AxIREREFgthM5o+mBySTyYScnBzk5OR4PWbnzp0e++TVpFDHPkhEREREKqwgERERha2WX2rkYsGAREREFLZap4ntYsCAREREFLYCMVEkA5IW9kEiIiIiUmEFiYiIKGyxD1KwMCARERGFLfZBChYGJCIiorDFClKwsA8SERERkQorSERERGGLo9iChQGJiIgobAWiiS18lv9oSWxiIyIiIlJhBYmIiChs1cH/P+WOQFxIm8OAREREFLbYxBYsDEhERERhi520g4V9kIiIiIhUWEEiIiIKW+yDFCysIBEREYUZs9kMIA7Az36eqR7AcfTq1cv/i2pjGJCIiIjCTGRkJN5+ezGAHfCvAvQdADsmTZoUmAtrQxiQiIiIwtCUKVPgDEffNfMMdgA7sHr1nxEVFRW4C2sjGJCIiIjCUGRkJNas+TOAnWjeUP9/AYjC73//+4BeV1vBgERERBSmxo0bB8AIZ9hpChuAf+Kjj5ZBr9cH/sLaAAYkIiKiMKXX67F5818A/BOAtQmv3A8gEaNHjw7OhbUBDEhERERhbNSoUQCS4Aw9vrAA+Bqff74SOp0ueBcW5hiQiIiIwphOp8OXX64C8DWAGh9e8TWAVNx8883BvbAwx4BEREQU5m688UYAXQDsaeTIKgD7sW/fuuBfVJhjQCIiImoD9u9fB2czW1UDR+0GcBnS09Nb5qLCGAMSERFRGzBkyBAAl8PZYVvLeQDf4PvvN7TcRYWxiyIgWa1WzJkzB507d4bZbEZ6ejq2b9/e2pdFREQUUD/8sAFAPpxhSG0XgH644oorWvaiwtRFEZAmT56M119/Hffffz/efPNN6PV63HHHHfjqq69a+9KIiIgCpn///gD6wzl5pNwZAN/j2LGPWvyawpVOEAShtS8imA4cOID09HTk5ORg1qxZAIDa2lpcccUV6NChA/bsaaxDm1NlZSUSEhIAPAvAFLwLJiKiNqAWwCJUVFQgPj6+Rd/5+PHjuOyy3gCmAujg2vs3ADEQhIMtei3hrM1XkDZs2AC9Xo+pU6dK+0wmE6ZMmYK9e/fi1KlTrXh1REREgdWjRw8AV8K5kC0AFAP4L06f/rj1LioMtfmAlJ+fj969e3skeGdnNuDw4cOtcFVERETBc/r0ZgD/hTMcfQlgCFJTU1v3osKMobUvINhKSko0/6MQ950+fVrzdVarFVare9r2ysrK4FwgERFRgDn/xg0B8CGACygr83WWbRK1+YBksVhgNBo99ptMJul5LQsXLsQLL7yg8UxT1rohIqKLk/NvRWt28z179mO0a9cVwFC0a9eu1a4jXLX5gGQ2mxWVIFFtba30vJbs7Gw8/fTT0uPjx48jLS0NwBvBuEwiImqDqqqqXAN8Wl5ycjIEwZelR0hLmw9IqampKC4u9thfUlICAOjcubPm64xGo6LydMkllwAATp482Wr/sZNbZWUlunXrhlOnTrX4CBFS4ncROvhdhA5BEFBVVeX1bwyFvjYfkNLS0rBjxw5UVlYqfmHs379fet4XERHO/uwJCQn8xRNC4uPj+X2ECH4XoYPfRWjg/0yHtzY/ii0zMxMOhwPLli2T9lmtVqxYsQLp6eno1q1bK14dERERhaI2X0FKT09HVlYWsrOzcebMGfTs2RMrV65EYWEhli9f3tqXR0RERCGozQckAFi1ahXmzZuH1atX4/z58xg4cCC2bt2KYcOG+XwOo9GI+fPna46Io5bH7yN08LsIHfwuiAKnzS81QkRERNRUbb4PEhEREVFTMSARERERqTAgEREREakwIBERERGpMCA1wmq1Ys6cOejcuTPMZjPS09Oxffv21r6sNqW6uhrz589HRkYGkpOTodPpkJeXp3nskSNHkJGRgdjYWCQnJ+OBBx7Ar7/+6nFcfX09Fi9ejB49esBkMmHgwIFYt25dkD9JeDt48CAef/xx9O/fHzExMejevTvuu+8+FBQUeBzL7yG4fvzxR2RlZeGyyy5DdHQ0UlJSMGzYMGzZssXjWH4XREEiUIPGjRsnGAwGYdasWcLSpUuF6667TjAYDMLu3btb+9LajOPHjwsAhO7duwsjRowQAAgrVqzwOO7UqVNCSkqKcPnllwtvvvmm8MorrwhJSUnCoEGDBKvVqjj22WefFQAIDz/8sLBs2TLhzjvvFAAI69ata6FPFX7uvfdeoVOnTsL06dOFv/zlL8JLL70kdOzYUYiJiRG+//576Th+D8H3ySefCLfddpvw/PPPC8uWLRP++Mc/CjfccIMAQFi6dKl0HL8LouBhQGrA/v37BQBCTk6OtM9isQiXX365cN1117XilbUttbW1QklJiSAIgnDw4EGvAenRRx8VzGazcOLECWnf9u3bPf5oFBUVCZGRkcK0adOkffX19cINN9wgdO3aVbDb7cH7MGHs66+/9vijWlBQIBiNRuH++++X9vF7aB12u10YNGiQ8Jvf/Ebax++CKHgYkBrwzDPPCHq9XqioqFDsX7BggQBAOHnyZCtdWdvVUEDq0KGDkJWV5bG/d+/ews033yw9/r//+z8BgPDjjz8qjnvvvfcEAKz+NdFVV10lXHXVVdJjfg+t56677hI6duwoPeZ3QRQ87IPUgPz8fPTu3dtj0cchQ4YAAA4fPtwKV3VxKi4uxpkzZ3DNNdd4PDdkyBDk5+dLj/Pz8xETE4O+fft6HCc+T74RBAG//PILUlJSAPB7aGkXLlxAWVkZjh07hjfeeAPbtm3DzTffDIDfBVGwXRRLjTRXSUkJUlNTPfaL+06fPt3Sl3TRKikpAQCv38e5c+dgtVphNBpRUlKCjh07QqfTeRwH8HtrirVr16K4uBgvvvgiAH4PLW3mzJlYunQpACAiIgJjxoxBbm4uAH4XRMHGgNQAi8WiuaaRyWSSnqeWIf6sG/s+jEYjv7cAOXr0KKZNm4brrrsOkyZNAsDvoaXNmDEDmZmZOH36ND744AM4HA7YbDYA/C6Igo1NbA0wm82wWq0e+2tra6XnqWWIP2tfvg9+b/4rLS3FnXfeiYSEBGzYsAF6vR4Av4eW1qdPH9xyyy2YOHEitm7diurqaowaNQqCIPC7IAoyBqQGpKamSmVsOXFf586dW/qSLlpiU4C37yM5OVn6P+TU1FSUlpZCUK3DzO/NNxUVFbj99ttRXl6Ozz77TPHz4vfQujIzM3Hw4EEUFBTwuyAKMgakBqSlpaGgoACVlZWK/fv375eep5bRpUsXtG/fHocOHfJ47sCBA4rvIi0tDTU1NThy5IjiOH5vjautrcWoUaNQUFCArVu3ol+/forn+T20LrEprKKigt8FUbC16hi6ELdv3z6PeZBqa2uFnj17Cunp6a14ZW1XQ8P8/+d//kcwm82K6RU+//xzAYDw9ttvS/tOnTrldc6XLl26cM4XL+x2u3D33XcLBoNB+OSTT7wex+8h+H755RePfTabTbjqqqsEs9ksVFVVCYLA74IomNhJuwHp6enIyspCdnY2zpw5g549e2LlypUoLCzE8uXLW/vy2pTc3FyUl5dLo2m2bNmCoqIiAMD06dORkJCA5557DuvXr8eNN96IJ598EtXV1cjJycGAAQPw4IMPSufq2rUrZsyYgZycHNTV1WHw4MHYtGkTdu/ejbVr10r9aUhp5syZ+PjjjzFq1CicO3cOa9asUTw/YcIEAOD30AIeeeQRVFZWYtiwYejSpQtKS0uxdu1aHD16FEuWLEFsbCwAfhdEQdXaCS3UWSwWYdasWUKnTp0Eo9EoDB48WPjss89a+7LanEsuuUQAoLkdP35cOu6HH34Qbr31ViE6OlpITEwU7r//fqG0tNTjfA6HQ1iwYIFwySWXCFFRUUL//v2FNWvWtOAnCj/Dhw/3+h2of1XwewiudevWCbfccovQsWNHwWAwCElJScItt9wibN682eNYfhdEwaETBFWvPSIiIqKLHDtpExEREakwIBERERGpMCARERERqTAgEREREakwIBERERGpMCARERERqTAgEREREakwIBERERGpMCARERERqTAgEREREakwIBERERGpMCARERERqTAgEVGT7NixAzqdDh999JHHc++99x50Oh327t3bCldGRBQ4OkEQhNa+CCIKH4Ig4JJLLsGQIUOwYcMGxXN33nkn/v3vf+O///1vK10dEVFgsIJERE2i0+kwYcIEbN26FRUVFdL+X3/9Ff/4xz8wYcKEVrw6IqLAYEAioiabOHEirFarooL0t7/9DXa7nQGJiNoENrERUbMMGTIEsbGx+PLLLwEA1113HQCw/xERtQmsIBFRs0ycOBG7du1CUVERjh07hn379rF6RERtBitIRNQsZWVl6Ny5M1555RVYLBa8/PLLOH36NFJSUlr70oiI/MaARETNNnr0aBQWFqK2tha/+c1v8PHHH7f2JRERBQSb2Iio2SZOnIjvvvsOBQUFbF4jojaFFSQiajabzYZOnTqhvr4epaWlMJlMrX1JREQBYWjtCyCi8BUREQGDwYBRo0YxHBFRm8ImNiJqtk2bNuHXX3/FxIkTW/tSiIgCik1sRNRk+/fvx3fffYeXXnoJKSkp+Oabb1r7koiIAooVJCJqsrfffhuPPvooOnTogFWrVrX25RARBRwrSEREREQqrCARERERqTAgEREREakwIBERERGpMCARERERqTAgEREREakwIBERERGpMCARERERqTAgEREREakwIBERERGp/H8O4LJRWUi9CAAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure()\n",
+    "fitCurve.plot.pcolormesh(cmap='jet', vmin=0.1, vmax=1.5)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure()\n",
+    "(fitCurve - data).plot.pcolormesh(cmap='jet', vmin=-0.1, vmax=1.5)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "params = fitAnalyser.guess(data, guess_kwargs=dict(rot_angle=36.91, vary_rot=False), dask=\"parallelized\")\n",
+    "fitResult = fitAnalyser.fit(data, params).load()\n",
+    "fitCurve = fitAnalyser.eval(fitResult, x=np.arange(400), y=np.arange(400), dask=\"parallelized\").load()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
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+       "<defs>\n",
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+       "</defs>\n",
+       "</svg>\n",
+       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
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+       "  --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",
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+       "}\n",
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+       "  --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",
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+       "  font-size: 11px;\n",
+       "  width: 15px;\n",
+       "  text-align: center;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:disabled + label:before {\n",
+       "  color: var(--xr-disabled-color);\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked + label:before {\n",
+       "  content: '▼';\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked + label > span {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary,\n",
+       ".xr-section-inline-details {\n",
+       "  padding-top: 4px;\n",
+       "  padding-bottom: 4px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-inline-details {\n",
+       "  grid-column: 2 / -1;\n",
+       "}\n",
+       "\n",
+       ".xr-section-details {\n",
+       "  display: none;\n",
+       "  grid-column: 1 / -1;\n",
+       "  margin-bottom: 5px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
+       "  display: contents;\n",
+       "}\n",
+       "\n",
+       ".xr-array-wrap {\n",
+       "  grid-column: 1 / -1;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 20px auto;\n",
+       "}\n",
+       "\n",
+       ".xr-array-wrap > label {\n",
+       "  grid-column: 1;\n",
+       "  vertical-align: top;\n",
