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 = "0"
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 0 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 0, 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% 20.398879 102.585524 74.638016 117.192818 51.375299 127.190875 132.051687 456.172092 0.0182 0.0169 0.0019 1.092473 1.082730
2459761 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 6.149538 5.632591 inf inf 7337.400653 7021.575132 20928.648647 17944.348462 nan nan nan 0.000000 0.000000
2459760 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.661397 8.055609 118.517806 115.412002 13375.907190 16695.179699 26586.079530 28865.841583 0.0173 0.0162 0.0010 0.905200 0.894796
2459759 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 39.342404 63.124386 58.156136 66.348912 20.264442 22.582547 777.727943 833.581066 0.0168 0.0163 0.0006 1.107839 1.107013
2459758 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 14.051352 6.570218 61.161566 61.404268 3414.214854 4983.626975 7107.222674 9050.656798 0.0181 0.0162 0.0022 1.121724 1.109732
2459757 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 5.600012 6.915464 63.011155 58.795512 816.133523 758.028026 9885.772731 8165.883030 0.0174 0.0165 0.0008 1.098199 1.098841
2459755 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 15.293529 4.049352 55.415914 56.357928 5262.671431 8089.761198 6195.573062 7957.085083 0.0181 0.0164 0.0021 0.984266 0.967618
2459754 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 8.795658 5.074631 49.361808 48.005525 5662.065099 6386.607093 8578.597934 8207.070246 0.0177 0.0164 0.0012 1.106732 1.097189
2459753 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 14.773030 4.612073 59.101958 59.713499 5292.844316 7646.520826 7868.535571 9472.113260 0.0181 0.0161 0.0016 1.151192 1.137011
2459752 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 17.985319 8.599103 136.069257 135.991841 12905.564147 18416.832508 9415.815979 11255.611179 0.0184 0.0165 0.0017 0.000000 0.000000
2459750 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 24.330925 13.144378 144.295097 145.530956 1941.357491 2899.421177 6633.981751 8285.695897 0.0170 0.0161 0.0011 1.216621 1.196756
2459749 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 17.539225 9.349930 58.125608 59.235024 4031.909355 6213.106830 7871.415403 10123.062323 0.0177 0.0162 0.0018 1.213706 1.206011
2459748 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 15.105398 11.287286 76.129610 74.924608 5575.718253 6974.010725 9724.438546 10168.207000 0.0179 0.0166 0.0014 1.219070 1.210308
2459747 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 23.511026 20.959351 25.494004 30.331580 14582.436824 28302.330179 12472.803064 23342.300962 0.0185 0.0164 0.0024 nan nan
2459746 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 41.345784 36.525032 48.104708 44.754964 21892.706336 20710.778660 21500.407441 20114.451540 nan nan nan nan nan
2459745 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 4.254859 2.476509 54.824808 51.849310 7189.689989 6798.410105 13047.281538 10440.129526 nan nan nan 0.000000 0.000000
2459744 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 23.745067 22.279687 inf inf 11034.614658 10490.836226 31709.055561 29830.375285 nan nan nan nan nan
2459743 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 5.897165 5.342482 232.858277 219.695775 3274.876822 3107.483731 18760.108744 15085.656062 nan nan nan 0.000000 0.000000
2459742 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 25.819586 23.926297 47.755294 45.231005 28395.505416 26999.628315 19214.915229 18083.016473 nan nan nan nan nan
2459741 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 50.157071 45.844133 60.040943 56.821716 54105.480332 51482.209662 21477.953226 20233.983656 nan nan nan nan nan
2459740 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 28.831360 27.473113 64.386309 61.733278 29442.425620 28070.770321 32664.883802 30839.419471 nan nan nan nan nan
2459738 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 6.603398 4.977002 inf inf 12287.572435 11600.936800 20028.301519 16046.917094 nan nan nan 0.000000 0.000000
2459736 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 3.662545 3.201388 71.993441 68.331380 1152.896214 1092.905457 11303.903580 9052.604719 nan nan nan 0.000000 0.000000
2459734 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 23.611325 22.297717 32.617528 31.168614 20811.236860 19802.084260 17774.638167 16736.569535 nan nan nan nan nan
2459733 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 21.603323 20.006200 32.168488 31.471392 6788.996030 7183.306181 17477.871333 18167.624691 0.0177 0.0164 0.0011 nan nan
2459732 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 28.603923 27.121584 32.361505 33.484956 8242.242766 10173.656475 16295.949786 19632.818332 0.0179 0.0165 0.0016 nan nan
2459731 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 7.927651 6.213041 inf inf 9809.855153 9249.402264 13956.972040 11091.300984 nan nan nan 0.000000 0.000000
2459730 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 22.634482 19.984746 29.151703 31.653523 6219.024468 9427.170900 12586.159958 18419.500102 0.0183 0.0164 0.0016 nan nan
2459728 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 20.175995 18.327554 33.546930 33.851459 14147.075662 16780.759862 11414.309476 13197.219868 0.0180 0.0165 0.0017 nan nan
2459726 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 15.273712 13.932348 24.067037 24.332012 13968.184171 16901.276672 16375.639533 19469.807296 0.0187 0.0166 0.0015 nan nan
2459724 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 21.565527 20.048232 29.796881 29.315499 23861.251084 25078.448973 22142.935874 22929.617150 0.0178 0.0164 0.0013 nan nan
2459723 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 17.571484 15.988406 27.878335 26.833856 7937.795817 7511.835475 14575.693390 13745.824083 nan nan nan nan nan
2459722 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 10.166274 8.301505 188.816811 178.503209 2707.874606 2583.973136 25238.745671 20505.882487 nan nan nan 0.000000 0.000000
2459720 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 15.573712 14.214314 30.231529 29.841578 29025.386631 32041.653064 8292.406237 8966.902040 0.0179 0.0162 0.0015 nan nan
2459719 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 17.431183 15.775047 24.599723 25.894006 26276.237259 35672.813025 12320.268423 16159.231911 0.0183 0.0163 0.0022 nan nan
2459718 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 22.590091 33.548952 38.031039 58.761754 327.132913 538.634219 1154.984816 1950.605128 0.0192 0.0164 0.0027 nan nan
