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5909 lines
1.3 MiB
5909 lines
1.3 MiB
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Import supporting package"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"import copy\n",
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"import glob\n",
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"from datetime import datetime\n",
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"\n",
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"# The package for data structure\n",
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"import xarray as xr\n",
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"import pandas as pd\n",
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"import numpy as np\n",
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"\n",
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"# The packages for working with uncertainties\n",
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"from uncertainties import ufloat\n",
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"from uncertainties import unumpy as unp\n",
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"from uncertainties import umath\n",
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"\n",
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"# The package for plotting\n",
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"import matplotlib.pyplot as plt\n",
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"plt.rcParams['font.size'] = 18 # Set the global font size\n",
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"\n",
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"# -------------- The modules written by us --------------\n",
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"\n",
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"# The packages for read data\n",
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"from DataContainer.ReadData import read_hdf5_file, read_hdf5_global, read_hdf5_run_time, read_csv_file\n",
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"\n",
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"# The packages for data analysis\n",
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"from Analyser.ImagingAnalyser import ImageAnalyser\n",
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"from Analyser.FitAnalyser import FitAnalyser\n",
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"from Analyser.FitAnalyser import ThomasFermi2dModel, DensityProfileBEC2dModel, Polylog22dModel\n",
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"from Analyser.FFTAnalyser import fft, ifft, fft_nutou\n",
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"from ToolFunction.ToolFunction import *\n",
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"\n",
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"# Add errorbar plot to xarray package\n",
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"from ToolFunction.HomeMadeXarrayFunction import errorbar, dataarray_plot_errorbar\n",
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"xr.plot.dataarray_plot.errorbar = errorbar\n",
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"xr.plot.accessor.DataArrayPlotAccessor.errorbar = dataarray_plot_errorbar"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Start a client for parallel computing"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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" <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
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" <div style=\"margin-left: 48px;\">\n",
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" <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
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" <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-f2bef319-3533-11ee-93d0-80e82ce2fa8e</p>\n",
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" <table style=\"width: 100%; text-align: left;\">\n",
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"\n",
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" <tr>\n",
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" \n",
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" <td style=\"text-align: left;\"><strong>Connection method:</strong> Cluster object</td>\n",
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" <td style=\"text-align: left;\"><strong>Cluster type:</strong> distributed.LocalCluster</td>\n",
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" \n",
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" </tr>\n",
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"\n",
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" \n",
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" <tr>\n",
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" <td style=\"text-align: left;\">\n",
|
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" <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:8787/status\" target=\"_blank\">http://127.0.0.1:8787/status</a>\n",
|
|
" </td>\n",
|
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" <td style=\"text-align: left;\"></td>\n",
|
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" </tr>\n",
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" \n",
|
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"\n",
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" </table>\n",
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"\n",
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" \n",
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"\n",
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" \n",
|
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" <details>\n",
|
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" <summary style=\"margin-bottom: 20px;\"><h3 style=\"display: inline;\">Cluster Info</h3></summary>\n",
|
|
" <div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
|
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" <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\">\n",
|
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" </div>\n",
|
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" <div style=\"margin-left: 48px;\">\n",
|
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" <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
|
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" <p style=\"color: #9D9D9D; margin-bottom: 0px;\">6feafb41</p>\n",
|
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" <table style=\"width: 100%; text-align: left;\">\n",
|
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" <tr>\n",
|
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" <td style=\"text-align: left;\">\n",
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" <strong>Dashboard:</strong> <a href=\"http://127.0.0.1:8787/status\" target=\"_blank\">http://127.0.0.1:8787/status</a>\n",
|
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" </td>\n",
|
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" <td style=\"text-align: left;\">\n",
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" <strong>Workers:</strong> 6\n",
|
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" </td>\n",
|
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" </tr>\n",
|
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" <tr>\n",
|
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" <td style=\"text-align: left;\">\n",
|
|
" <strong>Total threads:</strong> 60\n",
|
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" </td>\n",
|
|
" <td style=\"text-align: left;\">\n",
|
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" <strong>Total memory:</strong> 55.88 GiB\n",
|
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" </td>\n",
|
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" </tr>\n",
|
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" \n",
|
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" <tr>\n",
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" <td style=\"text-align: left;\"><strong>Status:</strong> running</td>\n",
|
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" <td style=\"text-align: left;\"><strong>Using processes:</strong> True</td>\n",
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"</tr>\n",
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"\n",
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" \n",
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" </table>\n",
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"\n",
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" <details>\n",
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" <summary style=\"margin-bottom: 20px;\">\n",
|
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" <h3 style=\"display: inline;\">Scheduler Info</h3>\n",
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" </summary>\n",
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"\n",
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" <div style=\"\">\n",
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" <div>\n",
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" <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
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" <div style=\"margin-left: 48px;\">\n",
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" <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
|
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" <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-d874d42b-af02-44f9-8b31-e393671fca42</p>\n",
|
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" <table style=\"width: 100%; text-align: left;\">\n",
|
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" <tr>\n",
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" <td style=\"text-align: left;\">\n",
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" <strong>Comm:</strong> tcp://127.0.0.1:62557\n",
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" </td>\n",
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" <td style=\"text-align: left;\">\n",
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" <strong>Workers:</strong> 6\n",
|
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" </td>\n",
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" </tr>\n",
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" <tr>\n",
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" <td style=\"text-align: left;\">\n",
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" <strong>Dashboard:</strong> <a href=\"http://127.0.0.1:8787/status\" target=\"_blank\">http://127.0.0.1:8787/status</a>\n",
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" </td>\n",
|
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" <td style=\"text-align: left;\">\n",
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" <strong>Total threads:</strong> 60\n",
|
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" </td>\n",
|
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" </tr>\n",
|
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" <tr>\n",
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" <td style=\"text-align: left;\">\n",
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" <strong>Started:</strong> Just now\n",
|
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" </td>\n",
|
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" <td style=\"text-align: left;\">\n",
|
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" <strong>Total memory:</strong> 55.88 GiB\n",
|
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" </td>\n",
|
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" </tr>\n",
|
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" </table>\n",
|
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" </div>\n",
|
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" </div>\n",
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"\n",
|
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" <details style=\"margin-left: 48px;\">\n",
|
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" <summary style=\"margin-bottom: 20px;\">\n",
|
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" <h3 style=\"display: inline;\">Workers</h3>\n",
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" </summary>\n",
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"\n",
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" \n",
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" <div style=\"margin-bottom: 20px;\">\n",
|
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" <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
|
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" <div style=\"margin-left: 48px;\">\n",
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" <details>\n",
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" <summary>\n",
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" <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 0</h4>\n",
|
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" </summary>\n",
|
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" <table style=\"width: 100%; text-align: left;\">\n",
|
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" <tr>\n",
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" <td style=\"text-align: left;\">\n",
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" <strong>Comm: </strong> tcp://127.0.0.1:62591\n",
|
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" </td>\n",
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" <td style=\"text-align: left;\">\n",
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" <strong>Total threads: </strong> 10\n",
|
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" </td>\n",
|
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" </tr>\n",
|
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" <tr>\n",
|
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" <td style=\"text-align: left;\">\n",
|
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" <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:62595/status\" target=\"_blank\">http://127.0.0.1:62595/status</a>\n",
|
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" </td>\n",
|
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" <td style=\"text-align: left;\">\n",
|
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" <strong>Memory: </strong> 9.31 GiB\n",
|
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" </td>\n",
|
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" </tr>\n",
|
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" <tr>\n",
|
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" <td style=\"text-align: left;\">\n",
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" <strong>Nanny: </strong> tcp://127.0.0.1:62560\n",
|
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" </td>\n",
|
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" <td style=\"text-align: left;\"></td>\n",
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" </tr>\n",
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" <tr>\n",
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" <td colspan=\"2\" style=\"text-align: left;\">\n",
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" <strong>Local directory: </strong> C:\\Users\\data\\AppData\\Local\\Temp\\dask-worker-space\\worker-z88tts4o\n",
|
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" </td>\n",
|
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" </tr>\n",
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"\n",
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" \n",
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"\n",
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" \n",
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"\n",
|
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" </table>\n",
|
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" </details>\n",
|
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" </div>\n",
|
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" </div>\n",
|
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" \n",
|
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" <div style=\"margin-bottom: 20px;\">\n",
|
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" <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
|
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" <div style=\"margin-left: 48px;\">\n",
|
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" <details>\n",
|
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" <summary>\n",
|
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" <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 1</h4>\n",
|
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" </summary>\n",
|
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" <table style=\"width: 100%; text-align: left;\">\n",
|
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" <tr>\n",
|
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" <td style=\"text-align: left;\">\n",
|
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" <strong>Comm: </strong> tcp://127.0.0.1:62587\n",
|
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" </td>\n",
|
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" <td style=\"text-align: left;\">\n",
|
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" <strong>Total threads: </strong> 10\n",
|
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" </td>\n",
|
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" </tr>\n",
|
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" <tr>\n",
|
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" <td style=\"text-align: left;\">\n",
|
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" <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:62588/status\" target=\"_blank\">http://127.0.0.1:62588/status</a>\n",
|
|
" </td>\n",
|
|
" <td style=\"text-align: left;\">\n",
|
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" <strong>Memory: </strong> 9.31 GiB\n",
|
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" </td>\n",
|
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" </tr>\n",
|
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" <tr>\n",
|
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" <td style=\"text-align: left;\">\n",
|
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" <strong>Nanny: </strong> tcp://127.0.0.1:62561\n",
|
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" </td>\n",
|
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" <td style=\"text-align: left;\"></td>\n",
|
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" </tr>\n",
|
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" <tr>\n",
|
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" <td colspan=\"2\" style=\"text-align: left;\">\n",
|
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" <strong>Local directory: </strong> C:\\Users\\data\\AppData\\Local\\Temp\\dask-worker-space\\worker-dnlgjo01\n",
|
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" </td>\n",
|
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" </tr>\n",
|
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"\n",
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" \n",
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"\n",
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" \n",
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"\n",
|
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" </table>\n",
|
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" </details>\n",
|
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" </div>\n",
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" </div>\n",
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" \n",
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" <div style=\"margin-bottom: 20px;\">\n",
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" <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
|
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" <div style=\"margin-left: 48px;\">\n",
|
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" <details>\n",
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" <summary>\n",
|
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" <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 2</h4>\n",
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" </summary>\n",
|
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" <table style=\"width: 100%; text-align: left;\">\n",
|
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" <tr>\n",
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" <td style=\"text-align: left;\">\n",
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" <strong>Comm: </strong> tcp://127.0.0.1:62590\n",
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" </td>\n",
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" <td style=\"text-align: left;\">\n",
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" <strong>Total threads: </strong> 10\n",
|
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" </td>\n",
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" </tr>\n",
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" <tr>\n",
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" <td style=\"text-align: left;\">\n",
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" <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:62593/status\" target=\"_blank\">http://127.0.0.1:62593/status</a>\n",
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" </td>\n",
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" <td style=\"text-align: left;\">\n",
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" <strong>Memory: </strong> 9.31 GiB\n",
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" </td>\n",
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" </tr>\n",
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" <tr>\n",
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" <td style=\"text-align: left;\">\n",
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" <strong>Nanny: </strong> tcp://127.0.0.1:62562\n",
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" </td>\n",
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" <td style=\"text-align: left;\"></td>\n",
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" </tr>\n",
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" <tr>\n",
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" <td colspan=\"2\" style=\"text-align: left;\">\n",
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" <strong>Local directory: </strong> C:\\Users\\data\\AppData\\Local\\Temp\\dask-worker-space\\worker-jid5c__l\n",
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" </td>\n",
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" </tr>\n",
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"\n",
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" \n",
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"\n",
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" \n",
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"\n",
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" </table>\n",
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" </details>\n",
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" </div>\n",
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" </div>\n",
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" \n",
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" <div style=\"margin-bottom: 20px;\">\n",
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" <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
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" <div style=\"margin-left: 48px;\">\n",
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" <details>\n",
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" <summary>\n",
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" <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 3</h4>\n",
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" </summary>\n",
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" <table style=\"width: 100%; text-align: left;\">\n",
|
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" <tr>\n",
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" <td style=\"text-align: left;\">\n",
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" <strong>Comm: </strong> tcp://127.0.0.1:62578\n",
|
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" </td>\n",
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" <td style=\"text-align: left;\">\n",
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" <strong>Total threads: </strong> 10\n",
|
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" </td>\n",
|
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" </tr>\n",
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" <tr>\n",
|
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" <td style=\"text-align: left;\">\n",
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" <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:62585/status\" target=\"_blank\">http://127.0.0.1:62585/status</a>\n",
|
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" </td>\n",
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" <td style=\"text-align: left;\">\n",
|
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" <strong>Memory: </strong> 9.31 GiB\n",
|
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" </td>\n",
|
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" </tr>\n",
|
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" <tr>\n",
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" <td style=\"text-align: left;\">\n",
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" <strong>Nanny: </strong> tcp://127.0.0.1:62563\n",
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" </td>\n",
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" <td style=\"text-align: left;\"></td>\n",
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" </tr>\n",
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" <tr>\n",
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" <td colspan=\"2\" style=\"text-align: left;\">\n",
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" <strong>Local directory: </strong> C:\\Users\\data\\AppData\\Local\\Temp\\dask-worker-space\\worker-g6ne7ypa\n",
|
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" </td>\n",
|
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" </tr>\n",
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"\n",
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" \n",
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"\n",
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" \n",
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"\n",
|
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" </table>\n",
|
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" </details>\n",
|
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" </div>\n",
|
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" </div>\n",
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" \n",
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" <div style=\"margin-bottom: 20px;\">\n",
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" <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
|
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" <div style=\"margin-left: 48px;\">\n",
|
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" <details>\n",
|
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" <summary>\n",
|
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" <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 4</h4>\n",
|
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" </summary>\n",
|
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" <table style=\"width: 100%; text-align: left;\">\n",
|
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" <tr>\n",
|
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" <td style=\"text-align: left;\">\n",
|
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" <strong>Comm: </strong> tcp://127.0.0.1:62592\n",
|
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" </td>\n",
|
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" <td style=\"text-align: left;\">\n",
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" <strong>Total threads: </strong> 10\n",
|
|
" </td>\n",
|
|
" </tr>\n",
|
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" <tr>\n",
|
|
" <td style=\"text-align: left;\">\n",
|
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" <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:62596/status\" target=\"_blank\">http://127.0.0.1:62596/status</a>\n",
|
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" </td>\n",
|
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" <td style=\"text-align: left;\">\n",
|
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" <strong>Memory: </strong> 9.31 GiB\n",
|
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" </td>\n",
|
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" </tr>\n",
|
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" <tr>\n",
|
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" <td style=\"text-align: left;\">\n",
|
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" <strong>Nanny: </strong> tcp://127.0.0.1:62564\n",
|
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" </td>\n",
|
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" <td style=\"text-align: left;\"></td>\n",
|
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" </tr>\n",
|
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" <tr>\n",
|
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" <td colspan=\"2\" style=\"text-align: left;\">\n",
|
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" <strong>Local directory: </strong> C:\\Users\\data\\AppData\\Local\\Temp\\dask-worker-space\\worker-q9ez95ng\n",
|
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" </td>\n",
|
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" </tr>\n",
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"\n",
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" \n",
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"\n",
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" \n",
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"\n",
|
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" </table>\n",
|
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" </details>\n",
|
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" </div>\n",
|
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" </div>\n",
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" \n",
|
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" <div style=\"margin-bottom: 20px;\">\n",