+       "}\n",
+       "\n",
+       ".xr-preview {\n",
+       "  color: var(--xr-font-color3);\n",
+       "}\n",
+       "\n",
+       ".xr-array-preview,\n",
+       ".xr-array-data {\n",
+       "  padding: 0 5px !important;\n",
+       "  grid-column: 2;\n",
+       "}\n",
+       "\n",
+       ".xr-array-data,\n",
+       ".xr-array-in:checked ~ .xr-array-preview {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-array-in:checked ~ .xr-array-data,\n",
+       ".xr-array-preview {\n",
+       "  display: inline-block;\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list {\n",
+       "  display: inline-block !important;\n",
+       "  list-style: none;\n",
+       "  padding: 0 !important;\n",
+       "  margin: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list li {\n",
+       "  display: inline-block;\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list:before {\n",
+       "  content: '(';\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list:after {\n",
+       "  content: ')';\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list li:not(:last-child):after {\n",
+       "  content: ',';\n",
+       "  padding-right: 5px;\n",
+       "}\n",
+       "\n",
+       ".xr-has-index {\n",
+       "  font-weight: bold;\n",
+       "}\n",
+       "\n",
+       ".xr-var-list,\n",
+       ".xr-var-item {\n",
+       "  display: contents;\n",
+       "}\n",
+       "\n",
+       ".xr-var-item > div,\n",
+       ".xr-var-item label,\n",
+       ".xr-var-item > .xr-var-name span {\n",
+       "  background-color: var(--xr-background-color-row-even);\n",
+       "  margin-bottom: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-var-item > .xr-var-name:hover span {\n",
+       "  padding-right: 5px;\n",
+       "}\n",
+       "\n",
+       ".xr-var-list > li:nth-child(odd) > div,\n",
+       ".xr-var-list > li:nth-child(odd) > label,\n",
+       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
+       "  background-color: var(--xr-background-color-row-odd);\n",
+       "}\n",
+       "\n",
+       ".xr-var-name {\n",
+       "  grid-column: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-var-dims {\n",
+       "  grid-column: 2;\n",
+       "}\n",
+       "\n",
+       ".xr-var-dtype {\n",
+       "  grid-column: 3;\n",
+       "  text-align: right;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-var-preview {\n",
+       "  grid-column: 4;\n",
+       "}\n",
+       "\n",
+       ".xr-index-preview {\n",
+       "  grid-column: 2 / 5;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-var-name,\n",
+       ".xr-var-dims,\n",
+       ".xr-var-dtype,\n",
+       ".xr-preview,\n",
+       ".xr-attrs dt {\n",
+       "  white-space: nowrap;\n",
+       "  overflow: hidden;\n",
+       "  text-overflow: ellipsis;\n",
+       "  padding-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-var-name:hover,\n",
+       ".xr-var-dims:hover,\n",
+       ".xr-var-dtype:hover,\n",
+       ".xr-attrs dt:hover {\n",
+       "  overflow: visible;\n",
+       "  width: auto;\n",
+       "  z-index: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs,\n",
+       ".xr-var-data,\n",
+       ".xr-index-data {\n",
+       "  display: none;\n",
+       "  background-color: var(--xr-background-color) !important;\n",
+       "  padding-bottom: 5px !important;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
+       ".xr-var-data-in:checked ~ .xr-var-data,\n",
+       ".xr-index-data-in:checked ~ .xr-index-data {\n",
+       "  display: block;\n",
+       "}\n",
+       "\n",