2459717 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 18.924194 18.066692 24.391791 24.197500 11202.925400 12380.267191 16419.195694 17804.135216 0.0176 0.0163 0.0014 nan nan
2459716 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 18.085557 16.501703 20.718726 24.844036 9671.081580 19448.580193 10728.963758 20871.385998 0.0194 0.0164 0.0036 nan nan
2459715 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 17.534641 6.142364 152.988460 154.449577 1445.423523 2128.457733 15838.453744 19329.518551 0.0179 0.0163 0.0016 1.128594 1.111476
2459713 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 22.080114 19.318050 29.410433 29.659109 13635.028817 14820.488619 17713.881796 18686.589347 0.0175 0.0162 0.0012 nan nan
2459712 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 65.568846 38.928678 236.050563 227.988530 2361.397670 2616.515492 7167.758397 6048.803644 0.0166 0.0163 0.0005 1.158471 1.155896
2459711 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 7.081853 11.433334 19.037941 34.392872 34.223996 121.241853 407.109620 1027.680496 0.0185 0.0163 0.0023 nan nan
2459710 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 5.739224 4.405163 17.419307 18.289257 12308.424107 15795.066913 8027.310963 9913.315180 0.0176 0.0161 0.0016 nan nan
2459708 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 45.402027 170.905517 196.690587 340.599562 37.616464 119.602880 1452.009115 6594.592154 0.0177 0.0164 0.0020 0.000000 0.000000
2459707 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 2.514334 4.681999 5.201308 8.235530 1.000416 6.771461 312.379749 753.214543 0.0184 0.0164 0.0022 0.000000 0.000000
2459706 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 6.538011 13.032879 23.608592 45.241305 72.903387 159.937910 648.454440 1816.920492 0.0181 0.0167 0.0016 nan nan
2459705 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 22.981741 33.186582 56.469592 76.337106 170.130914 231.778801 1603.065553 2367.701641 0.0181 0.0163 0.0017 nan nan
2459703 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 28.367727 38.323616 68.775755 113.035907 432.870470 1565.355970 535.368720 1879.720326 0.0207 0.0218 0.0003 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% 106.166884 106.166884 96.283137 96.283137 76.931634 76.931634 167.141193 167.141193 1.0000 1.0000 0.0000 5508.394897 5508.394897
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% 19.132202 55.232495 149.846033 173.263372 116.506482 201.786827 130.110871 202.435223 0.0201 0.0189 0.0012 1.332470 1.325775
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% 47.837895 92.319627 135.167934 166.183511 70.021084 131.193740 1359.763340 2173.565272 0.0208 0.0188 0.0014 1.332133 1.326529
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 1.085392 1.078364
2459687 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459686 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 39.024126 144.556768 92.254627 157.758115 78.781349 252.460022 242.671636 633.384282 0.0179 0.0162 0.0018 1.180317 1.172368
2459685 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
2459684 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 63.479783 124.637812 133.571990 154.129377 91.671441 139.005808 510.450129 665.246396 0.0175 0.0163 0.0011 1.201011 1.197426
2459676 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 110.485241 134.503608 182.017936 196.566079 256.599606 228.596876 1578.000060 1883.326487 0.0163 0.0161 0.0004 1.169638 1.166124
2459675 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 75.822350 127.311712 133.210886 151.456237 191.077276 194.629631 1190.470011 1161.916107 0.0177 0.0163 0.0013 1.229600 1.233603
2459674 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 84.635506 113.693558 140.716268 158.575643 103.781220 218.814635 769.157554 1394.766143 0.0177 0.0162 0.0015 1.241428 1.235921
2459673 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 70.988508 180.094705 164.243601 236.251030 40.606725 65.553536 855.138717 1990.909114 0.0179 0.0162 0.0015 0.000000 0.000000
2459672 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 47.088435 111.352391 117.770731 154.089733 64.593665 91.698138 312.278919 442.103197 0.0181 0.0162 0.0018 1.166751 1.153456
2459671 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 66.956302 159.403212 116.678145 162.553678 57.159961 85.687537 967.903820 1859.338324 0.0196 0.0179 0.0012 0.000000 0.000000
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% - - 28.489937 49.699585 84.388010 142.021711 185.925777 403.564533 1542.077638 3156.829156 0.0182 0.0162 0.0017 nan nan
2459668 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 47.210412 95.154274 168.620844 198.135698 47.993787 53.221648 984.230381 1164.220597 0.0182 0.0162 0.0020 1.183073 1.172843
2459665 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 76.096950 134.033826 142.270149 156.409203 58.777595 59.709635 2147.000239 2054.998241 0.0185 0.0167 0.0016 1.138175 1.129869
2459664 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 42.409976 90.399260 214.069140 343.880160 403.438317 504.139535 1429.142222 2298.644514 0.0188 0.0166 0.0017 nan nan
2459663 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 72.850962 119.700581 247.163727 285.806680 57.964058 137.900527 1066.081481 1795.171664 0.0185 0.0165 0.0019 0.949982 0.942260
2459662 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 28.737580 41.089282 71.805683 87.930353 418.477510 780.213658 1503.199784 2078.696060 0.0190 0.0165 0.0020 nan nan
2459661 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 58.944257 88.878419 201.375777 222.000785 49.643422 56.559640 442.687906 503.157250 0.0182 0.0166 0.0014 1.020445 1.012974
2459660 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 37.012825 78.933430 168.710765 201.006061 49.474039 59.257860 728.991751 769.198293 0.0172 0.0161 0.0010 1.169072 1.162611
2459659 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 55.949774 98.710266 143.839351 180.759892 36.501326 100.315608 1217.076190 3041.393087 0.0184 0.0163 0.0012 1.186914 1.179055
2459658 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 56.768174 103.765946 125.043271 156.482049 36.757614 59.355205 1419.908104 3029.951500 0.0180 0.0163 0.0014 1.209540 1.206100
2459657 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 55.259597 99.618610 171.341007 199.352309 66.397626 82.921360 1070.186297 1130.191413 0.0175 0.0161 0.0012 1.158647 1.154648
2459656 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 73.541259 121.061738 127.654196 145.192733 75.020508 60.794262 2088.294671 2146.160136 0.0186 0.0160 0.0021 0.000000 0.000000
