Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "13"
csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 13 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 255 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_
Found 248 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 13, Node N00:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459764 RF_maintenance - - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459763 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 45.773336 42.213763 81.005083 79.372602 47.891019 31.428917 278.936543 197.733737 0.0184 0.0179 0.0003 1.098240 1.088502
2459761 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 61.161284 73.290951 115.988782 130.517721 79.291994 116.861851 1062.257069 1623.590136 0.0188 0.0171 0.0013 1.116489 1.106612
2459760 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459759 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459758 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 59.751895 56.819721 84.598409 87.570198 69.607224 52.249600 926.668744 936.226379 0.0182 0.0168 0.0006 1.083556 1.083795
2459757 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 60.578807 53.810610 82.828412 88.371318 9.915477 12.561150 860.303707 1074.957790 0.0183 0.0170 0.0008 1.092084 1.090392
2459755 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 77.351589 59.279878 76.656834 78.726527 86.767872 82.976723 680.898229 802.202140 0.0182 0.0172 0.0008 1.064965 1.058408
2459754 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 41.365087 46.617092 59.567261 63.772793 59.157240 67.762350 605.008400 834.441111 0.0187 0.0173 0.0010 1.080175 1.076150
2459753 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 59.965915 51.129249 77.420684 76.788540 72.872800 74.811122 829.902514 615.680526 0.0185 0.0174 0.0007 1.172287 1.163383
2459752 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 56.539564 69.699292 161.662483 189.432860 134.732520 188.987659 682.412838 989.480244 0.0190 0.0171 0.0016 1.062164 1.044992
2459750 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459749 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459748 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 74.815824 79.130377 106.289721 109.435806 89.779341 112.524898 1166.184731 1379.706175 0.0181 0.0170 0.0007 1.135598 1.134258
2459747 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 29.532033 32.270518 46.281355 38.860378 324.565598 256.472154 1738.282374 1142.164005 0.0185 0.0179 0.0007 nan nan
2459746 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459745 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459744 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459743 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459742 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459741 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459740 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459738 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459736 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459734 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459733 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 26.060481 31.752605 34.521989 55.164846 34.447244 142.018303 669.021659 1439.272380 0.0197 0.0173 0.0028 nan nan
2459732 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 32.777377 37.934619 37.931758 36.851619 47.173343 59.762305 678.591713 708.286808 0.0197 0.0187 0.0011 nan nan
2459731 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459730 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 28.003216 30.947512 50.391882 40.156030 126.765634 64.114090 1831.369273 922.960658 0.0188 0.0179 0.0005 nan nan
2459728 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 23.875485 26.323787 38.622806 36.773672 81.425738 108.136630 499.013705 477.017692 0.0194 0.0186 0.0007 nan nan
2459726 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 21.845952 21.910208 42.765276 37.026976 131.971872 104.008424 968.181788 753.478014 0.0185 0.0173 0.0006 nan nan
2459724 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 28.401846 27.062069 41.505602 32.411501 167.736901 113.463867 1063.229673 817.692974 0.0197 0.0186 0.0006 nan nan
2459723 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459722 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 102.065205 79.526666 226.495231 208.138784 31.497929 29.100978 1561.119940 1422.353307 0.0185 0.0177 0.0013 1.124672 1.126358
2459720 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 22.482251 24.064228 54.657855 58.339170 351.590045 549.370153 726.565432 1002.395544 0.0188 0.0169 0.0015 nan nan
2459719 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 21.147769 23.316243 34.982753 31.144287 356.864544 233.379267 1152.468623 709.665269 0.0189 0.0183 0.0007 nan nan
2459718 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 22.418890 30.657721 40.766441 69.700169 485.847060 676.370827 1268.439232 2422.785734 0.0195 0.0170 0.0018 nan nan
2459717 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 23.418174 34.438746 35.103744 60.936564 134.438919 278.973740 1003.347554 2634.928804 0.0194 0.0168 0.0025 nan nan
2459716 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 22.910202 30.757935 37.315698 46.505686 186.861770 283.484070 1320.353463 2187.292328 0.0193 0.0173 0.0014 nan nan
2459715 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459713 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 25.783013 32.926160 36.336481 46.998979 91.994839 159.158513 859.800503 1373.178463 0.0194 0.0175 0.0015 nan nan
2459712 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 389.854170 389.916930 inf inf 1748.413657 2153.234143 7102.076505 6790.356364 nan nan nan 0.000000 0.000000
2459711 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 7.096010 10.522383 19.171294 24.872889 26.121475 50.787234 292.333739 526.415929 0.0193 0.0175 0.0018 nan nan
2459710 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459708 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459707 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 2.715809 3.279799 5.291334 5.678326 1.518212 1.856177 319.146818 410.753003 0.0191 0.0180 0.0011 1.072788 1.064927
2459706 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 6.042542 6.811438 18.422087 17.398211 28.729003 30.930493 330.676798 345.686739 0.0196 0.0186 0.0008 nan nan
2459705 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 22.909044 31.429603 52.597067 60.313780 108.809085 120.967527 1030.563304 1370.571615 0.0193 0.0180 0.0012 nan nan
2459703 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 27.855323 29.058638 69.494943 85.605716 262.331802 1101.787946 467.574164 819.233190 0.0215 0.0227 0.0006 nan nan
2459702 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459701 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459697 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 84.083763 84.083763 77.514796 77.514796 60.981258 60.981258 128.242583 128.242583 1.0000 1.0000 0.0000 7315.341431 7315.341431
2459696 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459695 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459694 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459693 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 38.974936 50.533903 165.843258 151.239939 140.874638 110.454444 141.745405 133.305073 0.0208 0.0196 0.0008 1.270339 1.265669
2459692 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459691 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459690 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459689 RF_maintenance 100.00% - - - - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459688 RF_maintenance 100.00% - - - 100.00% 0.00% nan nan nan nan nan nan nan nan nan nan nan 1.172441 1.157802
2459687 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 97.351042 77.683183 154.091847 163.773816 221.496750 686.654745 409.220784 571.885677 0.0257 0.0253 0.0013 nan nan
2459686 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 54.722718 78.625435 94.460005 101.181361 54.507574 70.920060 166.410636 248.367402 0.0195 0.0174 0.0010 1.105802 1.101581
2459685 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 106.945930 76.182089 107.026072 101.012010 105.190517 77.383365 279.327256 289.250763 0.0184 0.0173 0.0005 1.128054 1.125478
2459684 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 56.549690 70.491211 117.025623 127.447419 45.281580 85.407803 253.131463 444.856625 0.0183 0.0171 0.0012 1.105581 1.100986
2459676 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459675 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 62.359892 70.458730 112.267311 116.739266 80.937172 110.304477 471.717937 610.593166 0.0197 0.0173 0.0016 1.163733 1.163432
2459674 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 69.956055 81.137162 120.869956 133.792398 84.547753 94.933033 508.464461 834.832223 0.0198 0.0174 0.0019 1.152979 1.147129
2459673 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 112.225628 95.198626 182.121727 181.651365 50.681165 38.168304 1142.075851 1145.044980 0.0185 0.0168 0.0009 0.000000 0.000000
2459672 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 56.253966 84.420915 117.905547 138.543249 45.757895 102.825129 220.326240 456.652921 0.0194 0.0172 0.0017 1.161343 1.157469
2459671 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 130.206457 99.721821 143.224122 134.145442 100.048786 59.199130 1112.679510 1171.421832 0.0197 0.0188 0.0008 0.976042 0.965205
2459670 RF_maintenance 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459669 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 31.956641 36.227355 103.560470 90.213490 202.072904 197.049318 1659.339878 1895.344107 0.0187 0.0173 0.0007 nan nan
2459668 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 90.767324 91.290593 193.411382 220.179111 43.745259 77.723291 923.509455 1787.545116 0.0182 0.0166 0.0012 1.117893 1.112279
2459665 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 97.967573 123.652182 141.045248 164.135639 49.579784 83.558784 1628.289899 2713.504304 0.0190 0.0174 0.0016 1.118018 1.111391
2459664 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 42.231974 50.600619 200.743406 152.873564 223.647650 156.130305 993.570527 818.914893 0.0202 0.0190 0.0008 nan nan
2459663 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 75.423180 80.262167 232.421016 258.001314 57.009031 83.540307 759.775226 1427.137468 0.0194 0.0174 0.0018 1.190616 1.184613
2459662 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 28.303713 32.394585 65.632568 83.500358 328.025393 441.356822 1149.816394 1739.721958 0.0200 0.0176 0.0017 nan nan
2459661 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 115.445369 68.976912 222.266126 206.253781 48.777292 44.594139 424.964898 401.105866 0.0192 0.0177 0.0007 1.148532 1.148716
2459660 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459659 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 89.641774 80.441389 160.710441 160.403684 41.302887 63.198365 1446.548071 1926.350463 0.0184 0.0168 0.0008 1.143427 1.140199
2459658 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 95.300573 76.851773 137.604398 139.065958 44.978800 64.251948 1356.909244 2086.106761 0.0184 0.0169 0.0010 1.118824 1.118372
2459657 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 61.470955 59.177797 156.966513 154.180981 44.039010 40.962870 603.435972 695.071982 0.0190 0.0173 0.0009 1.125484 1.125758
2459656 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 57.914261 85.437006 106.570734 121.670158 45.797400 49.210293 989.910964 1516.194958 0.0192 0.0168 0.0022 1.194889 1.189109
2459655 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 34.350054 46.181131 72.918776 124.545411 117.815694 363.540611 834.962351 2587.309273 0.0195 0.0167 0.0024 nan nan
2459653 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 89.562458 97.929548 126.468309 137.807324 46.422818 66.031256 493.532921 774.424291 0.0190 0.0170 0.0012 1.142722 1.136919
2459652 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 80.952527 100.426317 157.316444 190.269393 48.573691 76.702403 555.891226 1196.363579 0.0189 0.0170 0.0021 1.160977 1.152715