+       ".xr-var-data > table {\n",
+       "  float: right;\n",
+       "}\n",
+       "\n",
+       ".xr-var-name span,\n",
+       ".xr-var-data,\n",
+       ".xr-index-name div,\n",
+       ".xr-index-data,\n",
+       ".xr-attrs {\n",
+       "  padding-left: 25px !important;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs,\n",
+       ".xr-var-attrs,\n",
+       ".xr-var-data,\n",
+       ".xr-index-data {\n",
+       "  grid-column: 1 / -1;\n",
+       "}\n",
+       "\n",
+       "dl.xr-attrs {\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 125px auto;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt,\n",
+       ".xr-attrs dd {\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
+       "  float: left;\n",
+       "  padding-right: 10px;\n",
+       "  width: auto;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt {\n",
+       "  font-weight: normal;\n",
+       "  grid-column: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt:hover span {\n",
+       "  display: inline-block;\n",
+       "  background: var(--xr-background-color);\n",
+       "  padding-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dd {\n",
+       "  grid-column: 2;\n",
+       "  white-space: pre-wrap;\n",
+       "  word-break: break-all;\n",
+       "}\n",
+       "\n",
+       ".xr-icon-database,\n",
+       ".xr-icon-file-text2,\n",
+       ".xr-no-icon {\n",
+       "  display: inline-block;\n",
+       "  vertical-align: middle;\n",
+       "  width: 1em;\n",
+       "  height: 1.5em !important;\n",
+       "  stroke-width: 0;\n",
+       "  stroke: currentColor;\n",
+       "  fill: currentColor;\n",
+       "}\n",
+       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
+       "Dimensions:              ()\n",
+       "Coordinates:\n",
+       "    runs                 float64 4.0\n",
+       "Data variables: (12/13)\n",
+       "    amp_bec              object 0.7390+/-0.0035\n",
+       "    amp_th               object 0.513+/-0.005\n",
+       "    x0_bec               object 196.97+/-0.10\n",
+       "    y0_bec               object 211.69+/-0.13\n",
+       "    x0_th                object 193.99+/-0.19\n",
+       "    y0_th                object 210.22+/-0.18\n",
+       "    ...                   ...\n",
+       "    sigmay_bec           object 113.75+/-0.31\n",
+       "    sigma_th             object 26.19+/-0.15\n",
+       "    rot_angle            object 36.91+/-0\n",
+       "    atom_number_bec      object 3566+/-17\n",
+       "    atom_number_th       object 1616+/-21\n",
+       "    condensate_fraction  object 0.688+/-0.004\n",
+       "Attributes:\n",
+       "    IMAGE_SUBCLASS:       IMAGE_GRAYSCALE\n",
+       "    IMAGE_VERSION:        1.2\n",
+       "    IMAGE_WHITE_IS_ZERO:  0\n",
+       "    x_start:              300\n",
+       "    x_end:                700\n",
+       "    y_end:                880\n",
+       "    y_start:              480\n",
+       "    x_center:             500\n",
+       "    y_center:             680\n",
+       "    x_span:               400\n",