2459655 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 34.771310 53.095276 74.552036 102.305168 149.890132 285.423303 947.775201 1747.474570 0.0183 0.0162 0.0020 nan nan
2459653 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 59.238262 149.533748 118.162073 168.627817 39.865118 122.070534 478.786730 1220.838797 0.0186 0.0163 0.0017 1.087882 1.076686
2459652 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 82.524978 132.377671 165.397988 189.722149 61.456810 64.935882 826.084426 978.818405 0.0183 0.0163 0.0017 1.136767 1.130276
2459651 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 61.811347 150.715215 185.120532 225.770187 24.931040 41.358808 58.588489 67.219803 0.0180 0.0164 0.0014 1.102649 1.094820
2459650 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 48.522979 76.257066 158.994154 181.044942 63.930664 64.620754 126.529309 168.187342 0.0184 0.0165 0.0017 1.141041 1.131109
2459649 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 54.136708 90.988913 125.640474 143.417993 56.765860 52.095683 984.813853 1230.565225 0.0183 0.0163 0.0020 1.183908 1.177762
2459648 RF_maintenance 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459647 RF_maintenance 100.00% 81.63% 81.63% 0.00% 100.00% 0.00% 1.641512 1.641512 1037.602299 1037.602299 31034.996708 31034.996708 6.049010 6.049010 0.2085 0.2085 0.0000 0.045280 0.045280
2459646 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 49.172849 85.423606 145.775020 166.957818 62.140634 61.806332 1092.486756 1080.243168 0.0199 0.0172 0.0029 1.146562 1.140013
2459645 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 64.516532 111.359706 171.134336 195.571289 74.784659 112.427943 316.392330 309.565497 0.0191 0.0171 0.0015 1.121069 1.111694
2459642 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 60.604885 113.139870 201.174026 237.992132 80.491633 93.427735 1187.352510 1447.440295 0.0192 0.0172 0.0020 1.227123 1.218814
2459641 RF_maintenance - 55.70% 55.70% 0.00% - - nan nan nan nan nan nan nan nan 0.4673 0.4613 0.0019 nan nan
2459640 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 88.663508 105.181328 188.928977 189.776647 89.978809 136.785242 791.796009 837.581057 0.0178 0.0168 0.0010 1.163394 1.166047
2459639 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 54.256793 101.914221 150.427172 176.209001 66.530633 61.395997 587.649429 628.936895 0.0181 0.0168 0.0013 1.132421 1.126209
2459638 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0182 0.0168 0.0013 nan nan
2459637 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 62.226870 86.661575 199.668134 213.534578 74.289935 77.758134 1054.504837 952.193672 0.0183 0.0170 0.0016 1.150312 1.146753
2459636 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 45.318363 101.188614 161.939492 214.353380 30.396176 65.385858 268.305133 509.194918 0.0191 0.0168 0.0025 1.147336 1.138658
2459635 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 60.718046 132.121756 170.691251 204.097635 87.547543 63.478778 511.176721 569.202262 0.0185 0.0168 0.0017 1.159939 1.150818
2459634 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.620326 -0.620326 -0.620878 -0.620878 -0.619596 -0.619596 -0.619448 -0.619448 1.0000 1.0000 0.0000 0.041260 0.041260
2459633 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 55.357806 145.674586 183.126195 272.154475 69.209559 170.611651 789.290096 1566.888182 0.0179 0.0164 0.0013 1.159797 1.150790
2459632 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 55.365457 108.964066 152.891389 186.400203 41.769148 63.870539 449.159198 631.569460 0.0179 0.0164 0.0014 1.160474 1.152525
2459631 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 85.503719 147.926502 192.055227 220.230701 89.710183 81.344706 1065.689828 1251.757655 0.0173 0.0162 0.0010 1.187312 1.185758
2459630 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 88.851387 157.884645 164.423203 181.105271 59.298871 66.063835 1098.910231 925.668128 0.0176 0.0165 0.0010 1.214070 1.211105
2459629 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 82.955839 155.594134 192.671698 255.279577 70.134824 182.188416 870.121248 1454.992722 0.0177 0.0165 0.0008 1.178858 1.172909
2459628 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 66.249563 116.276040 155.482800 187.560597 72.487165 78.065540 1134.977902 1449.577846 0.0183 0.0163 0.0019 1.154153 1.148722
2459627 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.673714 -0.673714 -0.673589 -0.673589 -0.676153 -0.676153 -0.676176 -0.676176 1.0000 1.0000 0.0000 0.036896 0.036896
2459626 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 56.011180 109.733463 133.330052 165.083620 51.669204 84.362860 1167.006005 1719.852130 0.0171 0.0163 0.0011 1.136008 1.129318
2459625 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
2459624 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 59.536387 124.498529 133.202132 173.238372 55.993021 87.771203 887.486332 1385.927544 0.0181 0.0164 0.0015 1.131572 1.125194
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% 68.389046 111.003244 270.174647 306.851336 34.103144 73.054005 658.927802 779.647487 0.0189 0.0170 0.0021 0.000000 0.000000
2459621 RF_maintenance 100.00% - - - 100.00% 0.00% 51.383455 109.943980 161.901271 186.345662 56.566277 55.508974 902.457076 1031.800133 nan nan nan 0.000000 0.000000
2459620 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 31.544104 74.692692 84.300600 165.467597 182.306401 628.165603 1275.634824 3320.226179 0.0195 0.0175 0.0019 nan nan
2459619 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 56.553688 91.005091 158.213463 173.580098 55.486971 119.811013 421.830652 472.075043 0.0187 0.0176 0.0013 1.202225 1.182802
2459618 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 56.944764 104.675774 156.881031 188.291001 48.867287 73.571659 696.093957 1055.373511 0.0194 0.0176 0.0022 0.000000 0.000000
2459617 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 63.263768 86.807190 159.912159 174.461508 78.116070 104.559772 1276.665575 1401.331666 0.0182 0.0174 0.0008 0.000000 0.000000
2459616 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 64.837818 103.921561 240.056863 273.247591 76.724451 95.469670 640.430434 703.651687 0.0190 0.0176 0.0013 1.063984 1.057245
2459615 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 67.381887 113.694907 146.353999 174.283473 74.630903 63.291814 630.654943 931.046744 0.0185 0.0174 0.0012 0.000000 0.000000
2459614 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 78.665535 138.625924 167.209325 200.174535 52.651381 74.907463 703.874146 854.952930 0.0185 0.0174 0.0012 2.105274 2.086798