|
|
" <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://127.0.0.1:62599\n",
|
|
" </td>\n",
|
|
" <td style=\"text-align: left;\">\n",
|
|
" <strong>Total threads: </strong> 10\n",
|
|
" </td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <td style=\"text-align: left;\">\n",
|
|
" <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:62600/status\" target=\"_blank\">http://127.0.0.1:62600/status</a>\n",
|
|
" </td>\n",
|
|
" <td style=\"text-align: left;\">\n",
|
|
" <strong>Memory: </strong> 9.31 GiB\n",
|
|
" </td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <td style=\"text-align: left;\">\n",
|
|
" <strong>Nanny: </strong> tcp://127.0.0.1:62565\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-worker-space\\worker-52yeb577\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://127.0.0.1:62557' processes=6 threads=60, memory=55.88 GiB>"
|
|
]
|
|
},
|
|
"execution_count": 2,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"from dask.distributed import Client\n",
|
|
"client = Client(n_workers=6, threads_per_worker=10, processes=True, memory_limit='10GB')\n",
|
|
"client"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Load Data"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## With 10 Hz Modulation"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 3,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
|
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"<defs>\n",
|
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"<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
|
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"<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
|
|
"<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
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"<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
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"</symbol>\n",
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"<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
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"<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
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"<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
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"<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
|
|
"</symbol>\n",
|
|
"</defs>\n",
|
|
"</svg>\n",
|
|
"<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
|
|
" *\n",
|
|
" */\n",
|
|
"\n",
|
|
":root {\n",
|
|
" --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
|
|
" --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
|
|
" --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
|
|
" --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
|
|
" --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
|
|
" --xr-background-color: var(--jp-layout-color0, white);\n",
|
|
" --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
|
|
" --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
|
|
"}\n",
|
|
"\n",
|
|
"html[theme=dark],\n",
|
|
"body[data-theme=dark],\n",
|
|
"body.vscode-dark {\n",
|
|
" --xr-font-color0: rgba(255, 255, 255, 1);\n",
|
|
" --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
|
|
" --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
|
|
" --xr-border-color: #1F1F1F;\n",
|
|
" --xr-disabled-color: #515151;\n",
|
|
" --xr-background-color: #111111;\n",
|
|
" --xr-background-color-row-even: #111111;\n",
|
|
" --xr-background-color-row-odd: #313131;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-wrap {\n",
|
|
" display: block !important;\n",
|
|
" min-width: 300px;\n",
|
|
" max-width: 700px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-text-repr-fallback {\n",
|
|
" /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
|
|
" display: none;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-header {\n",
|
|
" padding-top: 6px;\n",
|
|
" padding-bottom: 6px;\n",
|
|
" margin-bottom: 4px;\n",
|
|
" border-bottom: solid 1px var(--xr-border-color);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-header > div,\n",
|
|
".xr-header > ul {\n",
|
|
" display: inline;\n",
|
|
" margin-top: 0;\n",
|
|
" margin-bottom: 0;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-obj-type,\n",
|
|
".xr-array-name {\n",
|
|
" margin-left: 2px;\n",
|
|
" margin-right: 10px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-obj-type {\n",
|
|
" color: var(--xr-font-color2);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-sections {\n",
|
|
" padding-left: 0 !important;\n",
|
|
" display: grid;\n",
|
|
" grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-item {\n",
|
|
" display: contents;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-item input {\n",
|
|
" display: none;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-item input + label {\n",
|
|
" color: var(--xr-disabled-color);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-item input:enabled + label {\n",
|
|
" cursor: pointer;\n",
|
|
" color: var(--xr-font-color2);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-item input:enabled + label:hover {\n",
|
|
" color: var(--xr-font-color0);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary {\n",
|
|
" grid-column: 1;\n",
|
|
" color: var(--xr-font-color2);\n",
|
|
" font-weight: 500;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary > span {\n",
|
|
" display: inline-block;\n",
|
|
" padding-left: 0.5em;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary-in:disabled + label {\n",
|
|
" color: var(--xr-font-color2);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary-in + label:before {\n",
|
|
" display: inline-block;\n",
|
|
" content: 'â–º';\n",
|
|
" font-size: 11px;\n",
|
|
" width: 15px;\n",
|
|
" text-align: center;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary-in:disabled + label:before {\n",
|
|
" color: var(--xr-disabled-color);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary-in:checked + label:before {\n",
|
|
" content: 'â–¼';\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary-in:checked + label > span {\n",
|
|
" display: none;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary,\n",
|
|
".xr-section-inline-details {\n",
|
|
" padding-top: 4px;\n",
|
|
" padding-bottom: 4px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-inline-details {\n",
|
|
" grid-column: 2 / -1;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-details {\n",
|
|
" display: none;\n",
|
|
" grid-column: 1 / -1;\n",
|
|
" margin-bottom: 5px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary-in:checked ~ .xr-section-details {\n",
|
|
" display: contents;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-array-wrap {\n",
|
|
" grid-column: 1 / -1;\n",
|
|
" display: grid;\n",
|
|
" grid-template-columns: 20px auto;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-array-wrap > label {\n",
|
|
" grid-column: 1;\n",
|
|
" vertical-align: top;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-preview {\n",
|
|
" color: var(--xr-font-color3);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-array-preview,\n",
|
|
".xr-array-data {\n",
|
|
" padding: 0 5px !important;\n",
|
|
" grid-column: 2;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-array-data,\n",
|
|
".xr-array-in:checked ~ .xr-array-preview {\n",
|
|
" display: none;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-array-in:checked ~ .xr-array-data,\n",
|
|
".xr-array-preview {\n",
|
|
" display: inline-block;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-dim-list {\n",
|
|
" display: inline-block !important;\n",
|
|
" list-style: none;\n",
|
|
" padding: 0 !important;\n",
|
|
" margin: 0;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-dim-list li {\n",
|
|
" display: inline-block;\n",
|
|
" padding: 0;\n",
|
|
" margin: 0;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-dim-list:before {\n",
|
|
" content: '(';\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-dim-list:after {\n",
|
|
" content: ')';\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-dim-list li:not(:last-child):after {\n",
|
|
" content: ',';\n",
|
|
" padding-right: 5px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-has-index {\n",
|
|
" font-weight: bold;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-list,\n",
|
|
".xr-var-item {\n",
|
|
" display: contents;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-item > div,\n",
|
|
".xr-var-item label,\n",
|
|
".xr-var-item > .xr-var-name span {\n",
|
|
" background-color: var(--xr-background-color-row-even);\n",
|
|
" margin-bottom: 0;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-item > .xr-var-name:hover span {\n",
|
|
" padding-right: 5px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-list > li:nth-child(odd) > div,\n",
|
|
".xr-var-list > li:nth-child(odd) > label,\n",
|
|
".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
|
|
" background-color: var(--xr-background-color-row-odd);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-name {\n",
|
|
" grid-column: 1;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-dims {\n",
|
|
" grid-column: 2;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-dtype {\n",
|
|
" grid-column: 3;\n",
|
|
" text-align: right;\n",
|
|
" color: var(--xr-font-color2);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-preview {\n",
|
|
" grid-column: 4;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-index-preview {\n",
|
|
" grid-column: 2 / 5;\n",
|
|
" color: var(--xr-font-color2);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-name,\n",
|
|
".xr-var-dims,\n",
|
|
".xr-var-dtype,\n",
|
|
".xr-preview,\n",
|
|
".xr-attrs dt {\n",
|
|
" white-space: nowrap;\n",
|
|
" overflow: hidden;\n",
|
|
" text-overflow: ellipsis;\n",
|
|
" padding-right: 10px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-name:hover,\n",
|
|
".xr-var-dims:hover,\n",
|
|
".xr-var-dtype:hover,\n",
|
|
".xr-attrs dt:hover {\n",
|
|
" overflow: visible;\n",
|
|
" width: auto;\n",
|
|
" z-index: 1;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-attrs,\n",
|
|
".xr-var-data,\n",
|
|
".xr-index-data {\n",
|
|
" display: none;\n",
|
|
" background-color: var(--xr-background-color) !important;\n",
|
|
" padding-bottom: 5px !important;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
|
|
".xr-var-data-in:checked ~ .xr-var-data,\n",
|
|
".xr-index-data-in:checked ~ .xr-index-data {\n",
|
|
" display: block;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-data > table {\n",
|
|
" float: right;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-name span,\n",
|
|
".xr-var-data,\n",
|
|
".xr-index-name div,\n",
|
|
".xr-index-data,\n",
|
|
".xr-attrs {\n",
|
|
" padding-left: 25px !important;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-attrs,\n",
|
|
".xr-var-attrs,\n",
|
|
".xr-var-data,\n",
|
|
".xr-index-data {\n",
|
|
" grid-column: 1 / -1;\n",
|
|
"}\n",
|
|
"\n",
|
|
"dl.xr-attrs {\n",
|
|
" padding: 0;\n",
|
|
" margin: 0;\n",
|
|
" display: grid;\n",
|
|
" grid-template-columns: 125px auto;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-attrs dt,\n",
|
|
".xr-attrs dd {\n",
|
|
" padding: 0;\n",
|
|
" margin: 0;\n",
|
|
" float: left;\n",
|
|
" padding-right: 10px;\n",
|
|
" width: auto;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-attrs dt {\n",
|
|
" font-weight: normal;\n",
|
|
" grid-column: 1;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-attrs dt:hover span {\n",
|
|
" display: inline-block;\n",
|
|
" background: var(--xr-background-color);\n",
|
|
" padding-right: 10px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-attrs dd {\n",
|
|
" grid-column: 2;\n",
|
|
" white-space: pre-wrap;\n",
|
|
" word-break: break-all;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-icon-database,\n",
|
|
".xr-icon-file-text2,\n",
|
|
".xr-no-icon {\n",
|
|
" display: inline-block;\n",
|
|
" vertical-align: middle;\n",
|
|
" width: 1em;\n",
|
|
" height: 1.5em !important;\n",
|
|
" stroke-width: 0;\n",
|
|
" stroke: currentColor;\n",
|
|
" fill: currentColor;\n",
|
|
"}\n",
|
|
"</style><pre class='xr-text-repr-fallback'><xarray.DataArray 'CH1' (x: 1200)>\n",
|
|
"array([0.59 , 0.648, 0.62 , ..., 0.612, 0.576, 0.638])\n",
|
|
"Coordinates:\n",
|
|
" * x (x) float64 0.0 0.002 0.004 0.006 0.008 ... 2.392 2.394 2.396 2.398</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'>'CH1'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>x</span>: 1200</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-3d9b8fab-33e7-4742-9d89-f17a9b75d35e' class='xr-array-in' type='checkbox' checked><label for='section-3d9b8fab-33e7-4742-9d89-f17a9b75d35e' 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>0.59 0.648 0.62 0.668 0.638 0.686 ... 0.582 0.544 0.612 0.576 0.638</span></div><div class='xr-array-data'><pre>array([0.59 , 0.648, 0.62 , ..., 0.612, 0.576, 0.638])</pre></div></div></li><li class='xr-section-item'><input id='section-d831cd50-e001-4e67-a945-46e6819ab05c' class='xr-section-summary-in' type='checkbox' checked><label for='section-d831cd50-e001-4e67-a945-46e6819ab05c' 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'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.002 0.004 ... 2.396 2.398</div><input id='attrs-4ea7da9f-9ac8-4e87-bf65-f7b2c1e7c37e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4ea7da9f-9ac8-4e87-bf65-f7b2c1e7c37e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9cc66621-0f93-4c99-9378-a76ddd5ec51b' class='xr-var-data-in' type='checkbox'><label for='data-9cc66621-0f93-4c99-9378-a76ddd5ec51b' 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([0.000e+00, 2.000e-03, 4.000e-03, ..., 2.394e+00, 2.396e+00, 2.398e+00])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-fc6402cb-311b-4051-ae36-9ffadb3b61c0' class='xr-section-summary-in' type='checkbox' ><label for='section-fc6402cb-311b-4051-ae36-9ffadb3b61c0' 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>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-66ac611d-5c7d-457a-869f-a193fc0be7cb' class='xr-index-data-in' type='checkbox'/><label for='index-66ac611d-5c7d-457a-869f-a193fc0be7cb' 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(Float64Index([ 0.0, 0.002, 0.004,\n",
|
|
" 0.006, 0.008, 0.01,\n",
|
|
" 0.012, 0.014, 0.016,\n",
|
|
" 0.018000000000000002,\n",
|
|
" ...\n",
|
|
" 2.38, 2.382, 2.384,\n",
|
|
" 2.386, 2.388, 2.39,\n",
|
|
" 2.392, 2.394, 2.396,\n",
|
|
" 2.398],\n",
|
|
" dtype='float64', name='x', length=1200))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-5d6ab24f-78cf-4c34-afcb-c0e2a68a3b47' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-5d6ab24f-78cf-4c34-afcb-c0e2a68a3b47' 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 'CH1' (x: 1200)>\n",
|
|
"array([0.59 , 0.648, 0.62 , ..., 0.612, 0.576, 0.638])\n",
|
|
"Coordinates:\n",
|
|
" * x (x) float64 0.0 0.002 0.004 0.006 0.008 ... 2.392 2.394 2.396 2.398"
|
|
]
|
|
},
|
|
"execution_count": 3,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"filePath = r'F:\\Jianshun\\AccordionLatticeShorTermStability\\withModulation.csv'\n",
|
|
"\n",
|
|
"data = read_csv_file(filePath, csvEngine='pandas', csvKwargs=dict(header=[0], skiprows=[1], encoding = \"ISO-8859-1\",))\n",
|
|
"dataWithModulation = xr.DataArray(\n",
|
|
" data=data.CH1[0,:],\n",
|
|
" dims=['x'],\n",
|
|
" coords=dict(\n",
|
|
" x=data.X[0,:].to_numpy() * 2e-3\n",
|
|
" )\n",
|
|
")\n",
|
|
"dataWithModulation"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"dataWithModulation.plot.errorbar()\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"dataWithModulation = dataWithModulation - dataWithModulation.mean()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"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",
|
|
"\n",
|
|
"dataWithModulation.plot.errorbar(ax=ax)\n",
|
|
"# ax.set_xlim([0.5, 1])\n",
|
|
"# ax.set_ylim([0, 0.25])\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"dataWithModulationFFT = fft(dataWithModulation)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"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",
|
|
"\n",
|
|
"abs(dataWithModulationFFT).plot.errorbar(ax=ax, x='freq_x')\n",
|
|
"# ax.set_xlim([0.5, 1])\n",
|
|
"# ax.set_ylim([0, 0.25])\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Without Modulation"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
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|
"text/html": [
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"<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
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"</symbol>\n",
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"</defs>\n",
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"</svg>\n",
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"<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
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" *\n",
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" */\n",
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"\n",
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":root {\n",
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" --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
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" --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
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" --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
|
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" --xr-border-color: var(--jp-border-color2, #e0e0e0);\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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"\n",
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"html[theme=dark],\n",
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"body[data-theme=dark],\n",
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"body.vscode-dark {\n",
|
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" --xr-font-color0: rgba(255, 255, 255, 1);\n",
|
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" --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",
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"</style><pre class='xr-text-repr-fallback'><xarray.DataArray 'CH1' (x: 1200)>\n",
|
|
"array([0.59 , 0.74 , 0.75 , ..., 0.744, 0.738, 0.586])\n",
|
|
"Coordinates:\n",
|
|
" * x (x) float64 0.0 0.002 0.004 0.006 0.008 ... 2.392 2.394 2.396 2.398</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'>'CH1'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>x</span>: 1200</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-65679b30-5eaa-4ff9-89cf-4715fd8d6c7a' class='xr-array-in' type='checkbox' checked><label for='section-65679b30-5eaa-4ff9-89cf-4715fd8d6c7a' 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>0.59 0.74 0.75 0.576 0.732 0.572 ... 0.746 0.582 0.744 0.738 0.586</span></div><div class='xr-array-data'><pre>array([0.59 , 0.74 , 0.75 , ..., 0.744, 0.738, 0.586])</pre></div></div></li><li class='xr-section-item'><input id='section-a1bba0ba-f579-40b0-8093-c842e7b8d880' class='xr-section-summary-in' type='checkbox' checked><label for='section-a1bba0ba-f579-40b0-8093-c842e7b8d880' 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'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.002 0.004 ... 2.396 2.398</div><input id='attrs-aa45aff3-be45-4059-83ea-5bd56f52a536' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-aa45aff3-be45-4059-83ea-5bd56f52a536' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a97847ea-34db-47e0-b996-5f5211691cc7' class='xr-var-data-in' type='checkbox'><label for='data-a97847ea-34db-47e0-b996-5f5211691cc7' 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([0.000e+00, 2.000e-03, 4.000e-03, ..., 2.394e+00, 2.396e+00, 2.398e+00])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-dbe21854-f811-459a-a2d5-ae5c51125ab8' class='xr-section-summary-in' type='checkbox' ><label for='section-dbe21854-f811-459a-a2d5-ae5c51125ab8' 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>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-6546220e-51f0-4d35-97ee-f550fac4cb28' class='xr-index-data-in' type='checkbox'/><label for='index-6546220e-51f0-4d35-97ee-f550fac4cb28' 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(Float64Index([ 0.0, 0.002, 0.004,\n",
|
|
" 0.006, 0.008, 0.01,\n",
|
|
" 0.012, 0.014, 0.016,\n",
|
|
" 0.018000000000000002,\n",
|
|
" ...\n",
|
|
" 2.38, 2.382, 2.384,\n",
|
|
" 2.386, 2.388, 2.39,\n",
|
|
" 2.392, 2.394, 2.396,\n",
|
|
" 2.398],\n",
|
|
" dtype='float64', name='x', length=1200))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e2fb5382-c7a6-4e5a-85fb-639cd98052a4' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-e2fb5382-c7a6-4e5a-85fb-639cd98052a4' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
|
|
],
|
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"text/plain": [
|
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"<xarray.DataArray 'CH1' (x: 1200)>\n",
|
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"array([0.59 , 0.74 , 0.75 , ..., 0.744, 0.738, 0.586])\n",
|
|
"Coordinates:\n",
|
|
" * x (x) float64 0.0 0.002 0.004 0.006 0.008 ... 2.392 2.394 2.396 2.398"
|
|
]
|
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},
|
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"execution_count": 9,
|
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"metadata": {},
|
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"output_type": "execute_result"
|
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}
|
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],
|
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"source": [
|
|
"filePath = r'F:\\Jianshun\\AccordionLatticeShorTermStability\\withoutModulation.csv'\n",
|
|
"\n",
|
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"data = read_csv_file(filePath, csvEngine='pandas', csvKwargs=dict(header=[0], skiprows=[1], encoding = \"ISO-8859-1\",))\n",
|
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"dataWithoutModulation = xr.DataArray(\n",
|
|
" data=data.CH1[0,:],\n",
|
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" dims=['x'],\n",
|
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" coords=dict(\n",
|
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" x=data.X[0,:].to_numpy() * 2e-3\n",
|
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" )\n",
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")\n",
|
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"dataWithoutModulation"
|
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]
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},
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{
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"cell_type": "code",
|
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"execution_count": 10,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"dataWithoutModulation.plot.errorbar(fmt='o-')\n",
|
|
"plt.xlim([0, 0.15])\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"dataWithoutModulation = dataWithoutModulation - dataWithoutModulation.mean()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"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",
|
|
"\n",
|
|
"dataWithoutModulation.plot.errorbar(ax=ax)\n",
|
|
"# ax.set_xlim([0.5, 1])\n",
|
|
"# ax.set_ylim([0, 0.25])\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"dataWithModulationFFT = fft(dataWithModulation)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"dataWithoutModulationFFT = fft(dataWithoutModulation)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"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",
|
|
"\n",
|
|
"abs(dataWithoutModulationFFT).plot.errorbar(ax=ax, x='freq_x')\n",
|
|
"ax.set_xlim([0.5, 250])\n",
|
|
"ax.set_ylim([0, 0.05])\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Dark"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 16,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
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|
"text/html": [
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"<defs>\n",
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"<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
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"<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
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"</symbol>\n",
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"<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
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"</symbol>\n",
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"</defs>\n",
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"</svg>\n",
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"<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
|
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" *\n",
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" */\n",
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"\n",
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":root {\n",
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" --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
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" --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
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" --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
|
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" --xr-border-color: var(--jp-border-color2, #e0e0e0);\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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"\n",
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|
"html[theme=dark],\n",
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"body[data-theme=dark],\n",
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"body.vscode-dark {\n",
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" --xr-font-color0: rgba(255, 255, 255, 1);\n",
|
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" --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",
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|
"}\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",
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".xr-var-list > li:nth-child(odd) > div,\n",
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".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
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"</style><pre class='xr-text-repr-fallback'><xarray.DataArray 'CH1' (x: 1200)>\n",
|
|
"array([-0.0376, -0.0336, -0.0328, ..., -0.0328, -0.0336, -0.0388])\n",
|
|
"Coordinates:\n",
|
|
" * x (x) float64 0.0 0.002 0.004 0.006 0.008 ... 2.392 2.394 2.396 2.398</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'>'CH1'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>x</span>: 1200</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-a50e155f-54b3-4d46-84cc-f7448f5df969' class='xr-array-in' type='checkbox' checked><label for='section-a50e155f-54b3-4d46-84cc-f7448f5df969' 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>-0.0376 -0.0336 -0.0328 -0.0374 ... -0.038 -0.0328 -0.0336 -0.0388</span></div><div class='xr-array-data'><pre>array([-0.0376, -0.0336, -0.0328, ..., -0.0328, -0.0336, -0.0388])</pre></div></div></li><li class='xr-section-item'><input id='section-f8b92283-d7f4-4964-a2fd-32ab92f5418c' class='xr-section-summary-in' type='checkbox' checked><label for='section-f8b92283-d7f4-4964-a2fd-32ab92f5418c' 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'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.002 0.004 ... 2.396 2.398</div><input id='attrs-d7c0c185-49ed-4015-92b8-2d517b52d676' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d7c0c185-49ed-4015-92b8-2d517b52d676' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9d8ba920-afa3-4ca4-9a06-1a2e970bfa5b' class='xr-var-data-in' type='checkbox'><label for='data-9d8ba920-afa3-4ca4-9a06-1a2e970bfa5b' 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([0.000e+00, 2.000e-03, 4.000e-03, ..., 2.394e+00, 2.396e+00, 2.398e+00])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-4b26487b-960f-419d-bfcf-b0d20b84bf91' class='xr-section-summary-in' type='checkbox' ><label for='section-4b26487b-960f-419d-bfcf-b0d20b84bf91' 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>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-4333720f-1d9a-4942-a55b-c46bdaa92ab6' class='xr-index-data-in' type='checkbox'/><label for='index-4333720f-1d9a-4942-a55b-c46bdaa92ab6' 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(Float64Index([ 0.0, 0.002, 0.004,\n",
|
|
" 0.006, 0.008, 0.01,\n",
|
|
" 0.012, 0.014, 0.016,\n",
|
|
" 0.018000000000000002,\n",
|
|
" ...\n",
|
|
" 2.38, 2.382, 2.384,\n",
|
|
" 2.386, 2.388, 2.39,\n",
|
|
" 2.392, 2.394, 2.396,\n",
|
|
" 2.398],\n",
|
|
" dtype='float64', name='x', length=1200))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-3901bc48-674e-4f94-a591-7ee2dbb7e636' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-3901bc48-674e-4f94-a591-7ee2dbb7e636' 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 'CH1' (x: 1200)>\n",
|
|
"array([-0.0376, -0.0336, -0.0328, ..., -0.0328, -0.0336, -0.0388])\n",
|
|
"Coordinates:\n",
|
|
" * x (x) float64 0.0 0.002 0.004 0.006 0.008 ... 2.392 2.394 2.396 2.398"
|
|
]
|
|
},
|
|
"execution_count": 16,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"filePath = r'F:\\Jianshun\\AccordionLatticeShorTermStability\\dark.csv'\n",
|
|
"\n",
|
|
"data = read_csv_file(filePath, csvEngine='pandas', csvKwargs=dict(header=[0], skiprows=[1], encoding = \"ISO-8859-1\",))\n",
|
|
"dataDark = xr.DataArray(\n",
|
|
" data=data.CH1[0,:],\n",
|
|
" dims=['x'],\n",
|
|
" coords=dict(\n",
|
|
" x=data.X[0,:].to_numpy() * 2e-3\n",
|
|
" )\n",
|
|
")\n",
|
|
"dataDark"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 17,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"dataDark.plot.errorbar()\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 18,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"dataDark = dataDark - dataDark.mean()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 19,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"dataDarkFFT = fft(dataDark)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 20,
|
|
"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",
|
|
"\n",
|
|
"abs(dataDarkFFT).plot.errorbar(ax=ax, x='freq_x')\n",
|
|
"ax.set_xlim([0.5, 250])\n",
|
|
"ax.set_ylim([0, 0.05])\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Only One Beam"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 21,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
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"</symbol>\n",
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"</defs>\n",
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"</svg>\n",
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"<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
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" *\n",