+       "    y_span:               400</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-ea9840bd-57a7-48e9-a6da-16bc3815f050' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-ea9840bd-57a7-48e9-a6da-16bc3815f050' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-ed117f70-8690-4070-9a87-402d63dedfb3' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ed117f70-8690-4070-9a87-402d63dedfb3' class='xr-section-summary' >Coordinates: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>runs</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>4.0</div><input id='attrs-02735aee-1a8e-46ae-bedd-673786706cda' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-02735aee-1a8e-46ae-bedd-673786706cda' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e0c03b25-a505-44ea-b7b7-5143076fcaa0' class='xr-var-data-in' type='checkbox'><label for='data-e0c03b25-a505-44ea-b7b7-5143076fcaa0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(4.)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-8889614b-535c-48fc-8c91-b3906e74fca8' class='xr-section-summary-in' type='checkbox'  checked><label for='section-8889614b-535c-48fc-8c91-b3906e74fca8' class='xr-section-summary' >Data variables: <span>(13)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>amp_bec</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>0.7390+/-0.0035</div><input id='attrs-604e6d40-b5a7-4432-aaa4-6db409a4bd67' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-604e6d40-b5a7-4432-aaa4-6db409a4bd67' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d6810aaa-03d6-4b00-9fec-83c437aafcc9' class='xr-var-data-in' type='checkbox'><label for='data-d6810aaa-03d6-4b00-9fec-83c437aafcc9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(0.7389733909503842+/-0.003463807688779722, dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>amp_th</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>0.513+/-0.005</div><input id='attrs-db7b232f-dd2c-4d02-a056-402555a06017' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-db7b232f-dd2c-4d02-a056-402555a06017' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-88696302-0c17-49a3-a1c2-d89df2310c91' class='xr-var-data-in' type='checkbox'><label for='data-88696302-0c17-49a3-a1c2-d89df2310c91' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(0.5126363103701369+/-0.005257676636485686, dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>x0_bec</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>196.97+/-0.10</div><input id='attrs-0f96bfbd-d58d-42d0-b47d-6960612419a1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0f96bfbd-d58d-42d0-b47d-6960612419a1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-694a4527-f434-4837-98be-bdc5c5998721' class='xr-var-data-in' type='checkbox'><label for='data-694a4527-f434-4837-98be-bdc5c5998721' 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(196.9749783209583+/-0.10133950703748128, dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>y0_bec</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>211.69+/-0.13</div><input id='attrs-57c8b57e-cb22-4b66-8ba4-4119dd8b864d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-57c8b57e-cb22-4b66-8ba4-4119dd8b864d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-131fb7c9-a0a9-47c4-a50f-10423b7eff6c' class='xr-var-data-in' type='checkbox'><label for='data-131fb7c9-a0a9-47c4-a50f-10423b7eff6c' 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(211.69481348742661+/-0.1263855694260381, dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>x0_th</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>193.99+/-0.19</div><input id='attrs-d630e227-82f9-41e0-a0af-b38bed6cf950' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d630e227-82f9-41e0-a0af-b38bed6cf950' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e59fb24d-95e6-4ab7-b8b7-f11c99e1c584' class='xr-var-data-in' type='checkbox'><label for='data-e59fb24d-95e6-4ab7-b8b7-f11c99e1c584' 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(193.98979530496305+/-0.1867238360185208, dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>y0_th</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>210.22+/-0.18</div><input