2459613 RF_maintenance 0.00% - - - - - 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% 137.438398 226.075133 160.788106 213.176445 83.792026 101.492455 800.272888 1198.865094 0.0204 0.0202 0.0015 0.000000 0.000000
2459611 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 65.075748 254.211132 105.318218 160.344915 35.069451 85.077041 415.782059 989.236823 0.0182 0.0166 0.0015 1.168643 1.147675
2459610 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 186.742037 242.987170 158.836623 176.135459 71.097210 72.218523 443.654598 472.438384 0.0181 0.0164 0.0014 1.270622 1.262489
2459609 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 84.188989 248.995387 166.730759 230.722640 54.612388 72.206586 320.339192 821.583616 0.0186 0.0163 0.0026 1.287332 1.264621
2459608 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 110.565390 270.669100 209.186129 287.656000 49.932012 66.997400 317.550492 548.659696 0.0180 0.0164 0.0011 1.108583 1.090228
2459607 RF_maintenance 100.00% 97.84% 97.84% 0.00% 100.00% 0.00% 10.823050 12.264300 25.160503 25.566307 40.661282 41.087257 -2.376037 -2.519856 0.0499 0.0492 0.0010 1.308887 1.292129
2459605 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 4.541627 17.032446 41.929743 72.938930 84.978736 286.067905 63.269439 251.413763 0.0198 0.0164 0.0034 nan nan
2459604 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 189.081462 256.889979 179.006933 209.112230 75.446118 70.675829 509.271270 553.356346 0.0180 0.0163 0.0014 1.266146 1.257845
2459603 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 46.466582 133.765222 180.426191 244.415777 20.011924 48.488803 32.256744 53.085740 0.0183 0.0167 0.0013 1.167105 1.157113
2459602 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 198.077690 315.370583 253.847859 337.181235 43.812337 40.951111 760.246075 827.648110 0.0185 0.0166 0.0019 1.208909 1.202004
2459598 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 117.525653 232.372639 171.384752 210.359300 55.596630 59.045352 495.435453 573.697821 0.0189 0.0169 0.0024 1.265775 1.253761
2459597 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 63.623302 152.548453 180.432527 235.883447 46.186805 66.221990 597.393334 945.865656 0.0189 0.0165 0.0019 1.171255 1.154870
2459596 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 175.117224 279.592838 178.354867 227.625130 75.874131 61.711739 468.990462 541.528783 0.0173 0.0166 0.0008 1.227860 1.218822
2459595 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 151.003729 276.236288 171.870564 206.554196 41.171111 37.054553 123.681622 152.385029 0.0181 0.0165 0.0011 1.180211 1.170052
2459594 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 84.615936 100.578902 148.616071 182.788588 35.152546 36.614107 94.669538 111.763186 0.0186 0.0162 0.0019 1.171177 1.158413
2459593 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 61.996435 165.920175 168.078765 213.689384 76.190317 72.858014 225.648434 306.183446 0.0197 0.0164 0.0030 1.182917 1.173204
2459592 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 5.337574 25.818319 56.323328 88.584472 51.477599 35.855484 63.925419 47.252761 0.0202 0.0164 0.0040 nan nan
2459591 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 52.432533 136.656277 184.336232 247.353123 58.095360 80.475929 246.490935 514.110191 0.0193 0.0164 0.0028 1.166782 1.143878
2459590 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 175.390113 318.794557 195.529045 254.825778 43.992353 58.721934 313.227803 279.388403 0.0175 0.0164 0.0011 1.216018 1.207811
2459589 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 77.999565 236.586712 161.111780 225.583104 40.786541 68.849665 154.400176 324.420273 0.0173 0.0163 0.0013 1.169742 1.153452
2459588 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 89.818501 171.218603 220.548041 270.860069 41.542113 40.135248 80.291440 56.139333 0.0177 0.0165 0.0011 1.249829 1.239051
2459587 RF_maintenance 100.00% - - - 100.00% 0.00% 114.208711 176.024978 311.927419 354.465520 75.795495 96.080938 561.544603 655.807629 nan nan nan 0.000000 0.000000
2459586 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 96.116702 271.857581 60.503631 85.747223 17.704523 24.838670 357.357357 677.709769 0.0182 0.0162 0.0021 1.163777 1.150040
2459585 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 56.627125 86.643997 45.603400 54.526776 14.246760 13.042422 718.647256 892.944386 0.0187 0.0165 0.0014 0.000000 0.000000
2459584 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 82.228663 133.340903 240.892742 293.663167 16.933880 41.095711 131.229238 216.515403 0.0187 0.0165 0.0016 0.000000 0.000000
2459583 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 52.005636 100.619924 78.033319 95.230166 34.589991 66.032574 290.893960 443.551062 0.0182 0.0169 0.0009 0.883948 0.875529
2459582 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 42.216518 88.858321 65.618603 84.987737 42.038771 85.459490 264.132861 466.931831 0.0187 0.0164 0.0027 1.215582 1.201590
2459581 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 52.238026 136.090402 70.898401 93.373948 26.275934 47.909585 217.190860 437.996541 0.0191 0.0163 0.0030 1.187508 1.173888
2459580 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 50.965693 92.620600 83.511298 96.950032 43.894427 61.794569 383.674883 484.975065 0.0177 0.0164 0.0012 1.235020 1.223997
2459579 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 57.827573 109.778562 103.436345 112.521214 70.052478 82.848976 839.898854 822.653178 0.0175 0.0164 0.0010 1.228651 1.222314
2459578 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 7.304712 12.217052 34.557841 48.811697 195.437056 355.101098 979.076028 1751.677574 0.0185 0.0164 0.0019 nan nan
2459577 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 56.318413 170.320096 69.971034 119.454498 33.334915 254.848761 297.206559 937.340616 0.0194 0.0167 0.0023 1.168957 1.151929
2459576 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 63.065413 185.676787 63.739960 97.094668 52.036068 137.206070 568.135777 1128.887191 0.0182 0.0164 0.0021 0.794786 0.782686
2459575 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 33.718593 84.057821 57.595395 74.342185 27.607159 47.772263 47.019544 71.824372 0.0183 0.0165 0.0014 0.000000 0.000000
2459574 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 50.411502 88.666919 57.064912 70.897707 57.443068 75.736079 253.459831 377.795054 0.0180 0.0165 0.0016 0.764029 0.755518
2459573 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 44.585886 96.347432 91.292500 118.031181 39.687841 104.186672 410.149595 624.008199 0.0186 0.0165 0.0019 0.000000 0.000000