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|
" */\n",
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"\n",
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":root {\n",
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" --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
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" --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
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" --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
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" --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
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" --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
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" --xr-background-color: var(--jp-layout-color0, white);\n",
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" --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
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" --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
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"}\n",
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"\n",
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"html[theme=dark],\n",
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"body[data-theme=dark],\n",
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"body.vscode-dark {\n",
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" --xr-font-color0: rgba(255, 255, 255, 1);\n",
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" --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
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" --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
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" --xr-border-color: #1F1F1F;\n",
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|
" --xr-disabled-color: #515151;\n",
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" --xr-background-color: #111111;\n",
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" --xr-background-color-row-even: #111111;\n",
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|
" --xr-background-color-row-odd: #313131;\n",
|
|
"}\n",
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|
"\n",
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".xr-wrap {\n",
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" display: block !important;\n",
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" min-width: 300px;\n",
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" max-width: 700px;\n",
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|
"}\n",
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|
"\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",
|
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" margin-bottom: 4px;\n",
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|
" border-bottom: solid 1px var(--xr-border-color);\n",
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"}\n",
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"\n",
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".xr-header > div,\n",
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".xr-header > ul {\n",
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" display: inline;\n",
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" margin-top: 0;\n",
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" margin-bottom: 0;\n",
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"}\n",
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"\n",
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".xr-obj-type,\n",
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".xr-array-name {\n",
|
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" margin-left: 2px;\n",
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|
" margin-right: 10px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-obj-type {\n",
|
|
" color: var(--xr-font-color2);\n",
|
|
"}\n",
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|
"\n",
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|
".xr-sections {\n",
|
|
" padding-left: 0 !important;\n",
|
|
" display: grid;\n",
|
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" grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
|
|
"}\n",
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"\n",
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".xr-section-item {\n",
|
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" display: contents;\n",
|
|
"}\n",
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|
"\n",
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".xr-section-item input {\n",
|
|
" display: none;\n",
|
|
"}\n",
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|
"\n",
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|
".xr-section-item input + label {\n",
|
|
" color: var(--xr-disabled-color);\n",
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|
"}\n",
|
|
"\n",
|
|
".xr-section-item input:enabled + label {\n",
|
|
" cursor: pointer;\n",
|
|
" color: var(--xr-font-color2);\n",
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"}\n",
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"\n",
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".xr-section-item input:enabled + label:hover {\n",
|
|
" color: var(--xr-font-color0);\n",
|
|
"}\n",
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"\n",
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|
".xr-section-summary {\n",
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" grid-column: 1;\n",
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" color: var(--xr-font-color2);\n",
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" font-weight: 500;\n",
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"}\n",
|
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"\n",
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|
".xr-section-summary > span {\n",
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" display: inline-block;\n",
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" padding-left: 0.5em;\n",
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"}\n",
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"\n",
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".xr-section-summary-in:disabled + label {\n",
|
|
" color: var(--xr-font-color2);\n",
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|
"}\n",
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"\n",
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|
".xr-section-summary-in + label:before {\n",
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" display: inline-block;\n",
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" content: 'â–º';\n",
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" font-size: 11px;\n",
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" width: 15px;\n",
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" text-align: center;\n",
|
|
"}\n",
|
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"\n",
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".xr-section-summary-in:disabled + label:before {\n",
|
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" color: var(--xr-disabled-color);\n",
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"}\n",
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"\n",
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".xr-section-summary-in:checked + label:before {\n",
|
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" content: 'â–¼';\n",
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"}\n",
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"\n",
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".xr-section-summary-in:checked + label > span {\n",
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" display: none;\n",
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"}\n",
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"\n",
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".xr-section-summary,\n",
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".xr-section-inline-details {\n",
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" padding-top: 4px;\n",
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" padding-bottom: 4px;\n",
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"}\n",
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"\n",
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".xr-section-inline-details {\n",
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" grid-column: 2 / -1;\n",
|
|
"}\n",
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"\n",
|
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".xr-section-details {\n",
|
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" display: none;\n",
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" grid-column: 1 / -1;\n",
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" margin-bottom: 5px;\n",
|
|
"}\n",
|
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"\n",
|
|
".xr-section-summary-in:checked ~ .xr-section-details {\n",
|
|
" display: contents;\n",
|
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"}\n",
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"\n",
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".xr-array-wrap {\n",
|
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" grid-column: 1 / -1;\n",
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" display: grid;\n",
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" grid-template-columns: 20px auto;\n",
|
|
"}\n",
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"\n",
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".xr-array-wrap > label {\n",
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|
" grid-column: 1;\n",
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" vertical-align: top;\n",
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|
"}\n",
|
|
"\n",
|
|
".xr-preview {\n",
|
|
" color: var(--xr-font-color3);\n",
|
|
"}\n",
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|
"\n",
|
|
".xr-array-preview,\n",
|
|
".xr-array-data {\n",
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" padding: 0 5px !important;\n",
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" grid-column: 2;\n",
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|
"}\n",
|
|
"\n",
|
|
".xr-array-data,\n",
|
|
".xr-array-in:checked ~ .xr-array-preview {\n",
|
|
" display: none;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-array-in:checked ~ .xr-array-data,\n",
|
|
".xr-array-preview {\n",
|
|
" display: inline-block;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-dim-list {\n",
|
|
" display: inline-block !important;\n",
|
|
" list-style: none;\n",
|
|
" padding: 0 !important;\n",
|
|
" margin: 0;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-dim-list li {\n",
|
|
" display: inline-block;\n",
|
|
" padding: 0;\n",
|
|
" margin: 0;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-dim-list:before {\n",
|
|
" content: '(';\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-dim-list:after {\n",
|
|
" content: ')';\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-dim-list li:not(:last-child):after {\n",
|
|
" content: ',';\n",
|
|
" padding-right: 5px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-has-index {\n",
|
|
" font-weight: bold;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-list,\n",
|
|
".xr-var-item {\n",
|
|
" display: contents;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-item > div,\n",
|
|
".xr-var-item label,\n",
|
|
".xr-var-item > .xr-var-name span {\n",
|
|
" background-color: var(--xr-background-color-row-even);\n",
|
|
" margin-bottom: 0;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-item > .xr-var-name:hover span {\n",
|
|
" padding-right: 5px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-list > li:nth-child(odd) > div,\n",
|
|
".xr-var-list > li:nth-child(odd) > label,\n",
|
|
".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
|
|
" background-color: var(--xr-background-color-row-odd);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-name {\n",
|
|
" grid-column: 1;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-dims {\n",
|
|
" grid-column: 2;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-dtype {\n",
|
|
" grid-column: 3;\n",
|
|
" text-align: right;\n",
|
|
" color: var(--xr-font-color2);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-preview {\n",
|
|
" grid-column: 4;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-index-preview {\n",
|
|
" grid-column: 2 / 5;\n",
|
|
" color: var(--xr-font-color2);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-name,\n",
|
|
".xr-var-dims,\n",
|
|
".xr-var-dtype,\n",
|
|
".xr-preview,\n",
|
|
".xr-attrs dt {\n",
|
|
" white-space: nowrap;\n",
|
|
" overflow: hidden;\n",
|
|
" text-overflow: ellipsis;\n",
|
|
" padding-right: 10px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-name:hover,\n",
|
|
".xr-var-dims:hover,\n",
|
|
".xr-var-dtype:hover,\n",
|
|
".xr-attrs dt:hover {\n",
|
|
" overflow: visible;\n",
|
|
" width: auto;\n",
|
|
" z-index: 1;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-attrs,\n",
|
|
".xr-var-data,\n",
|
|
".xr-index-data {\n",
|
|
" display: none;\n",
|
|
" background-color: var(--xr-background-color) !important;\n",
|
|
" padding-bottom: 5px !important;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
|
|
".xr-var-data-in:checked ~ .xr-var-data,\n",
|
|
".xr-index-data-in:checked ~ .xr-index-data {\n",
|
|
" display: block;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-data > table {\n",
|
|
" float: right;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-name span,\n",
|
|
".xr-var-data,\n",
|
|
".xr-index-name div,\n",
|
|
".xr-index-data,\n",
|
|
".xr-attrs {\n",
|
|
" padding-left: 25px !important;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-attrs,\n",
|
|
".xr-var-attrs,\n",
|
|
".xr-var-data,\n",
|
|
".xr-index-data {\n",
|
|
" grid-column: 1 / -1;\n",
|
|
"}\n",
|
|
"\n",
|
|
"dl.xr-attrs {\n",
|
|
" padding: 0;\n",
|
|
" margin: 0;\n",
|
|
" display: grid;\n",
|
|
" grid-template-columns: 125px auto;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-attrs dt,\n",
|
|
".xr-attrs dd {\n",
|
|
" padding: 0;\n",
|
|
" margin: 0;\n",
|
|
" float: left;\n",
|
|
" padding-right: 10px;\n",
|
|
" width: auto;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-attrs dt {\n",
|
|
" font-weight: normal;\n",
|
|
" grid-column: 1;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-attrs dt:hover span {\n",
|
|
" display: inline-block;\n",
|
|
" background: var(--xr-background-color);\n",
|
|
" padding-right: 10px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-attrs dd {\n",
|
|
" grid-column: 2;\n",
|
|
" white-space: pre-wrap;\n",
|
|
" word-break: break-all;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-icon-database,\n",
|
|
".xr-icon-file-text2,\n",
|
|
".xr-no-icon {\n",
|
|
" display: inline-block;\n",
|
|
" vertical-align: middle;\n",
|
|
" width: 1em;\n",
|
|
" height: 1.5em !important;\n",
|
|
" stroke-width: 0;\n",
|
|
" stroke: currentColor;\n",
|
|
" fill: currentColor;\n",
|
|
"}\n",
|
|
"</style><pre class='xr-text-repr-fallback'><xarray.DataArray 'CH1' (x: 1200)>\n",
|
|
"array([0.229, 0.242, 0.241, ..., 0.225, 0.225, 0.235])\n",
|
|
"Coordinates:\n",
|
|
" * x (x) float64 0.0 0.002 0.004 0.006 0.008 ... 2.392 2.394 2.396 2.398</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'>'CH1'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>x</span>: 1200</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-b7e78c7c-7134-42a6-824b-0b53f19ef2e5' class='xr-array-in' type='checkbox' checked><label for='section-b7e78c7c-7134-42a6-824b-0b53f19ef2e5' 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>0.229 0.242 0.241 0.227 0.242 0.227 ... 0.237 0.237 0.225 0.225 0.235</span></div><div class='xr-array-data'><pre>array([0.229, 0.242, 0.241, ..., 0.225, 0.225, 0.235])</pre></div></div></li><li class='xr-section-item'><input id='section-29d4fd3a-d80c-4f9b-8f5d-691555f92266' class='xr-section-summary-in' type='checkbox' checked><label for='section-29d4fd3a-d80c-4f9b-8f5d-691555f92266' 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'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.002 0.004 ... 2.396 2.398</div><input id='attrs-3758bcb0-96ee-4102-bc8a-ee79c06b8f6d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3758bcb0-96ee-4102-bc8a-ee79c06b8f6d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f9a571ca-d791-4c7c-a423-3ffc606f3fbc' class='xr-var-data-in' type='checkbox'><label for='data-f9a571ca-d791-4c7c-a423-3ffc606f3fbc' 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([0.000e+00, 2.000e-03, 4.000e-03, ..., 2.394e+00, 2.396e+00, 2.398e+00])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-78831768-94ae-40a1-a66e-7e9b555e379c' class='xr-section-summary-in' type='checkbox' ><label for='section-78831768-94ae-40a1-a66e-7e9b555e379c' 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>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-93558b68-c74f-476f-a4e4-22959b390fc9' class='xr-index-data-in' type='checkbox'/><label for='index-93558b68-c74f-476f-a4e4-22959b390fc9' 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(Float64Index([ 0.0, 0.002, 0.004,\n",
|
|
" 0.006, 0.008, 0.01,\n",
|
|
" 0.012, 0.014, 0.016,\n",
|
|
" 0.018000000000000002,\n",
|
|
" ...\n",
|
|
" 2.38, 2.382, 2.384,\n",
|
|
" 2.386, 2.388, 2.39,\n",
|
|
" 2.392, 2.394, 2.396,\n",
|
|
" 2.398],\n",
|
|
" dtype='float64', name='x', length=1200))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-fbe5da7b-c284-457c-adae-1b70667478a7' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-fbe5da7b-c284-457c-adae-1b70667478a7' 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 'CH1' (x: 1200)>\n",
|
|
"array([0.229, 0.242, 0.241, ..., 0.225, 0.225, 0.235])\n",
|
|
"Coordinates:\n",
|
|
" * x (x) float64 0.0 0.002 0.004 0.006 0.008 ... 2.392 2.394 2.396 2.398"
|
|
]
|
|
},
|
|
"execution_count": 21,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"filePath = r'F:\\Jianshun\\AccordionLatticeShorTermStability\\onlyOneBeam.csv'\n",
|
|
"\n",
|
|
"data = read_csv_file(filePath, csvEngine='pandas', csvKwargs=dict(header=[0], skiprows=[1], encoding = \"ISO-8859-1\",))\n",
|
|
"dataOnlyOneBeam = xr.DataArray(\n",
|
|
" data=data.CH1[0,:],\n",
|
|
" dims=['x'],\n",
|
|
" coords=dict(\n",
|
|
" x=data.X[0,:].to_numpy() * 2e-3\n",
|
|
" )\n",
|
|
")\n",
|
|
"dataOnlyOneBeam"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 22,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"dataOnlyOneBeam.plot.errorbar()\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 23,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"dataOnlyOneBeam = dataOnlyOneBeam - dataOnlyOneBeam.mean()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 58,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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aeizKOmORrq7B6HJZzl+vxIx/ZOO5VYeQd0Uvuc6/fyzE+zvOuN014IOdP2FD9s9O1zt7rQJvbMpBUXkNAOCavgZvbMrB6aIKt7YrllNYjjn/zkFxZS0+25+Pv++90OQ8A8En353Dm1+dxBubcnC57KaviyPL8j3nsebgRY/kXX6zHnP/nYOjBaWSy4vKG8/Ns9eafm421c+l1XhjUw7OX6+UlW7doUtIee0rZOUWuZzmRmUt5vw7B7mXy83v/fvHQqS89hX+c+yyrO03GIx486uT2HXqmvm9j3adxdtb8zDw7Z344xc/osFgxNuZefjdku+x9ocCvJ2Z51J5l+85j38ccHxu1DYY8D9bTmLL8cuY++8cnPi5cZ+sL3MbjxZalHdB5inM+XcO3tiUg29OXcXaHwrw8bfnJLexM+8q3tqah3WHL+GjXWedllsppqqJy2U38camHJyTeW4EmzBfF4DIpKldMFftd+2mWG8QkPGfkwCAKSsOIX/BGDz/jyMW67yz7VSTyvLQku9RVl0PAPg67xryF4yxWef3a38EANx7e3Pc06m5rPxzL5dj8Y7GAHhCv7YO133wo+9RUduA3Mvl2PjCIPzhix/x/blirD1UgJ/efEDWdq2N/WAvAKCw9CZ2/nJD+82drdFCG9mkfP3Zz6XVeGvrrfPnSEEpvvqvwT4skeuKymvwl6/yAACTBrRHqMJzer29NQ9rD13Cqv0XJb8TL6zJxpGCMmw48jNOzh+l6Lblem7VYZwqqkBmzhUcfn2Ey+le3XAcADDts2zJfZTy+r9ysC23CKtFx8V0fXjpn0cx7o7WLm9/ffbPWLbnApbtuYD8BWNwuqgCC7efNi/feLQQ+pp6fJ3X+H09fPFWsO+ovNcras3nxsP92yEiTLp+atX3+fhU9EPT3mcNNP7Y3X36Opbtsfxh+pkoiB3duxXaN4+xWP7sqsMWfw/v0RLdkuPsll1p0z47jJxCPbYcv4yjc0Z6bbv+hjWYFHRcCWRPXWlaDYopuHTF1Ypa2fnrbza4vG5FbeO6Ry+VAQB+/OX/eoNynRJOiWpDK2tcL1sgqqy13P/cy9I12GpUVefZz+6na45rfHIKG49VdZ3Bo+VwhemcvlFZ5/FtnVGwxta6xrz8pu21KPuidA2yIzX1tz6TBqP91pxLJdI19lLX3Zv1BlzV1zjcrr7G+bVUah89yXSelsq4zgcjBpikGt7rg+l8nXqD683hTVUvo+ndxJ2aJdMF3tP75s1jRxQIIkK9eys2unGxFV9z3ElvT7idmlATNU0Xp6Ki+AUGmBR0XBnjU+tG0OeuOjcCsqa0XCpZcynFm8eOKBCEOwkwlZ7CzehGhCgeHGlwI729FM723aimCJNkYYBJquGteTBdGUXu1RpMdwJMcW2CktUJbhJ/dqzBDAzem5dWtM0grSMKD3V8TWpQ+DtucOOzDRFFC0pecyKc7LuaAkzOPyIPA0wKOtYBZoNEQKT0Bd0ROaPTTULFtQkqugADnq8hJQo0zmrx3LlGOOJODaSnrjlOa28V2xJ5GwNMCjrWFZhSTdTu9It0lzsBmbg/lDs3C6WJS8AazMDgi7NKE6R1RPZGZJso/Z1yJz7UaJrWamKvRtzb3QPIexhgUtDRWEWYUrUDdV6shXOribyJ/aE8yZ0+pUTBzNkgH8VrMN0I2sSBnqI1mH40yIfkYYBJquGtC4n1AJkqiSlR1N4H06IGUwVXYHERvFn7S56jgtMqaDhtIlf4etTUH6VKDvJx3gdT9qZIJRhgUtCx7oMpNW+jNwPMpo4id9ZcpfRk2c6wDya5K2gH+TipxWtKDaZST8YVfzIOpsGUjaPIAxcDTFINb91crK+31hNjA8o3STnizrbEo8idDUjyxhx74s+uzuD7SbKp6YI12PMFZ6PI1dbtxNFE6/bYixPDGGAGLAaYFHSs+2BWSQSY3hxF3tTaUmc1mPZuXp4KPOsbeEMgksPZd1EN3ylxnOfNoI/xpf9igEmq4a0LiXWTkVQNpjc19ebhrA+mvRGqzmpN3KW22hZyD2/s3uO8D6a6WgXc+4pLn1DORolbL+aocv/BAJOCjk0TuRvPzm4wGHGzzmC+2DUYjGgwGFFTb7Db5H2zzgCjUbCZd7PeYIQgCOY8TP+sL6SCIKC6rgFGo2BRa9lgsMzT8Mtywy//wkKkv+ZhoSHmdWrqDWgwGFH9y7Ooq+saLPKUei1+z2KQj9X+idczlcv0vtQcpOL9EB8DQRBQ22CwOS6O8nC23NkyyTlSf/lsDEbB4jhVu/Acb2dldUeD6Pyxt9x6mSvlkPqcxOepifh8tD43xZ+ZvW2K17EePGIvjcFqO9brS+2vve+VaV3xuWnN9J02GgXclPGcdKlgyPq7JAiC037StQ1G1DYYzPtgfUzF+2e9rQYZfaKtr0Fi4mPjThO5VN/sBqPg9IdMvdGyPFKfkUYDu5+vHNbXJ0fnbVOIz1/Ta09sx9fCfF0AIhNv/S5dn/2zxd+vbjguO4/Of84EAPyqUzO0TYzBl6I8YyJCbdY/nF+Cx5cfRG2DEaEhGtzRVmdeVmcw4rlVh7Hz1DWLNPd1vQ2rnrnb/Pfv1/6Ir05csbnAfp13FfO3nMQ7E/pg/J1tMGzRbhSW3USbhGgYjAKK9DWS+1B+sx6/ensntJFhuHCjyvz+wE7Nsf98MQBgztieKCipxheHLuHrl+/DlbKbeHTZAfRpm4AjBaWS+YoDzHe2ncKney8g8/eD0alFLB782z6U3azHqF7J+Pi78wCANc/dg0GdW9jk8evFu5EUF4UNM+4FAIz9YC9yL+sxomdLLHuqPwDgwo0qjPrf7zBlUApmj+4hedwf+eQAXhvVHVOHdLJYtmLfBfzlqzx8/tw9uKdTc4tlO05exdTVhxuP7x/vQ+ckLQBg16lreHbVIcmRrSEaYMFDfdCnnc52IYD954rx+PIDmDO2J6YM6ii5jlwnfi7Hg3/bhwajgMSYcOx+ZRh00eHm5btOX8PTKw4BALb/YQi6Jcdh7Q8FeH1TDj6dMgD3db3NIr/XRN+Fexd8gy+m/wqj/ncPAGDpE/2w/vAl83m677Vfo1V8FEb933fQQIOtvx+MMX/dgwajgKw/DEFIiAZTVhzCt2euo01CNEqq6nCz3jY4e/4f2dieexUttJEWx3X5nvN4a2se3nowFZPubm9+v8FgxPD3voUuJgL/fnGQ+f3954rx5KcHcVf7RGQXlOKjx/piVO9WyNici5Xf55vXG96jJZZPbjx/rpTfxPDF3+LBu9og+2IZ6hoMyJp5n03A1/X1TEy4qy0ulVTjx5/LsOrpuzHwdstzRsqjyw5g7bSB5r9f/fIY/nPsCr59ZSjyi6vx+PIDNoFXxuZcZPyml8V7jy07aJN3m4RoFFfVoktSHE4Ulpvfb98sxvzadJ1ylfX60+/rhNmje+BfR3/GzC+Omd83GoGC4mqLdU3XHCkpr30l+f79i791WibT+QsA4+9sjXd+18dmnXPXKjFx6X4AwJjUVvjo8buc5mvNaBTwwF8bz/UFE/rg4aX7UWcwIjEm3GK91fvzZect1mAwYsT73yE+OhwbZ9yLke9/i3PXq5AUF4nvXh2GqHDb+4e/Yg0mURMcOF9iEVwCQLVEDceen26Yn9FtMAo4UlBmXmYUBJvgEgC+PXPd4u/Nxy5L/nqf95+TEATg1S+P40RhOQrLbgJovODbCy5NrlfUWgSXAMzBJQDM33ISK7/Px816A5Z9dx6vfHkc9QYB2RdLLWoexKUS/xBfsvsc6hqMeH/HGQDAsZ/LcbG42hxcAsD/+/yITblOXanApZKbyL54K4jNvawH0Bj8mby/4wxqG4z4+NvzNnkAwH9vOA6DUcCbW/Nsls37z0kYjAJmfXnMZpkpuASA978+Y3793OrDdqdNMQrA8r3S5QCAP3xxFEYByPjPSbvryDV3c465v3BpdT0yT1yxWD59dbb59YLMxmPw2sYTaDAKmPGPbFg7lH/reJffrMcTy38w//38P7ItztNP91xAcVUdzlytxOmrFbhYXIVTRRU4e60SNyprAdw6hwvLbkoGlwCwPbfx8zSlMfnLV3kwCo3lFTt3vQr5xdU4dqnMohbzv9YeRYNRwA/5JTAYBTz/j8bzShxcAo0/yEyW77mAqjoD/nGgAHlX9Dh3vQpX7XxnNhz5GT/kl6CuwYhdp22/r1IOnC+x+Hvd4Z9xs96Azw5cxMwvfpSs1bMurz2FZTdRU2+0CC4BoKCk2k4K+UzfK3FwCTR2y/lw108W732654Ji27Vn04/S18CF20+bX39l9R1wVdnNepwqqsCpogq8uOaIuatPaXW9xXpz/p1rfu3OCP0LN6pw4UYVjl0qw8XiKpy73nj9vVZRi0P5JU5S+xcGmKQa7FqjbnUGo9uj6x0NZJLqf+bq3J7OyuNKLnJa+5wNbnDUHOmJ89s6S0d9+ayDGWf9/pxv2zdfWHGxxeeJO4PlmnoMmsLZ03vUTCrI89b5ILVtJfp9i68lsZGu1SJaT3nnUhpR7bh196VAuwf67xlOFATU1KG9rsFo90LurJh1DUa760gGmC6O4vf2YylV9HEAsC2Po/kUrT87XwZXTWHvKVbuTPDvbJJvT/LUIDtv8OXTw6R+ECpxHRDnERnmWoAZ6k6AKUqj1BylauWfVxgKSJx3z5Y3p0typt5gdPtC7mjydamaHFenQVGi5sKf59mzLrmjgMn6s/NlcNUUFk+xEgeYbkzwr3SQLecHob8G+IBvA0ypAUZKPNxBfC1xNfi3M37SIXeCUn/lv2c4URDw5oTvztQbjA5qiRxf4OsMRrtrSF3Mnc3tabqRK1Fz4dcBpuB6s7f1sXL29Bi1sqjBFO2/Oz82fHkM/DnA9OV3Rqr7jHXA607Lj/j74WzydxO3ajDFXTxUVIHgCf57hlPA8eP7vMd4uwnYkboGwe2aAqX7YJpqdpWoufDna7xNE7mjALPB9WBUzcR92Jz9EHHGG8fAXrDjjSdseYovW1Zc6TPtznVB/P1w9bNxpw9mqIynsPk7/z3DiYKA2mow3e2DaZrrU4rUTd7ZTcR0XJQIwP35h411txJHA0dsm8j98/IfaqcPpjvcHWhjL6yQcy6Fh/lvU2lTA/umcGUAoDvXBfeayJvWB5M1mETkM2p6Kk5TgjlHTyuSCnSc3URMZVEiAFfTQCq5bGsw7d/wbAb5+GkTubjSqMkBphf6ocoZ3OYvfBkYGVyonXTnuuBWE7kbAaaYOxPW+xP/PcOJgoDaajDtcXbJr3fUB1OiJkfcx0sqAFS0BrPJOYh4uVLK+tDYNNmJ/rQ+l/x1kI+Yq9NZ2aP4IB8fbtubfNm068pn7s4Pc/G1xJNN5GIBHl8ywCT18OeaJE9RUw1mXRP6OzraD+kmcsfbMk1az1Hkjv8Wsxnk46cBjvjjampNmlf6YNp531+7KAA+HuTjwmfuzg9zcZowV5vI3YgvxYeONZhE1GTuXo4dNS17m6N5Bp39OGjsgym9zNk8mFLpTMGSEsfHl/3JmkrOjzKlJ1pXA38IMO1v239rkH06D6YXajBdPS+a2kTOPphEXuLHFUkeU2eQfryeLzSpD6ajeTClajCdnAymG0jQD/IRHP8tFigTrYs19Qbd1ADBmlTAL2dwm7/w6TyYHuqDKW6hsRf8a6yaxN1pIhcPzGOASUQ+U6emGsym9MFsMNqdSF9yHkzRqlKpTDWXSjSRq+cIyyfn4QQ2o8j9dBSzeJ+b2lTry245/jrIClB/DaY7PzzFLTT2gn/r84U1mI6F+boARCaB/FVrcHDB23qiyO6yE4VlOFWkR/6NKpe2syAzz+HyVd/nu5SPlPziarvLyqrrza9X7LuAM1cr0LVlnPm9itoGLN19XjLtv49dxp3tEnB7khbbc4twf4+WWH/4knn5B9/8hKmDO1mkWXf4ElJaxKCipsH83n+OXYZREHBX+0S0axaD3MvlOH/91nH7879O4LF72qNXa51FDUdlbQPm/jsHDUYBzw3uhJTmMTZlrDcY8a+jhXb3X0y8TZNdp67hWkWtxXv7zxUjPFSD/inNcOB8MUI0GtzdsRkAQF9Tjx25VzGiV0vER4Xb3Zb1vfZoQSlKqupw6ooe529UWeynIAAf7Tpr/nvriSKs2HcBt8VFoqi8Bi20kTb536istXnPpKKmAe9/fcb8d0HJrfMjM6fI6U1+64krKCqvcbiOSYPBKDmy96erlci7UmE36LheIV3+jUd+Rp+2Ovzn+BWXtu/M0YJSVNUaUC/Rp+7zHwpQ12C0CFpW7stHRW2Dzboma38oUKRcSvj+7A2b99ZnX0LzWMvz5Z8/FCA+KhzfnLrm0fIsyjrtdJ26BiNq6g1YsS8fVbUNeGRAO7RJiMaWE1dwZ9sEtBd9xwVBwJbjV7Bsz63r016JfQaAy1bnqynA/ObUVew6dR3pvZKR1qUFSqvq8O8fC5HWpQWax0bim1PXMDo1GT9drcRfd/5kTm99rE4V6XGjshaJMREY1j3J+cFQOY3AkRUkk16vh06nQ3l5OeLj4xXL9687f8J7O844X9EPaTT+3RTraw/1bYONLgZ4AJC/YAxSXvvK7rL3sk7jr9+clVz+6eT+eHbVYfPfY/q0woN3tsFzqw9Lri/W6bZYyQDT2omMkUjNyAIA/DhnBO6cvwMAcOp/RiEqPBTPrjyEnaeuYWi327Dy6bvt5jP8vW9x9lql0+35u9fH9MBzv/zIuFx2E/cu+MaldCnNYxz+MJLy/Wu/RuuEaLvnDwBMH9IJsx/ocWs7DtYl7/t86j3YcfIqVuzLBwD0aavDUwNTMGv9MQCN1wCTf/9YiN+v/dGt7XS6LRarn7kbae/sMr+XMy8d//Ofk/ji8CW0SYhGi7hIHLtUhofuaoONR1y/hh3683DcFmf7o6+pPHX/luK/dfQUcAI5AAvkffOGzccuK5rf13n2a1myL5bavFd2s15iTfeJa15LqurMr2vqG/vc7vylZmP36esO8wmW+oE9P0nXKDkjN7ikACEA23JutQwd/7kc++zUSh7Ot/2+u0oD4HKZZa1mdV0Dsgsa8ywsu4ljl8oAAFuOyastr3RQw+0vGGASEYlIzbOndCAn7rslzllun6wgiS+9yqVxG/7ZfTVoSH0tvDblm0LfyUD48cgAk1RDzoAFInc5u3A3ZdoiV+MOe6NP5U4cHozfGE/vcwDc10mCo2nWyDMYYBJRUHE0ZRJgOYLdROmYw97oU7nBTSDUchApzdHcuR7ftsry8SUGmKQavFeSNzi70Xhj6hBxeCkOEmU3kStUHn/CoJrc4eyHpdoEwmnOAJOIgoqzSZglp7zx4MVeHO+yDyZR00l1t/JWH0x+J29hgEmqwe8leYMaajDFxM8jljtxuD8/R91dQbjLpABPNJFbP9lHWf5/ojPAJCLVU/JSW+tGDabSA9DEuYk3xxpMoqYTBNvvhr0AU+kYkYNVb2GASerBuyV5gbOmMu/XYCr36ENqOo9WSpHPuPN8cl8KhEsBA0wiUj0lB3Y4ayqTHEXu4uZdbTKzN7BHbiseB7wojyP5/Z/UJ+KtQT48HW5hgAmgoqICGRkZSE1NhVarhU6nw4ABA7B48WLU1dU5z8CBq1ev4uWXX0a3bt0QHR2NZs2aYfDgwVi+fLlLF6Zz585h+vTp6NixI6KiopCUlIT09HRs2LDBYbqhQ4dCo9E4/Ne2bdsm7ZvS+L0kb3A6yMfLNZjiWku5NZj8zhC5xu9qMH1dAAWE+boAvnbx4kUMHToU+fn5AICYmBjU1tbi8OHDOHz4MNasWYOdO3ciMTFRdt7Z2dlIT09HcXExAECr1aKiogJ79+7F3r17sX79emzevBmRkdLPG926dSsmTpyI6urGx53Fx8ejuLgYWVlZyMrKwtNPP41PP/3UYa1JbGwstFqt5LKkpCTZ+0TkC0pebJ0O8pHsg6kscX4NBunaTJfyCYS7kExq22e1lYeka5X9bR7MQBDUNZgGgwHjxo1Dfn4+WrVqhR07dqCqqgrV1dVYu3Yt4uLicPToUTz++OOy8y4vL8fYsWNRXFyM7t2749ChQ6ioqEBVVRU+/PBDhIeHIysrCzNnzpRMf+HCBTz88MOorq7GoEGDcPr0aZSXl6O8vBxz5swBAKxYsQILFy50WI5Zs2ahqKhI8t+RI0dk75cn8UJN3uBskI+3+2AamtAHk302iVzjrQDTLpl9ewPhqx3UAebKlStx4sQJAMCGDRswfPhwAEBISAgeeeQRfPzxxwCAzMxM7Ny5U1beixYtQlFREaKjo7F161b0798fABAREYEXX3wR8+bNAwB88sknOHPmjE36OXPmoKqqCsnJydiyZQu6du0KoLEWdN68eZg2bRoA4M0330Rpaakbe0/kP5S82DrriyU5DabCF3txfuJpikzBpr1GCaNRwAtrsvH+jsZrRgDcg1zy7ZnrmPz3H7Dnp+sYsnCXR7el0QDfnbnueB1o8NbWPPxx3Y/4z/HLHi0PySf1vSitrrf4+4OdP+H5z7Kb9IPy7LVKLNx+yuK9h5fux9lrlW7nGUiCOsBctWoVAGDYsGEYOHCgzfJJkyahY8eOAIDVq1fLytu0vjgPsZdeeglarRYGgwFr1qyxWFZVVWXuYzljxgwkJCTYpJ89ezYAQK/XY9OmTbLKplac3oG8oUFlo8il+mDae1b5gfPF2HqiCP+38ycAgVHL4apvz1zHk5/+4JVtPfV359v55Lvz2HikEL9f+6PnC0SKW7zjDLblFuFbJz8mnDmUb1nBU1h2s0n5mQTC/TBoA8zq6mrs27cPADB69GjJdTQaDUaNGgUAyMrKcjnv06dPo6CgwGHeWq0WgwcPlsx77969uHnzpsP0KSkp6NGjh+yyEQU7Z0GZdB9MpefBvJWfZR/Mxv/tPKocNQ0Gm5yIyIqMr4WzLjO+Egg/HoM2wMzLy4Pxl6ap3r17213PtKyoqAglJSUu5Z2Tk2OT3lHeJ0+etJu+V69eTtPn5ubaXWfNmjVISUlBZGQkEhIS0L9/f/z5z3/G5cvqa9YJhC8U+T9vjyK3nKbI1ETu6nRHHikSEVGTBW2AKQ6w2rRpY3c98TJXgzK5eev1elRW3uqzYUqfmJiImJgYp+kdlevs2bO4fPkyYmNjodfrkZ2djbfeegs9evTAv/71L5f2p7a2Fnq93uIfkb9yFpNJ1mB6cBi51ETrro4HYHxJZEtOi4Na59UPhB+PQRtgVlRUmF87CuLEy8RpPJm36bWjtOLlUuUaOnQoVqxYgcLCQtTW1qKkpASlpaVYsWIFkpKSoNfr8cgjj2D//v1O9+ftt9+GTqcz/2vXrp3TNO4IgO8TBYCm9MF052Yl7oNpCjbt9cF0lJaISE2CNsAMdBkZGZgyZQpat25tbm7T6XSYMmUKvv/+eyQkJKC+vh7//d//7TSv2bNnm6dIKi8vx6VLlzxdfCKPcfaAA8lR5EqXQfRa3AfTaA4wXcyH8aXieEz9XyB8hhzk48fi4uLMr00TmUsRLxOn8WTepteO0oqXu1ouk9tvvx0vvvgigMYBRTdu3HC4fmRkJOLj4y3+eUIgXBRI/Zw2kaugD6arNZh8TKFvBMLNn8jTgjbAbN26tfl1YWGh3fXEy8RplMw7Pj7e4mk7pvSlpaUOg0xTelfLJWaalkkQBPNTjIhIug+m0r9+BDt9MM2vXa3BVLBM1IjH1P+p8neX7Gfce6YY3hS0AWaPHj0QEtK4++JR29ZMy5KTk9GsWTOX8haPHHcl7549e9pN72iEuCm9o5Hm/oS1AuQNzi7cXh9FLmMeTBv8yvgGjzuRU0EbYMbExGDQoEEAgG3btkmuIwgCtm/fDgAYOXKky3l369YN7du3d5h3VVUV9uzZI5l3WloaoqOjHaa/ePEi8vLyZJfN5MCBAwAap0NJSUmRnd4jeNEmFfDOs8hFzeIG2yf5uNoHk4N8lMduB/5PjZ9gMFagBG2ACQCTJ08GAOzatQsHDx60Wb5+/XqcP38eAPDUU0/Jytu0/tq1ayWboD/66CNUVlYiNDTU5lnnsbGxmDBhAgBgyZIlKC8vt0n/zjvvAGjsfzl+/HiLZc4ukBcuXMBHH30EALj33nvRokULl/aJKDA4/n54uwazoSl9MD1SInKGx508LRB+5wR9gJmamgpBEDBhwgTz88aNRiPWr1+PqVOnAmh8ms79999vkTYjIwMajQYajUYygJw1axaSk5NRXV2NMWPGIDs7GwBQV1eHJUuW4I033gAATJs2zfyccbH58+cjNjYWV65cwbhx4/DTT42PhquqqsL8+fOxdOlSAMDrr7+OxMREi7QLFizA5MmTkZmZibKyMvP7er0eq1evxr333ovS0lKEh4ebA1U1CIDvE/kBp03kXn4WubgW0tmzyB3lQ0SN1FgLrcIieVyYrwvgS2FhYdi8eTOGDRuG/Px8DB8+HDExMTAajaipqQEA9O3b1+ZZ4a7Q6XTYsmUL0tPTcfLkSfTv3x9xcXGoqalBfX09gMam7ffff18yfceOHbFu3TpMnDgRe/bsQdeuXaHT6VBZWQmDofFxcVOmTMErr7xik7a2tharV682Pw89Li4O4eHhKCsrMz+9SKfT4e9//7u5mwARNWrSPJhuTIRpUYNpmmjd5RrMILxreZgrgYAaAxhyjzvfWW8IhO92UNdgAo3P9D5+/DjmzJmD3r17Q6PRIDw8HP369cOiRYtw4MABmxpCV/Xr1w+5ubmYOXMmunTpgvr6esTGxiItLQ3Lli1DZmYmIiMj7aZ/4IEHcPz4cUydOhUpKSm4efMmEhISMGLECHz55ZdYsWKF5I1o4sSJmDNnDkaMGIGOHTtCo9FAr9cjMTERaWlpmD9/Pk6fPo2HHnrIrf3yFF60SSnHLpXZXebsLCu/WW/xd3FlrcvnpquxafbFUvPr6tpbzxc/e60SgiDgekWt+b0LN6pw/nolSqrq8GNBmfn9vCt6l7dHrqusbXC6TkGJ4ynkyLdOFJaj3mD/GePFlbe+X1f1tXbXU1KDzC/r/nPFKKuu81BpvEMj8K5OMun1euh0OpSXlys6J+abX53Esj0XFMuPSMrfHr8LH35zFievuP7I01dHdcO72057sFS33Ht7c3x/rtgr2yIi9Vr9zN0Y0vU2RfP01P1bStDXYJJ68KcOeYM751lh6U3lC2IHg0siCgQMMIkoqARC3yYiCnxq7R/qKgaYpBq87RMRETXSuPpIL5VigElEQcWdJnL++CEikocBJqkG+2ASERE1YhM5EZEf4e8YIvIHfh5fMsAk9eDgC/IGd2ZmY+06EZE8DDCJiIiI1MbPqzAZYJJqsJaI1IsnJxF5F0eRExERERGJMMAkoqDi1jRFrMAkIi/jKHIiIj/CwWRE5A/8PL5kgEnq4c7oXiIiIlKfMF8XgIjIm2Z+cUx2mrWHLnmgJERE9mn8vI2cNZikGqy/JCIiauTn8SUDTCIiIiJSFgNMUg12wSQiImrk5xWYDDCJiIiI1IZN5EQK4fQxREREgYEBJhEREZHq+HcVJgNMUg32wSQiImrEJnIiIiIiIhEGmKQarMAkIiJq5OcVmAwwiYiIiEhZDDBJNdgHk4iIqBEfFUlEREREivLv8JIBJqkKqzCJiIgCAQNMIiIiIpXx8xZyBpikHuyDSURE1Ejj543kDDCJiIiISFEMMEk1WINJRETUiE3kLiorK0PHjh1x++23e2uTREREROQDYd7akMFgwMWLF/1+XifyHIGjyImIiAICm8iJiIiIVMbf6+MYYJJqsA8mERFRI38fRS6rifzXv/612xuqr693Oy0RERER+Q9ZAebu3buh0WggsKqJPIBnFRERUSN/byKXFWCGhobCaDQiPT0dycnJsjZUW1uLtWvXykpDREREFIyCKsDs3r07Tp48iYkTJ+KZZ56RtaHi4mIGmOQQK8aJiIgCg6xBPv369QMAZGdne6QwREREROT/g3xkBZh33XUXBEHA0aNHPVUeCmKcB5OIiKhRUDWR33XXXQCA48ePQxAEWZOmR0VF4amnnuJE60REREQBTlaAmZaWBqPR6NaGYmNjsXLlSrfSUpBgBSYREREA+HkDOSdaJyIiIlIdf2/wZYBJqsEKTCIiosDAAJOIiIhIdfy7CpMBJqkGnxBFRETUyN+byL32LHITjUaDnTt3NjkfIiIiIlInxZ5Fbpp+yF4tlCkdpykie1h/SURE1MjfoyVZAeaQIUPsBojff/89GhoacN999ylSMCIiIqJg5e8VcrJrMO1p1aoVrl27hl27djW1TBSk2AWTiIgoMHCQDxEREZHK+Hf9JQNMUhFWYBIRETXy8xZyBphEREREpCwGmAAqKiqQkZGB1NRUaLVa6HQ6DBgwAIsXL0ZdXV2T8r569SpefvlldOvWDdHR0WjWrBkGDx6M5cuXuzTv47lz5zB9+nR07NgRUVFRSEpKQnp6OjZs2ODS9o8cOYInnngCbdu2RWRkJFq1aoUHH3wQ33zzTZP2yxM4DyYREVEjjZ83kmsEhe7qpkE+BoNBiey85uLFixg6dCjy8/MBADExMTAYDKitrQUA9O3bFzt37kRiYqLsvLOzs5Geno7i4mIAgFarRU1NDRoaGgAAI0eOxObNmxEZGSmZfuvWrZg4cSKqq6sBAPHx8aisrITRaAQAPP300/j000/tjjRbvnw5ZsyYYd6eTqeDXq83B3Jz585FRkaG7P3S6/XQ6XQoLy9HfHy87PT2/L/Pj2DL8SuK5UdEROSv9rw6DO2axSiap6fu31KCugbTYDBg3LhxyM/PR6tWrbBjxw5UVVWhuroaa9euRVxcHI4ePYrHH39cdt7l5eUYO3YsiouL0b17dxw6dAgVFRWoqqrChx9+iPDwcGRlZWHmzJmS6S9cuICHH34Y1dXVGDRoEE6fPo3y8nKUl5djzpw5AIAVK1Zg4cKFkun379+P559/Hg0NDRg/fjwuXbqEsrIyXL9+HdOnTwcAzJs3D+vWrZO9b57C+ksiIqLAENQB5sqVK3HixAkAwIYNGzB8+HAAQEhICB555BF8/PHHAIDMzEzZTx9atGgRioqKEB0dja1bt6J///4AgIiICLz44ouYN28eAOCTTz7BmTNnbNLPmTMHVVVVSE5OxpYtW9C1a1cAjbWg8+bNw7Rp0wAAb775JkpLS23Sv/rqqzAYDEhNTcW6devQtm1bAEDz5s2xdOlSpKenW6xHREREpBRZ82CuXr3a7rKbN28CAD777DOnfemeeuopOZv1mFWrVgEAhg0bhoEDB9osnzRpEv785z/jwoULWL16Ne6//36X8zYdq0mTJqFjx442y1966SW89dZbqKysxJo1a8wBJwBUVVWZ+1jOmDEDCQkJNulnz56NTz75BHq9Hps2bcLTTz9tXnb+/Hns3bsXADBr1iyEh4dLpt++fTsuXryI7777DsOGDXN53zyGVZhEREQA/H8UuawAc8qUKU5nlp8yZYrD5RqNRhUBZnV1Nfbt2wcAGD16tOQ6Go0Go0aNwpIlS5CVleVy3qdPn0ZBQYHDvLVaLQYPHozMzExkZWVZBJh79+41B+z20qekpKBHjx7Iy8tDVlaWRYC5Y8cO8+tRo0ZJpk9LS0NcXBwqKiqQlZWljgCTiIiIAoLsJnJBEJr8Tw3y8vLMg2V69+5tdz3TsqKiIpSUlLiUd05Ojk16R3mfPHnSbvpevXo5TZ+bmyuZPikpCUlJSZJpQ0ND0b17d8n0viKwCpOIiAhAkD0q8sKFC54qh9ddvnzZ/LpNmzZ21xMvu3z5Mpo1a6Z43nq9HpWVldBqtRbpExMTERNjfwSZKb14e+K/HW3btPzQoUM26a3V1taaR9WbyktERESe49/hpcwAs0OHDp4qh9dVVFSYXzsK4sTLxGk8kbcpwDSld5RWvNy6XE1Nb+3tt9+2aML3FJVUbhMREVETyW4ib2hogF6vl1WLZVqfo5X90+zZs81TJJWXl+PSpUu+LhIREVFA8/MWcvkB5qRJk5CYmOh0MI/YM888IzuNp8XFxZlfmyYylyJeJk7jybxNrx2lFS+3LldT01uLjIxEfHy8xT9PYA0mERFRI39/ko+sADM3NxcbN25EfHw8/v73v7ucbtmyZYiPj8c///lP/PTTT7IL6QmtW7c2vy4sLLS7nniZOI2SecfHx5ubx8XpS0tLHQaJpvTW5TL97WjbjtITERERNYWsAHPNmjUAgBdeeEFybkZ7EhMT8dJLL8FoNOIf//iHrAJ6So8ePRAS0rj74lHb1kzLkpOTXRrgA1iOHHcl7549e9pN72iEtym99UhzU/pr167h+vXrkmkNBgNOnTolmd5XOIqciIioUVA1ke/ZswcajQYTJkyQvaGHHnoIALB7927ZaT0hJiYGgwYNAgBs27ZNch1BELB9+3YAjc8Nd1W3bt3Qvn17h3lXVVVhz549knmnpaUhOjraYfqLFy8iLy9PMv2IESPMr+2l37dvn3lwj5x9IyIiInJGVoB55swZhISEoG/fvrI31KdPH4SEhJhrzdRg8uTJAIBdu3bh4MGDNsvXr1+P8+fPA5D/9CHT+mvXrkV+fr7N8o8++giVlZUIDQ21edZ5bGysOYhfsmQJysvLbdK/8847ABr7T44fP95iWadOnZCWlgYAWLx4Merr623SL1iwAEDjzABDhgyRtW+ewj6YREREjfy8AlNegFlWVoaEhAS3Jv8MCQlBQkKCZLDkK5MnT0ZqaioEQcCECRPMzxs3Go1Yv349pk6dCqDxaTrWj4nMyMiARqOBRqORDCBnzZqF5ORkVFdXY8yYMcjOzgYA1NXVYcmSJXjjjTcAANOmTTM/Z1xs/vz5iI2NxZUrVzBu3Dhz39WqqirMnz8fS5cuBQC8/vrrSExMtEn/7rvvIjQ0FMeOHcOkSZPM/S1LSkrwwgsvIDMz02I9IiIiUhE/jzBlzYMZExPj8lyQUiorK81Nv2oQFhaGzZs3Y9iwYcjPz8fw4cMRExMDo9GImpoaAEDfvn3NfU/l0Ol02LJlC9LT03Hy5En0798fcXFxqKmpMdcojhw5Eu+//75k+o4dO2LdunWYOHEi9uzZg65du0Kn06GystI83dOUKVPwyiuvSKYfOHAgli5dihkzZmDjxo3YuHGjOcA3PU1p7ty5ePjhh2Xvm6ewApOIiCgwyKrBTEpKQn19Pc6dOyd7Q+fOnUNdXZ3dRxf6SkpKCo4fP445c+agd+/e0Gg0CA8PR79+/bBo0SIcOHBAsobQFf369UNubi5mzpyJLl26oL6+HrGxsUhLS8OyZcuQmZmJyMhIu+kfeOABHD9+HFOnTkVKSgpu3ryJhIQEjBgxAl9++SVWrFjhsDb5ueeew8GDB/HYY4+hTZs2qK6uRlJSEsaPH4+dO3ciIyPDrf0iIiIiz/L3aYo0goyHg0+ePBn/+Mc/sGDBArs1Z/a8++67eO211/DEE09g9erVsgtK6qHX66HT6VBeXq7onJjPrTqMr/OuKpYfERGRvzr8+nC00NqvhHKHp+7fUmTVYI4dOxaCIGDhwoW4cuWKy+kuX76MRYsWQaPRYOzYsbILSURERET+Q1aAOWHCBHTp0gXFxcVIT093qan87NmzGDVqFG7cuIHOnTtj4sSJbheWAh17YRIREQF+P8ZHXoAZEhKCVatWISIiArm5uejTpw+mT5+OzMxMFBUVoa6uDnV1dSgqKkJmZiamTZuGO++8Ezk5OYiMjMTKlSvdGoFOREREFEz8PV6SNYocAH71q19h3bp1ePLJJ6HX67F8+XIsX77c7vqCIECr1eKzzz7DwIEDm1RYCmycB5OIiCgwyKrBNBk3bhwOHz6MiRMnQqPRQBAEyX8ajQYTJ05EdnY2fvvb3ypddiIiIqKA5N/1l27UYJp07twZX3zxBa5du4Zdu3YhNzcXxcXFEAQBLVq0QK9evTBs2DDVTUtE6sUKTCIiokZ+3kLufoBpkpSUhEceeUSJshARERFRAHCriZzIE2RMyUpERBTQ/H2idQaYRERERGrj3/ElA0xSD9ZfEhERBQYGmEREREQq4++DfBhgkmqwCyYREVEjP48vGWASERERkbIYYJJqsAKTiIiokb8/KpIBJhEREZHK+Hd4yQCTVGTCXW18XQQiIiJSAANMUo3f3skAk4iICOAociIiIiJSGJ/kQ0REREQkwgCTiIiISGXYRE5EREREJMIAk4iIiIgUxQCTiIiISGXYRE5EREREiuIociIiIiIiEQaYRERERCrDJnIiIiIiUpSfx5cMMImIiIhIWQwwiYiIiFRG4+dt5AwwiYiIiFTGv8NLBphEREREpDAGmEREREQq4+ct5AwwiYiIiNSGfTCJiIiIiEQYYBIRERGRohhgEhEREZGiGGASERERkaIYYBIRERGRohhgEhEREZGiGGASERERkaIYYBIRERGRohhgEhEREZGiGGASERERkaIYYJKqRIXzlCQiIvJ3vJuTqvzn/6UhIuzWafnSrzuje3Kc+e8PH+uLhb/rYze9NjLMo+UjIiIi53g3JlXp0jIOP84ZgZ5ztgMAEmIisO0PQ2zW+3X3JPT7y9c27+95dRj6/s8OAMCfH+iBK+U1+Pu+C54tNBEREVlgDSapTkTordOyrsEoK61Go3RpiIiISC4GmKQ6oSG3osR6g3SAqWEkSUREpFoMMEl1xMGjvQDTblow8CQiIvI1BpikanUyA0wiIiLyPQaYpGr1DYLk+3brKUULBEinJSIiIs9igEmqJruJnC3kREREPscAk1TN3ihyBpJERETqxQCTVE3+IB8iIiLytaAPMCsqKpCRkYHU1FRotVrodDoMGDAAixcvRl1dXZPzv3r1Kl5++WV069YN0dHRaNasGQYPHozly5dDEJz3ETx37hymT5+Ojh07IioqCklJSUhPT8eGDRscphs6dCg0Go3Df23btm3y/nmavUE+HC1ORESkXkH9JJ+LFy9i6NChyM/PBwDExMSgtrYWhw8fxuHDh7FmzRrs3LkTiYmJbuWfnZ2N9PR0FBcXAwC0Wi0qKiqwd+9e7N27F+vXr8fmzZsRGRkpmX7r1q2YOHEiqqurAQDx8fEoLi5GVlYWsrKy8PTTT+PTTz91OCdkbGwstFqt5LKkpCS39sub7DWR2xvAY30sONCHiIjI+4K2BtNgMGDcuHHIz89Hq1atsGPHDlRVVaG6uhpr165FXFwcjh49iscff9yt/MvLyzF27FgUFxeje/fuOHToECoqKlBVVYUPP/wQ4eHhyMrKwsyZMyXTX7hwAQ8//DCqq6sxaNAgnD59GuXl5SgvL8ecOXMAACtWrMDChQsdlmPWrFkoKiqS/HfkyBG39s2b7DWRG4y3Akf2xyQiIlKXoA0wV65ciRMnTgAANmzYgOHDhwMAQkJC8Mgjj+Djjz8GAGRmZmLnzp2y81+0aBGKiooQHR2NrVu3on///gCAiIgIvPjii5g3bx4A4JNPPsGZM2ds0s+ZMwdVVVVITk7Gli1b0LVrVwCNtaDz5s3DtGnTAABvvvkmSktLZZfPX9QbpGsgxe9rI29VxDPWJCIi8r2gDTBXrVoFABg2bBgGDhxos3zSpEno2LEjAGD16tWy8zelEecj9tJLL0Gr1cJgMGDNmjUWy6qqqsx9LGfMmIGEhASb9LNnzwYA6PV6bNq0SXb51K5PWx0A4Hf9pPuJJsSEm1//16+7AACGdrsNkWEhiA4PBQC0bxbbpDLc0S6hSemJiIiCVVD2wayursa+ffsAAKNHj5ZcR6PRYNSoUViyZAmysrJk5X/69GkUFBQ4zF+r1WLw4MHIzMxEVlaWuUYTAPbu3YubN286TJ+SkoIePXogLy/P3B8zkHwxbSDOXqtE7zbxksujwkOx59VhCA3RIDk+Cnd3bIZuyXEICw3Bjj8OwZXyGvTvkIiDF4ot0m2YcS9uVNYCAOKjwvHosgOS+f/10b4Y1SsZ+88Xo6begDYJ0dieW4QPvjlrt8wfP9kPcZFh0Gg0qK5rwLOrDru590RERP4tKAPMvLw8GI2Nfft69+5tdz3TsqKiIpSUlKBZs2Yu5Z+Tk2OTh738MzMzcfLkSbvpe/Xq5TB9Xl4ecnNz7a6zZs0arFy5EleuXEF0dDQ6d+6M9PR0vPjii2jdurUru+MT0RGhSP2lFtOeds1izK/FtY1tE2PQNjFGIgXQr4P9AVvNYiNQUtU4c0C3lnGICAvBfV1vMy8XBDgMMNN7JTssr1ydbovF+etViuZJRETkDUHZRH758mXz6zZt2thdT7xMnEbp/PV6PSorK23SJyYmIiZGOlASp3dUtrNnz+Ly5cuIjY2FXq9HdnY23nrrLfTo0QP/+te/XNqf2tpa6PV6i3/ByNsj0iNCg/LrSUREASAo72AVFRXm144COPEycRpP52967SiteLlU2YYOHYoVK1agsLAQtbW1KCkpQWlpKVasWIGkpCTo9Xo88sgj2L9/v9P9efvtt6HT6cz/2rVr5zSNWrgw1aiZ2gYIhTPAJCIiP+U3d7CVK1c6nTjc0b9t27b5ehe8KiMjA1OmTEHr1q3Nc0PqdDpMmTIF33//PRISElBfX4///u//dprX7NmzzVMklZeX49KlS54uvs+pYeqj8FAVFIKIiMgNfhNgKikuLs782jSJuRTxMnEaT+dveu0orXi5nLIBwO23344XX3wRQOOAohs3bjhcPzIyEvHx8Rb/AoU4iFNDUCnGGkwiIvJXfjPI59FHH8XYsWPdTq/T3RowIh7cUlhYiD59+kimKSwslEzjjHX+9gIyU/7x8fEWT9sxpS8tLUV1dbXdpnJTencG65imZhIEAfn5+WjRooXsPAJBRGgI6g0GXxdDUkQYA0wiIvJPfhNgRkZG2n2kolw9evRASEgIjEYjcnJy7E4FZBrNnZyc7PIIcsBy5HhOTg569OjhMP+ePXvaTZ+bm4sBAwY4TO9opDk5Fh4WAtTZBphqqMxkDSYREfmroLyDxcTEYNCgQQBgt2+mIAjYvn07AGDkyJGy8u/WrRvat2/vMP+qqirs2bNHMv+0tDRER0c7TH/x4kXk5eW5VT4AOHCgcf5HjUaDlJQU2ekDhWUQ5zislDNgSAnsg0lERP4qKANMAJg8eTIAYNeuXTh48KDN8vXr1+P8+fMAgKeeekp2/qY0a9euRX5+vs3yjz76CJWVlQgNDbV53nlsbCwmTJgAAFiyZAnKy8tt0r/zzjsAGvtfjh8/3mKZ4CQSunDhAj766CMAwL333hu0zeOA5VRA7INJRESkjKC9g02ePBmpqakQBAETJkwwP2/caDRi/fr1mDp1KoDGJ+ncf//9NukzMjLMI9SlAshZs2YhOTkZ1dXVGDNmDLKzswEAdXV1WLJkCd544w0AwLRp08zPGRebP38+YmNjceXKFYwbNw4//fQTgMaaz/nz52Pp0qUAgNdffx2JiZaThy9YsACTJ09GZmYmysrKzO/r9XqsXr0a9957L0pLSxEeHm4OVIOVmmsJOQ8mERH5K7/pg6m0sLAwbN68GcOGDUN+fj6GDx+OmJgYGI1G1NTUAAD69u1r85xwV+l0OmzZsgXp6ek4efIk+vfvj7i4ONTU1KC+vh5AY9P2+++/L5m+Y8eOWLduHSZOnIg9e/aga9eu0Ol0qKyshOGXQSlTpkzBK6+8YpO2trYWq1evNj8PPS4uDuHh4SgrKzM/wUin0+Hvf/+7uatAsBLXEqot1GQNJhER+augvoOlpKTg+PHjmDNnDnr37g2NRoPw8HD069cPixYtwoEDB2xqB+Xo168fcnNzMXPmTHTp0gX19fWIjY1FWloali1bhszMTIcDlx544AEcP34cU6dORUpKCm7evImEhASMGDECX375JVasWGGe41Js4sSJmDNnDkaMGIGOHTtCo9FAr9cjMTERaWlpmD9/Pk6fPo2HHnrI7X0LFGoO4jiKnIiI/JVGcNZhj8iKXq+HTqdDeXm56ufEfGfbKSzZfc78d/6CMRbLn1h+EHvPNs4DevttsTj3y7O/d758H26/TWuxbk5hOcZ+sNfutqzzTnntqyaV/YWht+NvorITEQWKqPAQ1NQbfV0MVbO+pyjBm/dvVpFQQHt+yO3m12un/cpm+VsPpppf/+3xfnikfzuM7NkSnVrE2qzbq3U87u+eBABIaW45N+nM4bb9aP/0QHfz6/bNLNd/9O726NHK9sutjWzstfLG2J6Yft/tNsvtaaWLsvj7mUEdbdZJjAm3m/7pQSlomxiNR+9uj9Q2Oov9a5sYjQdSk10ui/WxISL3tUmIxm/uaI2McT2dr6xC8VG2PfGeTeuIf069dT1+elAKOlhdN6LDQwEAfdsn4KG72ni2kCr04jDXr/9qxRpMks2fajA9afh73+LstUoArv3SvGNeFspv1lus/3ZmHj7+9rx5Het8vj55Fc+tPgwA2DFzCEa8/x0A4H8fuRPj+1pedD/85icsyjpjzsdUg5oUF4kf/jwcgGWtalN+HW89cQUvrDlis61msRE48sYIfHPqKp5Z2Vjuu9on4EhBmU0e83/bC08NTLEplxxT7k3Byu/z3UqrpKcGdsDq/RfNf3/z8n3odJvWYr9a6aJwpbzGK+XJXzAG23OLMP2zbJtlM4beblGrb1p/1ff5mLs51/y3qez9OyTi8MVSu9tqkxCNwrKbkmWw/lzbJkZj73//Gj9drTCfy4EqIjQEdQZ5NXQvDL0dr47q7nzFX+Rd0WP0/zVOd7f6mbsxpOttNutYf+cfX34A+84WAwAWPJSK1zaekFVGe8Sfd2xEKHLnj1IkX7HaBgO6vd44dZ9UC09SXCSuVdQqsq38BWNwuqgC6f/beJ7OGdsT87ecNC+3/j53bBGLCzeqFNn2/026E7+90zNBNWswifxAqMx5jaT6e9Y3OP59J96EvdfO1Mu8yTWF1Kh8qX7CSgkNUdvQrEZS+6yWksoth7OPL8SNu4japgTzV+Lj6E5/cm9eG5SgEZ293v7ue7NPvJrHBsgRGHtB5AMhMi9wERLBlzcu8PUG7zVSmC6MGi+FU6oNMH1dANgvg9LBndwfWr+UQtlCBAi531Tx98ydAKjOi9cGpYV44VeKeBPWx9eTbb+BMkVdYOwFkQ/IvQaES9wA5AWY7l1Q5TbTNYXUhdGTtwG11ISppBgukRv8O1vfGzd6cs6doMTvajBFp5q3z7tIL9ZgBsoMIoGxF0Q+oEQTubvBn5xmZ0/cROz9ejfvo5eu/e7VninP+nBIFcuTXQWkeGt7cmvyAfX8MPB3jmrYXFHf4F8Bppg3KvnEp6k3axXZRE4U5OTeWCX7YMpoonL3puzNYXxSNzlPBhNqaSJXRylcY1D4hJAT5HNIqee4GmCKa6T9rgZT9NqdHzZN4c1aRdZgEgU5uU00kn0w3axBkNqyN2/e9nbdNMjHW5d+tTbPeqsPqjtkn3NOB/m4UYMpOwVJER9Hdx57W+uhANMblyKpHzZKb9dhH0yrrSk5IY83m+M9KTD2gsgHFBlF7nYTuVvJPE5qHz0ZbKklwLRujlZDsewVQe4552xX3KlI8nZ3gWDgXhO5f1Upi88bT7ZeSJ2ebCKXLzD2gsgH5E7P0tQ+mP5wSzbd5LwVQPjTdVgtMVW9UeEmcpV0UwhG4u4OwTDIR8yTPy5N12rx4WETuXyBsRdEPiD3xtr0UeS3qLUJVvKXtweL6u1+WP7E3v1XbhO503kw3bjR81OTJreVtU70WbpVg+lnAaZFH0wPnkSmYF18fLw7D2ZgfEMYYBK5SZE+mLIG+TjenhpqyKT6YHqyWGoZRe4KtRRV6aCCMb7viD9Ld5pVvTmFmdJCPdh8YbqOiY+PV6cp8qemGQcCYy+IfEB2gOlGDaa9Tfg6WHE6TZGXqKUPpjXJaYq8XG9ntwbTzo8adw+lO03kKv3Y/I74swxz43Pw5kMYlObJH5em65i4tj/Mqk+UJwdVhjHAJApuspvIpfpgymiulFsr6Kh4nro2m355u/tYS7nU2kSu5kEsytdgutNErt7j40/En6Wr55x4NX+bB9NyonXPbcccYIoCcG9+pdlEThTk7u7YTNb6/Tsk2rx37+0tHKZpmxhjfh0TGWp+rY0Kc7q90b1bAQC6JGnN73VPjgMAjOzZ0ml6d/RLadxHcQDRq7VOct3Ot2kl35dDrdfhmPBQm/fUEnPentT04y7m6IfWkK63Sb4vPpejwhtvQ6ZzM1Dc3yPJ49tIjo9qUvq+7ROUKcgvUpo3Xq/kXhvdERKisThn2iREY6id802uX3dv/OySdZHm96x/FCXEhFv83adtgiLbBoAoieuHP3J+lyIiSc+mdURsZBgG3d7cpfUfu6cDNBoN7hFdfF9J74b2zaJxvbIWv7mjjU2ari3j8NdH+yI5PgpJcVH44NG+KKmqw8BOzrf59oRUDEhJxAOprczvrX72bmw9fgUP3tXWpTK7asfMITh4oQSTBrQHYPkL/IHUZLSMj0TelQpEhoXg3PVKjO3TGvd2lg6uF028A7PWHwMApPdqif4dmuHNrXmS64aEaPC7fm3xZfbPdsu2YsoAlFbXQX+zHnFR4cjMKUK3ZC2GdUvCrtPX8NGuc5LpXvp1Z3zwzVmL954Z1BF/33cBQOMNrbDsJgDLOfD+b9KdSIyNAAB89V9pGPPXvXbL1lS/uaM1Nh+7LLlMfEMc2u027D59HQAwuHMLdGoRi9uTtMi9rHd6/hqdVHKJazD7tNXh+M/l5r//OulObDpaiIz/nLRI00IbiQ8f64sbFbX4zZ1tsPnHQjzQpxUyTxRh7uZcxxv0kVfSu+Gavgar9l8E0BjcFelr7K7/zu/64KmBKSitrsMLa46Y33/orjbYeKRQMo313IrOdGkZhw8e7YuWbgaaTw/qiJjIMLyxKcfpuj1axSNEA+Re1gMAdNHh6NpSi8iwUMwc0RUA8PGT/bE9twgP3WV7LVOCxTRFGg0+e/YerDt8CUajgIn920EbFYb46HAc/7kMV8pr8HPpTVn5P3ZPe3RJ0uKRAe0AAJ2Tbh1f8Q/EET1boqKm3iLtn8f0QGVtA745dc2tffvwsb7YdLQQT/yqQ8BMU8QAk8hN4aEhePJXHVxePzREgyes1o+OCMWUQR0dpvvNHa3Nr8eJXjsTHxVuk3dSXJTT7bmjS8s4dGl5qzbBcsS8BtOG3O5SPt2T45AUd6vW4KmBKRjUuYX9AFOjwYCURIcB5rDuljVJE/rdCq7LquutVzd76K62FgFm15ZaPHZPe3OAOW1IJ3MwJJ76Z4wooBfX3sqpwEyMCUepg7IBjTf4vz7a126AKTa0660AExpgYv/GG+hd7W1r1a1JPfnn0bvb458/FACw7KbQ/JfA2iQhJgJTBnW0CTABYGyfW+ey6Zzs3Ua6ttueFtpI3KisBQD0ah1vDn484cVhnfHBzp/Mfy954i48+Lfv7a4fHxWOgRLB+3sP32k3wHSHnGuCtYiwxmuYKwFmbEQoHu7fDq9uOA4AWP/8QHRtaVnr3C05Dt28VBMdGqLBbXGReHFYZ4v33xjbEwBwsbgK9y3c7XJ+XVtq8daDqTbvm47vlfJbweqIni2x8YjlNadlfBReHNbZ5QDzwb5t8K+jjedBVHgIxvZpbfGdCASBESYTkaqIR0HKaRo2CoKs9X05B6N40JYv+rI5reUQHZpIUZOb3P6PRsnRDLfeE3dT8OXn4c4gF7nERyLY5//09d57u/+1eFCRElsW1/z782ArRxhgEpHi3J3Sw3oOcGcXcm9PUyTenDjAc2WwhdIDf6SmvbK/rvuXeqOTidnFgZYvR/V7O+BQ6wwG1hQtpop22dvffaXPL/FX0qDwww/UggEmESlOHHzJuSwbjYKsGjZvBhXW5RJv2hc1EM4mfhaXVryu3PuyVBO5xXa89Pg+Z7wdcIS5McIsUEYHA74ftKb0qeZs2iFxDbkSUxQFQw04A0wiUpxlQOP6hdQmmHGSNDTEe1PeCBDsbqlW1ERubx2lSylnIID485Bu8rbP2axG4sDOl9NGeTvgcSegdfqZqbwiS00hkddrrEXbc/ajy6X8fB2hewEDTCJSnDigEWRcjOX2wfTlRVq86TqLJnLvbN9ZsCIO7C36i9qbaN1OPv7SRO5t7gQ4gTI6uJFvP2tv11iLtyf3R5qUYPiuBNLZTkQqIb6RNsjoX2Q9JY6z2smm9mtU6hrv0iAfhe8nUs+2tycy1P0BSc6byG+99n4LsO+q/DxSg0ku83YTs3h7zn50yc0vUPFsJyLFRbo5wlpuZ3fvD/IRjyQVjwKV/0SVppIzyCc8THpAkitk1WAG+E1THGu7EyDI+czUyOL893UfTB8GmAaj0OR+mKzBJCJyg7impk5GQGMQLPs5OrsGq6VCyJWgzdt9MDV2Xsv5PADnzYHiIN/bAb8vuRNgyql19iZ//Nh82USuxJg+tVy7PCkIdpGIvE1885UzwlpOf03A+7UA9oLfWoXnwXSlFlROc6vF86dl3h2dNZGHBGkfTLcCTCefma8a/F393Oz9aPEFb1eWh1iMIlemD2agf10YYBKRR8lpkjUYBYs7l9N5MFXSJOtSDabCdxPng3yk35ffRO54uVpGkXube03k6rzl+mPNsy/PNSXmrQwJ0QR8n9zA3jsi8jnZAaYM3r7J2A/afDEPppx9l+4v6gpnn4n4Mwjw+6UFtwb5qLSJPMTFYol32Vt9je3x5Y9LJaYpCtVoVPuDQymBvXdE5HN1MpqPGyswxQMJHN9EQjQa37fVwbV99H4fTOkt2i2rnWPttIncYhS5471UomlRLdz5ceOLQT6ubNGVYFltlZy+7I6hxCjykBCN04cl+LvA3juiIPLgXW0BAIO7tPD4ttI6N26jR6t4u+vc1T4BAPDr7klO83t1VDcAwDsT+li8b7qHTx7YAQDwbFpHi+X9OiTi/l/yv7NdAronx1ksH9unldNt29MmIRp/HNHV/Lf1dEshGg0evbs9AOD/Jt2JiNAQtNJF2eQz5d4UAMC83/RC+2YxCA3RIDnedj3LvJ2Xb/qQ2wEAfxjexem6IRrg3tubAwDG9mktuc6oXskAgP4dEgHAfFyXPdXfYr0xVsf06UGNn8mY1FZ46pd9NeUlV08H55MzL4/s5nZaZ0yfoZh1DVpMRKjNOtbpX0nvDgCYM7YnAGDqYMvz2XQ+Ken9R+4EAPzpge5211k48Y5fymd5DIf3uPXdtT6+vgrvOjSPQViIxum50joh2uYzcRSTvv7LZ+IKe40APVvFm8+L0BANmsdG2M1jYr+2ePuhVADAy6LrTCAJ83UBiEgZbRKicXJ+OqLD7d/olKKLCUfe/FEOf4F/+fy9qG0wItrBjdfkhaGdMXlgCmIjw7D/XLH5fVP+837bG6+O6o59Z2/g070XAADH5oyENjIM2sgw5M0fhciwEAgA7l2wE1f1tQCADx7t6/I+ncgYidSMLACNAVJEWAj+6/4ueG/HGQBAg8HyMZYRYSF468HeeH1MD8RGhuF4xkjJZruM3/TCK+ndEBsZhh1/HILqWgMSYsJRXWdAr7nbJcviqHayeWwEvnt1GGIjGy/ffxjeFVMHd8Ldb36NqjqDZJqIsBD849l7UNNgQEyE9GX/trhInJyfjqiwxs9r+eT+uFnfuH7e/FHQaIDaeiPio8Pwp3+dMKfrnKRF7rx0xESEQqPRmF+7IzoiFKf+ZxRqG4wIC9Fgw5GfMeffuQCAPa8OQ7PYCNy74BuU36y3SfurTs3Nr8ff2RqbfrwMABjeoyU+erwvBKFxmqFtuVcw84tjAICsmUOQ0jwW9Qaj5GexY+YQtNRFIT4q3GaZ+NGBHz/ZD4M6t8CwRbtxvaLWZl3xOQAAz6R1xCMD2iE2Mgx/GN4VMRGh5mOttN/e2QbDe7Q0b1vKA6mtkDsvHbGRYVi4/TQA4L9+3RkzR3TFzXoDBAGIjQzDv47+bE7jqybqnX+8Dw1GAVFOrnPhoSE4OmeEeTqhxsYODQxGAT3mbDOvlzsvHQAcHh9r9mr1oyNCzfmZ/G3XWfz1m7M267ZrFoN2zWLMxz0QBeZeEQUpT9yg7HEWOIaEaFwKLk1MF1lxLYM4gI2NDLO4qUVF3Fom3o44wJbTTyxOFERIBc7WfRcjwkKg0WjM5XZ0wzOtExkWishfAjjT/kj1cXQUYMZGhtnckGIjwxAXFW4RYIp3PTIsBCEhGqfnh3i5RnNrfdPxvbWPlsdVXJ6m3iyjwkPN2xF/fs1iI1zOW3xEI8I05mMOWO5jXFQYIsJC7P5QigoPlQwuAcsmWg0AbWQY4qPCJANMwPa4mP42/e/J764rx816nbDQEItzwJqvAsyw0BCEuXhZiXSyYmxEqFvnq6OuHtbXgfho2/NHfOgCNbgE2ERORCpm3QnelyNH6w1Gy+BXgQ769uaYDHejr56jG35EqOdrtT1BPEm/nBG34qDdOoAXH/KmfIYWT3b5JVO1zGrgSFMG54hr8P1hX51xtx+nwSio/bHxqsAAk4hURXzJtw4qQi1qjbx7g7MeHKNEB317FSHuTF9iPRLY4jjKGnGuHuJaYzlBtzhwt64gtsizCZ+hOL4ybSOQ5gGVOjfFYVVABJhu7oMSo8iDAQNMIlKtSKsAwJc3NeupiDw5xYg7wav1SGCLZmI/nQ7F3UdwimstrUf8ivNsynERl8e0vUAIuhyxeFRmAATT7n5eSowiDwb+edUhooAlrh2wDrQs5+HzVokaWffB9OQkyW7VYFodEPEjIdUyHYrc23Kdm/OLiu//1rVNTQkw7TWM+lMTuaukvl/iwD0QJtV3t8aZ8aVr1HHVISL6hbim0FETubdZT1PkyaDNnT6Y1jd8d/svqoncSeFNjA76YIqDVqWCJNM2fD35uKdZ1GAGRIDpXjolnuQTDPzzqkNEAUscGFkHceKbmi9ub0oP8rHHnYDQOvgWB+p+20Tu5jPeDRZ9MK1qMBV+bjxwK+AIC4CgyxHxcQ2EfXW7iZx9MF3in1cdIgpY4qZd65uY0s1yTalw8mQNpjsBofWxqTMY7C7zF3Vu1mA6GkXubp6OmJvIA7wGU1yLHwgDmpoyipycY4BJRKriaGCHr2/g4ooLd5qxXeVWDaZVkvoG/78JuttELv6cbEaRe6AG07SNAIi5HBLP/xgITeTu12AqXJAAxQCTiFTF0XO9LZrIfXA3r/fSwBklRpF7oqbO2+okgmRXPnZXR5ErJVhGkVsM8gmAXeUocs9igElEqmI9HZCYt5rl7G3Gol+jBwPMMCUG+QRAgOnuPoj7ClqPInd3ZLoj/jSKvCklFAeYgTCgye1BPuyD6RIGmESkKo6CCvFk4r64vVlM0m09s7mC3OqDaTPIJ3gDTKOPajADoV+iI4E2uMXtaYpYg+kSBphEpCo6iWf3msS68LzmlBaxLm/L3nOmk3VR5tedk7QAGmssxRO/KzFwJjFGevttE6PtpunQPMal9xOiI9wvmBPJ8VHOV5KQ0tz1zwYAWkps5/bbtObXnVpobZYDlsevbTPL49JCG+ny9q0n+reXNjGm8Vi3byb92aiJo3NLrLnW9vwJgN8sFjrKuFaItdRFoV2ia5+11HE0XVMCXeA+ZZ2I/NLYPq1w8EIJftWpmc2yds1i8F+/7gxtVJjdAO/dCX3wduYpPPGrDk631a9DIp5N64hOtzXeaFY8PQBbjl3BS7/uYl7n75MHYPGO05g+5HZ0aRmH5++7HS3jXQ9SHFk3fSA+3HUW04Z0wop9+QjVaGAQBDw3uBO6J8fjudWHAQAfP9kPt8VFYvX3+Zj9QA/JvN4Y0xMQgN/1bwsAePCuNjh6qRT33t5CkbKKTRvSCZdKqzGqV7JL6296cRBW7ruA10ZLl92emSO6Ql9Tjwf7tjG/99dH+2LhtlN4Jq0jWmgj8e62U3h6UEcAwNppv8IXhy7h9TE98Ng9HfDPHwrw5zGW23x6UArOX6/EiJ4tLd7f+MK9mPefk4gJD0WrhCi0bxaDJKsA95EB7ZBTWI60Lo3H9P8m3YkD50sw7o7WAIBZ6d1QVddgUV61eTW9O27WG/BQ37aSyz98rC/2/nQDD/dvZ7MsUGow1z8/EJ8fLMCf7HyX7DFdH14c1hn1DUZsOPKz0zS/uaMNDuWXokerePzzYAGu6muw/KkB7hbdr2gEIUDOGPIavV4PnU6H8vJyxMfH+7o4RETkBX/d+RPe23EGAJC/YIyPS+N7Ka99ZX7tL8fDm/dvNpETERGRU4FSg0newQCTiIiInOLgFpKDASYRERE5xel5SA4GmERERORUoI0iJ89igElEREROsQ8mycEAk4iIiJwysA8mycAAk4iIiJxigElyMMAkIiIipzhtNskR9AFmRUUFMjIykJqaCq1WC51OhwEDBmDx4sWoq6trcv5Xr17Fyy+/jG7duiE6OhrNmjXD4MGDsXz5codf1qKiIqxbtw6vvfYaRowYgebNm0Oj0UCj0WD37t0ub//IkSN44okn0LZtW0RGRqJVq1Z48MEH8c033zR534iIKHhwFDnJEdSPirx48SKGDh2K/Px8AEBMTAxqa2tx+PBhHD58GGvWrMHOnTuRmJjoVv7Z2dlIT09HcXExAECr1aKiogJ79+7F3r17sX79emzevBmRkbaPnVu6dCnmzZvn9r4BwPLlyzFjxgw0NDQAAHQ6Ha5evYpNmzZh06ZNmDt3LjIyMpq0DSIiCg4cRU5yBG0NpsFgwLhx45Cfn49WrVphx44dqKqqQnV1NdauXYu4uDgcPXoUjz/+uFv5l5eXY+zYsSguLkb37t1x6NAhVFRUoKqqCh9++CHCw8ORlZWFmTNnSqbXaDRo164dfvvb32LevHlYtmyZrO3v378fzz//PBoaGjB+/HhcunQJZWVluH79OqZPnw4AmDdvHtatW+fW/hERUXDhROskR9AGmCtXrsSJEycAABs2bMDw4cMBACEhIXjkkUfw8ccfAwAyMzOxc+dO2fkvWrQIRUVFiI6OxtatW9G/f38AQEREBF588UVz7eQnn3yCM2fO2KR//fXXUVBQgE2bNmHOnDnm8rnq1VdfhcFgQGpqKtatW4e2bdsCAJo3b46lS5ciPT3dYj0iIiJH2EROcgRtgLlq1SoAwLBhwzBw4ECb5ZMmTULHjh0BAKtXr5advymNOB+xl156CVqtFgaDAWvWrLFZHhoaKnubJufPn8fevXsBALNmzUJ4eLjNOrNnzwbQ2E3gu+++c3tbREQUHEb0bAkAaKGN8HFJyB8EZYBZXV2Nffv2AQBGjx4tuY5Go8GoUaMAAFlZWbLyP336NAoKChzmr9VqMXjwYLfyd2bHjh3m16Z9sJaWloa4uDiPbJ+IiALPyJ4t8eXzA/H1H+/zdVHIDwRlgJmXlwejsbG3cu/eve2uZ1pWVFSEkpISl/PPycmxycNR/idPnnQ5bznbT0pKQlJSkuQ6oaGh6N69OwAgNzdX0e0TEVHg0Wg06J/SDAkxrMEk54IywLx8+bL5dZs2beyuJ14mTqN0/nq9HpWVlS7n7+r2HW1bvNzZvtXW1kKv11v8IyIiIrInKAPMiooK8+uYmBi764mXidP4On9Xt+9o2+Llzrb99ttvQ6fTmf+1a9dOmYISERH5uRCNr0ugTn4TYK5cudI80bg7/7Zt2+brXfBbs2fPRnl5ufnfpUuXfF0kIiIiVQjRMMKUEpQTrZsGtwCNA37sES8Tp5Gbf3x8vKL5u7p9R/smXu5s25GRkZKTwRMREQU7xpfS/CbAfPTRRzF27Fi30+t0OvPr1q1bm18XFhaiT58+kmkKCwsl0zhjnb+9ANOUf3x8PLRarcv5u7p9cfkdbV/OvhEREdEtGkaYkvwmwFSyFq1Hjx4ICQmB0WhETk6O3amETKOxk5OT0axZM5fzF48cz8nJQY8ePRzm37NnT5fzlrP9a9eu4fr167jtttts1jEYDDh16hQAoFevXopun4iIKFgwvJTmN30wlRQTE4NBgwYBgN2+mYIgYPv27QCAkSNHysq/W7duaN++vcP8q6qqsGfPHrfyd2bEiBHm1/a2v2/fPvPgHqW3T0REFCzYB1NaUAaYADB58mQAwK5du3Dw4EGb5evXr8f58+cBAE899ZTs/E1p1q5di/z8fJvlH330ESorKxEaGur2887t6dSpE9LS0gAAixcvRn19vc06CxYsAAB06NABQ4YMUXT7REREwYKjyKUFdYCZmpoKQRAwYcIE8/PGjUYj1q9fj6lTpwJofBLP/fffb5M+IyPDPEJdKoCcNWsWkpOTUV1djTFjxiA7OxsAUFdXhyVLluCNN94AAEybNg1du3a1SW80GnHjxg3zv9LSUvOy8vJyi2W1tbU26d99912Ehobi2LFjmDRpkrm/ZUlJCV544QVkZmZarEdERETysQZTmt/0wVRaWFgYNm/ejGHDhiE/Px/Dhw9HTEwMjEYjampqAAB9+/aVfE64K3Q6HbZs2YL09HScPHkS/fv3R1xcHGpqasw1iiNHjsT7778vmb6goEDyGeYAMH78eIu/V6xYgSlTpli8N3DgQCxduhQzZszAxo0bsXHjRiQkJKC8vByCIAAA5s6di4cfftit/SMiIiKwE6YdQVuDCQApKSk4fvw45syZg969e0Oj0SA8PBz9+vXDokWLcODAASQmJrqdf79+/ZCbm4uZM2eiS5cuqK+vR2xsLNLS0rBs2TJkZmZ6dPqf5557DgcPHsRjjz2GNm3aoLq6GklJSRg/fjx27tyJjIwMj22biIgoGLAGU5pGMFVnEblIr9dDp9OhvLzc7hRMREREgSzlta8AAK10Udg/27YrnRp58/4d1DWYRERERO5Y8vhd6NA8Bp882d/XRVGloO2DSUREROSu0amtMDq1la+LoVqswSQiIiIiRTHAJCIiIiJFMcAkIiIiIkUxwCQiIiIiRTHAJCIiIiJFMcAkIiIiIkUxwCQiIiIiRTHAJCIiIiJFMcAkIiIiIkUxwCQiIiIiRTHAJCIiIiJFMcAkIiIiIkUxwCQiIiIiRTHAJCIiIiJFhfm6AOR/BEEAAOj1eh+XhIiIiFxlum+b7uOexACTZKuoqAAAtGvXzsclISIiIrkqKiqg0+k8ug2N4I0wlgKK0WjE5cuXERcXB41Go1i+er0e7dq1w6VLlxAfH69YvuQYj7tv8Lj7Bo+7b/C4+4b1cRcEARUVFWjdujVCQjzbS5I1mCRbSEgI2rZt67H84+PjeQHyAR533+Bx9w0ed9/gcfcN8XH3dM2lCQf5EBEREZGiGGASERERkaIYYJJqREZGYu7cuYiMjPR1UYIKj7tv8Lj7Bo+7b/C4+4YvjzsH+RARERGRoliDSURERESKYoBJRERERIpigElEREREimKASURERESKYoBJiquoqEBGRgZSU1Oh1Wqh0+kwYMAALF68GHV1dU3K++rVq3j55ZfRrVs3REdHo1mzZhg8eDCWL1/ulWerqpknjntGRgY0Go3Tf2fPnlV4b9SvuroamZmZ+Mtf/oKHHnoIHTp0MB+PjIwMRbbB892WJ487z3f7iouLsWLFCjzxxBPo2bMnYmNjERkZibZt22L8+PH417/+1eRt8Hy35cnj7vHzXSBSUH5+vpCSkiIAEAAIMTExQmRkpPnvvn37CiUlJW7lffjwYaF58+bmvLRarRAWFmb+e+TIkUJNTY3Ce+QfPHXc586dKwAQwsPDhZYtW9r9d+HCBeV3SuV27dplPr7W/+bOndvk/Hm+S/Pkcef5bp/43AMgREVFCbGxsRbvjR49WqiqqnIrf57v0jx53D19vjPAJMU0NDQIqampAgChVatWwo4dOwRBEASDwSCsXbtWiIuLM38Z5CorKxOSk5MFAEL37t2FQ4cOCYIgCLW1tcKHH34ohIeHCwCEGTNmKLpP/sCTx910AbrvvvsULrX/27Vrl5CYmCjcf//9wiuvvCL885//NJ+jTQ10eL7b58njzvPdPgDC3XffLfztb38Tzp07Z37/woULwrPPPmsOdp544gnZefN8t8+Tx93T5zsDTFLM8uXLzSf7999/b7P8888/Ny//+uuvZeX9+uuvCwCE6Oho4fz58zbL33rrLQGAEBoaKpw+fdrtffBHnjzuvOHa19DQYPNehw4dFAl0eL7b58njzvPdvm+++cbh8unTp5uvMwUFBbLy5vlunyePu6fPd/bBJMWsWrUKADBs2DAMHDjQZvmkSZPQsWNHAMDq1atl5W1aX5yH2EsvvQStVguDwYA1a9bILbpf8+RxJ/tCQ0M9ljfPd/s8edzJvmHDhjlc/uyzz5pfHz58WFbePN/t8+Rx9zQGmKSI6upq7Nu3DwAwevRoyXU0Gg1GjRoFAMjKynI579OnT6OgoMBh3lqtFoMHD5adt7/z5HEn3+D5Tv4oKirK/NpgMLicjud707h73L2BASYpIi8vD0ajEQDQu3dvu+uZlhUVFaGkpMSlvHNycmzSO8r75MmTLuUbCDx53MVyc3PRu3dvREdHQ6vVolu3bpg6dSqOHj3qXsHJLp7vvsfzXb7du3ebX6emprqcjud707h73MU8db4zwCRFXL582fy6TZs2dtcTLxOnUTJvvV6PyspKl/L2d5487mI3btxAXl4eYmJiUFtbizNnzmD58uXo168fXn/9ddn5kX08332P57s8ZWVlePvttwEAgwcPRrdu3VxOy/PdfU057mKeOt8ZYJIiKioqzK9jYmLsrideJk7jq7z9naePTZcuXfDuu+/i9OnTqKmpQXFxMaqqqrB9+3b069cPgiDgzTffxOLFi93bAbLB8913eL7LZzQa8eSTT+LKlSuIjIzEBx98ICs9z3f3NPW4A54/3xlgEpFdjz/+OF555RV07doV4eHhAICIiAiMHDkSe/fuxYABAwA0TthbXl7uy6ISNRnPd/l+//vfY8uWLQCAv/3tb7jjjjt8XKLgoMRx9/T5zgCTFBEXF2d+XV1dbXc98TJxGl/l7e98eWyioqLw1ltvAQAqKyuxc+dORfINdjzf1Ynnu61Zs2bhww8/BAC8//77eOaZZ2TnwfNdPiWOuzNKnO8MMEkRrVu3Nr8uLCy0u554mTiNknnHx8dDq9W6lLe/8+Rxd4V4WqTz588rlm8w4/muXjzfb3n11VfNTacLFy7EH/7wB7fy4fkuj1LH3RVNPd8ZYJIievTogZCQxtNJPCrQmmlZcnIymjVr5lLe4pGFruTds2dPl/INBJ487uQbPN9J7V555RUsXLgQAPDuu+9i1qxZbufF8911Sh53b2CASYqIiYnBoEGDAADbtm2TXEcQBGzfvh0AMHLkSJfz7tatG9q3b+8w76qqKuzZs0d23v7Ok8fdFQcOHDC/lpogmeTj+a5ePN8bm2cXLVoEoDHIeeWVV5qUH8931yh93F3R5PPdI88HoqBkemShRqMRDhw4YLP8iy++aPKjImNiYoQLFy7YLH/nnXeC9lFinjruRqPR4fKamhrhnnvuEQAIsbGxQmlpqdyiBxylHxXJ8901Shx3nu/Ovfzyy+ZryaJFixTLl+e7Y5447t443xlgkmLq6+uF1NRUAYDQpk0bczBjMBiEdevWCfHx8QIAYfTo0TZpTc9EBSB5gSkrKxOSk5MFAELPnj2Fw4cPC4IgCLW1tcLf/vY3ISIiQgAgzJgxw6P7qEaeOu67d+8W7r//fuGzzz4TLl26ZH6/rq5O+Prrr4UBAwaY077zzjse3Ue1KikpEa5fv27+165dOwGA8Morr1i8X1FRYZGO53vTeOK483x37NVXXzXv/3vvvScrLc9393nquHvjfGeASYq6cOGCkJKSYj4xY2JihKioKPPfffv2FUpKSmzSObsACYIgHD58WGjevLl5vbi4OCE8PNz898iRI4WamhoP76E6eeK479q1y7wMgBAdHS20aNHC4piHhIQIf/rTn7y0l+pjqjlz9m/y5MkW6Xi+N40njjvPd/suXrxocQxatmzp8N/ChQst0vN8d48nj7s3zvcwECkoJSUFx48fx6JFi7Bx40ZcuHAB4eHh6NWrFx599FG89NJLiIiIcCvvfv36ITc3F++88w62bNmCS5cuITY2Fr1798bkyZPxzDPPmAe8BBtPHPfU1FQsWrQI+/fvx4kTJ3Djxg2UlZUhJiYGPXv2xODBgzFt2jS3H09GjvF89y6e7/aZHkdren316lWH67vzpB2e77Y8edy9cb5rBEEQ3E5NRERERGQluH4OEBEREZHHMcAkIiIiIkUxwCQiIiIiRTHAJCIiIiJFMcAkIiIiIkUxwCQiIiIiRTHAJCIiIiJFMcAkIiIiIkUxwCQiIiIiRTHAJCIiIiJFMcAkIiIiIkUxwCQiIiIiRTHAJCIiIiJFMcAkIiIiIkUxwCQiIiIiRTHAJCIKUu+88w40Gg0iIiLwww8/SK6zdetWhISEQKPR4PPPP/dyCYnIX2kEQRB8XQgiIvI+QRAwcuRIfP311+jUqRN+/PFHxMXFmZdfuXIFd9xxB65fv46nnnoKq1at8mFpicifMMAkIgpiRUVFuOOOO3Dt2jU89thjWLNmDQDL4LNz5844evQotFqtj0tLRP6CTeREREEsOTkZK1euNDeBm2op33nnHXz99dcIDw/HP//5TwaXRCQLazCJiAgvv/wy3nvvPWi1WixZsgTPPPMM6uvrsXDhQsyaNcvXxSMiP8MAk4iIUFdXh3vvvRfZ2dnm90aOHIlt27ZBo9H4sGRE5I8YYBIREQAgJycHqampAACdTodTp04hOTnZx6UiIn/EPphERAQA+OSTT8yv9Xo9fvzxR98Vhoj8GmswiYgIW7Zswbhx4wAAffr0wfHjx5GUlITjx4+jZcuWPi4dEfkb1mASEQW5K1eu4OmnnwYAPP300/juu++QkpKCa9euYfLkyWA9BBHJxQCTiCiIGY1GPPnkk7hx4wa6dOmCDz74ADqdDp9//jnCwsKwfft2vPfee74uJhH5GQaYRERB7N1338XOnTvN813GxsYCAAYOHIi5c+cCAP70pz/hyJEjviwmEfkZ9sEkIgpSP/zwA9LS0uzOd2k0GnH//fdj9+7d6Nq1K44cOWIOQImIHGGASUQUhCoqKnDnnXfi/PnzGDFiBLZv3y453+XPP/+MO+64AyUlJZgyZQpWrFjhg9ISkb9hgElEREREimIfTCIiIiJSFANMIiIiIlIUA0wiIiIiUhQDTCIiIiJSFANMIiIiIlIUA0wiIiIiUhQDTCIiIiJSFANMIiIiIlIUA0wiIiIiUhQDTCIiIiJSFANMIiIiIlIUA0wiIiIiUhQDTCIiIiJS1P8HBXyjO5vQcyYAAAAASUVORK5CYII=",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"dataOnlyOneBeam.plot.errorbar()\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 24,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"dataOnlyOneBeamFFT = fft(dataOnlyOneBeam)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 25,
|
|
"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",
|
|
"\n",
|
|
"abs(dataOnlyOneBeamFFT).plot.errorbar(ax=ax, x='freq_x')\n",
|
|
"ax.set_xlim([0.5, 250])\n",
|
|
"ax.set_ylim([0, 0.05])\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 26,
|
|
"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",
|
|
"\n",
|
|
"abs(dataOnlyOneBeamFFT).plot.errorbar(ax=ax, x='freq_x', fmt='r')\n",
|
|
"abs(dataWithoutModulationFFT).plot.errorbar(ax=ax, x='freq_x', fmt='b')\n",
|
|
"\n",
|
|
"ax.set_xlim([0.5, 250])\n",
|
|
"ax.set_ylim([0, 0.02])\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Without Modulation # 2"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 27,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
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"text/html": [
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"<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
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"</symbol>\n",
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"</defs>\n",
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"</svg>\n",
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"<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
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" *\n",
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|
" */\n",
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"\n",
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":root {\n",
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" --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
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" --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
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" --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
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" --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
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" --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
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" --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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"\n",
|
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"html[theme=dark],\n",
|
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"body[data-theme=dark],\n",
|
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"body.vscode-dark {\n",
|
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" --xr-font-color0: rgba(255, 255, 255, 1);\n",
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" --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
|
|
" --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
|
|
" --xr-border-color: #1F1F1F;\n",
|
|
" --xr-disabled-color: #515151;\n",
|
|
" --xr-background-color: #111111;\n",
|
|
" --xr-background-color-row-even: #111111;\n",
|
|
" --xr-background-color-row-odd: #313131;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-wrap {\n",
|
|
" display: block !important;\n",
|
|
" min-width: 300px;\n",
|
|
" max-width: 700px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-text-repr-fallback {\n",
|
|
" /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
|
|
" display: none;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-header {\n",
|
|
" padding-top: 6px;\n",
|
|
" padding-bottom: 6px;\n",
|
|
" margin-bottom: 4px;\n",
|
|
" border-bottom: solid 1px var(--xr-border-color);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-header > div,\n",
|
|
".xr-header > ul {\n",
|
|
" display: inline;\n",
|
|
" margin-top: 0;\n",
|
|
" margin-bottom: 0;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-obj-type,\n",
|
|
".xr-array-name {\n",
|
|
" margin-left: 2px;\n",
|
|
" margin-right: 10px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-obj-type {\n",
|
|
" color: var(--xr-font-color2);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-sections {\n",
|
|
" padding-left: 0 !important;\n",
|
|
" display: grid;\n",
|
|
" grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-item {\n",
|
|
" display: contents;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-item input {\n",
|
|
" display: none;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-item input + label {\n",
|
|
" color: var(--xr-disabled-color);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-item input:enabled + label {\n",
|
|
" cursor: pointer;\n",
|
|
" color: var(--xr-font-color2);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-item input:enabled + label:hover {\n",
|
|
" color: var(--xr-font-color0);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary {\n",
|
|
" grid-column: 1;\n",
|
|
" color: var(--xr-font-color2);\n",
|
|
" font-weight: 500;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary > span {\n",
|
|
" display: inline-block;\n",
|
|
" padding-left: 0.5em;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary-in:disabled + label {\n",
|
|
" color: var(--xr-font-color2);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary-in + label:before {\n",
|
|
" display: inline-block;\n",
|
|
" content: 'â–º';\n",
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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: 'â–¼';\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary-in:checked + label > span {\n",
|
|
" display: none;\n",
|
|
"}\n",
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"\n",
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".xr-section-summary,\n",
|
|
".xr-section-inline-details {\n",
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" padding-top: 4px;\n",
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|
" padding-bottom: 4px;\n",
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"}\n",
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"\n",
|
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".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",
|
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" grid-column: 1 / -1;\n",
|
|
" display: grid;\n",
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|
" 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",
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|
" 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",
|
|
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|
|
"\n",
|
|
".xr-var-item > .xr-var-name:hover span {\n",
|
|
" padding-right: 5px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-list > li:nth-child(odd) > div,\n",
|
|
".xr-var-list > li:nth-child(odd) > label,\n",
|
|
".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
|
|
" background-color: var(--xr-background-color-row-odd);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-name {\n",
|
|
" grid-column: 1;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-dims {\n",
|
|
" grid-column: 2;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-dtype {\n",
|
|
" grid-column: 3;\n",
|
|
" text-align: right;\n",
|
|
" color: var(--xr-font-color2);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-preview {\n",
|
|
" grid-column: 4;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-index-preview {\n",
|
|
" grid-column: 2 / 5;\n",
|
|
" color: var(--xr-font-color2);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-name,\n",