id='attrs-12f21de0-79f3-4ebb-b6d4-190f8aa40bce' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-12f21de0-79f3-4ebb-b6d4-190f8aa40bce' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-349a626e-24d7-478f-80cf-870463b99c72' class='xr-var-data-in' type='checkbox'><label for='data-349a626e-24d7-478f-80cf-870463b99c72' 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(210.22295171359548+/-0.17673498527934808, dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sigmax_bec</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>33.76+/-0.09</div><input id='attrs-83649c42-1f79-43ed-b225-1cc8ab18a90e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-83649c42-1f79-43ed-b225-1cc8ab18a90e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6d9c21c4-951c-4fa5-a222-1d4b72198e74' class='xr-var-data-in' type='checkbox'><label for='data-6d9c21c4-951c-4fa5-a222-1d4b72198e74' 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(33.76156374109981+/-0.093973076094938, dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sigmay_bec</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>113.75+/-0.31</div><input id='attrs-a01b9091-1966-4397-ae9c-cd5bdce8a4a5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a01b9091-1966-4397-ae9c-cd5bdce8a4a5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-01b8c5fc-b605-47ac-8851-2e571213811a' class='xr-var-data-in' type='checkbox'><label for='data-01b8c5fc-b605-47ac-8851-2e571213811a' 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(113.74994038403048+/-0.3083523544632361, dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sigma_th</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>26.19+/-0.15</div><input id='attrs-1f0c8c23-fcdd-440c-b2fd-c8ab31db511f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1f0c8c23-fcdd-440c-b2fd-c8ab31db511f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1841e13d-1ff0-4e11-b7f6-245010c0a9b2' class='xr-var-data-in' type='checkbox'><label for='data-1841e13d-1ff0-4e11-b7f6-245010c0a9b2' 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(26.188699816372708+/-0.14789365030287843, dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>rot_angle</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>36.91+/-0</div><input id='attrs-0d0585ea-a39d-4a2b-985f-00c35f6a68a7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0d0585ea-a39d-4a2b-985f-00c35f6a68a7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-04fef8b7-985b-477b-9501-c9afd14b71b2' class='xr-var-data-in' type='checkbox'><label for='data-04fef8b7-985b-477b-9501-c9afd14b71b2' 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(36.91+/-0, dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>atom_number_bec</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>3566+/-17</div><input id='attrs-212674a1-f3bc-471f-8b3f-cc7b4c72e639' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-212674a1-f3bc-471f-8b3f-cc7b4c72e639' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-76c2b9d5-9b9f-4e76-b63d-c558d93ab4c8' class='xr-var-data-in' type='checkbox'><label for='data-76c2b9d5-9b9f-4e76-b63d-c558d93ab4c8' 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(3566.2550200969513+/-16.74427049163737, dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>atom_number_th</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>1616+/-21</div><input id='attrs-81948d48-ceb9-4fa6-a16d-f6444bdd1900' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-81948d48-ceb9-4fa6-a16d-f6444bdd1900' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3c3a2f82-1d48-42a5-98d1-662ba5ff29b1' class='xr-var-data-in' type='checkbox'><label