2459572 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 61.781947 120.125202 62.528239 82.683022 59.313524 126.838780 1113.520290 1703.987813 0.0175 0.0166 0.0012 1.070034 1.063039
2459571 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 6.041425 14.406173 33.574498 60.295076 216.775964 404.418956 1119.685428 2394.343706 0.0184 0.0166 0.0020 nan nan
2459570 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 62.402954 107.499401 74.416859 83.274152 24.422894 25.091900 548.729591 662.045783 0.0174 0.0164 0.0010 0.000000 0.000000
2459569 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 66.362632 96.389605 82.661878 85.605786 37.595127 33.062709 54.431397 52.441117 0.0170 0.0162 0.0008 0.770583 0.760051
2459566 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 55.745434 115.931010 78.346442 103.454723 53.991789 91.858114 296.085787 543.577227 0.0183 0.0161 0.0018 0.000000 0.000000
2459565 RF_maintenance 0.00% - - - 100.00% 0.00% 2.744448 2.744448 2.569265 2.569265 0.646598 0.646598 0.135260 0.135260 nan nan nan 0.000000 0.000000
2459564 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 42.509954 90.277244 71.157883 91.046561 10.405254 23.264784 202.587725 385.029836 0.0178 0.0162 0.0015 1.126809 1.116656
2459563 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 48.072840 93.517532 143.797043 180.162990 41.249406 64.424473 407.125155 691.143004 0.0179 0.0162 0.0017 1.125404 1.108567
2459562 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 41.243622 77.848780 38.401738 45.686778 17.708153 25.277492 256.259877 391.835260 0.0170 0.0161 0.0009 1.152692 1.147690
2459561 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 30.603790 75.387171 33.472588 44.004905 10.330649 18.465688 334.645937 521.920162 0.0177 0.0162 0.0013 1.067054 1.054378
2459560 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 33.227756 69.209694 35.509390 43.044531 9.539518 10.881636 232.860155 329.104257 0.0183 0.0161 0.0017 0.817606 0.809437
2459559 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 39.152793 93.739468 38.592785 51.022111 7.958714 18.743439 263.909464 530.760033 0.0183 0.0160 0.0025 1.187574 1.177616
2459558 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 73.919666 108.043419 88.872683 98.591841 54.430923 94.427153 719.184680 762.183280 0.0175 0.0162 0.0012 1.240733 1.241407
2459557 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0183 0.0165 0.0023 nan nan
2459556 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 49.540204 108.878851 78.674737 100.476563 32.335223 72.231188 697.045024 1327.320712 0.0180 0.0163 0.0013 1.163304 1.156820
2459554 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0178 0.0163 0.0015 nan nan
2459553 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0176 0.0162 0.0016 nan nan
2459552 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 60.887718 111.456331 114.933138 140.809703 73.206768 118.484150 521.639902 838.925542 0.0176 0.0162 0.0013 0.000000 0.000000
2459551 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 59.688329 66.883653 53.128865 51.404642 27.482329 30.355070 523.327508 491.110962 0.0180 0.0162 0.0012 1.184681 1.182738
2459550 RF_maintenance - 97.53% 97.53% 0.00% - - nan nan nan nan nan nan nan nan 0.0561 0.0548 0.0013 nan nan
2459549 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 55.364610 91.292582 87.729888 104.732022 45.479424 80.116793 535.393678 880.447377 0.0181 0.0163 0.0017 1.128619 1.119164
2459542 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 58.937683 101.767339 169.397111 190.623534 6.310513 7.321204 389.754908 512.733015 0.0172 0.0163 0.0010 1.205797 1.197914
2459541 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 10.921793 10.724044 42.712738 43.570946 626.831745 642.260843 51.220323 34.966313 0.0185 0.0169 0.0019 1.154052 1.146139
2459540 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 46.410948 85.684918 38.806430 44.436772 29.431980 31.341093 203.000520 218.219475 0.0180 0.0163 0.0012 1.007220 0.998839
2459536 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 100.694071 174.192122 149.314517 181.427471 64.358348 110.387411 784.486638 1455.644813 0.0175 0.0162 0.0011 1.092992 1.084000
2459535 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 43.629758 78.944787 36.929822 45.105699 43.681440 37.988912 254.101041 434.354056 0.0176 0.0164 0.0013 1.203067 1.199096
2459534 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 37.164052 64.923543 34.696369 40.003233 25.489047 37.708411 237.762706 304.849338 0.0177 0.0163 0.0011 1.176551 1.172771
2459533 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 55.650926 116.510788 77.781749 97.641803 34.061534 62.137103 458.958128 823.220566 0.0179 0.0162 0.0018 1.196105 1.182537
2459532 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 68.438422 140.303162 104.381920 138.328829 57.696025 83.418139 418.268217 682.397684 0.0181 0.0162 0.0015 1.281400 1.265779
2459530 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 46.709522 74.742351 35.541760 39.824999 23.300355 35.377201 357.047636 368.300058 0.0172 0.0164 0.0009 1.168456 1.166533
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% 53.862121 138.432519 118.698862 161.484905 143.399162 270.689956 350.136605 714.927865 0.0179 0.0160 0.0011 0.000000 0.000000
2459523 RF_maintenance 100.00% - - - 100.00% 0.00% 57.619278 193.190421 103.713718 173.239874 30.650233 166.193489 359.488407 1321.161468 nan nan nan 1.492878 1.483681
2459522 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 57.031157 99.600448 109.912964 130.645470 147.364398 177.495393 573.693537 760.696218 0.0182 0.0162 0.0014 1.111879 1.094029
2459513 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 8.046167 16.176754 34.837545 48.925197 202.382596 538.422133 961.737029 1685.404884 0.0193 0.0163 0.0024 nan nan
2459508 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 70.348110 133.771263 123.051832 142.080703 121.595803 102.398229 146.950172 160.788907 0.0179 0.0162 0.0015 0.000000 0.000000
2459505 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 55.098729 141.599391 92.233379 134.888629 43.571540 184.219466 344.581494 1015.742264 0.0112 0.0063 0.0099 1.008110 0.999121
2459503 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 70.423993 121.947051 176.215683 216.674121 75.439578 85.576907 640.555687 1111.593140 0.0082 0.0058 0.0098 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 0: 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
0 N00 RF_maintenance nn Temporal Discontinuties 456.172092 20.398879 102.585524 74.638016 117.192818 51.375299 127.190875 132.051687 456.172092