|
|
".xr-var-dims,\n",
|
|
".xr-var-dtype,\n",
|
|
".xr-preview,\n",
|
|
".xr-attrs dt {\n",
|
|
" white-space: nowrap;\n",
|
|
" overflow: hidden;\n",
|
|
" text-overflow: ellipsis;\n",
|
|
" padding-right: 10px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-name:hover,\n",
|
|
".xr-var-dims:hover,\n",
|
|
".xr-var-dtype:hover,\n",
|
|
".xr-attrs dt:hover {\n",
|
|
" overflow: visible;\n",
|
|
" width: auto;\n",
|
|
" z-index: 1;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-attrs,\n",
|
|
".xr-var-data,\n",
|
|
".xr-index-data {\n",
|
|
" display: none;\n",
|
|
" background-color: var(--xr-background-color) !important;\n",
|
|
" padding-bottom: 5px !important;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
|
|
".xr-var-data-in:checked ~ .xr-var-data,\n",
|
|
".xr-index-data-in:checked ~ .xr-index-data {\n",
|
|
" display: block;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-data > table {\n",
|
|
" float: right;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-name span,\n",
|
|
".xr-var-data,\n",
|
|
".xr-index-name div,\n",
|
|
".xr-index-data,\n",
|
|
".xr-attrs {\n",
|
|
" padding-left: 25px !important;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-attrs,\n",
|
|
".xr-var-attrs,\n",
|
|
".xr-var-data,\n",
|
|
".xr-index-data {\n",
|
|
" grid-column: 1 / -1;\n",
|
|
"}\n",
|
|
"\n",
|
|
"dl.xr-attrs {\n",
|
|
" padding: 0;\n",
|
|
" margin: 0;\n",
|
|
" display: grid;\n",
|
|
" grid-template-columns: 125px auto;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-attrs dt,\n",
|
|
".xr-attrs dd {\n",
|
|
" padding: 0;\n",
|
|
" margin: 0;\n",
|
|
" float: left;\n",
|
|
" padding-right: 10px;\n",
|
|
" width: auto;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-attrs dt {\n",
|
|
" font-weight: normal;\n",
|
|
" grid-column: 1;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-attrs dt:hover span {\n",
|
|
" display: inline-block;\n",
|
|
" background: var(--xr-background-color);\n",
|
|
" padding-right: 10px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-attrs dd {\n",
|
|
" grid-column: 2;\n",
|
|
" white-space: pre-wrap;\n",
|
|
" word-break: break-all;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-icon-database,\n",
|
|
".xr-icon-file-text2,\n",
|
|
".xr-no-icon {\n",
|
|
" display: inline-block;\n",
|
|
" vertical-align: middle;\n",
|
|
" width: 1em;\n",
|
|
" height: 1.5em !important;\n",
|
|
" stroke-width: 0;\n",
|
|
" stroke: currentColor;\n",
|
|
" fill: currentColor;\n",
|
|
"}\n",
|
|
"</style><pre class='xr-text-repr-fallback'><xarray.DataArray 'CH1' (x: 1200)>\n",
|
|
"array([0.49 , 0.53 , 0.533, ..., 0.522, 0.498, 0.454])\n",
|
|
"Coordinates:\n",
|
|
" * x (x) float64 0.0 1e-05 2e-05 3e-05 ... 0.01197 0.01198 0.01199</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'>'CH1'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>x</span>: 1200</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-2eac37f6-45e8-4b9b-b071-de4d23748327' class='xr-array-in' type='checkbox' checked><label for='section-2eac37f6-45e8-4b9b-b071-de4d23748327' 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>0.49 0.53 0.533 0.491 0.531 0.494 ... 0.506 0.47 0.522 0.498 0.454</span></div><div class='xr-array-data'><pre>array([0.49 , 0.53 , 0.533, ..., 0.522, 0.498, 0.454])</pre></div></div></li><li class='xr-section-item'><input id='section-bafcc823-32fc-4b66-a0be-415973ff983e' class='xr-section-summary-in' type='checkbox' checked><label for='section-bafcc823-32fc-4b66-a0be-415973ff983e' 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'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 1e-05 2e-05 ... 0.01198 0.01199</div><input id='attrs-524aeb8b-5119-4d6b-86ab-4df0403179f4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-524aeb8b-5119-4d6b-86ab-4df0403179f4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-32bfc995-c1a9-4df2-b8a1-12ed02736afd' class='xr-var-data-in' type='checkbox'><label for='data-32bfc995-c1a9-4df2-b8a1-12ed02736afd' 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([0.000e+00, 1.000e-05, 2.000e-05, ..., 1.197e-02, 1.198e-02, 1.199e-02])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-760ccdad-011a-453e-852b-f16468d1d9bd' class='xr-section-summary-in' type='checkbox' ><label for='section-760ccdad-011a-453e-852b-f16468d1d9bd' 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>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-a8acc7d0-2f36-4da7-9855-d81ca29b5558' class='xr-index-data-in' type='checkbox'/><label for='index-a8acc7d0-2f36-4da7-9855-d81ca29b5558' 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(Float64Index([ 0.0, 1e-05,\n",
|
|
" 2e-05, 3.0000000000000004e-05,\n",
|
|
" 4e-05, 5e-05,\n",
|
|
" 6.000000000000001e-05, 7.000000000000001e-05,\n",
|
|
" 8e-05, 9e-05,\n",
|
|
" ...\n",
|
|
" 0.0119, 0.01191,\n",
|
|
" 0.011920000000000002, 0.011930000000000001,\n",
|
|
" 0.011940000000000001, 0.01195,\n",
|
|
" 0.01196, 0.011970000000000001,\n",
|
|
" 0.011980000000000001, 0.01199],\n",
|
|
" dtype='float64', name='x', length=1200))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d7ab66d7-d847-4bd2-9bca-641fad4acbfb' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-d7ab66d7-d847-4bd2-9bca-641fad4acbfb' 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 'CH1' (x: 1200)>\n",
|
|
"array([0.49 , 0.53 , 0.533, ..., 0.522, 0.498, 0.454])\n",
|
|
"Coordinates:\n",
|
|
" * x (x) float64 0.0 1e-05 2e-05 3e-05 ... 0.01197 0.01198 0.01199"
|
|
]
|
|
},
|
|
"execution_count": 27,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"filePath = r'F:\\Jianshun\\AccordionLatticeShorTermStability\\withoutModulation_2.csv'\n",
|
|
"\n",
|
|
"data = read_csv_file(filePath, csvEngine='pandas', csvKwargs=dict(header=[0], skiprows=[1], encoding = \"ISO-8859-1\",))\n",
|
|
"dataWithoutModulation2 = xr.DataArray(\n",
|
|
" data=data.CH1[0,:],\n",
|
|
" dims=['x'],\n",
|
|
" coords=dict(\n",
|
|
" x=data.X[0,:].to_numpy() * 1e-05\n",
|
|
" )\n",
|
|
")\n",
|
|
"dataWithoutModulation2"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 28,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"dataWithoutModulation2.plot.errorbar(fmt='o')\n",
|
|
"# plt.xlim([0, 0.0075])\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 29,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"dataWithoutModulation2 = dataWithoutModulation2 - dataWithoutModulation2.mean()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 30,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"dataWithoutModulationFFT2 = fft(dataWithoutModulation2)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 31,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
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"text/plain": [
|
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"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"fig = plt.figure()\n",
|
|
"ax = fig.gca()\n",
|
|
"\n",
|
|
"abs(dataWithoutModulationFFT2).plot.errorbar(ax=ax, x='freq_x')\n",
|
|
"ax.set_xlim([1, 40000])\n",
|
|
"ax.set_ylim([0, 0.00005])\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Only One Beam # 2"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 32,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
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":root {\n",
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" --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
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" --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
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" --xr-background-color: var(--jp-layout-color0, white);\n",
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" --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
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" --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
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" --xr-border-color: #1F1F1F;\n",
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" --xr-disabled-color: #515151;\n",
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" --xr-background-color: #111111;\n",
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" --xr-background-color-row-even: #111111;\n",
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" --xr-background-color-row-odd: #313131;\n",
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"}\n",
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"\n",
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".xr-wrap {\n",
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" display: block !important;\n",
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" min-width: 300px;\n",
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" max-width: 700px;\n",
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"}\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 {\n",
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" padding-top: 6px;\n",
|
|
" padding-bottom: 6px;\n",
|
|
" margin-bottom: 4px;\n",
|
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" border-bottom: solid 1px var(--xr-border-color);\n",
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"}\n",
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"\n",
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".xr-header > div,\n",
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".xr-header > ul {\n",
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" display: inline;\n",
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" margin-top: 0;\n",
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".xr-array-name {\n",
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" margin-right: 10px;\n",
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"}\n",
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"\n",
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".xr-obj-type {\n",
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" color: var(--xr-font-color2);\n",
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"}\n",
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"\n",
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".xr-sections {\n",
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" padding-left: 0 !important;\n",
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" display: grid;\n",
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" grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
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"}\n",
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"\n",
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".xr-section-item {\n",
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" display: contents;\n",
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"}\n",
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"\n",
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".xr-section-item input {\n",
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" display: none;\n",
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"}\n",
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"\n",
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".xr-section-item input + label {\n",
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" color: var(--xr-disabled-color);\n",
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"\n",
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".xr-section-item input:enabled + label {\n",
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" cursor: pointer;\n",
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" color: var(--xr-font-color2);\n",
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"\n",
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"}\n",
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"\n",
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"\n",
|
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".xr-section-summary > span {\n",
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" color: var(--xr-font-color2);\n",
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" width: 15px;\n",
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" text-align: center;\n",
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|
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"\n",
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" content: 'â–¼';\n",
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".xr-section-summary,\n",
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".xr-section-inline-details {\n",
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"\n",
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".xr-section-inline-details {\n",
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"\n",
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"}\n",
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"\n",
|
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".xr-section-summary-in:checked ~ .xr-section-details {\n",
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" display: contents;\n",
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"\n",
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|
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".xr-preview {\n",
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" color: var(--xr-font-color3);\n",
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".xr-array-preview,\n",
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".xr-array-data {\n",
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|
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|
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|
".xr-array-in:checked ~ .xr-array-data,\n",
|
|
".xr-array-preview {\n",
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|
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|
|
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|
|
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|
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|
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|
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|
|
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|
|
"\n",
|
|
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|
|
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|
|
" padding: 0;\n",
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|
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|
|
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|
|
"\n",
|
|
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|
|
" content: '(';\n",
|
|
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|
|
"\n",
|
|
".xr-dim-list:after {\n",
|
|
" content: ')';\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-dim-list li:not(:last-child):after {\n",
|
|
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|
|
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|
|
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|
|
"\n",
|
|
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|
|
" font-weight: bold;\n",
|
|
"}\n",
|
|
"\n",
|
|
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|
|
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|
|
" display: contents;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-item > div,\n",
|
|
".xr-var-item label,\n",
|
|
".xr-var-item > .xr-var-name span {\n",
|
|
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|
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|
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|
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|
|
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|
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|
|
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|
|
"\n",
|
|
".xr-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",
|
|
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|
|
"\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",
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|
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|
" text-overflow: ellipsis;\n",
|
|
" padding-right: 10px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-name:hover,\n",
|
|
".xr-var-dims:hover,\n",
|
|
".xr-var-dtype:hover,\n",
|
|
".xr-attrs dt:hover {\n",
|
|
" overflow: visible;\n",
|
|
" width: auto;\n",
|
|
" z-index: 1;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-attrs,\n",
|
|
".xr-var-data,\n",
|
|
".xr-index-data {\n",
|
|
" display: none;\n",
|
|
" background-color: var(--xr-background-color) !important;\n",
|
|
" padding-bottom: 5px !important;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
|
|
".xr-var-data-in:checked ~ .xr-var-data,\n",
|
|
".xr-index-data-in:checked ~ .xr-index-data {\n",
|
|
" display: block;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-data > table {\n",
|
|
" float: right;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-name span,\n",
|
|
".xr-var-data,\n",
|
|
".xr-index-name div,\n",
|
|
".xr-index-data,\n",
|
|
".xr-attrs {\n",
|
|
" padding-left: 25px !important;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-attrs,\n",
|
|
".xr-var-attrs,\n",
|
|
".xr-var-data,\n",
|
|
".xr-index-data {\n",
|
|
" grid-column: 1 / -1;\n",
|
|
"}\n",
|
|
"\n",
|
|
"dl.xr-attrs {\n",
|
|
" padding: 0;\n",
|
|
" margin: 0;\n",
|
|
" display: grid;\n",
|
|
" grid-template-columns: 125px auto;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-attrs dt,\n",
|
|
".xr-attrs dd {\n",
|
|
" padding: 0;\n",
|
|
" margin: 0;\n",
|
|
" float: left;\n",
|
|
" padding-right: 10px;\n",
|
|
" width: auto;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-attrs dt {\n",
|
|
" font-weight: normal;\n",
|
|
" grid-column: 1;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-attrs dt:hover span {\n",
|
|
" display: inline-block;\n",
|
|
" background: var(--xr-background-color);\n",
|
|
" padding-right: 10px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-attrs dd {\n",
|
|
" grid-column: 2;\n",
|
|
" white-space: pre-wrap;\n",
|
|
" word-break: break-all;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-icon-database,\n",
|
|
".xr-icon-file-text2,\n",
|
|
".xr-no-icon {\n",
|
|
" display: inline-block;\n",
|
|
" vertical-align: middle;\n",
|
|
" width: 1em;\n",
|
|
" height: 1.5em !important;\n",
|
|
" stroke-width: 0;\n",
|
|
" stroke: currentColor;\n",
|
|
" fill: currentColor;\n",
|
|
"}\n",
|
|
"</style><pre class='xr-text-repr-fallback'><xarray.DataArray 'CH1' (x: 1200)>\n",
|
|
"array([0.215, 0.197, 0.195, ..., 0.194, 0.218, 0.198])\n",
|
|
"Coordinates:\n",
|
|
" * x (x) float64 0.0 1e-05 2e-05 3e-05 ... 0.01197 0.01198 0.01199</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'>'CH1'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>x</span>: 1200</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-a7a0b230-0379-4f74-a464-a3fc5c3e347e' class='xr-array-in' type='checkbox' checked><label for='section-a7a0b230-0379-4f74-a464-a3fc5c3e347e' 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>0.215 0.197 0.195 0.214 0.218 0.194 ... 0.214 0.218 0.194 0.218 0.198</span></div><div class='xr-array-data'><pre>array([0.215, 0.197, 0.195, ..., 0.194, 0.218, 0.198])</pre></div></div></li><li class='xr-section-item'><input id='section-0602ccf9-903e-4368-bc85-d089b2719e12' class='xr-section-summary-in' type='checkbox' checked><label for='section-0602ccf9-903e-4368-bc85-d089b2719e12' 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'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 1e-05 2e-05 ... 0.01198 0.01199</div><input id='attrs-1a981a2e-a56c-42a1-9ac1-63ae1cf4e068' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1a981a2e-a56c-42a1-9ac1-63ae1cf4e068' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-988b4bde-e74a-45ff-a356-1f4653df312e' class='xr-var-data-in' type='checkbox'><label for='data-988b4bde-e74a-45ff-a356-1f4653df312e' 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([0.000e+00, 1.000e-05, 2.000e-05, ..., 1.197e-02, 1.198e-02, 1.199e-02])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f136a99c-5f01-46fc-991f-dcc0674540b9' class='xr-section-summary-in' type='checkbox' ><label for='section-f136a99c-5f01-46fc-991f-dcc0674540b9' 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>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-911abc08-a315-446d-9789-794c48cb5b1f' class='xr-index-data-in' type='checkbox'/><label for='index-911abc08-a315-446d-9789-794c48cb5b1f' 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(Float64Index([ 0.0, 1e-05,\n",
|
|
" 2e-05, 3.0000000000000004e-05,\n",
|
|
" 4e-05, 5e-05,\n",
|
|
" 6.000000000000001e-05, 7.000000000000001e-05,\n",
|
|
" 8e-05, 9e-05,\n",
|
|
" ...\n",
|
|
" 0.0119, 0.01191,\n",
|
|
" 0.011920000000000002, 0.011930000000000001,\n",
|
|
" 0.011940000000000001, 0.01195,\n",
|
|
" 0.01196, 0.011970000000000001,\n",
|
|
" 0.011980000000000001, 0.01199],\n",
|
|
" dtype='float64', name='x', length=1200))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e6ce165b-ceec-4e2d-8287-814dbc8264f2' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-e6ce165b-ceec-4e2d-8287-814dbc8264f2' 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 'CH1' (x: 1200)>\n",
|
|
"array([0.215, 0.197, 0.195, ..., 0.194, 0.218, 0.198])\n",
|
|
"Coordinates:\n",
|
|
" * x (x) float64 0.0 1e-05 2e-05 3e-05 ... 0.01197 0.01198 0.01199"
|
|
]
|
|
},
|
|
"execution_count": 32,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"filePath = r'F:\\Jianshun\\AccordionLatticeShorTermStability\\onlyOneBeam_2.csv'\n",
|
|
"\n",
|
|
"data = read_csv_file(filePath, csvEngine='pandas', csvKwargs=dict(header=[0], skiprows=[1], encoding = \"ISO-8859-1\",))\n",
|
|
"dataOnlyOneBeam2 = xr.DataArray(\n",
|
|
" data=data.CH1[0,:],\n",
|
|
" dims=['x'],\n",
|
|
" coords=dict(\n",
|
|
" x=data.X[0,:].to_numpy() * 1e-05\n",
|
|
" )\n",
|
|
")\n",
|
|
"dataOnlyOneBeam2"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 33,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"dataOnlyOneBeam2.plot.errorbar()\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 34,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"dataOnlyOneBeam2 = dataOnlyOneBeam2 - dataOnlyOneBeam2.mean()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 35,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"dataOnlyOneBeamFFT2 = fft(dataOnlyOneBeam2)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 36,
|
|
"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",
|
|
"\n",
|
|
"abs(dataOnlyOneBeamFFT2).plot.errorbar(ax=ax, x='freq_x')\n",
|
|
"ax.set_xlim([1, 40000])\n",
|
|
"ax.set_ylim([0, 0.00005])\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 37,
|
|
"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",
|
|
"\n",
|
|
"abs(dataOnlyOneBeamFFT2).plot.errorbar(ax=ax, x='freq_x', fmt='r')\n",
|
|
"abs(dataWithoutModulationFFT2).plot.errorbar(ax=ax, x='freq_x', fmt='b')\n",
|
|
"\n",
|
|
"ax.set_xlim([1, 40000])\n",
|
|
"ax.set_ylim([0, 0.00005])\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Data analyse"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Transform intensity to phase"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 38,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"from Analyser.FitAnalyser import NewFitModel"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 39,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def sine_with_offset(x, amplitude=1.0, frequency=1.0, shift=0.0, offset=0.0):\n",
|
|
" \"\"\"Return a sinusoidal function.\n",
|
|
"\n",
|
|
" sine(x, amplitude, frequency, shift) =\n",
|
|
" amplitude * sin(x*frequency + shift)\n",
|
|
"\n",
|
|
" \"\"\"\n",
|
|
" return amplitude*np.sin(x*frequency + shift) + offset"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 40,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"fitModel = NewFitModel(sine_with_offset)\n",
|
|
"fitAnalyser = FitAnalyser(fitModel, fitDim=1)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 41,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"params = fitAnalyser.fitModel.make_params()\n",
|
|
"params.add(name=\"amplitude\", value= 0.1, max=np.inf, min=-np.inf, vary=True)\n",
|
|
"params.add(name=\"frequency\", value= 63, max=np.inf, min=-np.inf, vary=True)\n",
|
|
"params.add(name=\"shift\", value= 0.11, max=np.inf, min=-np.inf, vary=True)\n",
|
|
"params.add(name=\"offset\", value= 0.6, max=np.inf, min=-np.inf, vary=True)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 42,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# param = fitAnalyser.guess(dataWithModulation)\n",
|
|
"fitResult = fitAnalyser.fit(dataWithModulation, params)\n",
|
|
"fitCurve = fitAnalyser.eval(fitResult, x=dataWithModulation.x)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 43,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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}
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],
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"source": [
|
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"fig = plt.figure()\n",
|
|
"ax = fig.gca()\n",
|
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"dataWithModulation.plot.errorbar(ax=ax)\n",
|
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"fitCurve.plot.errorbar(ax=ax)\n",
|
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"plt.show()"
|
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]
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},
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{
|
|
"cell_type": "code",
|
|
"execution_count": 44,
|
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"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
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" *\n",
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":root {\n",
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" --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
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" --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
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" --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
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" --xr-background-color: var(--jp-layout-color0, white);\n",
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" --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
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" --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
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"}\n",
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"\n",
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"html[theme=dark],\n",
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"body[data-theme=dark],\n",
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"body.vscode-dark {\n",
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" --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
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" --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
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" --xr-border-color: #1F1F1F;\n",
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" --xr-disabled-color: #515151;\n",
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" --xr-background-color: #111111;\n",
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" --xr-background-color-row-even: #111111;\n",
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" --xr-background-color-row-odd: #313131;\n",
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"}\n",
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"\n",
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".xr-wrap {\n",
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" display: block !important;\n",
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" min-width: 300px;\n",
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" max-width: 700px;\n",
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"}\n",
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"\n",
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".xr-text-repr-fallback {\n",
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" /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
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" display: none;\n",
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"}\n",
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"\n",
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".xr-header {\n",
|
|
" padding-top: 6px;\n",
|
|
" padding-bottom: 6px;\n",
|
|
" margin-bottom: 4px;\n",
|
|
" border-bottom: solid 1px var(--xr-border-color);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-header > div,\n",
|
|
".xr-header > ul {\n",
|
|
" display: inline;\n",
|
|
" margin-top: 0;\n",
|
|
" margin-bottom: 0;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-obj-type,\n",
|
|
".xr-array-name {\n",
|
|
" margin-left: 2px;\n",
|
|
" margin-right: 10px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-obj-type {\n",
|
|
" color: var(--xr-font-color2);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-sections {\n",
|
|
" padding-left: 0 !important;\n",
|
|
" display: grid;\n",
|
|
" grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-item {\n",
|
|
" display: contents;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-item input {\n",
|
|
" display: none;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-item input + label {\n",
|
|
" color: var(--xr-disabled-color);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-item input:enabled + label {\n",
|
|
" cursor: pointer;\n",
|
|
" color: var(--xr-font-color2);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-item input:enabled + label:hover {\n",
|
|
" color: var(--xr-font-color0);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary {\n",
|
|
" grid-column: 1;\n",
|
|
" color: var(--xr-font-color2);\n",
|
|
" font-weight: 500;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary > span {\n",
|
|
" display: inline-block;\n",
|
|
" padding-left: 0.5em;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary-in:disabled + label {\n",
|
|
" color: var(--xr-font-color2);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary-in + label:before {\n",
|
|
" display: inline-block;\n",
|
|
" content: 'â–º';\n",
|
|
" font-size: 11px;\n",
|
|
" width: 15px;\n",
|
|
" text-align: center;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary-in:disabled + label:before {\n",
|
|
" color: var(--xr-disabled-color);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary-in:checked + label:before {\n",
|
|
" content: 'â–¼';\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary-in:checked + label > span {\n",
|
|
" display: none;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary,\n",
|
|
".xr-section-inline-details {\n",
|
|
" padding-top: 4px;\n",
|
|
" padding-bottom: 4px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-inline-details {\n",