for='data-3c3a2f82-1d48-42a5-98d1-662ba5ff29b1' 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(1616.2393542460832+/-20.74210861362245, dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>condensate_fraction</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>0.688+/-0.004</div><input id='attrs-4a1dd6bd-4fd9-4281-968d-1c99e4076b3a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4a1dd6bd-4fd9-4281-968d-1c99e4076b3a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-97aee073-433c-4f0e-b13b-ef4c8e7679f8' class='xr-var-data-in' type='checkbox'><label for='data-97aee073-433c-4f0e-b13b-ef4c8e7679f8' 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(0.6881348560169026+/-0.0036356893150714595, dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-b17fca5e-2a80-48a1-bcad-ad112cfc9cdb' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-b17fca5e-2a80-48a1-bcad-ad112cfc9cdb' class='xr-section-summary'  title='Expand/collapse section'>Indexes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-f8f378e8-d45c-46ed-bd70-819bb529ab66' class='xr-section-summary-in' type='checkbox'  ><label for='section-f8f378e8-d45c-46ed-bd70-819bb529ab66' 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>300</dd><dt><span>x_end :</span></dt><dd>700</dd><dt><span>y_end :</span></dt><dd>880</dd><dt><span>y_start :</span></dt><dd>480</dd><dt><span>x_center :</span></dt><dd>500</dd><dt><span>y_center :</span></dt><dd>680</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:              ()\n",
+       "Coordinates:\n",
+       "    runs                 float64 4.0\n",
+       "Data variables: (12/13)\n",
+       "    amp_bec              object 0.7390+/-0.0035\n",
+       "    amp_th               object 0.513+/-0.005\n",
+       "    x0_bec               object 196.97+/-0.10\n",
+       "    y0_bec               object 211.69+/-0.13\n",
+       "    x0_th                object 193.99+/-0.19\n",
+       "    y0_th                object 210.22+/-0.18\n",
+       "    ...                   ...\n",
+       "    sigmay_bec           object 113.75+/-0.31\n",
+       "    sigma_th             object 26.19+/-0.15\n",
+       "    rot_angle            object 36.91+/-0\n",
+       "    atom_number_bec      object 3566+/-17\n",
+       "    atom_number_th       object 1616+/-21\n",
+       "    condensate_fraction  object 0.688+/-0.004\n",
+       "Attributes:\n",
+       "    IMAGE_SUBCLASS:       IMAGE_GRAYSCALE\n",
+       "    IMAGE_VERSION:        1.2\n",
+       "    IMAGE_WHITE_IS_ZERO:  0\n",
+       "    x_start:              300\n",
+       "    x_end:                700\n",
+       "    y_end:                880\n",
+       "    y_start:              480\n",
+       "    x_center:             500\n",
+       "    y_center:             680\n",
+       "    x_span:               400\n",
+       "    y_span:               400"
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "res = fitAnalyser.get_fit_full_result(fitResult)\n",
+    "res"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure()\n",
+    "fitCurve.plot.pcolormesh(cmap='jet', vmin=0.0, vmax=1.5)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure()\n",
+    "(fitCurve - data).plot.pcolormesh(cmap='jet', vmin=-0.1, vmax=1.5)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.13"
+  },
+  "vscode": {
+   "interpreter": {
+    "hash": "c05913ad4f24fdc6b2418069394dc5835b1981849b107c9ba6df693aafd66650"
+   }
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}