2459651 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 68.070489 107.544562 176.093350 209.820459 23.864739 43.680132 45.590585 71.784148 0.0187 0.0169 0.0013 1.123101 1.120752
2459650 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 52.460732 147.163687 150.615826 214.864140 49.579244 72.568688 103.667557 194.813469 0.0191 0.0171 0.0017 1.148511 1.139019
2459649 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459648 RF_maintenance 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459647 RF_maintenance 0.00% 81.63% 81.63% 0.00% 100.00% 0.00% -0.736559 -0.736559 -0.768935 -0.768935 -0.247671 -0.247671 -0.113115 -0.113115 0.2084 0.2084 0.0000 0.037957 0.037957
2459646 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 116.398226 68.350291 170.800777 148.427673 59.678758 49.320432 994.835513 864.081248 0.0200 0.0182 -0.0004 1.122294 1.123142
2459645 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 99.950884 68.083673 176.908080 155.465766 56.532720 54.232187 168.413589 197.791221 0.0205 0.0183 0.0001 1.098215 1.101341
2459642 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 138.561604 103.729796 215.988641 233.541420 51.127448 64.247584 736.034070 1281.947521 0.0200 0.0179 0.0013 1.149473 1.145100
2459641 RF_maintenance - 55.70% 55.70% 0.00% - - nan nan nan nan nan nan nan nan 0.4658 0.4612 0.0025 nan nan
2459640 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 130.298367 106.811298 193.830549 201.667895 59.490707 92.444456 609.355652 773.983258 0.0182 0.0168 0.0011 1.102844 1.100321
2459639 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 74.881832 80.217168 161.400210 170.537231 48.756631 58.026897 546.405936 629.775852 0.0188 0.0173 0.0011 1.112554 1.108929
2459638 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0184 0.0181 -0.0001 nan nan
2459637 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 51.759397 53.694681 163.572434 165.449752 58.368574 48.305242 442.267900 585.394826 0.0199 0.0184 0.0010 1.122834 1.121008
2459636 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 51.187616 70.974749 153.230675 180.149881 20.196681 39.800143 160.016713 359.781915 0.0205 0.0178 0.0021 1.118369 1.109351
2459635 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 61.055639 69.309343 154.609264 167.212238 45.484458 60.915436 254.021899 364.975684 0.0197 0.0175 0.0016 1.112971 1.107942
2459634 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 9.969959 -0.549019 152134.241189 -0.550252 8.356262 -0.557031 8.346160 -0.556876 1.0000 1.0000 0.0000 0.065470 0.065801
2459633 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 93.736948 77.536556 191.498156 190.521134 56.510057 53.011061 527.259003 630.251015 0.0186 0.0175 0.0006 1.110294 1.108414
2459632 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 89.344376 68.207364 165.270529 148.414540 42.333239 26.480229 399.913230 263.318939 0.0184 0.0178 0.0005 1.123007 1.124087
2459631 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459630 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 108.281787 93.663796 158.986884 154.438179 46.415680 75.065784 688.319812 728.653115 0.0183 0.0173 0.0006 1.112240 1.112634
2459629 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459628 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 65.110527 74.292929 135.270949 158.116909 32.412083 49.966001 453.400692 990.026731 0.0197 0.0171 0.0026 1.118136 1.110262
2459627 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.641413 -0.641413 -0.642219 -0.642219 -0.642237 -0.642237 -0.642386 -0.642386 1.0000 1.0000 0.0000 0.045167 0.045167
2459626 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459625 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 68.519373 65.150118 144.526983 140.393136 41.153608 46.667498 279.598447 350.643951 0.0185 0.0181 0.0006 1.116535 1.116603
2459624 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 63.152818 111.502373 120.390984 166.781813 57.133008 91.166820 396.661190 1162.609172 0.0195 0.0169 0.0024 1.150347 1.138443
2459623 RF_maintenance 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459622 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 127.692024 117.982035 303.187794 332.896974 28.053329 55.539128 532.101247 1064.403696 0.0189 0.0173 0.0010 1.199491 1.179563
2459621 RF_maintenance 100.00% - - - 100.00% 0.00% 155.069062 61.744237 190.401836 152.958952 51.845380 40.078063 888.448160 608.775155 nan nan nan 0.000000 0.000000
2459620 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 52.176118 37.375733 125.887455 76.690249 319.195817 173.908219 1520.257678 1002.171827 0.0200 0.0198 0.0013 nan nan
2459619 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 56.726672 54.269871 142.078174 142.805385 51.323962 54.064344 267.721048 357.331270 0.0199 0.0187 0.0011 0.000000 0.000000
2459618 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 173.358523 70.362576 208.726153 157.808507 74.819385 48.724394 1088.657485 747.630555 0.0188 0.0189 0.0006 1.066546 1.075867
2459617 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459616 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 62.972235 66.388653 206.455857 217.424492 53.405158 73.201638 358.830176 516.702928 0.0202 0.0193 0.0009 1.151159 1.147147
2459615 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459614 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 76.461819 92.016840 153.709224 179.749013 50.865377 64.129036 403.710729 840.072248 0.0197 0.0179 0.0016 0.000000 0.000000
2459613 RF_maintenance 100.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459612 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 231.973563 243.601805 183.066616 231.732135 54.961175 88.037748 414.464426 980.602003 0.0206 0.0211 0.0018 0.000000 0.000000
2459611 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 294.116849 108.932772 135.000811 121.997421 33.402551 58.867339 326.356331 651.926712 0.0182 0.0174 0.0006 1.150988 1.124715
2459610 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 332.506701 197.707499 187.392844 165.609337 32.400147 71.965013 177.389262 475.739167 0.0179 0.0171 0.0006 1.157631 1.136901