|
|
" grid-column: 2 / -1;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-details {\n",
|
|
" display: none;\n",
|
|
" grid-column: 1 / -1;\n",
|
|
" margin-bottom: 5px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary-in:checked ~ .xr-section-details {\n",
|
|
" display: contents;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-array-wrap {\n",
|
|
" grid-column: 1 / -1;\n",
|
|
" display: grid;\n",
|
|
" grid-template-columns: 20px auto;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-array-wrap > label {\n",
|
|
" grid-column: 1;\n",
|
|
" vertical-align: top;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-preview {\n",
|
|
" color: var(--xr-font-color3);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-array-preview,\n",
|
|
".xr-array-data {\n",
|
|
" padding: 0 5px !important;\n",
|
|
" grid-column: 2;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-array-data,\n",
|
|
".xr-array-in:checked ~ .xr-array-preview {\n",
|
|
" display: none;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-array-in:checked ~ .xr-array-data,\n",
|
|
".xr-array-preview {\n",
|
|
" display: inline-block;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-dim-list {\n",
|
|
" display: inline-block !important;\n",
|
|
" list-style: none;\n",
|
|
" padding: 0 !important;\n",
|
|
" margin: 0;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-dim-list li {\n",
|
|
" display: inline-block;\n",
|
|
" padding: 0;\n",
|
|
" margin: 0;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-dim-list:before {\n",
|
|
" content: '(';\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-dim-list:after {\n",
|
|
" content: ')';\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-dim-list li:not(:last-child):after {\n",
|
|
" content: ',';\n",
|
|
" padding-right: 5px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-has-index {\n",
|
|
" font-weight: bold;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-list,\n",
|
|
".xr-var-item {\n",
|
|
" display: contents;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-item > div,\n",
|
|
".xr-var-item label,\n",
|
|
".xr-var-item > .xr-var-name span {\n",
|
|
" background-color: var(--xr-background-color-row-even);\n",
|
|
" margin-bottom: 0;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-item > .xr-var-name:hover span {\n",
|
|
" padding-right: 5px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-list > li:nth-child(odd) > div,\n",
|
|
".xr-var-list > li:nth-child(odd) > label,\n",
|
|
".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
|
|
" background-color: var(--xr-background-color-row-odd);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-name {\n",
|
|
" grid-column: 1;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-dims {\n",
|
|
" grid-column: 2;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-dtype {\n",
|
|
" grid-column: 3;\n",
|
|
" text-align: right;\n",
|
|
" color: var(--xr-font-color2);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-preview {\n",
|
|
" grid-column: 4;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-index-preview {\n",
|
|
" grid-column: 2 / 5;\n",
|
|
" color: var(--xr-font-color2);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-name,\n",
|
|
".xr-var-dims,\n",
|
|
".xr-var-dtype,\n",
|
|
".xr-preview,\n",
|
|
".xr-attrs dt {\n",
|
|
" white-space: nowrap;\n",
|
|
" overflow: hidden;\n",
|
|
" text-overflow: ellipsis;\n",
|
|
" padding-right: 10px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-name:hover,\n",
|
|
".xr-var-dims:hover,\n",
|
|
".xr-var-dtype:hover,\n",
|
|
".xr-attrs dt:hover {\n",
|
|
" overflow: visible;\n",
|
|
" width: auto;\n",
|
|
" z-index: 1;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-attrs,\n",
|
|
".xr-var-data,\n",
|
|
".xr-index-data {\n",
|
|
" display: none;\n",
|
|
" background-color: var(--xr-background-color) !important;\n",
|
|
" padding-bottom: 5px !important;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
|
|
".xr-var-data-in:checked ~ .xr-var-data,\n",
|
|
".xr-index-data-in:checked ~ .xr-index-data {\n",
|
|
" display: block;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-data > table {\n",
|
|
" float: right;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-name span,\n",
|
|
".xr-var-data,\n",
|
|
".xr-index-name div,\n",
|
|
".xr-index-data,\n",
|
|
".xr-attrs {\n",
|
|
" padding-left: 25px !important;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-attrs,\n",
|
|
".xr-var-attrs,\n",
|
|
".xr-var-data,\n",
|
|
".xr-index-data {\n",
|
|
" grid-column: 1 / -1;\n",
|
|
"}\n",
|
|
"\n",
|
|
"dl.xr-attrs {\n",
|
|
" padding: 0;\n",
|
|
" margin: 0;\n",
|
|
" display: grid;\n",
|
|
" grid-template-columns: 125px auto;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-attrs dt,\n",
|
|
".xr-attrs dd {\n",
|
|
" padding: 0;\n",
|
|
" margin: 0;\n",
|
|
" float: left;\n",
|
|
" padding-right: 10px;\n",
|
|
" width: auto;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-attrs dt {\n",
|
|
" font-weight: normal;\n",
|
|
" grid-column: 1;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-attrs dt:hover span {\n",
|
|
" display: inline-block;\n",
|
|
" background: var(--xr-background-color);\n",
|
|
" padding-right: 10px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-attrs dd {\n",
|
|
" grid-column: 2;\n",
|
|
" white-space: pre-wrap;\n",
|
|
" word-break: break-all;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-icon-database,\n",
|
|
".xr-icon-file-text2,\n",
|
|
".xr-no-icon {\n",
|
|
" display: inline-block;\n",
|
|
" vertical-align: middle;\n",
|
|
" width: 1em;\n",
|
|
" height: 1.5em !important;\n",
|
|
" stroke-width: 0;\n",
|
|
" stroke: currentColor;\n",
|
|
" fill: currentColor;\n",
|
|
"}\n",
|
|
"</style><pre class='xr-text-repr-fallback'><xarray.Dataset>\n",
|
|
"Dimensions: ()\n",
|
|
"Data variables:\n",
|
|
" amplitude float64 0.09749\n",
|
|
" frequency float64 62.83\n",
|
|
" shift float64 0.162\n",
|
|
" offset float64 -5.246e-07</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-f3c1a267-ba98-4ae8-843d-ada6023f2ab3' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-f3c1a267-ba98-4ae8-843d-ada6023f2ab3' 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-51aca2a7-52be-44c2-9677-ed6ed0b5a184' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-51aca2a7-52be-44c2-9677-ed6ed0b5a184' class='xr-section-summary' title='Expand/collapse section'>Coordinates: <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-9cb03ce1-4f97-418f-a5ca-164e3fa46bef' class='xr-section-summary-in' type='checkbox' checked><label for='section-9cb03ce1-4f97-418f-a5ca-164e3fa46bef' class='xr-section-summary' >Data variables: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>amplitude</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.09749</div><input id='attrs-92e9e314-c94e-4bca-b282-675db789cb13' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-92e9e314-c94e-4bca-b282-675db789cb13' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7e48f35e-ac9b-4e8e-8933-e721ade1f14d' class='xr-var-data-in' type='checkbox'><label for='data-7e48f35e-ac9b-4e8e-8933-e721ade1f14d' 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(0.09749395)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>frequency</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>62.83</div><input id='attrs-86e9a2c0-f534-47c4-bcff-7afecb25bfb4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-86e9a2c0-f534-47c4-bcff-7afecb25bfb4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bf381a99-293d-4396-9dc7-ac2e9731d14c' class='xr-var-data-in' type='checkbox'><label for='data-bf381a99-293d-4396-9dc7-ac2e9731d14c' 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(62.83446818)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>shift</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.162</div><input id='attrs-260cfbfc-5fcb-4d36-84ab-104198c7a1e0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-260cfbfc-5fcb-4d36-84ab-104198c7a1e0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b177d131-c41f-436b-889a-12bbe265d096' class='xr-var-data-in' type='checkbox'><label for='data-b177d131-c41f-436b-889a-12bbe265d096' 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(0.16204272)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>offset</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-5.246e-07</div><input id='attrs-bf7a18ed-ad73-4eb5-bf29-9bc6b6073ee1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-bf7a18ed-ad73-4eb5-bf29-9bc6b6073ee1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-13f6a155-f270-4815-972a-8659e0a72401' class='xr-var-data-in' type='checkbox'><label for='data-13f6a155-f270-4815-972a-8659e0a72401' 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(-5.24574535e-07)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-54b45105-5610-4da0-bde4-9d5072a08546' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-54b45105-5610-4da0-bde4-9d5072a08546' 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-862cef10-1128-42ef-87cc-2da17416c769' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-862cef10-1128-42ef-87cc-2da17416c769' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
|
|
],
|
|
"text/plain": [
|
|
"<xarray.Dataset>\n",
|
|
"Dimensions: ()\n",
|
|
"Data variables:\n",
|
|
" amplitude float64 0.09749\n",
|
|
" frequency float64 62.83\n",
|
|
" shift float64 0.162\n",
|
|
" offset float64 -5.246e-07"
|
|
]
|
|
},
|
|
"execution_count": 44,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"val = fitAnalyser.get_fit_value(fitResult)\n",
|
|
"val"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 45,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def voltage_to_phase(voltage):\n",
|
|
" voltage = (voltage - val.offset)\n",
|
|
" # voltage = xr.where(voltage > val.amplitude, voltage % val.amplitude, voltage % val.amplitude - val.amplitude)\n",
|
|
" voltage = voltage / val.amplitude\n",
|
|
" voltage_frac, b= np.modf(voltage.to_numpy())\n",
|
|
" voltage = xr.where(np.abs(voltage) > 1, np.arcsin(voltage_frac) + np.trunc(voltage) * np.pi, np.arcsin(voltage))\n",
|
|
" return voltage"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 89,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"C:\\Users\\data\\AppData\\Roaming\\Python\\Python39\\site-packages\\xarray\\core\\computation.py:760: RuntimeWarning: invalid value encountered in arcsin\n",
|
|
" result_data = func(*input_data)\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"phaseWithoutModulation = voltage_to_phase(dataWithoutModulation)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 90,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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}
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],
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"source": [
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"fig = plt.figure()\n",
|
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"ax = fig.gca()\n",
|
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"\n",
|
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"(phaseWithoutModulation/np.pi).plot.errorbar(ax=ax, fmt='o')\n",
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"\n",
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"# ax.set_xlim([0, 0.1])\n",
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"plt.show()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 91,
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"metadata": {},
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"outputs": [],
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"source": [
|
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"def autocorr(x):\n",
|
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" result = np.correlate(x, x, mode='full')\n",
|
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" return result[len(result)//2:]"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"def get_noise_spectrum(data):\n",
|
|
" dataAutoCorr = autocorr(data)\n",
|
|
" dataAutoCorr = xr.DataArray(\n",
|
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" data=dataAutoCorr,\n",
|
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" dims=['x'],\n",
|
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" coords=dict(\n",
|
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" x=data.x\n",
|
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" )\n",
|
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" )\n",
|
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" \n",
|
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" dataNoiseSpec = fft(dataAutoCorr)\n",
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" \n",
|
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" return dataNoiseSpec\n",
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" "
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]
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},
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{
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"cell_type": "code",
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"execution_count": 92,
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"metadata": {},
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"outputs": [],
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"source": [
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"phaseWithoutModulation = phaseWithoutModulation - phaseWithoutModulation.mean()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 93,
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"metadata": {},
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"outputs": [],
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"source": [
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"phaseAutoCorrWithoutModulation = autocorr((phaseWithoutModulation/np.pi))\n",
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"phaseAutoCorrWithoutModulation = xr.DataArray(\n",
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" data=phaseAutoCorrWithoutModulation,\n",
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" dims=['x'],\n",
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" coords=dict(\n",
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" x=phaseWithoutModulation.x\n",
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" )\n",
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")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 94,
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"metadata": {},
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"outputs": [
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|
|
".xr-array-name {\n",
|
|
" margin-left: 2px;\n",
|
|
" margin-right: 10px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-obj-type {\n",
|
|
" color: var(--xr-font-color2);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-sections {\n",
|
|
" padding-left: 0 !important;\n",
|
|
" display: grid;\n",
|
|
" grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-item {\n",
|
|
" display: contents;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-item input {\n",
|
|
" display: none;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-item input + label {\n",
|
|
" color: var(--xr-disabled-color);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-item input:enabled + label {\n",
|
|
" cursor: pointer;\n",
|
|
" color: var(--xr-font-color2);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-item input:enabled + label:hover {\n",
|
|
" color: var(--xr-font-color0);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary {\n",
|
|
" grid-column: 1;\n",
|
|
" color: var(--xr-font-color2);\n",
|
|
" font-weight: 500;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary > span {\n",
|
|
" display: inline-block;\n",
|
|
" padding-left: 0.5em;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary-in:disabled + label {\n",
|
|
" color: var(--xr-font-color2);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary-in + label:before {\n",
|
|
" display: inline-block;\n",
|
|
" content: 'â–º';\n",
|
|
" font-size: 11px;\n",
|
|
" width: 15px;\n",
|
|
" text-align: center;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary-in:disabled + label:before {\n",
|
|
" color: var(--xr-disabled-color);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary-in:checked + label:before {\n",
|
|
" content: 'â–¼';\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary-in:checked + label > span {\n",
|
|
" display: none;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary,\n",
|
|
".xr-section-inline-details {\n",
|
|
" padding-top: 4px;\n",
|
|
" padding-bottom: 4px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-inline-details {\n",
|
|
" grid-column: 2 / -1;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-details {\n",
|
|
" display: none;\n",
|
|
" grid-column: 1 / -1;\n",
|
|
" margin-bottom: 5px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary-in:checked ~ .xr-section-details {\n",
|
|
" display: contents;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-array-wrap {\n",
|
|
" grid-column: 1 / -1;\n",
|
|
" display: grid;\n",
|
|
" grid-template-columns: 20px auto;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-array-wrap > label {\n",
|
|
" grid-column: 1;\n",
|
|
" vertical-align: top;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-preview {\n",
|
|
" color: var(--xr-font-color3);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-array-preview,\n",
|
|
".xr-array-data {\n",
|
|
" padding: 0 5px !important;\n",
|
|
" grid-column: 2;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-array-data,\n",
|
|
".xr-array-in:checked ~ .xr-array-preview {\n",
|
|
" display: none;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-array-in:checked ~ .xr-array-data,\n",
|
|
".xr-array-preview {\n",
|
|
" display: inline-block;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-dim-list {\n",
|
|
" display: inline-block !important;\n",
|
|
" list-style: none;\n",
|
|
" padding: 0 !important;\n",
|
|
" margin: 0;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-dim-list li {\n",
|
|
" display: inline-block;\n",
|
|
" padding: 0;\n",
|
|
" margin: 0;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-dim-list:before {\n",
|
|
" content: '(';\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-dim-list:after {\n",
|
|
" content: ')';\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-dim-list li:not(:last-child):after {\n",
|
|
" content: ',';\n",
|
|
" padding-right: 5px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-has-index {\n",
|
|
" font-weight: bold;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-list,\n",
|
|
".xr-var-item {\n",
|
|
" display: contents;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-item > div,\n",
|
|
".xr-var-item label,\n",
|
|
".xr-var-item > .xr-var-name span {\n",
|
|
" background-color: var(--xr-background-color-row-even);\n",
|
|
" margin-bottom: 0;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-item > .xr-var-name:hover span {\n",
|
|
" padding-right: 5px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-list > li:nth-child(odd) > div,\n",
|
|
".xr-var-list > li:nth-child(odd) > label,\n",
|
|
".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
|
|
" background-color: var(--xr-background-color-row-odd);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-name {\n",
|
|
" grid-column: 1;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-dims {\n",
|
|
" grid-column: 2;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-dtype {\n",
|
|
" grid-column: 3;\n",
|
|
" text-align: right;\n",
|
|
" color: var(--xr-font-color2);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-preview {\n",
|
|
" grid-column: 4;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-index-preview {\n",
|
|
" grid-column: 2 / 5;\n",
|
|
" color: var(--xr-font-color2);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-name,\n",
|
|
".xr-var-dims,\n",
|
|
".xr-var-dtype,\n",
|
|
".xr-preview,\n",
|
|
".xr-attrs dt {\n",
|
|
" white-space: nowrap;\n",
|
|
" overflow: hidden;\n",
|
|
" text-overflow: ellipsis;\n",
|
|
" padding-right: 10px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-name:hover,\n",
|
|
".xr-var-dims:hover,\n",
|
|
".xr-var-dtype:hover,\n",
|
|
".xr-attrs dt:hover {\n",
|
|
" overflow: visible;\n",
|
|
" width: auto;\n",
|
|
" z-index: 1;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-attrs,\n",
|
|
".xr-var-data,\n",
|
|
".xr-index-data {\n",
|
|
" display: none;\n",
|
|
" background-color: var(--xr-background-color) !important;\n",
|
|
" padding-bottom: 5px !important;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
|
|
".xr-var-data-in:checked ~ .xr-var-data,\n",
|
|
".xr-index-data-in:checked ~ .xr-index-data {\n",
|
|
" display: block;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-data > table {\n",
|
|
" float: right;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-name span,\n",
|
|
".xr-var-data,\n",
|
|
".xr-index-name div,\n",
|
|
".xr-index-data,\n",
|
|
".xr-attrs {\n",
|
|
" padding-left: 25px !important;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-attrs,\n",
|
|
".xr-var-attrs,\n",
|
|
".xr-var-data,\n",
|
|
".xr-index-data {\n",
|
|
" grid-column: 1 / -1;\n",
|
|
"}\n",
|
|
"\n",
|
|
"dl.xr-attrs {\n",
|
|
" padding: 0;\n",
|
|
" margin: 0;\n",
|
|
" display: grid;\n",
|
|
" grid-template-columns: 125px auto;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-attrs dt,\n",
|
|
".xr-attrs dd {\n",
|
|
" padding: 0;\n",
|
|
" margin: 0;\n",
|
|
" float: left;\n",
|
|
" padding-right: 10px;\n",
|
|
" width: auto;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-attrs dt {\n",
|
|
" font-weight: normal;\n",
|
|
" grid-column: 1;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-attrs dt:hover span {\n",
|
|
" display: inline-block;\n",
|
|
" background: var(--xr-background-color);\n",
|
|
" padding-right: 10px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-attrs dd {\n",
|
|
" grid-column: 2;\n",
|
|
" white-space: pre-wrap;\n",
|
|
" word-break: break-all;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-icon-database,\n",
|
|
".xr-icon-file-text2,\n",
|
|
".xr-no-icon {\n",
|
|
" display: inline-block;\n",
|
|
" vertical-align: middle;\n",
|
|
" width: 1em;\n",
|
|
" height: 1.5em !important;\n",
|
|
" stroke-width: 0;\n",
|
|
" stroke: currentColor;\n",
|
|
" fill: currentColor;\n",
|
|
"}\n",
|
|
"</style><pre class='xr-text-repr-fallback'><xarray.DataArray (x: 1200)>\n",
|
|
"array([ 1.92834649e+02, -7.04156659e+01, 2.53150014e+00, ...,\n",
|
|
" -1.15671835e-01, -1.59932171e-01, 9.16532266e-02])\n",
|
|
"Coordinates:\n",
|
|
" * x (x) float64 0.0 0.002 0.004 0.006 0.008 ... 2.392 2.394 2.396 2.398</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'>x</span>: 1200</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-53c26ede-f108-4e2e-a9f9-ba989040b27b' class='xr-array-in' type='checkbox' checked><label for='section-53c26ede-f108-4e2e-a9f9-ba989040b27b' 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>192.8 -70.42 2.532 4.986 15.84 ... 0.3829 -0.1157 -0.1599 0.09165</span></div><div class='xr-array-data'><pre>array([ 1.92834649e+02, -7.04156659e+01, 2.53150014e+00, ...,\n",
|
|
" -1.15671835e-01, -1.59932171e-01, 9.16532266e-02])</pre></div></div></li><li class='xr-section-item'><input id='section-120abb18-cf75-461d-9d28-89a366fcc21f' class='xr-section-summary-in' type='checkbox' checked><label for='section-120abb18-cf75-461d-9d28-89a366fcc21f' 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'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.002 0.004 ... 2.396 2.398</div><input id='attrs-fa777fe7-01da-46ba-87a5-8752bebdf97e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fa777fe7-01da-46ba-87a5-8752bebdf97e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-98bb3468-05e8-4b68-90e7-6144a67079fc' class='xr-var-data-in' type='checkbox'><label for='data-98bb3468-05e8-4b68-90e7-6144a67079fc' 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([0.000e+00, 2.000e-03, 4.000e-03, ..., 2.394e+00, 2.396e+00, 2.398e+00])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-68a9c07f-0859-4d2c-9e2b-696458ab8d89' class='xr-section-summary-in' type='checkbox' ><label for='section-68a9c07f-0859-4d2c-9e2b-696458ab8d89' 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>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-ba65b85a-12ac-4658-b1c6-136ea642a64b' class='xr-index-data-in' type='checkbox'/><label for='index-ba65b85a-12ac-4658-b1c6-136ea642a64b' 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(Float64Index([ 0.0, 0.002, 0.004,\n",
|
|
" 0.006, 0.008, 0.01,\n",
|
|
" 0.012, 0.014, 0.016,\n",
|
|
" 0.018000000000000002,\n",
|
|
" ...\n",
|
|
" 2.38, 2.382, 2.384,\n",
|
|
" 2.386, 2.388, 2.39,\n",
|
|
" 2.392, 2.394, 2.396,\n",
|
|
" 2.398],\n",
|
|
" dtype='float64', name='x', length=1200))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-25f4e50b-dc59-4bca-81d3-9079b245eb13' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-25f4e50b-dc59-4bca-81d3-9079b245eb13' 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 (x: 1200)>\n",
|
|
"array([ 1.92834649e+02, -7.04156659e+01, 2.53150014e+00, ...,\n",
|
|
" -1.15671835e-01, -1.59932171e-01, 9.16532266e-02])\n",
|
|
"Coordinates:\n",
|
|
" * x (x) float64 0.0 0.002 0.004 0.006 0.008 ... 2.392 2.394 2.396 2.398"
|
|
]
|
|
},
|
|
"execution_count": 94,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"phaseAutoCorrWithoutModulation"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 95,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
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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",
|
|
"\n",
|
|
"phaseAutoCorrWithoutModulation.plot.errorbar(ax=ax)\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 96,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
|
|
"<defs>\n",
|
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"<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
|
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"<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",
|
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"<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
|
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|
|
"<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
|
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"<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
|
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"<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
|
|
"</symbol>\n",
|
|
"</defs>\n",
|
|
"</svg>\n",
|
|
"<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
|
|
" *\n",
|
|
" */\n",
|
|
"\n",
|
|
":root {\n",
|
|
" --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
|
|
" --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
|
|
" --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
|
|
" --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
|
|
" --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
|
|
" --xr-background-color: var(--jp-layout-color0, white);\n",
|
|
" --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
|
|
" --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
|
|
"}\n",
|
|
"\n",
|
|
"html[theme=dark],\n",
|
|
"body[data-theme=dark],\n",
|
|
"body.vscode-dark {\n",
|
|
" --xr-font-color0: rgba(255, 255, 255, 1);\n",
|
|
" --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
|
|
" --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
|
|
" --xr-border-color: #1F1F1F;\n",
|
|
" --xr-disabled-color: #515151;\n",
|
|
" --xr-background-color: #111111;\n",
|
|
" --xr-background-color-row-even: #111111;\n",
|
|
" --xr-background-color-row-odd: #313131;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-wrap {\n",
|
|
" display: block !important;\n",
|
|
" min-width: 300px;\n",
|
|
" max-width: 700px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-text-repr-fallback {\n",
|
|
" /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
|
|
" display: none;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-header {\n",
|
|
" padding-top: 6px;\n",
|
|
" padding-bottom: 6px;\n",
|
|
" margin-bottom: 4px;\n",
|
|
" border-bottom: solid 1px var(--xr-border-color);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-header > div,\n",
|
|
".xr-header > ul {\n",
|
|
" display: inline;\n",
|
|
" margin-top: 0;\n",
|
|
" margin-bottom: 0;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-obj-type,\n",
|
|
".xr-array-name {\n",
|
|
" margin-left: 2px;\n",
|
|
" margin-right: 10px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-obj-type {\n",
|
|
" color: var(--xr-font-color2);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-sections {\n",
|
|
" padding-left: 0 !important;\n",
|
|
" display: grid;\n",
|
|
" grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-item {\n",
|
|
" display: contents;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-item input {\n",
|
|
" display: none;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-item input + label {\n",
|
|
" color: var(--xr-disabled-color);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-item input:enabled + label {\n",
|
|
" cursor: pointer;\n",
|
|
" color: var(--xr-font-color2);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-item input:enabled + label:hover {\n",
|
|
" color: var(--xr-font-color0);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary {\n",
|
|
" grid-column: 1;\n",
|
|
" color: var(--xr-font-color2);\n",
|
|
" font-weight: 500;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary > span {\n",
|
|
" display: inline-block;\n",
|
|
" padding-left: 0.5em;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary-in:disabled + label {\n",
|
|
" color: var(--xr-font-color2);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary-in + label:before {\n",
|
|
" display: inline-block;\n",
|
|
" content: 'â–º';\n",
|
|
" font-size: 11px;\n",
|
|
" width: 15px;\n",
|
|
" text-align: center;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary-in:disabled + label:before {\n",
|
|
" color: var(--xr-disabled-color);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary-in:checked + label:before {\n",
|
|
" content: 'â–¼';\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary-in:checked + label > span {\n",
|
|
" display: none;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary,\n",
|
|
".xr-section-inline-details {\n",
|
|
" padding-top: 4px;\n",
|
|
" padding-bottom: 4px;\n",
|
|
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|
|
"\n",
|
|
".xr-section-inline-details {\n",
|
|
" grid-column: 2 / -1;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-details {\n",
|
|
" display: none;\n",
|
|
" grid-column: 1 / -1;\n",
|
|
" margin-bottom: 5px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary-in:checked ~ .xr-section-details {\n",