Antenna 0: 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
0 N00 RF_maintenance nn Power inf 5.632591 6.149538 inf inf 7021.575132 7337.400653 17944.348462 20928.648647

Antenna 0: 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
0 N00 RF_maintenance nn Temporal Discontinuties 28865.841583 16.661397 8.055609 118.517806 115.412002 13375.907190 16695.179699 26586.079530 28865.841583

Antenna 0: 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
0 N00 RF_maintenance nn Temporal Discontinuties 833.581066 39.342404 63.124386 58.156136 66.348912 20.264442 22.582547 777.727943 833.581066

Antenna 0: 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
0 N00 RF_maintenance nn Temporal Discontinuties 9050.656798 14.051352 6.570218 61.161566 61.404268 3414.214854 4983.626975 7107.222674 9050.656798

Antenna 0: 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
0 N00 RF_maintenance ee Temporal Discontinuties 9885.772731 6.915464 5.600012 58.795512 63.011155 758.028026 816.133523 8165.883030 9885.772731

Antenna 0: 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
0 N00 RF_maintenance nn Temporal Variability 8089.761198 15.293529 4.049352 55.415914 56.357928 5262.671431 8089.761198 6195.573062 7957.085083

Antenna 0: 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
0 N00 RF_maintenance ee Temporal Discontinuties 8578.597934 8.795658 5.074631 49.361808 48.005525 5662.065099 6386.607093 8578.597934 8207.070246

Antenna 0: 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
0 N00 RF_maintenance nn Temporal Discontinuties 9472.113260 4.612073 14.773030 59.713499 59.101958 7646.520826 5292.844316 9472.113260 7868.535571

Antenna 0: 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
0 N00 RF_maintenance nn Temporal Variability 18416.832508 17.985319 8.599103 136.069257 135.991841 12905.564147 18416.832508 9415.815979 11255.611179

Antenna 0: 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
0 N00 RF_maintenance nn Temporal Discontinuties 8285.695897 24.330925 13.144378 144.295097 145.530956 1941.357491 2899.421177 6633.981751 8285.695897

Antenna 0: 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
0 N00 RF_maintenance nn Temporal Discontinuties 10123.062323 17.539225 9.349930 58.125608 59.235024 4031.909355 6213.106830 7871.415403 10123.062323

Antenna 0: 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
0 N00 RF_maintenance nn Temporal Discontinuties 10168.207000 15.105398 11.287286 76.129610 74.924608 5575.718253 6974.010725 9724.438546 10168.207000

Antenna 0: 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
0 N00 RF_maintenance nn Temporal Variability 28302.330179 23.511026 20.959351 25.494004 30.331580 14582.436824 28302.330179 12472.803064 23342.300962

Antenna 0: 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
0 N00 Not Found ee Temporal Variability 21892.706336 36.525032 41.345784 44.754964 48.104708 20710.778660 21892.706336 20114.451540 21500.407441

Antenna 0: 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
0 N00 RF_maintenance ee Temporal Discontinuties 13047.281538 2.476509 4.254859 51.849310 54.824808 6798.410105 7189.689989 10440.129526 13047.281538

Antenna 0: 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
0 N00 RF_maintenance ee Power inf 23.745067 22.279687 inf inf 11034.614658 10490.836226 31709.055561 29830.375285

Antenna 0: 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
0 N00 RF_maintenance ee Temporal Discontinuties 18760.108744 5.897165 5.342482 232.858277 219.695775 3274.876822 3107.483731 18760.108744 15085.656062

Antenna 0: 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
0 N00 RF_maintenance ee Temporal Variability 28395.505416 25.819586 23.926297 47.755294 45.231005 28395.505416 26999.628315 19214.915229 18083.016473

Antenna 0: 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
0 N00 RF_maintenance ee Temporal Variability 54105.480332 45.844133 50.157071 56.821716 60.040943 51482.209662 54105.480332 20233.983656 21477.953226

Antenna 0: 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
0 N00 RF_maintenance ee Temporal Discontinuties 32664.883802 28.831360 27.473113 64.386309 61.733278 29442.425620 28070.770321 32664.883802 30839.419471

Antenna 0: 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
0 N00 RF_maintenance ee Power inf 6.603398 4.977002 inf inf 12287.572435 11600.936800 20028.301519 16046.917094

Antenna 0: 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
0 N00 RF_maintenance ee Temporal Discontinuties 11303.903580 3.201388 3.662545 68.331380 71.993441 1092.905457 1152.896214 9052.604719 11303.903580

Antenna 0: 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
0 N00 RF_maintenance ee Temporal Variability 20811.236860 22.297717 23.611325 31.168614 32.617528 19802.084260 20811.236860 16736.569535 17774.638167

Antenna 0: 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
0 N00 RF_maintenance nn Temporal Discontinuties 18167.624691 20.006200 21.603323 31.471392 32.168488 7183.306181 6788.996030 18167.624691 17477.871333

Antenna 0: 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
0 N00 RF_maintenance nn Temporal Discontinuties 19632.818332 27.121584 28.603923 33.484956 32.361505 10173.656475 8242.242766 19632.818332 16295.949786

Antenna 0: 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
0 N00 RF_maintenance nn Power inf 6.213041 7.927651 inf inf 9249.402264 9809.855153 11091.300984 13956.972040

Antenna 0: 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
0 N00 RF_maintenance nn Temporal Discontinuties 18419.500102 22.634482 19.984746 29.151703 31.653523 6219.024468 9427.170900 12586.159958 18419.500102