2459609 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 302.998394 194.143986 179.313366 206.830232 26.439627 63.996340 230.043085 661.286868 0.0185 0.0172 0.0011 1.174478 1.144283
2459608 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 288.991940 122.161649 234.791630 217.067858 31.097712 50.044394 137.682054 308.892992 0.0182 0.0181 0.0007 1.176249 1.154132
2459607 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459605 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 24.242321 13.315964 51.333057 65.889946 61.041540 233.073344 78.583744 200.147372 0.0203 0.0175 0.0030 nan nan
2459604 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 292.682339 277.222926 176.932729 217.614961 45.031161 80.242661 244.987089 663.194260 0.0188 0.0167 0.0015 1.177845 1.148489
2459603 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 58.286379 141.636692 172.062762 277.152217 12.259336 40.883318 22.118889 86.935993 0.0195 0.0170 0.0026 1.153864 1.140504
2459602 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 267.846661 111.689254 209.506224 218.852092 23.071616 43.870424 302.749418 555.168892 0.0193 0.0173 0.0012 1.175868 1.151645
2459598 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 267.105322 301.822272 169.513825 257.557159 38.038290 64.799089 213.379564 769.014859 0.0193 0.0168 0.0025 1.107598 1.058718
2459597 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 293.323026 110.564558 226.095641 216.143404 28.593788 62.753761 380.204487 909.232756 0.0188 0.0169 0.0006 1.122255 1.097153
2459596 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 284.997211 116.934906 175.764621 159.384430 37.357854 61.236363 168.162514 300.309016 0.0182 0.0172 0.0005 1.135486 1.114534
2459595 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 276.170940 352.554730 166.275281 235.569565 27.460098 35.809936 78.416218 163.218123 0.0187 0.0167 0.0017 1.156421 1.118557
2459594 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 75.844308 85.396631 124.192222 158.303160 21.252721 43.882110 50.274353 117.459910 0.0191 0.0174 0.0016 1.154778 1.129189
2459593 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 229.572329 62.365174 167.885431 170.394488 37.638002 64.817224 114.934664 212.696392 0.0199 0.0184 0.0010 1.147271 1.123807
2459592 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 27.952420 7.236367 66.945998 60.372271 42.552548 76.666813 92.353259 99.556312 0.0206 0.0194 0.0020 nan nan
2459591 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 203.030713 64.160887 172.203390 188.717989 32.651499 45.359667 169.496098 261.046627 0.0199 0.0177 0.0015 1.140939 1.099989
2459590 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 289.682733 129.284529 181.147575 181.590347 34.557540 45.302002 185.995822 280.721799 0.0183 0.0183 0.0007 1.103813 1.073986
2459589 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 332.156485 344.458447 inf inf 20.748426 56.006438 92.714305 403.800624 nan nan nan 0.000000 0.000000
2459588 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 192.514457 56.441008 231.123516 208.970768 23.319309 47.376839 57.881871 86.209418 0.0180 0.0176 0.0006 1.182892 1.162021
2459587 RF_maintenance 100.00% - - - 100.00% 0.00% 280.583105 136.241921 283.136680 331.034707 24.764808 83.416799 231.275102 576.479633 nan nan nan 0.000000 0.000000
2459586 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 309.497777 321.168281 inf inf 11.435410 11.606944 282.745116 595.932439 nan nan nan 0.000000 0.000000
2459585 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 122.833165 56.716809 48.369715 39.698924 23.165399 9.215726 541.161707 536.178389 0.0195 0.0179 0.0010 0.000000 0.000000
2459584 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 111.910167 115.911927 262.512359 271.115937 38.553746 38.769663 137.845324 191.447542 0.0193 0.0172 0.0013 1.125000 1.117698
2459583 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459582 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 66.466895 57.070220 75.419242 79.468732 40.614108 64.613302 292.378567 446.922125 0.0189 0.0168 0.0020 1.141327 1.139137
2459581 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 83.178195 91.420893 83.952540 77.595617 33.828002 29.627638 314.244683 294.032596 0.0191 0.0175 0.0014 1.111037 1.111733
2459580 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 47.794351 50.680396 69.265414 72.362819 25.967958 30.317617 120.468324 211.962719 0.0192 0.0181 0.0008 1.119220 1.115590
2459579 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 79.385483 72.234569 99.758454 98.790281 51.954116 45.979249 501.802650 612.342366 0.0186 0.0172 0.0007 1.137421 1.136164
2459578 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 8.528740 9.494009 39.631482 45.403102 201.310090 288.652319 1081.565241 1549.219467 0.0191 0.0173 0.0012 nan nan
2459577 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 64.147712 89.541208 69.822173 86.380988 38.214398 56.851619 225.481503 409.336963 0.0196 0.0169 0.0017 1.108682 1.099208
2459576 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 68.668103 100.541617 58.618097 68.258442 35.288819 51.858380 318.713136 512.017155 0.0189 0.0169 0.0014 0.000000 0.000000
2459575 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 40.393147 44.607950 55.898523 54.445814 17.391380 27.979609 28.549012 39.703116 0.0192 0.0182 0.0007 0.940969 0.937000
2459574 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 53.242357 52.974914 54.439900 54.076624 34.056923 46.744529 163.158970 219.551070 0.0188 0.0174 0.0011 0.755187 0.753174
2459573 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 59.217527 68.103455 92.740225 94.596706 37.313325 46.107993 277.331315 390.408352 0.0190 0.0175 0.0006 0.000000 0.000000
2459572 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 51.880201 82.119374 52.838585 64.884089 35.588434 55.757887 440.089693 941.643792 0.0184 0.0172 0.0012 0.687707 0.000000
