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 = "150"
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 150 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 150, Node N15:

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)
2459810 RF_maintenance 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459809 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 207.332512 204.551431 inf inf 6523.696314 5830.315490 3191.359819 3004.476761 nan nan nan 0.000000 0.000000
2459808 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 19.615351 20.266157 63.243206 65.847209 29.487729 30.689436 7.126048 7.548131 0.0416 0.0395 0.0021 1.210898 1.206508
2459807 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 20.939081 21.933015 45.832026 47.923196 25.106735 26.072472 24.360451 27.539715 0.0514 0.0540 0.0018 1.263791 1.261637
2459806 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
2459805 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 18.928682 19.771399 61.330194 63.718288 20.577611 22.184566 5.508415 5.844534 0.0450 0.0465 0.0020 1.302741 1.297342
2459804 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 22.278287 22.991092 54.848121 57.515603 23.162775 24.578815 4.761277 5.228167 0.0510 0.0552 0.0025 1.255198 1.253435
2459803 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 28.021308 28.370623 68.935986 72.012724 24.446694 26.178255 13.436115 14.526400 0.0547 0.0584 0.0015 1.242306 1.250005
2459802 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 24.844275 26.827778 50.980406 53.738294 41.380395 40.852014 7.342647 8.226153 0.0511 0.0538 0.0014 0.000000 0.000000
2459801 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 22.501530 23.680665 53.807992 56.220335 42.590517 44.619683 17.085061 19.170259 0.0526 0.0548 0.0016 1.272996 1.262797
2459800 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 23.940492 25.297078 53.669564 55.938025 24.127759 25.052046 22.193330 23.667840 0.0604 0.0659 0.0042 1.309712 1.323371
2459799 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 22.175748 25.161449 38.726890 41.279670 60.392026 58.950068 3.234213 3.189860 0.0538 0.0555 0.0017 1.252429 1.251896
2459798 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 23.139610 24.034219 53.311681 55.656354 20.982495 21.537325 14.562296 15.534824 0.0569 0.0592 0.0017 1.313758 1.319944
2459797 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
2459796 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 20.915355 21.358740 65.377137 68.944142 23.949922 23.787652 19.010509 20.541805 0.0585 0.0628 0.0018 1.366453 1.406991
2459795 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 23.779400 24.677074 54.210621 57.203538 27.018324 26.909980 17.784216 19.191430 0.0511 0.0509 0.0019 1.226582 1.209503
2459794 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 22.897197 24.028416 54.544680 57.247195 32.533293 31.869606 27.843562 29.476610 0.0612 0.0639 0.0015 0.000000 0.000000
2459793 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 17.504689 18.206301 54.219145 56.994355 33.945164 33.510344 12.272881 13.490895 0.0530 0.0582 0.0030 0.000000 0.000000
2459792 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 22.206745 25.617478 40.662238 42.657688 40.697551 39.785558 3.792960 4.048552 0.0503 0.0525 0.0015 1.362301 1.353947
2459791 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 22.064720 23.883487 69.521455 72.690052 69.135467 85.701732 30.744489 49.693768 0.0532 0.0570 0.0021 1.088815 1.093210
2459790 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 33.346001 35.592098 63.183305 65.662730 46.667880 46.485341 10.468514 11.332435 0.0533 0.0567 0.0022 0.000000 0.000000
2459789 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 30.090604 31.943739 68.535438 70.965017 49.397012 48.946768 24.930640 25.968100 0.0517 0.0526 0.0007 0.000000 0.000000
2459788 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 26.399791 28.347879 69.994389 72.248942 52.873129 52.228860 10.504250 10.845820 0.0514 0.0536 0.0015 0.000000 0.000000
2459787 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 26.773693 28.760802 56.313867 57.732170 34.154578 33.897363 14.063184 14.599260 0.0465 0.0473 0.0011 0.000000 0.000000
2459786 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 27.999162 30.051568 68.185682 71.004320 52.561875 50.439846 14.975023 16.668359 0.0484 0.0520 0.0023 0.850908 0.846118
2459785 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 18.356719 21.103572 69.823534 73.220114 45.187981 43.394148 2.149767 2.311962 0.0498 0.0520 0.0014 0.000000 0.000000
2459784 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 26.448150 28.583725 69.710828 71.905240 49.878714 47.594108 1.867644 1.498269 0.0463 0.0484 0.0017 0.000000 0.000000
2459783 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 23.987758 26.067709 20.326306 21.702062 24.268219 22.288134 8.017659 8.625090 0.0451 0.0477 0.0019 1.284735 1.281305