Antenna 0: 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
0 N00 RF_maintenance nn Temporal Variability 16780.759862 18.327554 20.175995 33.851459 33.546930 16780.759862 14147.075662 13197.219868 11414.309476

Antenna 0: 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
0 N00 RF_maintenance nn Temporal Discontinuties 19469.807296 13.932348 15.273712 24.332012 24.067037 16901.276672 13968.184171 19469.807296 16375.639533

Antenna 0: 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
0 N00 RF_maintenance nn Temporal Variability 25078.448973 20.048232 21.565527 29.315499 29.796881 25078.448973 23861.251084 22929.617150 22142.935874

Antenna 0: 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
0 N00 RF_maintenance ee Temporal Discontinuties 14575.693390 15.988406 17.571484 26.833856 27.878335 7511.835475 7937.795817 13745.824083 14575.693390

Antenna 0: 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
0 N00 RF_maintenance ee Temporal Discontinuties 25238.745671 10.166274 8.301505 188.816811 178.503209 2707.874606 2583.973136 25238.745671 20505.882487

Antenna 0: 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
0 N00 RF_maintenance nn Temporal Variability 32041.653064 15.573712 14.214314 30.231529 29.841578 29025.386631 32041.653064 8292.406237 8966.902040

Antenna 0: 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
0 N00 RF_maintenance nn Temporal Variability 35672.813025 15.775047 17.431183 25.894006 24.599723 35672.813025 26276.237259 16159.231911 12320.268423

Antenna 0: 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
0 N00 RF_maintenance nn Temporal Discontinuties 1950.605128 22.590091 33.548952 38.031039 58.761754 327.132913 538.634219 1154.984816 1950.605128

Antenna 0: 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
0 N00 RF_maintenance nn Temporal Discontinuties 17804.135216 18.924194 18.066692 24.391791 24.197500 11202.925400 12380.267191 16419.195694 17804.135216

Antenna 0: 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
0 N00 RF_maintenance nn Temporal Discontinuties 20871.385998 18.085557 16.501703 20.718726 24.844036 9671.081580 19448.580193 10728.963758 20871.385998

Antenna 0: 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
0 N00 RF_maintenance nn Temporal Discontinuties 19329.518551 17.534641 6.142364 152.988460 154.449577 1445.423523 2128.457733 15838.453744 19329.518551

Antenna 0: 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
0 N00 RF_maintenance nn Temporal Discontinuties 18686.589347 19.318050 22.080114 29.659109 29.410433 14820.488619 13635.028817 18686.589347 17713.881796

Antenna 0: 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
0 N00 RF_maintenance ee Temporal Discontinuties 7167.758397 38.928678 65.568846 227.988530 236.050563 2616.515492 2361.397670 6048.803644 7167.758397

Antenna 0: 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
0 N00 RF_maintenance nn Temporal Discontinuties 1027.680496 11.433334 7.081853 34.392872 19.037941 121.241853 34.223996 1027.680496 407.109620

Antenna 0: 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
0 N00 RF_maintenance nn Temporal Variability 15795.066913 4.405163 5.739224 18.289257 17.419307 15795.066913 12308.424107 9913.315180 8027.310963

Antenna 0: 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
0 N00 RF_maintenance nn Temporal Discontinuties 6594.592154 45.402027 170.905517 196.690587 340.599562 37.616464 119.602880 1452.009115 6594.592154

Antenna 0: 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
0 N00 RF_maintenance nn Temporal Discontinuties 753.214543 4.681999 2.514334 8.235530 5.201308 6.771461 1.000416 753.214543 312.379749

Antenna 0: 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
0 N00 RF_maintenance nn Temporal Discontinuties 1816.920492 13.032879 6.538011 45.241305 23.608592 159.937910 72.903387 1816.920492 648.454440

Antenna 0: 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
0 N00 RF_maintenance nn Temporal Discontinuties 2367.701641 33.186582 22.981741 76.337106 56.469592 231.778801 170.130914 2367.701641 1603.065553

Antenna 0: 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
0 N00 RF_maintenance nn Temporal Discontinuties 1879.720326 38.323616 28.367727 113.035907 68.775755 1565.355970 432.870470 1879.720326 535.368720

Antenna 0: 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
0 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 0: 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
0 N00 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 0: 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
0 N00 RF_maintenance ee Temporal Discontinuties 167.141193 106.166884 106.166884 96.283137 96.283137 76.931634 76.931634 167.141193 167.141193

Antenna 0: 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
0 N00 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 0: 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
0 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 0: 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
0 N00 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 0: 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
0 0 RF_maintenance nn Temporal Discontinuties 202.435223 19.132202 55.232495 149.846033 173.263372 116.506482 201.786827 130.110871 202.435223

Antenna 0: 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
0 0 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 0: 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
0 0 RF_maintenance nn Temporal Discontinuties 2173.565272 47.837895 92.319627 135.167934 166.183511 70.021084 131.193740 1359.763340 2173.565272

Antenna 0: 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
0 0 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 0: 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
0 0 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 0: 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
0 0 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 0: 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
0 0 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 0: 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
0 0 RF_maintenance nn Temporal Discontinuties 633.384282 144.556768 39.024126 157.758115 92.254627 252.460022 78.781349 633.384282 242.671636

Antenna 0: 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
0 0 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 0: 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
0 0 RF_maintenance nn Temporal Discontinuties 665.246396 63.479783 124.637812 133.571990 154.129377 91.671441 139.005808 510.450129 665.246396

Antenna 0: 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
0 0 RF_maintenance nn Temporal Discontinuties 1883.326487 134.503608 110.485241 196.566079 182.017936 228.596876 256.599606 1883.326487 1578.000060

Antenna 0: 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
0 0 RF_maintenance ee Temporal Discontinuties 1190.470011 75.822350 127.311712 133.210886 151.456237 191.077276 194.629631 1190.470011 1161.916107

Antenna 0: 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
0 0 RF_maintenance nn Temporal Discontinuties 1394.766143 113.693558 84.635506 158.575643 140.716268 218.814635 103.781220 1394.766143 769.157554