2459571 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 8.082393 7.035758 43.233165 37.713960 177.854882 248.178440 1073.169956 1424.111620 0.0187 0.0179 0.0007 nan nan
2459570 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 97.340809 89.025299 80.435813 83.010817 15.836865 28.584862 450.487088 668.885543 0.0184 0.0171 0.0009 0.000000 0.000000
2459569 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 81.785021 56.947130 82.846948 69.436252 27.870334 22.816443 46.831990 34.003511 0.0181 0.0174 0.0005 1.029952 1.032448
2459566 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 76.892531 53.819208 80.261288 73.653008 36.959873 37.467369 194.548037 197.099308 0.0192 0.0173 0.0016 0.000000 0.000000
2459565 RF_maintenance 0.00% - - - 100.00% 0.00% 0.674491 0.674491 0.714579 0.714579 1.371796 1.371796 0.680147 0.680147 nan nan nan 0.000000 0.000000
2459564 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 114.515426 78.239143 89.483493 86.834479 12.746342 11.940096 273.597817 312.064164 0.0181 0.0170 0.0007 1.119990 1.119540
2459563 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 77.407138 61.344762 150.070872 142.824288 38.343583 39.368977 332.483035 308.593412 0.0189 0.0177 0.0007 0.966201 0.957847
2459562 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459561 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 49.313168 47.680246 37.418942 37.237202 10.443048 10.599533 299.262545 381.921881 0.0182 0.0173 0.0010 1.106387 1.107012
2459560 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 39.471013 43.028502 34.808808 36.630474 5.173903 7.542437 181.599409 228.152150 0.0192 0.0174 0.0018 1.123156 1.124336
2459559 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459558 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 59.666323 88.346100 73.481465 92.175535 37.683296 64.947538 269.639871 669.503793 0.0195 0.0167 0.0016 1.149363 1.137873
2459557 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0186 0.0178 0.0007 nan nan
2459556 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 68.293307 83.502906 81.502154 89.007694 27.056077 54.023388 527.532139 1018.195703 0.0184 0.0171 0.0008 1.159739 1.155024
2459554 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0181 0.0170 0.0006 nan nan
2459553 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0176 0.0173 0.0006 nan nan
2459552 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 77.683248 85.535977 117.654103 130.466139 68.178818 75.538828 476.096776 621.805511 0.0185 0.0168 0.0011 0.993703 0.000000
2459551 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459550 RF_maintenance - 99.18% 99.18% 0.00% - - nan nan nan nan nan nan nan nan 0.0248 0.0242 0.0005 nan nan
2459549 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 72.099718 97.520936 88.130374 96.218778 42.682841 44.275418 395.429349 489.953389 0.0185 0.0172 0.0009 1.121003 1.117356
2459542 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 127.415885 80.477554 200.466897 167.269367 4.922419 5.446206 343.311095 389.012838 0.0177 0.0173 0.0004 1.117312 1.119115
2459541 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 10.983141 10.624916 46.458418 47.283317 695.407300 727.524559 23.213928 20.625537 0.0186 0.0168 0.0017 1.081550 1.074414
2459540 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 75.810605 56.772077 41.258199 38.793013 17.136570 22.930898 132.194861 157.473182 0.0185 0.0173 0.0006 1.162395 1.160670
2459536 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 197.343940 135.400408 176.226147 176.529732 71.284776 91.376029 912.808372 1238.738513 0.0180 0.0166 0.0009 1.130152 1.126494
2459535 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 109.141796 83.186202 49.027844 47.414497 42.719910 36.709063 353.245575 401.433979 0.0175 0.0169 0.0003 1.126618 1.126024
2459534 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 43.796530 38.464528 33.831092 30.422742 14.639149 11.592790 171.012000 127.983606 0.0183 0.0181 0.0006 1.144554 1.146003
2459533 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 54.957472 59.756670 71.463586 72.784141 25.231899 34.705029 300.564119 394.738425 0.0185 0.0181 0.0009 1.163844 1.157045
2459532 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 67.582061 128.252015 96.378628 135.449227 50.043927 75.475247 258.641059 650.417865 0.0189 0.0168 0.0014 1.156525 1.144876
2459530 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 46.251926 74.500113 33.371508 43.893310 14.180686 41.206792 192.344826 587.434453 0.0186 0.0169 0.0015 1.133863 1.126668
2459527 RF_maintenance 0.00% - - - 100.00% 0.00% nan nan nan nan nan nan nan nan nan nan nan 0.000000 0.000000
2459524 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 68.456359 71.463859 113.753112 134.936089 84.096931 187.409007 192.047804 526.940901 0.0188 0.0167 0.0016 0.000000 0.000000
2459523 RF_maintenance 100.00% - - - 100.00% 0.00% 108.543839 93.499597 124.918740 125.306704 91.577701 108.456454 463.894928 711.025226 nan nan nan 1.461965 1.468249
2459522 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 112.525326 82.169082 137.628500 131.463138 156.785264 187.857484 776.015265 871.367410 0.0189 0.0172 0.0008 1.122038 1.108737
2459513 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 9.578829 10.965954 39.183633 48.795428 225.678695 350.046843 775.636055 1508.427585 0.0204 0.0175 0.0019 nan nan
2459508 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 84.211009 93.671027 118.084923 136.551560 46.712752 80.406044 72.567850 164.680985 0.0188 0.0165 0.0014 0.000000 0.000000
2459505 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 123.611691 79.674227 120.045968 109.854646 103.478816 131.941147 611.698779 683.803606 0.0112 0.0094 0.0048 1.089163 1.090148
2459503 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 100.548769 114.482069 182.155072 221.074852 58.300319 81.725484 401.234370 947.741472 0.0091 0.0065 0.0097 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 13: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
13 N00 RF_maintenance ee Temporal Discontinuties 278.936543 45.773336 42.213763 81.005083 79.372602 47.891019 31.428917 278.936543 197.733737