|
|
" display: contents;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-array-wrap {\n",
|
|
" grid-column: 1 / -1;\n",
|
|
" display: grid;\n",
|
|
" grid-template-columns: 20px auto;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-array-wrap > label {\n",
|
|
" grid-column: 1;\n",
|
|
" vertical-align: top;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-preview {\n",
|
|
" color: var(--xr-font-color3);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-array-preview,\n",
|
|
".xr-array-data {\n",
|
|
" padding: 0 5px !important;\n",
|
|
" grid-column: 2;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-array-data,\n",
|
|
".xr-array-in:checked ~ .xr-array-preview {\n",
|
|
" display: none;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-array-in:checked ~ .xr-array-data,\n",
|
|
".xr-array-preview {\n",
|
|
" display: inline-block;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-dim-list {\n",
|
|
" display: inline-block !important;\n",
|
|
" list-style: none;\n",
|
|
" padding: 0 !important;\n",
|
|
" margin: 0;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-dim-list li {\n",
|
|
" display: inline-block;\n",
|
|
" padding: 0;\n",
|
|
" margin: 0;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-dim-list:before {\n",
|
|
" content: '(';\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-dim-list:after {\n",
|
|
" content: ')';\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-dim-list li:not(:last-child):after {\n",
|
|
" content: ',';\n",
|
|
" padding-right: 5px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-has-index {\n",
|
|
" font-weight: bold;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-list,\n",
|
|
".xr-var-item {\n",
|
|
" display: contents;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-item > div,\n",
|
|
".xr-var-item label,\n",
|
|
".xr-var-item > .xr-var-name span {\n",
|
|
" background-color: var(--xr-background-color-row-even);\n",
|
|
" margin-bottom: 0;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-item > .xr-var-name:hover span {\n",
|
|
" padding-right: 5px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-list > li:nth-child(odd) > div,\n",
|
|
".xr-var-list > li:nth-child(odd) > label,\n",
|
|
".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
|
|
" background-color: var(--xr-background-color-row-odd);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-name {\n",
|
|
" grid-column: 1;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-dims {\n",
|
|
" grid-column: 2;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-dtype {\n",
|
|
" grid-column: 3;\n",
|
|
" text-align: right;\n",
|
|
" color: var(--xr-font-color2);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-preview {\n",
|
|
" grid-column: 4;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-index-preview {\n",
|
|
" grid-column: 2 / 5;\n",
|
|
" color: var(--xr-font-color2);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-name,\n",
|
|
".xr-var-dims,\n",
|
|
".xr-var-dtype,\n",
|
|
".xr-preview,\n",
|
|
".xr-attrs dt {\n",
|
|
" white-space: nowrap;\n",
|
|
" overflow: hidden;\n",
|
|
" text-overflow: ellipsis;\n",
|
|
" padding-right: 10px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-name:hover,\n",
|
|
".xr-var-dims:hover,\n",
|
|
".xr-var-dtype:hover,\n",
|
|
".xr-attrs dt:hover {\n",
|
|
" overflow: visible;\n",
|
|
" width: auto;\n",
|
|
" z-index: 1;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-attrs,\n",
|
|
".xr-var-data,\n",
|
|
".xr-index-data {\n",
|
|
" display: none;\n",
|
|
" background-color: var(--xr-background-color) !important;\n",
|
|
" padding-bottom: 5px !important;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
|
|
".xr-var-data-in:checked ~ .xr-var-data,\n",
|
|
".xr-index-data-in:checked ~ .xr-index-data {\n",
|
|
" display: block;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-data > table {\n",
|
|
" float: right;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-name span,\n",
|
|
".xr-var-data,\n",
|
|
".xr-index-name div,\n",
|
|
".xr-index-data,\n",
|
|
".xr-attrs {\n",
|
|
" padding-left: 25px !important;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-attrs,\n",
|
|
".xr-var-attrs,\n",
|
|
".xr-var-data,\n",
|
|
".xr-index-data {\n",
|
|
" grid-column: 1 / -1;\n",
|
|
"}\n",
|
|
"\n",
|
|
"dl.xr-attrs {\n",
|
|
" padding: 0;\n",
|
|
" margin: 0;\n",
|
|
" display: grid;\n",
|
|
" grid-template-columns: 125px auto;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-attrs dt,\n",
|
|
".xr-attrs dd {\n",
|
|
" padding: 0;\n",
|
|
" margin: 0;\n",
|
|
" float: left;\n",
|
|
" padding-right: 10px;\n",
|
|
" width: auto;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-attrs dt {\n",
|
|
" font-weight: normal;\n",
|
|
" grid-column: 1;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-attrs dt:hover span {\n",
|
|
" display: inline-block;\n",
|
|
" background: var(--xr-background-color);\n",
|
|
" padding-right: 10px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-attrs dd {\n",
|
|
" grid-column: 2;\n",
|
|
" white-space: pre-wrap;\n",
|
|
" word-break: break-all;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-icon-database,\n",
|
|
".xr-icon-file-text2,\n",
|
|
".xr-no-icon {\n",
|
|
" display: inline-block;\n",
|
|
" vertical-align: middle;\n",
|
|
" width: 1em;\n",
|
|
" height: 1.5em !important;\n",
|
|
" stroke-width: 0;\n",
|
|
" stroke: currentColor;\n",
|
|
" fill: currentColor;\n",
|
|
"}\n",
|
|
"</style><pre class='xr-text-repr-fallback'><xarray.DataArray 'x' (x: 1200)>\n",
|
|
"array([0.000e+00, 2.000e-03, 4.000e-03, ..., 2.394e+00, 2.396e+00, 2.398e+00])\n",
|
|
"Coordinates:\n",
|
|
" * x (x) float64 0.0 0.002 0.004 0.006 0.008 ... 2.392 2.394 2.396 2.398</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'>'x'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>x</span>: 1200</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-4450e2ea-1980-4c10-8aba-aa4892e7c8f0' class='xr-array-in' type='checkbox' checked><label for='section-4450e2ea-1980-4c10-8aba-aa4892e7c8f0' 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>0.0 0.002 0.004 0.006 0.008 0.01 ... 2.39 2.392 2.394 2.396 2.398</span></div><div class='xr-array-data'><pre>array([0.000e+00, 2.000e-03, 4.000e-03, ..., 2.394e+00, 2.396e+00, 2.398e+00])</pre></div></div></li><li class='xr-section-item'><input id='section-5984cf45-0576-4743-b4e4-f711fdcea2b0' class='xr-section-summary-in' type='checkbox' checked><label for='section-5984cf45-0576-4743-b4e4-f711fdcea2b0' 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'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.002 0.004 ... 2.396 2.398</div><input id='attrs-bd5e1a55-bad7-4a80-a2c8-bcf7cce2c5cb' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-bd5e1a55-bad7-4a80-a2c8-bcf7cce2c5cb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-38cbcdd8-69df-4ec5-9cb9-2f608380f252' class='xr-var-data-in' type='checkbox'><label for='data-38cbcdd8-69df-4ec5-9cb9-2f608380f252' 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([0.000e+00, 2.000e-03, 4.000e-03, ..., 2.394e+00, 2.396e+00, 2.398e+00])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-93ef5d77-98f4-4385-a0e9-e3eecdaa0098' class='xr-section-summary-in' type='checkbox' ><label for='section-93ef5d77-98f4-4385-a0e9-e3eecdaa0098' 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>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-8a4a96a5-89b8-42c7-96af-4d6221b753a6' class='xr-index-data-in' type='checkbox'/><label for='index-8a4a96a5-89b8-42c7-96af-4d6221b753a6' 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(Float64Index([ 0.0, 0.002, 0.004,\n",
|
|
" 0.006, 0.008, 0.01,\n",
|
|
" 0.012, 0.014, 0.016,\n",
|
|
" 0.018000000000000002,\n",
|
|
" ...\n",
|
|
" 2.38, 2.382, 2.384,\n",
|
|
" 2.386, 2.388, 2.39,\n",
|
|
" 2.392, 2.394, 2.396,\n",
|
|
" 2.398],\n",
|
|
" dtype='float64', name='x', length=1200))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-3485ed86-61a3-4f83-a633-7a5df6c82585' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-3485ed86-61a3-4f83-a633-7a5df6c82585' 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 'x' (x: 1200)>\n",
|
|
"array([0.000e+00, 2.000e-03, 4.000e-03, ..., 2.394e+00, 2.396e+00, 2.398e+00])\n",
|
|
"Coordinates:\n",
|
|
" * x (x) float64 0.0 0.002 0.004 0.006 0.008 ... 2.392 2.394 2.396 2.398"
|
|
]
|
|
},
|
|
"execution_count": 96,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"phaseAutoCorrWithoutModulation.x"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 97,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"powerSpecWithoutModulation = fft(phaseAutoCorrWithoutModulation)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 98,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
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]
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},
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"metadata": {},
|
|
"output_type": "display_data"
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}
|
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],
|
|
"source": [
|
|
"fig = plt.figure()\n",
|
|
"ax = fig.gca()\n",
|
|
"\n",
|
|
"abs(powerSpecWithoutModulation).plot.errorbar(ax=ax, x='freq_x')\n",
|
|
"# ax.set_xlim([0, 250])\n",
|
|
"# ax.set_ylim([0, 0.001])\n",
|
|
"plt.show()"
|
|
]
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},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 72,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"phaseAutoCorrWithoutModulation = autocorr((dataWithoutModulation))\n",
|
|
"phaseAutoCorrWithoutModulation = xr.DataArray(\n",
|
|
" data=phaseAutoCorrWithoutModulation,\n",
|
|
" dims=['x'],\n",
|
|
" coords=dict(\n",
|
|
" x=phaseWithoutModulation.x\n",
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" )\n",
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")"
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]
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},
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{
|
|
"cell_type": "code",
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|
"execution_count": 73,
|
|
"metadata": {},
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"outputs": [
|
|
{
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"data": {
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|
" --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
|
|
" --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
|
|
" --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
|
|
" --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
|
|
" --xr-background-color: var(--jp-layout-color0, white);\n",
|
|
" --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
|
|
" --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
|
|
"}\n",
|
|
"\n",
|
|
"html[theme=dark],\n",
|
|
"body[data-theme=dark],\n",
|
|
"body.vscode-dark {\n",
|
|
" --xr-font-color0: rgba(255, 255, 255, 1);\n",
|
|
" --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
|
|
" --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
|
|
" --xr-border-color: #1F1F1F;\n",
|
|
" --xr-disabled-color: #515151;\n",
|
|
" --xr-background-color: #111111;\n",
|
|
" --xr-background-color-row-even: #111111;\n",
|
|
" --xr-background-color-row-odd: #313131;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-wrap {\n",
|
|
" display: block !important;\n",
|
|
" min-width: 300px;\n",
|
|
" max-width: 700px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-text-repr-fallback {\n",
|
|
" /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
|
|
" display: none;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-header {\n",
|
|
" padding-top: 6px;\n",
|
|
" padding-bottom: 6px;\n",
|
|
" margin-bottom: 4px;\n",
|
|
" border-bottom: solid 1px var(--xr-border-color);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-header > div,\n",
|
|
".xr-header > ul {\n",
|
|
" display: inline;\n",
|
|
" margin-top: 0;\n",
|
|
" margin-bottom: 0;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-obj-type,\n",
|
|
".xr-array-name {\n",
|
|
" margin-left: 2px;\n",
|
|
" margin-right: 10px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-obj-type {\n",
|
|
" color: var(--xr-font-color2);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-sections {\n",
|
|
" padding-left: 0 !important;\n",
|
|
" display: grid;\n",
|
|
" grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-item {\n",
|
|
" display: contents;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-item input {\n",
|
|
" display: none;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-item input + label {\n",
|
|
" color: var(--xr-disabled-color);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-item input:enabled + label {\n",
|
|
" cursor: pointer;\n",
|
|
" color: var(--xr-font-color2);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-item input:enabled + label:hover {\n",
|
|
" color: var(--xr-font-color0);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary {\n",
|
|
" grid-column: 1;\n",
|
|
" color: var(--xr-font-color2);\n",
|
|
" font-weight: 500;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary > span {\n",
|
|
" display: inline-block;\n",
|
|
" padding-left: 0.5em;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary-in:disabled + label {\n",
|
|
" color: var(--xr-font-color2);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary-in + label:before {\n",
|
|
" display: inline-block;\n",
|
|
" content: 'â–º';\n",
|
|
" font-size: 11px;\n",
|
|
" width: 15px;\n",
|
|
" text-align: center;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary-in:disabled + label:before {\n",
|
|
" color: var(--xr-disabled-color);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary-in:checked + label:before {\n",
|
|
" content: 'â–¼';\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary-in:checked + label > span {\n",
|
|
" display: none;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary,\n",
|
|
".xr-section-inline-details {\n",
|
|
" padding-top: 4px;\n",
|
|
" padding-bottom: 4px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-inline-details {\n",
|
|
" grid-column: 2 / -1;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-details {\n",
|
|
" display: none;\n",
|
|
" grid-column: 1 / -1;\n",
|
|
" margin-bottom: 5px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary-in:checked ~ .xr-section-details {\n",
|
|
" display: contents;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-array-wrap {\n",
|
|
" grid-column: 1 / -1;\n",
|
|
" display: grid;\n",
|
|
" grid-template-columns: 20px auto;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-array-wrap > label {\n",
|
|
" grid-column: 1;\n",
|
|
" vertical-align: top;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-preview {\n",
|
|
" color: var(--xr-font-color3);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-array-preview,\n",
|
|
".xr-array-data {\n",
|
|
" padding: 0 5px !important;\n",
|
|
" grid-column: 2;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-array-data,\n",
|
|
".xr-array-in:checked ~ .xr-array-preview {\n",
|
|
" display: none;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-array-in:checked ~ .xr-array-data,\n",
|
|
".xr-array-preview {\n",
|
|
" display: inline-block;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-dim-list {\n",
|
|
" display: inline-block !important;\n",
|
|
" list-style: none;\n",
|
|
" padding: 0 !important;\n",
|
|
" margin: 0;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-dim-list li {\n",
|
|
" display: inline-block;\n",
|
|
" padding: 0;\n",
|
|
" margin: 0;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-dim-list:before {\n",
|
|
" content: '(';\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-dim-list:after {\n",
|
|
" content: ')';\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-dim-list li:not(:last-child):after {\n",
|
|
" content: ',';\n",
|
|
" padding-right: 5px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-has-index {\n",
|
|
" font-weight: bold;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-list,\n",
|
|
".xr-var-item {\n",
|
|
" display: contents;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-item > div,\n",
|
|
".xr-var-item label,\n",
|
|
".xr-var-item > .xr-var-name span {\n",
|
|
" background-color: var(--xr-background-color-row-even);\n",
|
|
" margin-bottom: 0;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-item > .xr-var-name:hover span {\n",
|
|
" padding-right: 5px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-list > li:nth-child(odd) > div,\n",
|
|
".xr-var-list > li:nth-child(odd) > label,\n",
|
|
".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
|
|
" background-color: var(--xr-background-color-row-odd);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-name {\n",
|
|
" grid-column: 1;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-dims {\n",
|
|
" grid-column: 2;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-dtype {\n",
|
|
" grid-column: 3;\n",
|
|
" text-align: right;\n",
|
|
" color: var(--xr-font-color2);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-preview {\n",
|
|
" grid-column: 4;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-index-preview {\n",
|
|
" grid-column: 2 / 5;\n",
|
|
" color: var(--xr-font-color2);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-name,\n",
|
|
".xr-var-dims,\n",
|
|
".xr-var-dtype,\n",
|
|
".xr-preview,\n",
|
|
".xr-attrs dt {\n",
|
|
" white-space: nowrap;\n",
|
|
" overflow: hidden;\n",
|
|
" text-overflow: ellipsis;\n",
|
|
" padding-right: 10px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-name:hover,\n",
|
|
".xr-var-dims:hover,\n",
|
|
".xr-var-dtype:hover,\n",
|
|
".xr-attrs dt:hover {\n",
|
|
" overflow: visible;\n",
|
|
" width: auto;\n",
|
|
" z-index: 1;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-attrs,\n",
|
|
".xr-var-data,\n",
|
|
".xr-index-data {\n",
|
|
" display: none;\n",
|
|
" background-color: var(--xr-background-color) !important;\n",
|
|
" padding-bottom: 5px !important;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
|
|
".xr-var-data-in:checked ~ .xr-var-data,\n",
|
|
".xr-index-data-in:checked ~ .xr-index-data {\n",
|
|
" display: block;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-data > table {\n",
|
|
" float: right;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-name span,\n",
|
|
".xr-var-data,\n",
|
|
".xr-index-name div,\n",
|
|
".xr-index-data,\n",
|
|
".xr-attrs {\n",
|
|
" padding-left: 25px !important;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-attrs,\n",
|
|
".xr-var-attrs,\n",
|
|
".xr-var-data,\n",
|
|
".xr-index-data {\n",
|
|
" grid-column: 1 / -1;\n",
|
|
"}\n",
|
|
"\n",
|
|
"dl.xr-attrs {\n",
|
|
" padding: 0;\n",
|
|
" margin: 0;\n",
|
|
" display: grid;\n",
|
|
" grid-template-columns: 125px auto;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-attrs dt,\n",
|
|
".xr-attrs dd {\n",
|
|
" padding: 0;\n",
|
|
" margin: 0;\n",
|
|
" float: left;\n",
|
|
" padding-right: 10px;\n",
|
|
" width: auto;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-attrs dt {\n",
|
|
" font-weight: normal;\n",
|
|
" grid-column: 1;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-attrs dt:hover span {\n",
|
|
" display: inline-block;\n",
|
|
" background: var(--xr-background-color);\n",
|
|
" padding-right: 10px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-attrs dd {\n",
|
|
" grid-column: 2;\n",
|
|
" white-space: pre-wrap;\n",
|
|
" word-break: break-all;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-icon-database,\n",
|
|
".xr-icon-file-text2,\n",
|
|
".xr-no-icon {\n",
|
|
" display: inline-block;\n",
|
|
" vertical-align: middle;\n",
|
|
" width: 1em;\n",
|
|
" height: 1.5em !important;\n",
|
|
" stroke-width: 0;\n",
|
|
" stroke: currentColor;\n",
|
|
" fill: currentColor;\n",
|
|
"}\n",
|
|
"</style><pre class='xr-text-repr-fallback'><xarray.DataArray (x: 1200)>\n",
|
|
"array([ 8.13258367e+00, -3.87534581e+00, -1.52647527e-01, ...,\n",
|
|
" -7.66522583e-03, -1.13568061e-02, 6.45748028e-03])\n",
|
|
"Coordinates:\n",
|
|
" * x (x) float64 0.0 0.002 0.004 0.006 0.008 ... 2.392 2.394 2.396 2.398</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'>x</span>: 1200</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-3e184d0c-70d0-4d25-a9a9-e517ac8f0266' class='xr-array-in' type='checkbox' checked><label for='section-3e184d0c-70d0-4d25-a9a9-e517ac8f0266' 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>8.133 -3.875 -0.1526 -0.002831 ... 0.02548 -0.007665 -0.01136 0.006457</span></div><div class='xr-array-data'><pre>array([ 8.13258367e+00, -3.87534581e+00, -1.52647527e-01, ...,\n",
|
|
" -7.66522583e-03, -1.13568061e-02, 6.45748028e-03])</pre></div></div></li><li class='xr-section-item'><input id='section-c253dbde-089a-4265-be30-c13ff8f09c05' class='xr-section-summary-in' type='checkbox' checked><label for='section-c253dbde-089a-4265-be30-c13ff8f09c05' 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'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.002 0.004 ... 2.396 2.398</div><input id='attrs-b11e19e2-20d9-49b5-b463-033a06457bd3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b11e19e2-20d9-49b5-b463-033a06457bd3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7391b73e-189d-4237-9764-71a498a530d6' class='xr-var-data-in' type='checkbox'><label for='data-7391b73e-189d-4237-9764-71a498a530d6' 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([0.000e+00, 2.000e-03, 4.000e-03, ..., 2.394e+00, 2.396e+00, 2.398e+00])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-56454e00-a907-4338-a43d-e70e91fd156d' class='xr-section-summary-in' type='checkbox' ><label for='section-56454e00-a907-4338-a43d-e70e91fd156d' 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>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-749c9cd2-7498-4aae-b7f4-c7548e9587df' class='xr-index-data-in' type='checkbox'/><label for='index-749c9cd2-7498-4aae-b7f4-c7548e9587df' 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(Float64Index([ 0.0, 0.002, 0.004,\n",
|
|
" 0.006, 0.008, 0.01,\n",
|
|
" 0.012, 0.014, 0.016,\n",
|
|
" 0.018000000000000002,\n",
|
|
" ...\n",
|
|
" 2.38, 2.382, 2.384,\n",
|
|
" 2.386, 2.388, 2.39,\n",
|
|
" 2.392, 2.394, 2.396,\n",
|
|
" 2.398],\n",
|
|
" dtype='float64', name='x', length=1200))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-fc26d3df-7d34-4264-9ae5-5fb9685e3c65' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-fc26d3df-7d34-4264-9ae5-5fb9685e3c65' 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 (x: 1200)>\n",
|
|
"array([ 8.13258367e+00, -3.87534581e+00, -1.52647527e-01, ...,\n",
|
|
" -7.66522583e-03, -1.13568061e-02, 6.45748028e-03])\n",
|
|
"Coordinates:\n",
|
|
" * x (x) float64 0.0 0.002 0.004 0.006 0.008 ... 2.392 2.394 2.396 2.398"
|
|
]
|
|
},
|
|
"execution_count": 73,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"phaseAutoCorrWithoutModulation"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 74,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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Z+vPPP3XmzBllZWUpJSVFI0eOlCQtXLhQ999/v5dLCgAAAonP1AwtX75cffv2dXi+UaNGmjNnjsLCwvTGG29o3rx5euGFF5SUlOSFUjqiyxAAAP7NZ2qGnAUhW4W1Q5K0bt06TxenVIysBwAgMPhMGCpNZGSk9ef8/HwvlgQAAAQSvwlDK1eutP7crl077xWkGIOx9QAA+DWf6TNUkrS0NE2cOFGS1KdPH7Vs2dLlurm5ucrNzbX+npGR4ZEy0UoGAEBg8PmaIYvFojvvvFOHDh2S2WzWjBkzSlx/4sSJSkhIsD58paM1AADwTT4fhh555BEtWLBAkjRr1ix16NChxPXHjRun9PR062P//v1VUUwAAOCnfLqZbOzYsZo5c6Ykafr06br77rtLfY3ZbJbZbPZ00azoMQQAgH/z2Zqhxx9/XC+99JIkacqUKXr00Ue9W6BiuGs9AACBwSdrhpKTkzV16lRJ0uTJkzV27FgvlwgAAAQqnwtDY8eOtdYITZ48WcnJyV4uUSloJwMAwK/5VBiyDUJTp07VmDFjvFwi12gkAwAgMPhMGHriiSesQWjatGkaPXq0l0sEAACCgU90oN63b58mT54sSQoJCdGkSZOUmJjo8lHYnwgAAKCifKJmyGKx2P185MiREtfPysrydJHKzKDTEAAAfs0nwlCjRo387h5fjKwHACAw+EQzGQAAgLcQhirIzyq0AABAMYQht9FOBgBAICAMAQCAoEYYAgAAQY0wVEF0GQIAwL8RhtzE0HoAAAIDYQgAAAQ1wlAFMbQeAAD/RhhyE61kAAAEBsIQAAAIaoQhAAAQ1AhDFcRd6wEA8G+EITcxtB4AgMBAGAIAAEGNMFRBDK0HAMC/EYbcZGJwPQAAAYEwBAAAghphCAAABDXCUAXRZQgAAP9GGHJTSUPrc87la+6aFO09cbrqCgQAANxCGPKAf6/YpfH/+12XTVnp7aJUqpxz+d4uAgAAlY4w5AFrd5/wdhEq3fivflOrfyzS5gNpVfaexzJzlX02r8reDwAQnAhDFRUkEw3N/WGPJGn6kp1V8n4nsnLV7fml6vzskip5v8piGIa+3nxIKcdpIgUAf0EYclNJfYbcnYPop90n9NrKP2Wx+G7AMlXRfUg2na+ByjlnqZL3qyyLfz+iB99fr75TV3q7KACAMgrzdgFQ5NY310qS6lWL0vUd6nq5NN7z57Esvbz0D28Xwy2/7j3l7SIAAMqJMFRBnqjD2RPkTSxXTl+lPB+uHSuJESTNpgAQSGgmc1OJTWE+fqeO3w9m6PbZa7V+n2/WYvhDENq0P00b96c5PO9u0bPP5mlrajphCgC8gDAUJPadyNa4z7do97Es3fGfn/TDnyd046wfrMuzz+YpI+dcqdtZvv2oJ4vplKf6UOVbDH3664FyzweVcy5fN/x7jQb/e43OnLWfbsDdLPPX13/UtTNWa8HmQ+5toBIRyJw7nZun/6xO0f6T2d4uCoBKRhjysAffX68XF24v12s8cS4aMfdnffDzPt0++yedPH222PsZajd+sdqPX1ymuYR2HM6s/AKWwFM1RR/8vE9jP9lU7vmgsm0C0LNf/263zHCz4fS3gxmSpM/WH3Dr9ZXlXL5F185YrYc/2FCh7RiGoXveWafHPt5YOQWrYinHT2vO97vtwu7Ehdv07ILfdd3M1U5fs/tYln7483hVFRFAJSIMVVBpweXrzYf0+nd/Vk1hSvDnsYLaj8MZOQ7L8i2G8s8HjrJc9WblVu3cP/luhqETWbn66Jd9Ou2ivD+lnHRru7Y1J+//tK/YMsf1N+1P85uh9r/sOanfDmbof5sOVmg7KcdPa+m2I/p8fary8v1rRKAkXfHSSj339Ta9vKxoKonv/ygIOmnZzmtQr3jpO90++6dKuVjIOZfvk/stswy1x4A/Igy5y6Zf0NP/3aL+076zXkU66zJUnqaHsoxer8zZoF3VvJzLt+izXw8oNe1Mmd4751y+fjtY+f1e8ixlOyms3X1Cvx1Mt/5+19u/6InPtugfX26t1PKU9NcV/9sPpp3RDf9e4zdD7cvyrzMMQynHT5fYfGmx2ZA/9AErrrD4v9gE5rIe1tsPZ1TovXPO5avzs0vUf9p3FdpOZfvvhlS1G79Yb67y3MXdrqNZenXZH1V+wQUQhirBvLX7tOtolr7e4rq/x6MfbSxzSChttT+PZanVPxbpyS+2lKeYTq3aeUznbK5Abd967po9GvPJJl1R7EQ+dM5PDl+Iu45mafC/1+iaV1frsY836YVvtrl1ZXs2z/E1ZclCh9NzdNuba3XNq6t1PCtXkxZt15bUgmD0TQn/l+I+X3+gxI7lmw+k6esS+vUU/9f9eSyrzO9dUV9scF32c/kW/XEks9Rj0Haxq3XfWrNHfaeu1D+/ch4yz+ZZ7JoSS6vZy8rN04LNB13W4HmT7bxaljJ+fis6F9eOw5nKPpuvPSey7f4H3u7L9ehHGyVJL3xTvmb/8ug/7TtNW7JTE7/Z5rH3AJwhDFWQ7RdUSV+WX248qN1uNJXknMtXuk21vMVi6N531klybKJxx8fr9isvv6jcd8/9xTpKatFvhyVJuU4Ciu0X4q6jmeo/7TttP9888MWGVL25aneJfaUWbjlkd2sPwzB0NDNHt7zxo8O6zmqGip8YUtOKmvfGfLxJr60s/9Xruj0n9djHm+w6lhd3/cw1euar31wuL34MlPf8tXLHsRL7new7ka0Xvtmmw+k5MgxDc77frVU7j2nDvlMa/ZHrsj/y4QYNmL5KH/6yv8xlcVajcy7fomcXFPSTmrfW+fHXd+pKXT9zTYnbsTXm44166P0NevyzzWUuW1UpjDVfbDigA6fsa0iX/H5EN732g0dvyFwYJBduOaRuzy/z6q1+QjwwSvZYZq6e+mKLtqam2z3PfF2oaoQhNzn7Xpjy7Q79ftB1FfkTnzr/sj+YdkYDXFSJXzJpuTr8a7FOnj6r+T/t1Yi5v9iFqoycc7p77i/674ZUu9cZhqE1u47rqJM+QrZO5+bZ1WgdOHVGg/+9Rqdz80r9QipsJln9h/OT95zVKU5rBbampmvU/PV2J8yn/7tV3Z9f5nS4evFt/HEkU12fW6r/rE5x+r7f7Txm97uraRCKP/vH0aJanB/+PK7dx7LKfTVuW9SDaWc0+/vdLtdd/Nth3ffuOp0q1qH99tk/Oaz7y56TOnAqW7e++aPeXLVbD8z/VWt3n9RzX2/TsLd+1uYD6Q6vsfXNloJg+0Y5+q8V3+9zvt+t4W/97HTdg2lnrDWBxZtVXdUMzVu7V7e9+aO+/e2IJJVY4+au7Ycz9OveU/rtYLpeXrrTZRPvofQzTu+DV1jJM/qjTXbPn8u36N531+nXvaeU/Inzz3XOuXy3+rvZViydO3+hMmr+eh3PytWIt38p0zYKa9sq895+nph9/skvtmj+T/t07QznndKBqsKkixU0/n9Fo4mOZebq6le/V48m1Z2uu85FuHhx4Xa7E3GhzJxzOp5VcKIc9/lm60nD1usr/9Ty7Ue1fPtRDe5Uz/r8yh3HNGLuLwoPNemP5692Wf4VO45pxY5jDs//fqj0fg/nLBaZQ0JL7ENzNs+iqIhQvb0mRbuOZum5wW21y+ZvPZh2RnUviNL8Emq5itcs/OPLrTpx+qyeXfC7Rl7S+Pyzrr+oy/odbnviKgwkjw1oof/r11yS9OXGVKevs2WbnW6c9YNdh/VGf/9azw1uqzt6NJQk3ffer5KkmnE7HLbz4sLtSk07o3GDWmnnkUzdVewkuH5fmg6lF4UOV7VVefkWhYUWXfOU59x8Lt+iyPBQSdLKHUf13NfOmy5+2HVct8/5SZe1qKW5I7o5LYMzT/+3cvtyOXPVy9/b/Z5vMTRmYEvlWwzlWSwyh4Vq34lsXTplhS5MiNSP4/rZre8qSM9aURQqj5/OdQjNmTnn1OOFZWqRGKcvHuhdprL+djBdMRH2X8ln8y2KUqjd74U2H0hTeGiIWl8Y77Ctxz7aqMW/H9H1Herq1SGdyvT+pfHE9Gm2F4+Ltnp/WgkEL2qGvOzLjan6ysXInVveWGv9+WcXI59OZZ91+nxh7ci5fPf6Gfz1dcfmquKGvLlW+RajxBNs4Zf3hP/9rvk/7dMve07ZDT/v9eLyUmsEil9dO+tDVFLgKWwG/GTdfj38wQbl5jmvHXDWzDltyU4dOJWtjfvT9MiHG0ssp2TffOds5J6zAHA0I9fhude/+1P/23RQvV5c7hCECrn6mx+cv15HM3L01uoUtRu/WBts+hG5qqlIOX5axzLty2HbfOqqDJL09vmb+H6385jT460qO1Cn2XwenHXwLpzC4PqZq9Vz4nIdOFUQhCTpULrj/+uki8+XbTA2DPv9+uHP+9Ru/GKdPpuvDfvSylTuY5m5uubV1bp86kq7QH3ORZBMP3NO189co0GvfG/3d27cn6bZq3Zr8e8FF06uvlvcUZaLik370zT/p73Wz8GJLMeg6Mrf5q23eS/nb5aVm2fdJxaL4VCrCrjL52qGMjMz9dJLL+mzzz5TSkqKQkND1aJFC9122216+OGHFRER4e0ilir7rOuRXv/8cqueuqa1zGEFV3slnWC32dTOuDqhFP/SOJR+RufyDP1x1PNzAa3fl1bqrMm5efn6/WBRDcbJ02f1xGf2Hb9fsRm+7Ezxv902TOVbDIWGlHxr3LP5Fh3LzFXy+WbKrg2raXivRg5f7q6CwiWTVpRYPqkgBL20eGe5+uQUcrf14dNfnc9J9PWWQ8qzWKw1iX+32d+2/6ufdp/Qsu1HdWePhtbRbm/b1OycK+MoPtt/v21tVSF3p0aQCoJFnfhI9W1VWynHTysuMkw1Y83W5bl5+bp99k9qXz9BbS6Mt/6Pt0640mmToEkF+6AwFJUU8qSCgQHFQ6Jk31HeYhh2x+gPf9r36zEMQzOX79KaP49r1tAuqh5T8B22/2S2Ziz/Q/f0aaLMnKLmLNvaH2cDCiTZNX//djBDF9WNV0iISYP/vcbp+ltT07V29wmN6N1YoW52/in4lLn+X57OzdMN59+/dlykss/mWb/fBrVN1MCL6ugvnerbb9NFUbYdylDPics0ekAL3dI1SZKUnn1OHf61WC3qxGrx6Mt0/7xfteT3I/rqod5qX/8Ct/4mVzJyzulIeo6a14mr1O3Cd/lUzdDevXvVvn17TZgwQVu3bpVhGMrNzdW6des0duxY9ejRQ6dO+UbHupLaz0vqv/Huj3vV8ulF5e+L4uKEYvu9dud/flLPict16ZQVWrOrajpaPvXfLSXWPqVnn9PVrxY1VcxY/ofDF3xeKbVXj328Uats+gHZ7rrCOZw2OelrZOvjdUUh5WCa4wlbcv+k/dvBdDUe941mrtjl1uvdVdL/eN/Jor9xx5GiYHwwPcd6cr/1zbV6c9Vuu4kRbfukFO6P4rNs25rz/W6t2VXUZ8zZBJbn8i16/6d9+txmQsni/Yqc+e1guv7++RaNmPuL/vW/39V36kp1fW6p3Totn16kX/ee0ttr9liDkCS9uuwPzVju+P9Ytv2oGo/7xvr7LifN08U5q5W1nTdq74lsp4Gp0Gvf/amXluzU2t0n9crSouB//3u/6uN1B/TX13+0+xxn2QSjQa9877SZMd/mQ3DdzNWlHnvXzlit577epk9/dR3Wc87la8/x0w7fTYZh6I8jmaWG48ttRp3uPJKpf35Z1HS7cOthh35XpTmUnqPHbf6nP57vPL7zSMH/bMn52q+5a/aUeZuGYeh4lv3/6myeRbNX7dZOm89Jv5e+04Dpq5z2SywcvFDSe3z26wFd8+r3Lo8v2/5kFovhMBEuqp7PhKH8/Hxdd9112rNnjy688EItWbJEp0+fVnZ2tj788EPFxcVpw4YNGjp0qLeLWilufWOty6s+yfFL+rSLE9K6PUXh8HsXHZk9WZW8NTVDkxa5HjVWvOnhNycdzEsbZbdhX5qGvfWztpwPmbZ9r2aeP+HZ9t1yxjZwvbFqt6Z8u91h/7sbhq55tXydPwdO/07r9rg34WNluO+9dXYdiZ31V5MK9pnFYqj780udLpek577epjOlzHl1KD1HT36xRY99vEnn8i3atD9NvV9cXmo5bY+Vt9YUnZS+/e2wzuZZSjwh7XZzSgNnx8CD7693sqa9PpNd1x5OXlTUJ8y2b1xhv7z0M/YTGdreFif9zDltLjbS6nB6jjUQFJq2xHXt6uxVRZ34n/hsiw6n52jUvF81b+1eu8EPw9/6WZdPXanG476xGwm6aOthDZi+yu4i5IOf7fv45VsMu0D46a8HHP4uqSBYXzvjez3/dcmf1+LbLlBUgJnL/7D+bPsfMwxDP+0+ob/MWqOvNh3UydNn7aZsmL5kp7o+t1Qj5/6ivHyLfj+YobfWpOj5b7Zp4PRV1vUK/5ZnF/yu/206aL0g+HJjqnpMXGbXR++JTzer0d+/1sLzA1HGfrJZYz7ZpN8OZugJJyMks8/mqetzS3XjrDXaciBdLZ5eqM7PLin1gq68LBajxHMM7PlMM9ncuXO1ZUtBdf5nn32mnj17SpJCQkJ06623ymKx6Pbbb9fChQu1bNky9evXr6TN+byf95x0ORGfxTDKPOHa9jLMdtvp2SXlKVqluufddZW2rcnfbtcTV7Wye+7Mufwy3bts1R/2ncT/vcKxCSW/vOPg3bTzSJZutumT5YmOqVm5rmcK3rAvTa3+scj6u6sZlc/lW7TzaKYyKzj/j+0M7Nm5+Q4n0uK+3JiqGct3ubyqvv+9XxUeaiqxRtLdfkr/23TQbiBCZcuzGDqakaPa8ZF2z9s2ec4vNmVB8eO7x8RlTrc94m3nI/2eLzZnT+HrF24tGGF4/6VNdEu3JLsZ2V//7k9d3S5R5/IteufHPQ7bHPf5Fg3p3sD6e/FRa65mXH9p8Q5tTc3Q1tQMdWlY3WG6Amc6P7tEQ7o3UFxk0elq6uKi8Ldo62FNusmiiLAQzf1hjyacvzDasG+DJOmC6HBt/OdASdKr5y+elm0/qmZPLXR4r+92HlNUeKjdcw9/sEF39Wqk8ddfpEnnQ+K7P+7Vv25oK4vF0Efna51HzV+vPS9eY3dLncLZyH/YdVzJn27Wv264SJv2pykrN0+bDqTb3drlxYXb9cF9PSQVhLonPtus7/84rg/v66GGNWKc7puDaWf0458ndH3Hugo1mWQyFbVaDHvrZ/1xNFMrxl6u6Igwa5cCqaD/ZIPq0bq4SQ1tTU3XPe+s0129G+lvlzUt4T8R2EyGt2fyOu/SSy/V999/r759+2r5cserRsMw1LRpU6WkpGjYsGF65513yrTdjIwMJSQkKD09XfHxjqMu3PV/H2yo1M6J8K6dzw1Sx38tLrG/Fypuzd+v0BOfbtbqXc5rMT++v6fTuabKq0/zmi5rSkuz/dmr7MJiZZtw/UU6lplb5mbVprVirLfT8SV7XrxGFouhIbPXun1rm8pySbOa2n8qW3tPOL+d0F29GmnNruMua0FLE2KSdk+8Rl2fW2Id4fvk1a0cJqB8b2R33fkf+1D65YO9rX2pSnNJs5p6b2R3DXvrZ7vjd0j3BvrntW307Ne/a82u4/rqwUuUEB2ubs8v1bHMXA3r2VDv/rhX3RtX10f39VCexVDz82Fv6l87KCo81FrDOXdEN2tfuc9G9dRNrxV93taO66fthzP0xne7NfHGdmpU03kIqyqeOn874xNhKDs7W3FxcbJYLJo8ebKSk5OdrvfAAw/otddeU2Jiog4dKtswTMIQ4Dtu6ly/Sm5G26x2bJn6A8F9T1/T2uV0C4EmJiJUfZrXsk5E60kt6sQ6NIM6