Antenna 0: 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
0 0 RF_maintenance nn Temporal Discontinuties 1990.909114 70.988508 180.094705 164.243601 236.251030 40.606725 65.553536 855.138717 1990.909114

Antenna 0: 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
0 0 RF_maintenance nn Temporal Discontinuties 442.103197 111.352391 47.088435 154.089733 117.770731 91.698138 64.593665 442.103197 312.278919

Antenna 0: 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
0 0 RF_maintenance nn Temporal Discontinuties 1859.338324 159.403212 66.956302 162.553678 116.678145 85.687537 57.159961 1859.338324 967.903820

Antenna 0: 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
0 0 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 0: 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
0 0 RF_maintenance nn Temporal Discontinuties 3156.829156 49.699585 28.489937 142.021711 84.388010 403.564533 185.925777 3156.829156 1542.077638

Antenna 0: 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
0 0 RF_maintenance nn Temporal Discontinuties 1164.220597 47.210412 95.154274 168.620844 198.135698 47.993787 53.221648 984.230381 1164.220597

Antenna 0: 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
0 0 RF_maintenance ee Temporal Discontinuties 2147.000239 76.096950 134.033826 142.270149 156.409203 58.777595 59.709635 2147.000239 2054.998241

Antenna 0: 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
0 0 RF_maintenance nn Temporal Discontinuties 2298.644514 42.409976 90.399260 214.069140 343.880160 403.438317 504.139535 1429.142222 2298.644514

Antenna 0: 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
0 0 RF_maintenance nn Temporal Discontinuties 1795.171664 119.700581 72.850962 285.806680 247.163727 137.900527 57.964058 1795.171664 1066.081481

Antenna 0: 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
0 0 RF_maintenance nn Temporal Discontinuties 2078.696060 28.737580 41.089282 71.805683 87.930353 418.477510 780.213658 1503.199784 2078.696060

Antenna 0: 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
0 0 RF_maintenance nn Temporal Discontinuties 503.157250 88.878419 58.944257 222.000785 201.375777 56.559640 49.643422 503.157250 442.687906

Antenna 0: 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
0 0 RF_maintenance nn Temporal Discontinuties 769.198293 37.012825 78.933430 168.710765 201.006061 49.474039 59.257860 728.991751 769.198293

Antenna 0: 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
0 0 RF_maintenance nn Temporal Discontinuties 3041.393087 98.710266 55.949774 180.759892 143.839351 100.315608 36.501326 3041.393087 1217.076190

Antenna 0: 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
0 0 RF_maintenance nn Temporal Discontinuties 3029.951500 103.765946 56.768174 156.482049 125.043271 59.355205 36.757614 3029.951500 1419.908104

Antenna 0: 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
0 0 RF_maintenance nn Temporal Discontinuties 1130.191413 99.618610 55.259597 199.352309 171.341007 82.921360 66.397626 1130.191413 1070.186297

Antenna 0: 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
0 0 RF_maintenance nn Temporal Discontinuties 2146.160136 121.061738 73.541259 145.192733 127.654196 60.794262 75.020508 2146.160136 2088.294671

Antenna 0: 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
0 0 RF_maintenance nn Temporal Discontinuties 1747.474570 34.771310 53.095276 74.552036 102.305168 149.890132 285.423303 947.775201 1747.474570

Antenna 0: 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
0 0 RF_maintenance nn Temporal Discontinuties 1220.838797 149.533748 59.238262 168.627817 118.162073 122.070534 39.865118 1220.838797 478.786730

Antenna 0: 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
0 0 RF_maintenance nn Temporal Discontinuties 978.818405 82.524978 132.377671 165.397988 189.722149 61.456810 64.935882 826.084426 978.818405

Antenna 0: 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
0 0 RF_maintenance nn Power 225.770187 61.811347 150.715215 185.120532 225.770187 24.931040 41.358808 58.588489 67.219803

Antenna 0: 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
0 0 RF_maintenance nn Power 181.044942 76.257066 48.522979 181.044942 158.994154 64.620754 63.930664 168.187342 126.529309

Antenna 0: 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
0 0 RF_maintenance nn Temporal Discontinuties 1230.565225 54.136708 90.988913 125.640474 143.417993 56.765860 52.095683 984.813853 1230.565225

Antenna 0: 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
0 0 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 0: 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
0 0 RF_maintenance ee Temporal Variability 31034.996708 1.641512 1.641512 1037.602299 1037.602299 31034.996708 31034.996708 6.049010 6.049010

Antenna 0: 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
0 0 RF_maintenance ee Temporal Discontinuties 1092.486756 49.172849 85.423606 145.775020 166.957818 62.140634 61.806332 1092.486756 1080.243168

Antenna 0: 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
0 0 RF_maintenance ee Temporal Discontinuties 316.392330 64.516532 111.359706 171.134336 195.571289 74.784659 112.427943 316.392330 309.565497

Antenna 0: 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
0 0 RF_maintenance nn Temporal Discontinuties 1447.440295 60.604885 113.139870 201.174026 237.992132 80.491633 93.427735 1187.352510 1447.440295

Antenna 0: 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
0 0 RF_maintenance nn Temporal Discontinuties 837.581057 88.663508 105.181328 188.928977 189.776647 89.978809 136.785242 791.796009 837.581057

Antenna 0: 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
0 0 RF_maintenance nn Temporal Discontinuties 628.936895 54.256793 101.914221 150.427172 176.209001 66.530633 61.395997 587.649429 628.936895

Antenna 0: 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
0 0 RF_maintenance nn Temporal Discontinuties 232.125522 22.778847 156.515385 154.994966 201.647243 40.909342 71.487685 168.206541 232.125522

Antenna 0: 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
0 0 RF_maintenance ee Temporal Discontinuties 1054.504837 62.226870 86.661575 199.668134 213.534578 74.289935 77.758134 1054.504837 952.193672

Antenna 0: 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
0 0 RF_maintenance nn Temporal Discontinuties 509.194918 45.318363 101.188614 161.939492 214.353380 30.396176 65.385858 268.305133 509.194918

Antenna 0: 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
0 0 RF_maintenance nn Temporal Discontinuties 569.202262 132.121756 60.718046 204.097635 170.691251 63.478778 87.547543 569.202262 511.176721
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