Antenna 13: 2459761

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
13 N00 RF_maintenance nn Temporal Discontinuties 1623.590136 73.290951 61.161284 130.517721 115.988782 116.861851 79.291994 1623.590136 1062.257069

Antenna 13: 2459760

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
13 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 13: 2459759

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
13 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 13: 2459758

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
13 N00 RF_maintenance nn Temporal Discontinuties 936.226379 59.751895 56.819721 84.598409 87.570198 69.607224 52.249600 926.668744 936.226379

Antenna 13: 2459757

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
13 N00 RF_maintenance nn Temporal Discontinuties 1074.957790 53.810610 60.578807 88.371318 82.828412 12.561150 9.915477 1074.957790 860.303707

Antenna 13: 2459755

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
13 N00 RF_maintenance nn Temporal Discontinuties 802.202140 77.351589 59.279878 76.656834 78.726527 86.767872 82.976723 680.898229 802.202140

Antenna 13: 2459754

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
13 N00 RF_maintenance nn Temporal Discontinuties 834.441111 41.365087 46.617092 59.567261 63.772793 59.157240 67.762350 605.008400 834.441111

Antenna 13: 2459753

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
13 N00 RF_maintenance ee Temporal Discontinuties 829.902514 51.129249 59.965915 76.788540 77.420684 74.811122 72.872800 615.680526 829.902514

Antenna 13: 2459752

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
13 N00 RF_maintenance nn Temporal Discontinuties 989.480244 56.539564 69.699292 161.662483 189.432860 134.732520 188.987659 682.412838 989.480244

Antenna 13: 2459750

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
13 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 13: 2459749

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
13 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 13: 2459748

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
13 N00 RF_maintenance nn Temporal Discontinuties 1379.706175 74.815824 79.130377 106.289721 109.435806 89.779341 112.524898 1166.184731 1379.706175

Antenna 13: 2459747

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
13 N00 RF_maintenance ee Temporal Discontinuties 1738.282374 29.532033 32.270518 46.281355 38.860378 324.565598 256.472154 1738.282374 1142.164005

Antenna 13: 2459746

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
13 N00 Not Found nn Shape nan nan nan inf inf nan nan nan nan

Antenna 13: 2459745

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
13 N00 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 13: 2459744

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
13 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 13: 2459743

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
13 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 13: 2459742

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
13 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 13: 2459741

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
13 N00 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 13: 2459740

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
13 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 13: 2459738

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
13 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 13: 2459736

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
13 N00 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 13: 2459734

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
13 N00 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 13: 2459733

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
13 N00 RF_maintenance nn Temporal Discontinuties 1439.272380 31.752605 26.060481 55.164846 34.521989 142.018303 34.447244 1439.272380 669.021659

Antenna 13: 2459732

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
13 N00 RF_maintenance nn Temporal Discontinuties 708.286808 37.934619 32.777377 36.851619 37.931758 59.762305 47.173343 708.286808 678.591713

Antenna 13: 2459731

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
13 N00 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 13: 2459730

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
13 N00 RF_maintenance ee Temporal Discontinuties 1831.369273 28.003216 30.947512 50.391882 40.156030 126.765634 64.114090 1831.369273 922.960658

Antenna 13: 2459728

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
13 N00 RF_maintenance ee Temporal Discontinuties 499.013705 26.323787 23.875485 36.773672 38.622806 108.136630 81.425738 477.017692 499.013705

Antenna 13: 2459726

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
13 N00 RF_maintenance ee Temporal Discontinuties 968.181788 21.910208 21.845952 37.026976 42.765276 104.008424 131.971872 753.478014 968.181788

Antenna 13: 2459724

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
13 N00 RF_maintenance ee Temporal Discontinuties 1063.229673 27.062069 28.401846 32.411501 41.505602 113.463867 167.736901 817.692974 1063.229673

Antenna 13: 2459723

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
13 N00 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 13: 2459722

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
13 N00 RF_maintenance ee Temporal Discontinuties 1561.119940 102.065205 79.526666 226.495231 208.138784 31.497929 29.100978 1561.119940 1422.353307

Antenna 13: 2459720

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
13 N00 RF_maintenance nn Temporal Discontinuties 1002.395544 22.482251 24.064228 54.657855 58.339170 351.590045 549.370153 726.565432 1002.395544

Antenna 13: 2459719

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
13 N00 RF_maintenance ee Temporal Discontinuties 1152.468623 23.316243 21.147769 31.144287 34.982753 233.379267 356.864544 709.665269 1152.468623