M/WvHTT2E8d+WK0S48rUYuDMJc1q2l2obH/2Kh1Oz9G9765T8zqxeuW2TjqUlqNf951UzVizmtWOlUkm1Yk3e2QeqqoMQz7RTLZt2zZZznfOa9u2rcv1CpcdPnxYJ0+eVPXqjvP55ObmKje3qO06I6Ni9wkCUHmqIghJZesYjYoJliAkFfTZrIogJKlMQUiS0yAkla3rhCvFa2xta0j/OJqlb7Y4Ni1KUv/WdTTt1g6Kjwx3+729zSc6UB88WFTDUq+e6/Z622W2r7E1ceJEJSQkWB9JSUmVV1AAAGBn6bYjfn8B4hNhKDOzKMlGR0e7XM92me1rbI0bN07p6enWx/795Z/3pSw8UCMIAIDfmXxTe3VuUM3bxagQn2gmq0xms1lms7n0FQEAKIMh3ZP03Y5jOuhklvJA0q1RNf1iM13L4tGX6tpXV+tsvkW3dk3SA32bamtqhh58f736t66jOcO7erG0lcsnaobi4opm+czOdj4aoPgy29d4Q2WMOrq+Q12Xywa1Tazw9gNRk0oa3dCguusaSHjO09e09nYRfMabd3bxdhFc6t+6jreLYKdadLiubX9hievMcHEPths719MlzWqqsZPvjv8+2FtvFPs/TLj+Iof1Jt7YXj8Uu29dWffRW3d1VY2Y8t05oWktx7I2qlH0ndUqMU4jL2msOHOYXryxnebfc7Hdsg5JF2jm7Z308f09FWu2r/P49+2dtefFa7Tg4Uv0XfLldsueHdxWdRMi9X9XNNM3/9dHLerEadmYy/Tx/T016eb2algjRle3S9SXD/bWq0M6lutv8nU+EYbq1i0KBamprm+GabvM9jXeUNEZQyPDQ2xuMurotTu66Op2gR+IOiRdUK71l4+93OG5pOpRpb7urbvsr2DeG9ndYZ0LE4rmfmlcM0adGpSvbCjZLV3r68qLSj+mf326v1Imur65cFl0SLpAFzd2fsNkXxFjc5K6uUt9l+uVFgIK9Wles8JlKvTUNa31xQO9dF0JF2y24WPpY5eW+z0ub1mr1HXCQkz6LvlybfjnQM28vbNDcCn01l1dnZa1Xb0ETbulo+bdc7Em3tjOYXnjmjG68qJE1bug4Dukf+vaGt6rkWrGOg8vtjfFfea6NupQP8Fu+WejetmFFkm6olUd/fJUfz02oIXqxJfcatG+foL++2BvLRtzufW5rg2r6YmrWun9e3soZeLVWjL6Ui14+BL949o22vTMQN3WvYF6N6upt+7qqr4ta+ndu7vrywd769r2ddW9cXVtfmagfnmqv5aNuUx7XrxG15w/ntrWS1DDGjFqaXPLkVaJ8fphXD89NrCl2tQt+FuTqkeru81nyWQyqUPSBYqOCKyGJZ8IQ61bt1ZISEFRtm51fSfrwmWJiYlOR5JVJVcze5bnCqBD0gX6/IFeeuPOLurVtIbDcts7bi197DIlX9my/AUtprQPY2VLLDa5XHHTb+mgZWMuK3U7c0d00/8eusTpsmm3dCz19Ve0qqO/DyqasLH4xGqv3NZRX9lsv1+r2pp8U/tSt1uVmji5WqwMa/5+hRY87Lhv4yPL/mVX/OrTmWva11UNFyeZQnf1aqQasRUfpvvlg70VFlp1Hftsg3RpnhvcVrOHdVV4aNHX72MDWugqF0Hxlds6acdzV9kdv8XNGNJJc4Z3Ve9mNfR//ZrbLRt6cQM1qx1b5vJ1aVhNDapHq1ODai5rW+7q1UjXdair1+/ookk3tVOz2nF6bECLUrc9/dYOijOHqVVinGYN7Wy3LDLc/nQ05eb22vXC1XYTDroK01e0sq+lueqiRHVpWE3Tbulgfa5Hkxpa+pj9d03h98AH9/bQA5c31cQbCz7z1V18j9s2C8Waw/TfB3vbLe/SsJpWJvfVvX3sL3RDQkz6v37NtXZcP/VvXdv6fPWYCN3bp7FevrWjnh3cVl89dIk6nr9ALLxQvPfSJhp1eVPVvSBKJpNJzevEKez8sRNicx+XK1rV0dsjujtM6BkSYlKtOLOa1ir7MRCMfCIMRUdHq3fvgoNq0SLnk50ZhqFvv/1WkjRw4MAqK5srhosbFq59smwzYxcGnc4NqunKixLVtWHJnc+a1Y7Vg32bOV3WKrEg2buqZXnfpgp1hZOalZdv7Wj3+wt/cbyCcle0uSh0/MVmZt929RL0+7+uVJNasaoVV3pAu7xlbbUrdhUmSY/0a65ujcoWjG2vnCMj7MNQVHioXTlMJikizCc+HpKkq9slavmYyzX55tID2pgBLfT2XQU3XC3Lvq2bEKm29Rz37fjrL9KTV7s+AReqGRuhLeMH6tnBzqfFSIgK1+xhXXVp85qKjgjTt4+6rkUY76SJwpX7L2tS5nXL0zxX3hqWsQNblKsW6o4eDTWgTR3ZZCFFhodqxu2d9Nzgtg4XB6EhJpnDQvW3y5pq64QrdXOX+nrnbvuazb6tasscFqr59/RwCCXdGlW3CwW2buhYVJvy9ohu+uP5Qfr0bz1LvZlr4YzTV7VN1K3dGljLWZKHr2imv3Sqry0TrtSiRy91qFkoPvvxFa1qq7zCzwfgsVe21GejejncaLVZ7Vi7pqHC9RvUiNbjV7Wyfl5mDLEPaoVsZ8GONoe6DO1ObicnqaBW5aW/dtT469po3dP99evT/fXUNW00uFM93dmjod26H97bQ1//3yUa2MazTZYMBirgM9/2w4cPlyStWLFCP/30k8PyTz75RLt3F9xjZ9iwYVVattIsfexSDWxTRwsevsTuaq88LrygqKnH1UnFmVu61td/7uqmv13WVK/f4fgBnjfyYvVsWkNzR3TTD3+/wmnVZrv6Cdbq183jB+r2ixtYq43LY97Iix2ee/W2givLmIhQ/fPaNtbnDRnWssRHhiv5ypZqUadsVy5LRhedTK/v6LoaP65YzUaIzae+eM1QrJNakLAy/i8fuNz9Kewb14xx6Du2/h8DNHag/Qntn9eWPSSM7NNYfVvV1i9P9dcz17VxWF78ZFn8Cz0iNETvjeyuv3Sqp/suLflv+2xUT61M7iuTyaTLWzhv9mhUM0YD2tSxvk/LROf9/craB6PNhfFKvrKl3f/zqosSdWOneqp3QZQ2PVNwsWS7fHivRg79MGrEROi3CVdaf48IC9Fno3rpvZEX65au9s1WJdWs3NI1SY1rVuyqOyIsROGhIbqjR0M1rRWr5WMuU/WYCIfbz8SawzT1rx10WYta1pPk9Fs7uKyZu7dPY13Xoa7a179AQy9uYLfsr13q6+VbO+pfN1ykp69prb4tays8NMTheChsrr+xc9HFjLOpeks6qe547iqNGVhyzfbISxrrnbu7a1VyX61K7qsasWWrxbat1fzpyf5aPPrSEv9fDWvE6Pm/tNW/b+/sMsy0TIzT7/+6UkO6N7D7XouPDNfcEd00/56LZQ4r+A559oaCz+ZzNt/blhLmMk6IDtddvRurZik1oFERobqoboJHJjO0NfHGdooMDwn6/nw+0+g3fPhwvfLKK9qyZYtuuukmvfPOO+rXr58sFos+++wz3XvvvZKkQYMG+dx9yZrVjtObw8rXq7748X1T5/pa/cdxdW1UzeEKwZnhPRuqV7OaurR5LUVFhDqtQv/9X1daA8flLV1fZYWHhFirXwv9566uuurl712+xtZ/H+ytU6fPqtWFjie5tvUStOfFa6y/m0wFX6Rdig3DfLBvMzWsEa2H3t9Q6vs1rxOnO3o0UFr2uRI7VMeZw5RpcwfwFnXi1LZevKpFRziE1h6NHZspS7nQlVQQZh6/qpU++HmfTrm4x1ehS1vU0s1d6qveBVG66bUf1LBGtFaMvVzr952ym828ekyEHrqiud5ctVsZ58ufWNgMY/Md+89r2+hfC+xveNmlYTXr/7xWnNmuqXXjPwdIki6IjlDXhtV0+xzHi46C5eHq07z0/hyS1KxWnPVEnFQ9WslXttSUb3fYrVO8X0VxHeonqGntWE292Xntha3/DO+qfudD05uriu559vr5viSGYVhPHle0qq3v/ziuhKhwhYeG6NZuSXa3T2hRJ86uKe2NO7uoy/kaWtvbgW0eP1Br/jiuUfOLbtg65eb2Sj5/R/Ww0BDdd2kTTbe5I/1rQzvraGaumtSKcbg9QyHb94godjw2qRWrX5/uX+KJcNbQzjqYlqMGNRwHA2z4xwBl5uTZLXugbzN9temg9TMREVbwuR/Ws5HL95CkmUM6K23wOVWPiVCbC+M194c9Dk1xkn34LPT0Na3Vu1lNa3Aort4FUUpNO6NeTWsoLjJcl7kI1LZeHdJJYz7eaL03nW2tZvWYCJdNXLaGXlz6d2x0RJjTfkbFv0vv7NlI13esp4SoogkH/9Kpnub+sMeuj5Gv6tSgmraMv9LtC/lA4TNhKCwsTF999ZX69u2rPXv2qH///oqOjpbFYlFOTsFwxk6dOmn+/PleLmmByr6JSURYiP491HnVrDNREWGldkZ11cGtU4MLtGFfWomvbZVY9g9xYRt3Zk7JYUCSloy+TIu2HtJdvR07j5vKccvS5wbbf0mFmOxPLpIUWqzPSGiIya7fUf/WtbV021G9cWcXu7Z36/rluCJ79+6LddfbP+vE+Y71JlNBwPpx9wnrOlHhIdZaoNVP9FWNmIIr34vqFu3rV236aDg7Edo2z97Vq5EmLdqu3PP91x7p11xDezRweE2hC6KLThI9mtTQjZ3rOb2CdlZLVigmIlSnbUZShofZl/HBvs0cwtDjVzkG9X9c20bPLvhdzw1uqztchP/29RO0+UDRHds3PTPQ7oRzZ49G+mn3SfW3aUaw3Wd39mioWnFmazNq8eOrfVKCwkOKTgC2/2/bz3d8ZLjdjV+vbpdod9I2qeAq3tagdkWdnttcGK/fD2WoUY1ou5oe2/cId9K/qbQagbDQEKdBSJKqxUSoWrFQUO+CKG34xwDrDUqjI5wHlOJCQkzWgHFPnya6p4/z5skbOtbViwu3q2vDalq3t2B49oA2dVzeZFQqGLp9KP2MmtUu++jg6zvU1fUd6mrLgXRdEO0bMx7bHpdSQZeF7x/vW6Zmal8Q7EFI8qEwJEmNGjXS5s2bNXXqVH3++edKSUlReHi4LrroIg0ZMkQPP/ywIiLKN0TRV5XWsViSZ25nLml0/xYa9lbR1Wpp5/z4yDBrDUVJXF392WpWO1YPXeF4VVmSsnROffLqgvsk3dWrkeb+sEeSdHPnJH295aD62vQ9sD3BvH5HFx1Kz1GSk2H2JlNBp8Or2yXqmy2lT8Pfrn6CPh3VS32nrpRUMKpk2bYjdmHI9mRcv1rRe5rDQvXH84MUYjLZ9buoGRuh9DOuA2ZIiElxkeHKzSq4/cxoJx1YXX0Zh4SYHDqev35HZ035dofL/hKS9MWDvTVw+irr72X5EnXWhDPyksa6sVM9hxO2rdnDumre2r2qd0GUasWZHU44URGh+s/5vlHOhIWG6Nr2RU2QtkHy4SuaadTlTe1CsO2+L37LxnybMDRraBdl2AT/8PN9y+aO6KbRH23UlGI1XF891FvZ5/IdblUQH1W0XzzdFFIoLDREz1zXRp+vT9Woy533QXTXhQlR2jrhSkWHh2rNn8d18vTZEoOQVDCirjxByJazPoS+xNn3CnyXT4UhqWD+oAkTJmjChAneLkqJKlIzdHHj6nbty950XYe6ql+t5P5BcZHhTsPQ4I51dXGTouYlZ1e35WF7Plj/jwH64Od9CjGZNLhT6dMojLyksfq1rqOG1aOtYSjGHKrFo12PVAsLDSnxC8tkMmnW0C4a/9Vv1m2WJMzmZBoeElKuqy1n6752Rxc98dlmje7vepROaU153RpV05gBLdS0DKOJrmp7oa5q63oYd5w5TC2KdUgNK6UAg0vo01VSEJKkOvGRpfYzcZez7dqOZurUsJo+31A0lUf7Yife+MhwaxNKYdi7vGVtrf/HAIdgExYaongn/99WifH6vyuaKTGh/P3zKmJE78Ya4aRmtjIU7ouyNrMCvsLnwpC/cDcLXdPuwjI3h5V0mnE1mq28XA2dtdX6wjilpp1xeP7l2+xfW9GrW9tXV4+JcDl6zulrTSank6pVhqevaa2bOtfXvLV79dE617d3sa1ZCAs1aUSvxlqw+ZD1nj3l3T0t6sTpiwfsh+4WD+Ex5jApM1eumEwmPeykf4dbnJS/tP/51L+W3g+oqrhqhh11eVPtO5GtTklF/diGdEtSiEm6+Hxfsia1YrXg4UtU06ZT75Dujk2S5f0MPOahsAegfGgodFPxanRbrw7ppEuddARMiAovV78gd3x0Xw+1rBOnj+7r4XKdssaowv4kN3SsV+ZhrsVHQQWCsNAQtauf4LRfke0zdjVDoSYlRIc7zGtS2WYM6aR6F0Q5TI/gCcXD5qgyjKIr64i8qtCnRcGQ+eJ9ZZ64qpX+PbSz3f83LDREQy9uaNenqm29hKKO7AACiu98UwWQ6zvU1bt3O85wXN6agYHnO0i7mg3VmYub1NC3oy+1a74qrv350RfmUubR+e+DvfXFA70cZsBtWSfOYUbnQg9d0dztiR19ab4LZ0WxLV/hKJEbOhYNNw6163/iuG898fe1rZegNX+/QoNt5nCqbJ8/0EtXXZSomcX6Eg3w8Pwnla1VYryWjL5UP/7dt0ajAvA+msmqkLOhpyW5rv2FqhkToVaVPDyzWkyE1j3dv9TRJLHmMHU6PwTetibs29Hln3q/bCo3LVT2iD9bH97bQ7/sOanLbG4pEGYTgDyV6zz4J7nUuUE169B1Sfrh71do/8lsv7xLdfFJ+ABAombIbeU50Xaon6ALosNd3lfHFZPJpF7NajqdN6OiU6vXjDV77N4yhU1qdcvZpNCzSWH/DM/0/alMCdHh6t+mjl3HZ9uh/M5yb3mmDnClrMOhPanuBVEl1jwCgL+hZqgK3Ni5vob1bFgpw2c/G9VLP6Wc0E2dXd/Y0RMa14zVih3HyrTu09e0UesL4zWwTfluNJsQHa7fJlxZavOdryrPvETuGtT2Qv23Zaq6O5kk0le0SozT9sOZ6ufG7RQAwBsIQ24qz2iuCxMiK20ekS4Nq1lnya1Kowc019n8fF3XvvRh7jHmsFJntS3ptT7Bac1OyWzvZVanLPNIuSEiLERvj3Dsj+ZL3r27u77adLDEO7EDgC/xkTOP/ylLM9lbd3XV5gPpftfR1Jm4yHCHWZ99XfGbsZbF0Isb6IsNqRrRq/zzsISGmLT+HwOUbzEUaXPvszrxZh3JyNVVbctXU+avasdHupylGAB8EWHITWWpF7qiVR1d0cr/g5C/GTeolb7beUx/daNm4vm/tNOE6y9yOiS8LP9zZ/27vn30Uu04nKnu5bizOQCg6hCGEHDuv6yp7r/M/TvJu5obp7SZul25IDqCDscA4MMIQ0AZ3d27sQ6l5ahfazoGA0AgIQy5qaQZqBGYIsND9ayP3FMOAFB5/HMMMwAAQCUhDLmJeiEAAAIDYchdpCEAAAICYchNZCEAAAIDYQgAAAQ1wpCbGE0GAEBgIAy5iSgEAEBgIAwBAICgRhhyE61kAAAEBsIQAAAIaoQhNxn0GgIAICAQhgAAQFAjDLmJPkMAAAQGwpCbCEMAAAQGwhAAAAhqhCEAABDUCENu4nYcAAAEBsKQm4hCAAAEBsIQAAAIaoQhN9FKBgBAYCAMuYkZqAEACAyEIQAAENQIQwAAIKgRhtxEnyEAAAIDYchNZCEAAAKDT4ShEydO6O2339Ydd9yhNm3aKCYmRmazWfXr19fgwYP1xRdfeLuIAAAgQIV5uwCSlJiYqLy8POvvkZGRCg8PV2pqqlJTU/Xll19q0KBB+vTTTxUdHe3FkhahmQwAgMDgEzVDeXl56t69u2bNmqU///xTZ86cUVZWllJSUjRy5EhJ0sKFC3X//fd7uaS2SEMAAAQCn6gZWr58ufr27evwfKNGjTRnzhyFhYXpjTfe0Lx58/TCCy8oKSnJC6UEAACByCdqhpwFIVuFtUOStG7dOk8Xp0xoJgMAIDD4RBgqTWRkpPXn/Px8L5akCFkIAIDA4BPNZKVZuXKl9ed27dqVuG5ubq5yc3Otv2dkZHikTAZVQwAABASfrxlKS0vTxIkTJUl9+vRRy5YtS1x/4sSJSkhIsD7oXwQAAEri02HIYrHozjvv1KFDh2Q2mzVjxoxSXzNu3Dilp6dbH/v37/dI2agXAgAgMLgVhubOnSuTyeT2Y9GiRWV6n0ceeUQLFiyQJM2aNUsdOnQo9TVms1nx8fF2D0+glQwAgMDgszVDY8eO1cyZMyVJ06dP19133+3lEgEAgEDkVgfqIUOG6Nprr3X7TRMSEkpc/vjjj+ull16SJE2ZMkWPPvqo2+8FAABQErfCkNlsltlsruyySJKSk5M1depUSdLkyZM1duxYj7xPRTGaDACAwOBTQ+vHjh1rrRGaPHmykpOTvVwi14hCAAAEBp8JQ7ZBaOrUqRozZoyXSwQAAIKBT4ShJ554whqEpk2bptGjR3u5RGVA1RAAAAHB66PJ9u3bp8mTJ0uSQkJCNGnSJCUmJrp8FPYn8jayEAAAgcHrNUMWi8Xu5yNHjpS4flZWlqeLBAAAgojXw1CjRo38cmSWP5YZAAA48nozmb8iCgEAEBgIQ26iYggAgMBAGAIAAEGNMAQAAIIaYchNBr2GAAAICIQhAAAQ1AhDbqIDNQAAgYEw5CayEAAAgYEw5C7SEAAAAYEwBAAAghphyE2MJgMAIDAQhtxEB2oAAAIDYQgAAAQ1wpCbqBgCACAwEIbcZNBOBgBAQCAMuYkoBABAYCAMAQCAoEYYAgAAQY0w5Ca6DAEAEBgIQwAAIKgRhgAAQFAjDAEAgKBGGAIAAEGNMAQAAIIaYQgAAAQ1whAAAAhqhCEAABDUCEMAACCoEYYAAEBQIwwBAICgRhgCAABBjTAEAACCGmEIAAAENcIQAAAIaoQhAAAQ1AhDAAAgqBGGAABAUPPpMPTiiy/KZDJZHwAAAJXNZ8PQjh07NGHCBG8XAwAABDifDEMWi0UjR45UTk6Oevbs6e3iAACAAOaTYWjGjBlas2aNhg4dqoEDB3q7OAAAIID5XBhKSUnRU089pRo1amj69OneLo5LH97XQw2qR+vdu7t7uygAAKACwrxdgOLuvfdenT59WrNmzVKtWrW8XRyXejSpoVWP9/V2MQAAQAX5VBiaPXu2li1bpv79+2vYsGFubSM3N1e5ubnW3zMyMiqreAAAIAD5TDNZamqqkpOTFRUVpTfeeMPt7UycOFEJCQnWR1JSUiWWEgAABBqfCUP333+/0tPTNX78eDVp0sTt7YwbN07p6enWx/79+yuxlAAAINC4FYbmzp1rNxlieR+LFi2y2968efP09ddfq2PHjnrssccq9AeZzWbFx8fbPQAAAFzxes3Q0aNH9eijjyo0NFSzZ89WWJhPdWMCAAABzq3kMWTIEF177bVuv2lCQoL15yeeeEInTpzQqFGj1KpVK2VlZdmte/bsWevPhcsiIiIUERHh9vsDAAAUMhmGYXizAJdffrm+++67cr3mkUce0csvv1ymdTMyMpSQkKD09HSazAAA8BNVef72ejMZAACAN3k9DK1cuVKGYbh8PPPMM9Z1C58ra60QAABAabwehgAAALyJMAQAAIIaYQgAAAQ1r48m8zRGkwEA4H8YTQYAAFBFAn6658KKL+5eDwCA/yg8b1dFA1bAh6HMzExJ4u71AAD4oczMTLs7V3hCwPcZslgsOnjwoOLi4mQymSptuxkZGUpKStL+/fvpi1SF2O/ewX73Dva7d7DfvaP4fjcMQ5mZmapbt65CQjzbqyfga4ZCQkJUv359j20/Pj6eD4sXsN+9g/3uHex372C/e4ftfvd0jVAhOlADAICgRhgCAABBjTDkJrPZrGeeeUZms9nbRQkq7HfvYL97B/vdO9jv3uHN/R7wHagBAABKQs0QAAAIaoQhAAAQ1AhDAAAgqBGGAABAUAv6MJSZmanx48erXbt2io2NVUJCgrp166aXXnpJZ8+erdC2jxw5ojFjxqhly5aKiopS9erV1adPH82ZM6dK7rXiyzyx38ePHy+TyVTqY9euXZX81/i+7OxsLVy4UM8995xuvPFGNWzY0Lo/xo8fXynvwfHuyJP7nePdtRMnTujtt9/WHXfcoTZt2igmJkZms1n169fX4MGD9cUXX1T4PTjeHXlyv3v8eDeC2J49e4xGjRoZkgxJRnR0tGE2m62/d+rUyTh58qRb2163bp1Ro0YN67ZiY2ONsLAw6+8DBw40cnJyKvkv8g+e2u/PPPOMIckIDw836tSp4/KRkpJS+X+Uj1uxYoV1/xZ/PPPMMxXePse7c57c7xzvrtkee5KMyMhIIyYmxu65QYMGGadPn3Zr+xzvznlyv3v6eA/aMJSXl2e0a9fOkGRceOGFxpIlSwzDMIz8/Hzjww8/NOLi4qz/uPJKS0szEhMTDUlGq1atjF9++cUwDMPIzc01Zs6caYSHhxuSjFGjRlXq3+QPPLnfCz8sl112WSWX2v+tWLHCqFatmtGvXz8jOTnZ+OCDD6zHaEVPyhzvrnlyv3O8uybJ6N69uzFr1izjzz//tD6fkpJijBw50npivuOOO8q9bY531zy53z19vAdtGJozZ471H/PDDz84LH///fety5cuXVqubT/99NOGJCMqKsrYvXu3w/IXXnjBkGSEhoYaO3bscPtv8Eee3O+cHFzLy8tzeK5hw4aVclLmeHfNk/ud49215cuXl7j8/vvvt37P7Nu3r1zb5nh3zZP73dPHe9D2GXrnnXckSX379lXPnj0dlt92221q3LixJOndd98t17YL17fdhq2HH35YsbGxys/P1/z588tbdL/myf0O10JDQz22bY531zy53+Fa3759S1w+cuRI68/r1q0r17Y53l3z5H73tKAMQ9nZ2VqzZo0kadCgQU7XMZlMuuqqqyRJixcvLvO2d+zYoX379pW47djYWPXp06fc2/Z3ntzv8A6Od/ijyMhI68/5+fllfh3He8W4u9+rQlCGoW3btslisUiS2rZt63K9wmWHDx/WyZMny7TtrVu3Ory+pG3//vvvZdpuIPDkfrf122+/qW3btoqKilJsbKxatmype++9Vxs2bHCv4HCJ4937ON7Lb+XKldaf27VrV+bXcbxXjLv73ZanjvegDEMHDx60/lyvXj2X69kus31NZW47IyNDWVlZZdq2v/Pkfrd1/Phxbdu2TdHR0crNzdXOnTs1Z84cdenSRU8//XS5twfXON69j+O9fNLS0jRx4kRJUp8+fdSyZcsyv5bj3X0V2e+2PHW8B2UYyszMtP4cHR3tcj3bZbav8da2/Z2n903z5s01efJk7dixQzk5OTpx4oROnz6tb7/9Vl26dJFhGHr++ef10ksvufcHwAHHu/dwvJefxWLRnXfeqUOHDslsNmvGjBnlej3Hu3squt8lzx/vQRmGEJiGDh2q5ORktWjRQuHh4ZKkiIgIDRw4UKtXr1a3bt0kFUzelZ6e7s2iAhXG8V5+jzzyiBYsWCBJmjVrljp06ODlEgWHytjvnj7egzIMxcXFWX/Ozs52uZ7tMtvXeGvb/s6b+yYyMlIvvPCCJCkrK0vLli2rlO0GO45338Tx7mjs2LGaOXOmJGn69Om6++67y70Njvfyq4z9XprKON6DMgzVrVvX+nNqaqrL9WyX2b6mMrcdHx+v2NjYMm3b33lyv5eF7VD+3bt3V9p2gxnHu+/ieC/y+OOPW5tPpkyZokcffdSt7XC8l09l7feyqOjxHpRhqHXr1goJKfjTbUcHFFe4LDExUdWrVy/Ttm1HGJRl223atCnTdgOBJ/c7vIPjHb4uOTlZU6ZMkSRNnjxZY8eOdXtbHO9lV5n7vSoEZRiKjo5W7969JUmLFi1yuo5hGPr2228lSQMHDizztlu2bKkGDRqUuO3Tp0/r+++/L/e2/Z0n93tZrF271vqzs8nSUH4c776L472giWbq1KmSCk7IycnJFdoex3vZVPZ+L4sKH+8emdfaDxTeFsJkMhlr1651WP7RRx9V+HYc0dHRTm8aN2nSpKCdrt1T+91isZS4PCcnx7j44osNSUZMTIxx6tSp8hY94FT27Tg43sumMvY7x3vpxowZY/0umTp1aqVtl+O9ZJ7Y71VxvAdtGDp37pz1hqH16tWznnjz8/ONjz/+2IiPj3d5w9DCe6RIcvphsL2RX5s2bYx169YZhlFwI79Zs2YZERERQXsjP0/t95UrVxr9+vUz3nvvPWP//v3W58+ePWssXbrU6Natm/W1kyZN8ujf6KtOnjxpHDt2zPpISkoyJBnJycl2z2dmZtq9juO9Yjyx3zneS/b4449b//5p06aV67Uc7+7z1H6viuM9aMOQYRTcSbdRo0bWnRgdHW1ERkZaf+/UqZNx8uRJh9eV9mExDMNYt26dUaNGDet6cXFx1rsZSzIGDhxo5OTkePgv9E2e2O8rVqywLtP5myjWrFnTbp+HhIQYTz75ZBX9lb6nsEaitMfw4cPtXsfxXjGe2O8c767t3bvXbh/UqVOnxMeUKVPsXs/x7h5P7veqON7DFMQaNWqkzZs3a+rUqfr888+VkpKi8PBwXXTRRRoyZIgefvhhRUREuLXtLl266LffftOkSZO0YMEC7d+/XzExMWrbtq2GDx+uu+++29qZONh4Yr+3a9dOU6dO1Y8//qgtW7bo+PHjSktLU3R0tNq0aaM+ffrovvvuc3sKeJSM471qcby7VnjLn8Kfjxw5UuL67swQzfHuyJP7vSqOd5NhGIbbrwYAAPBzwRVdAQAAiiEMAQCAoEYYAgAAQY0wBAAAghphCAAABDXCEAAACGqEIQAAENQIQwAAIKgRhgAAQFAjDAEAgKBGGAIAAEGNMAQAAIIaYQgAAAQ1whAAAAhqhCEAABDUCEMA/MKkSZNkMpkUERGhn3/+2ek633zzjUJCQmQymfT+++9XcQkB+CuTYRiGtwsBAKUxDEMDBw7U0qVL1aRJE23cuFFxcXHW5YcOHVKHDh107NgxDRs2TO+8844XSwvAnxCGAPiNw4cPq0OHDjp69Khuv/12zZ8/X5J9UGrWrJk2bNig2NhYL5cWgL+gmQyA30hMTNTcuXOtzWCFtT+TJk3S0qVLFR4erg8++IAgBKBcqBkC4HfGjBmjadOmKTY2Vq+99pruvvtunTt3TlOmTNHYsWO9XTwAfoYwBMDvnD17Vr169dKvv/5qfW7gwIFatGiRTCaTF0sGwB8RhgD4pa1bt6pdu3aSpISEBG3fvl2JiYleLhUAf0SfIQB+6c0337T+nJGRoY0bN3qvMAD8GjVDAPzOggULdN1110mS2rdvr82bN6t27dravHmz6tSp4+XSAfA31AwB8CuHDh3SiBEjJEkjRozQqlWr1KhRIx09elTDhw8X13cAyoswBMBvWCwW3XnnnTp+/LiaN2+uGTNmKCEhQe+//77CwsL07bffatq0ad4uJgA/QxgC4DcmT56sZcuWWecTiomJkST17NlTzzzzjCTpySef1Pr1671ZTAB+hj5DAPzCzz//rEsuucTlfEIWi0X9+vXTypUr1aJFC61fv94algCgJIQhAD4vMzNTHTt21O7duzVgwAB9++23TucTOnDggDp06KCTJ0/qrrvu0ttvv+2F0gLwN4QhAAAQ1OgzBAAAghphCAAABDXCEAAACGqEIQAAENQIQwAAIKgRhgAAQFAjDAEAgKBGGAIAAEGNMAQAAIIaYQgAAAQ1whAAAAhqhCEAABDUCEMAACCo/T/LrzKjdFegcgAAAABJRU5ErkJggg==",
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|
"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
|
|
]
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|
},
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|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"fig = plt.figure()\n",
|
|
"ax = fig.gca()\n",
|
|
"\n",
|
|
"phaseAutoCorrWithoutModulation.plot.errorbar(ax=ax)\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 75,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
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|
"text/html": [
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"</symbol>\n",
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"</defs>\n",
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"</svg>\n",
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"<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
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" *\n",
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" */\n",
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"\n",
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":root {\n",
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" --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
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" --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
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" --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
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" --xr-background-color: var(--jp-layout-color0, white);\n",
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" --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
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" --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
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"\n",
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"html[theme=dark],\n",
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"body[data-theme=dark],\n",
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" --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
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" --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
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" --xr-border-color: #1F1F1F;\n",
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" --xr-disabled-color: #515151;\n",
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" --xr-background-color: #111111;\n",
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" --xr-background-color-row-even: #111111;\n",
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" --xr-background-color-row-odd: #313131;\n",
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"}\n",
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"\n",
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".xr-wrap {\n",
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" display: block !important;\n",
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" min-width: 300px;\n",
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"}\n",
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"\n",
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".xr-text-repr-fallback {\n",
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" /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
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" display: none;\n",
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"}\n",
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"\n",
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".xr-header {\n",
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" padding-top: 6px;\n",
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" padding-bottom: 6px;\n",
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" margin-bottom: 4px;\n",
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" border-bottom: solid 1px var(--xr-border-color);\n",
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"}\n",
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"\n",
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".xr-header > div,\n",
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".xr-header > ul {\n",
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" display: inline;\n",
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" margin-top: 0;\n",
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" margin-bottom: 0;\n",
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"\n",
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".xr-obj-type,\n",
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"\n",
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".xr-obj-type {\n",
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" color: var(--xr-font-color2);\n",
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"\n",
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".xr-sections {\n",
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".xr-section-item {\n",
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" display: contents;\n",
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".xr-section-item input {\n",
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" display: none;\n",
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"}\n",
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"\n",
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".xr-section-item input + label {\n",
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" color: var(--xr-disabled-color);\n",
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"}\n",
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"\n",
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".xr-section-item input:enabled + label {\n",
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" cursor: pointer;\n",
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" color: var(--xr-font-color2);\n",
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"}\n",
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"\n",
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".xr-section-item input:enabled + label:hover {\n",
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" color: var(--xr-font-color0);\n",
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"}\n",
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"\n",
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".xr-section-summary {\n",
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" grid-column: 1;\n",
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" color: var(--xr-font-color2);\n",
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" font-weight: 500;\n",
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"}\n",
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"\n",
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".xr-section-summary > span {\n",
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".xr-section-summary-in:disabled + label {\n",
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"\n",
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".xr-section-summary-in + label:before {\n",
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".xr-section-summary-in:disabled + label:before {\n",
|
|
" color: var(--xr-disabled-color);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary-in:checked + label:before {\n",
|
|
" content: 'â–¼';\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary-in:checked + label > span {\n",
|
|
" display: none;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary,\n",
|
|
".xr-section-inline-details {\n",
|
|
" padding-top: 4px;\n",
|
|
" padding-bottom: 4px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-inline-details {\n",
|
|
" grid-column: 2 / -1;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-details {\n",
|
|
" display: none;\n",
|
|
" grid-column: 1 / -1;\n",
|
|
" margin-bottom: 5px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-section-summary-in:checked ~ .xr-section-details {\n",
|
|
" display: contents;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-array-wrap {\n",
|
|
" grid-column: 1 / -1;\n",
|
|
" display: grid;\n",
|
|
" grid-template-columns: 20px auto;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-array-wrap > label {\n",
|
|
" grid-column: 1;\n",
|
|
" vertical-align: top;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-preview {\n",
|
|
" color: var(--xr-font-color3);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-array-preview,\n",
|
|
".xr-array-data {\n",
|
|
" padding: 0 5px !important;\n",
|
|
" grid-column: 2;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-array-data,\n",
|
|
".xr-array-in:checked ~ .xr-array-preview {\n",
|
|
" display: none;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-array-in:checked ~ .xr-array-data,\n",
|
|
".xr-array-preview {\n",
|
|
" display: inline-block;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-dim-list {\n",
|
|
" display: inline-block !important;\n",
|
|
" list-style: none;\n",
|
|
" padding: 0 !important;\n",
|
|
" margin: 0;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-dim-list li {\n",
|
|
" display: inline-block;\n",
|
|
" padding: 0;\n",
|
|
" margin: 0;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-dim-list:before {\n",
|
|
" content: '(';\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-dim-list:after {\n",
|
|
" content: ')';\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-dim-list li:not(:last-child):after {\n",
|
|
" content: ',';\n",
|
|
" padding-right: 5px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-has-index {\n",
|
|
" font-weight: bold;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-list,\n",
|
|
".xr-var-item {\n",
|
|
" display: contents;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-item > div,\n",
|
|
".xr-var-item label,\n",
|
|
".xr-var-item > .xr-var-name span {\n",
|
|
" background-color: var(--xr-background-color-row-even);\n",
|
|
" margin-bottom: 0;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-item > .xr-var-name:hover span {\n",
|
|
" padding-right: 5px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-list > li:nth-child(odd) > div,\n",
|
|
".xr-var-list > li:nth-child(odd) > label,\n",
|
|
".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
|
|
" background-color: var(--xr-background-color-row-odd);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-name {\n",
|
|
" grid-column: 1;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-dims {\n",
|
|
" grid-column: 2;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-dtype {\n",
|
|
" grid-column: 3;\n",
|
|
" text-align: right;\n",
|
|
" color: var(--xr-font-color2);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-preview {\n",
|
|
" grid-column: 4;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-index-preview {\n",
|
|
" grid-column: 2 / 5;\n",
|
|
" color: var(--xr-font-color2);\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-name,\n",
|
|
".xr-var-dims,\n",
|
|
".xr-var-dtype,\n",
|
|
".xr-preview,\n",
|
|
".xr-attrs dt {\n",
|
|
" white-space: nowrap;\n",
|
|
" overflow: hidden;\n",
|
|
" text-overflow: ellipsis;\n",
|
|
" padding-right: 10px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-name:hover,\n",
|
|
".xr-var-dims:hover,\n",
|
|
".xr-var-dtype:hover,\n",
|
|
".xr-attrs dt:hover {\n",
|
|
" overflow: visible;\n",
|
|
" width: auto;\n",
|
|
" z-index: 1;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-attrs,\n",
|
|
".xr-var-data,\n",
|
|
".xr-index-data {\n",
|
|
" display: none;\n",
|
|
" background-color: var(--xr-background-color) !important;\n",
|
|
" padding-bottom: 5px !important;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
|
|
".xr-var-data-in:checked ~ .xr-var-data,\n",
|
|
".xr-index-data-in:checked ~ .xr-index-data {\n",
|
|
" display: block;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-data > table {\n",
|
|
" float: right;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-var-name span,\n",
|
|
".xr-var-data,\n",
|
|
".xr-index-name div,\n",
|
|
".xr-index-data,\n",
|
|
".xr-attrs {\n",
|
|
" padding-left: 25px !important;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-attrs,\n",
|
|
".xr-var-attrs,\n",
|
|
".xr-var-data,\n",
|
|
".xr-index-data {\n",
|
|
" grid-column: 1 / -1;\n",
|
|
"}\n",
|
|
"\n",
|
|
"dl.xr-attrs {\n",
|
|
" padding: 0;\n",
|
|
" margin: 0;\n",
|
|
" display: grid;\n",
|
|
" grid-template-columns: 125px auto;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-attrs dt,\n",
|
|
".xr-attrs dd {\n",
|
|
" padding: 0;\n",
|
|
" margin: 0;\n",
|
|
" float: left;\n",
|
|
" padding-right: 10px;\n",
|
|
" width: auto;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-attrs dt {\n",
|
|
" font-weight: normal;\n",
|
|
" grid-column: 1;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-attrs dt:hover span {\n",
|
|
" display: inline-block;\n",
|
|
" background: var(--xr-background-color);\n",
|
|
" padding-right: 10px;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-attrs dd {\n",
|
|
" grid-column: 2;\n",
|
|
" white-space: pre-wrap;\n",
|
|
" word-break: break-all;\n",
|
|
"}\n",
|
|
"\n",
|
|
".xr-icon-database,\n",
|
|
".xr-icon-file-text2,\n",
|
|
".xr-no-icon {\n",
|
|
" display: inline-block;\n",
|
|
" vertical-align: middle;\n",
|
|
" width: 1em;\n",
|
|
" height: 1.5em !important;\n",
|
|
" stroke-width: 0;\n",
|
|
" stroke: currentColor;\n",
|
|
" fill: currentColor;\n",
|
|
"}\n",
|
|
"</style><pre class='xr-text-repr-fallback'><xarray.DataArray 'x' (x: 1200)>\n",
|
|
"array([0.000e+00, 2.000e-03, 4.000e-03, ..., 2.394e+00, 2.396e+00, 2.398e+00])\n",
|
|
"Coordinates:\n",
|
|
" * x (x) float64 0.0 0.002 0.004 0.006 0.008 ... 2.392 2.394 2.396 2.398</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'>'x'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>x</span>: 1200</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-f71cffa9-a979-4a68-b116-1f5d0e97322a' class='xr-array-in' type='checkbox' checked><label for='section-f71cffa9-a979-4a68-b116-1f5d0e97322a' 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>0.0 0.002 0.004 0.006 0.008 0.01 ... 2.39 2.392 2.394 2.396 2.398</span></div><div class='xr-array-data'><pre>array([0.000e+00, 2.000e-03, 4.000e-03, ..., 2.394e+00, 2.396e+00, 2.398e+00])</pre></div></div></li><li class='xr-section-item'><input id='section-9cd5dede-9b7c-4250-ba5d-cd0209fd7514' class='xr-section-summary-in' type='checkbox' checked><label for='section-9cd5dede-9b7c-4250-ba5d-cd0209fd7514' 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'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.002 0.004 ... 2.396 2.398</div><input id='attrs-3ddcac3e-1f37-41b2-b589-922a12846c36' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3ddcac3e-1f37-41b2-b589-922a12846c36' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-72fcace2-59a7-4f72-9dc2-b8672b203fa8' class='xr-var-data-in' type='checkbox'><label for='data-72fcace2-59a7-4f72-9dc2-b8672b203fa8' 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([0.000e+00, 2.000e-03, 4.000e-03, ..., 2.394e+00, 2.396e+00, 2.398e+00])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-c8f2ca9e-9cfd-4b1e-9b99-cb31813a1b56' class='xr-section-summary-in' type='checkbox' ><label for='section-c8f2ca9e-9cfd-4b1e-9b99-cb31813a1b56' 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>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-76230481-844a-42d3-a5dc-7bb87e7e1bb7' class='xr-index-data-in' type='checkbox'/><label for='index-76230481-844a-42d3-a5dc-7bb87e7e1bb7' 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(Float64Index([ 0.0, 0.002, 0.004,\n",
|
|
" 0.006, 0.008, 0.01,\n",
|
|
" 0.012, 0.014, 0.016,\n",
|
|
" 0.018000000000000002,\n",
|
|
" ...\n",
|
|
" 2.38, 2.382, 2.384,\n",
|
|
" 2.386, 2.388, 2.39,\n",
|
|
" 2.392, 2.394, 2.396,\n",
|
|
" 2.398],\n",
|
|
" dtype='float64', name='x', length=1200))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-03ea0763-d981-42ab-91b1-bbdadaa6adf7' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-03ea0763-d981-42ab-91b1-bbdadaa6adf7' 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 'x' (x: 1200)>\n",
|
|
"array([0.000e+00, 2.000e-03, 4.000e-03, ..., 2.394e+00, 2.396e+00, 2.398e+00])\n",
|
|
"Coordinates:\n",
|
|
" * x (x) float64 0.0 0.002 0.004 0.006 0.008 ... 2.392 2.394 2.396 2.398"
|
|
]
|
|
},
|
|
"execution_count": 75,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"phaseAutoCorrWithoutModulation.x"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 76,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"powerSpecWithoutModulation = fft(phaseAutoCorrWithoutModulation)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 77,
|
|
"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",
|
|
"\n",
|
|
"abs(powerSpecWithoutModulation).plot.errorbar(ax=ax, x='freq_x')\n",
|
|
"ax.set_xlim([0, 250])\n",
|
|
"# ax.set_ylim([0, 0.001])\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "base",
|
|
"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": "3.9.12"
|
|
},
|
|
"orig_nbformat": 4
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|