Antenna 13: 2459718

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
13 N00 RF_maintenance nn Temporal Discontinuties 2422.785734 22.418890 30.657721 40.766441 69.700169 485.847060 676.370827 1268.439232 2422.785734

Antenna 13: 2459717

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
13 N00 RF_maintenance nn Temporal Discontinuties 2634.928804 23.418174 34.438746 35.103744 60.936564 134.438919 278.973740 1003.347554 2634.928804

Antenna 13: 2459716

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
13 N00 RF_maintenance nn Temporal Discontinuties 2187.292328 22.910202 30.757935 37.315698 46.505686 186.861770 283.484070 1320.353463 2187.292328

Antenna 13: 2459715

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
13 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 13: 2459713

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
13 N00 RF_maintenance nn Temporal Discontinuties 1373.178463 32.926160 25.783013 46.998979 36.336481 159.158513 91.994839 1373.178463 859.800503

Antenna 13: 2459712

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
13 N00 RF_maintenance nn Power inf 389.916930 389.854170 inf inf 2153.234143 1748.413657 6790.356364 7102.076505

Antenna 13: 2459711

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
13 N00 RF_maintenance nn Temporal Discontinuties 526.415929 10.522383 7.096010 24.872889 19.171294 50.787234 26.121475 526.415929 292.333739

Antenna 13: 2459710

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
13 N00 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 13: 2459708

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
13 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 13: 2459707

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
13 N00 RF_maintenance nn Temporal Discontinuties 410.753003 3.279799 2.715809 5.678326 5.291334 1.856177 1.518212 410.753003 319.146818

Antenna 13: 2459706

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
13 N00 RF_maintenance nn Temporal Discontinuties 345.686739 6.811438 6.042542 17.398211 18.422087 30.930493 28.729003 345.686739 330.676798

Antenna 13: 2459705

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
13 N00 RF_maintenance nn Temporal Discontinuties 1370.571615 31.429603 22.909044 60.313780 52.597067 120.967527 108.809085 1370.571615 1030.563304

Antenna 13: 2459703

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
13 N00 RF_maintenance nn Temporal Variability 1101.787946 29.058638 27.855323 85.605716 69.494943 1101.787946 262.331802 819.233190 467.574164

Antenna 13: 2459702

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
13 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 13: 2459701

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
13 N00 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 13: 2459697

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
13 N00 RF_maintenance ee Temporal Discontinuties 128.242583 84.083763 84.083763 77.514796 77.514796 60.981258 60.981258 128.242583 128.242583

Antenna 13: 2459696

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
13 N00 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 13: 2459695

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
13 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 13: 2459694

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
13 N00 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 13: 2459693

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
13 0 RF_maintenance ee Power 165.843258 38.974936 50.533903 165.843258 151.239939 140.874638 110.454444 141.745405 133.305073

Antenna 13: 2459692

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
13 0 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 13: 2459691

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
13 0 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 13: 2459690

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
13 0 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 13: 2459689

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
13 0 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 13: 2459688

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
13 0 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 13: 2459687

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
13 0 RF_maintenance nn Temporal Variability 686.654745 77.683183 97.351042 163.773816 154.091847 686.654745 221.496750 571.885677 409.220784

Antenna 13: 2459686

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
13 0 RF_maintenance nn Temporal Discontinuties 248.367402 78.625435 54.722718 101.181361 94.460005 70.920060 54.507574 248.367402 166.410636

Antenna 13: 2459685

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
13 0 RF_maintenance nn Temporal Discontinuties 289.250763 76.182089 106.945930 101.012010 107.026072 77.383365 105.190517 289.250763 279.327256

Antenna 13: 2459684

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
13 0 RF_maintenance nn Temporal Discontinuties 444.856625 56.549690 70.491211 117.025623 127.447419 45.281580 85.407803 253.131463 444.856625

Antenna 13: 2459676

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
13 0 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 13: 2459675

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
13 0 RF_maintenance nn Temporal Discontinuties 610.593166 62.359892 70.458730 112.267311 116.739266 80.937172 110.304477 471.717937 610.593166

Antenna 13: 2459674

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
13 0 RF_maintenance nn Temporal Discontinuties 834.832223 81.137162 69.956055 133.792398 120.869956 94.933033 84.547753 834.832223 508.464461

Antenna 13: 2459673

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
13 0 RF_maintenance nn Temporal Discontinuties 1145.044980 112.225628 95.198626 182.121727 181.651365 50.681165 38.168304 1142.075851 1145.044980

Antenna 13: 2459672

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
13 0 RF_maintenance nn Temporal Discontinuties 456.652921 84.420915 56.253966 138.543249 117.905547 102.825129 45.757895 456.652921 220.326240

Antenna 13: 2459671

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
13 0 RF_maintenance nn Temporal Discontinuties 1171.421832 99.721821 130.206457 134.145442 143.224122 59.199130 100.048786 1171.421832 1112.679510

Antenna 13: 2459670

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
13 0 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 13: 2459669

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
13 0 RF_maintenance nn Temporal Discontinuties 1895.344107 36.227355 31.956641 90.213490 103.560470 197.049318 202.072904 1895.344107 1659.339878

Antenna 13: 2459668

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
13 0 RF_maintenance nn Temporal Discontinuties 1787.545116 90.767324 91.290593 193.411382 220.179111 43.745259 77.723291 923.509455 1787.545116

Antenna 13: 2459665

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
13 0 RF_maintenance nn Temporal Discontinuties 2713.504304 97.967573 123.652182 141.045248 164.135639 49.579784 83.558784 1628.289899 2713.504304

Antenna 13: 2459664

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
13 0 RF_maintenance ee Temporal Discontinuties 993.570527 42.231974 50.600619 200.743406 152.873564 223.647650 156.130305 993.570527 818.914893

Antenna 13: 2459663

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
13 0 RF_maintenance nn Temporal Discontinuties 1427.137468 80.262167 75.423180 258.001314 232.421016 83.540307 57.009031 1427.137468 759.775226

Antenna 13: 2459662

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
13 0 RF_maintenance nn Temporal Discontinuties 1739.721958 28.303713 32.394585 65.632568 83.500358 328.025393 441.356822 1149.816394 1739.721958

Antenna 13: 2459661

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
13 0 RF_maintenance ee Temporal Discontinuties 424.964898 68.976912 115.445369 206.253781 222.266126 44.594139 48.777292 401.105866 424.964898

Antenna 13: 2459660

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
13 0 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 13: 2459659

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
13 0 RF_maintenance nn Temporal Discontinuties 1926.350463 80.441389 89.641774 160.403684 160.710441 63.198365 41.302887 1926.350463 1446.548071

Antenna 13: 2459658

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
13 0 RF_maintenance nn Temporal Discontinuties 2086.106761 76.851773 95.300573 139.065958 137.604398 64.251948 44.978800 2086.106761 1356.909244

Antenna 13: 2459657

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
13 0 RF_maintenance nn Temporal Discontinuties 695.071982 59.177797 61.470955 154.180981 156.966513 40.962870 44.039010 695.071982 603.435972

Antenna 13: 2459656

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
13 0 RF_maintenance nn Temporal Discontinuties 1516.194958 85.437006 57.914261 121.670158 106.570734 49.210293 45.797400 1516.194958 989.910964

Antenna 13: 2459655

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
13 0 RF_maintenance nn Temporal Discontinuties 2587.309273 34.350054 46.181131 72.918776 124.545411 117.815694 363.540611 834.962351 2587.309273

Antenna 13: 2459653

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
13 0 RF_maintenance nn Temporal Discontinuties 774.424291 97.929548 89.562458 137.807324 126.468309 66.031256 46.422818 774.424291 493.532921

Antenna 13: 2459652

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
13 0 RF_maintenance nn Temporal Discontinuties 1196.363579 80.952527 100.426317 157.316444 190.269393 48.573691 76.702403 555.891226 1196.363579

Antenna 13: 2459651

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
13 0 RF_maintenance nn Power 209.820459 68.070489 107.544562 176.093350 209.820459 23.864739 43.680132 45.590585 71.784148

Antenna 13: 2459650

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
13 0 RF_maintenance nn Power 214.864140 147.163687 52.460732 214.864140 150.615826 72.568688 49.579244 194.813469 103.667557

Antenna 13: 2459649

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
13 0 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 13: 2459648

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
13 0 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 13: 2459647

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
13 0 RF_maintenance ee Temporal Discontinuties -0.113115 -0.736559 -0.736559 -0.768935 -0.768935 -0.247671 -0.247671 -0.113115 -0.113115

Antenna 13: 2459646

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
13 0 RF_maintenance ee Temporal Discontinuties 994.835513 116.398226 68.350291 170.800777 148.427673 59.678758 49.320432 994.835513 864.081248

Antenna 13: 2459645

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
13 0 RF_maintenance nn Temporal Discontinuties 197.791221 99.950884 68.083673 176.908080 155.465766 56.532720 54.232187 168.413589 197.791221

Antenna 13: 2459642

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
13 0 RF_maintenance nn Temporal Discontinuties 1281.947521 138.561604 103.729796 215.988641 233.541420 51.127448 64.247584 736.034070 1281.947521

Antenna 13: 2459640

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
13 0 RF_maintenance nn Temporal Discontinuties 773.983258 130.298367 106.811298 193.830549 201.667895 59.490707 92.444456 609.355652 773.983258

Antenna 13: 2459639

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
13 0 RF_maintenance nn Temporal Discontinuties 629.775852 74.881832 80.217168 161.400210 170.537231 48.756631 58.026897 546.405936 629.775852

Antenna 13: 2459638

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
13 0 RF_maintenance ee Temporal Discontinuties 234.604358 136.396001 97.477415 190.664825 162.205952 85.876703 38.900897 234.604358 158.236382

Antenna 13: 2459637

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
13 0 RF_maintenance nn Temporal Discontinuties 585.394826 51.759397 53.694681 163.572434 165.449752 58.368574 48.305242 442.267900 585.394826

Antenna 13: 2459636

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
13 0 RF_maintenance nn Temporal Discontinuties 359.781915 51.187616 70.974749 153.230675 180.149881 20.196681 39.800143 160.016713 359.781915

Antenna 13: 2459635

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
13 0 RF_maintenance nn Temporal Discontinuties 364.975684 69.309343 61.055639 167.212238 154.609264 60.915436 45.484458 364.975684 254.021899
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