2459782 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 22.152130 23.977411 10.088562 10.947035 13.753129 12.642823 5.375709 6.184348 0.0475 0.0496 0.0016 1.277646 1.274446
2459781 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 3.422586 4.058317 6.074504 6.416113 1.605095 1.226632 1.611298 1.967346 0.0488 0.0539 0.0026 1.327556 1.335626
2459778 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 15.130718 17.213150 12.596824 13.604259 23.683568 21.994896 5.957858 6.830061 0.0515 0.0531 0.0015 1.316880 1.315126
2459776 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 22.201062 26.228053 10.117503 10.438305 36.153860 37.277225 7.371650 7.911147 0.0527 0.0539 0.0011 1.284736 1.277682
2459774 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0574 0.0604 0.0017 nan nan
2459773 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 24.198949 27.802319 89.533138 92.844767 22.402964 19.919444 12.799686 14.049491 0.0497 0.0513 0.0016 1.350080 1.323058
2459772 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 14.265000 16.892440 35.508321 37.359058 5.135530 4.115700 8.103178 9.148358 0.0565 0.0583 0.0012 1.410377 1.398728
2459771 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 13.905972 16.480218 33.749118 35.490435 4.681957 3.889819 5.895333 6.526497 0.0527 0.0548 0.0018 1.393552 1.380693
2459770 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 22.323798 25.911426 58.682477 61.338507 15.522714 13.139755 7.606440 8.415823 0.0439 0.0457 0.0016 1.254896 1.250468
2459769 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 25.763326 30.127006 74.532066 77.973693 19.711120 17.022071 6.930935 7.557738 0.0492 0.0493 0.0015 1.283008 1.273730
2459768 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
2459767 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 18.302008 21.601064 36.410608 38.198946 5.819334 4.830686 8.012620 8.944810 0.0675 0.0703 0.0017 1.322625 1.312257
2459766 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.910384 19.943650 33.529201 35.100023 5.448662 4.508713 6.128976 6.677875 0.0510 0.0523 0.0011 1.342889 1.329883
2459765 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 31.707924 37.094997 95.836009 100.247519 21.503843 17.150173 12.204853 13.710481 0.0488 0.0486 0.0018 1.172570 1.167470
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% 18.893706 22.984379 39.951475 41.726137 9.117758 5.546235 7.205946 5.215657 0.0441 0.0451 0.0019 1.255551 1.215372
2459761 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 25.262617 30.337730 64.470350 67.124553 15.068261 12.760909 12.963230 14.479785 0.0538 0.0561 0.0018 0.937149 0.950426
2459760 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 26.013633 31.589456 76.087504 79.915177 38.272294 29.092219 22.328000 25.696440 0.0480 0.0493 0.0014 1.162680 1.157397
2459759 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 11.313311 13.324362 26.856001 28.254204 3.412493 2.923188 5.064780 5.638028 0.0550 0.0556 0.0014 1.271998 1.243788
2459758 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 17.838263 21.511943 40.338117 42.796403 8.087402 5.483377 6.367484 7.907269 0.0465 0.0469 0.0019 1.282935 1.269551
2459757 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 12.667495 14.884053 38.309905 40.130439 6.870627 5.921308 7.032462 7.923619 0.0499 0.0506 0.0013 1.271221 1.260400
2459755 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 19.144336 23.277460 36.448276 38.384092 11.153360 8.263250 5.433851 6.097414 0.0475 0.0502 0.0015 1.159785 1.172887
2459754 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 15.574368 19.201088 31.113226 32.988325 8.771559 5.876540 5.660648 6.822846 0.0491 0.0506 0.0014 1.277873 1.281194
2459753 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 21.447206 25.974855 38.917075 41.127334 9.700580 6.997544 7.141112 7.751922 0.0510 0.0513 0.0013 1.235063 1.231065
2459752 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 24.151763 29.454583 89.965898 94.019127 25.782637 18.728775 8.313875 8.572415 0.0518 0.0526 0.0020 0.000000 0.000000
2459750 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 27.617195 31.905142 92.460832 96.502990 27.976108 26.053109 6.347840 6.942123 0.0528 0.0535 0.0018 1.150390 1.145021
2459749 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 19.443969 23.866940 38.616023 40.737470 7.317026 5.234120 8.118302 8.784192 0.0482 0.0479 0.0023 1.339360 1.307619
2459748 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 18.297017 22.442789 49.309934 52.017124 12.066676 9.787616 8.813849 9.542854 0.0456 0.0468 0.0021 1.319415 1.287411
2459747 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 14.214169 13.308243 6.598252 7.757081 0.531159 1.699900 6.999290 10.143412 0.1562 0.1564 0.0202 nan nan
2459746 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 26.928043 23.883690 10.882652 11.350864 0.724051 0.561738 6.516569 7.664473 0.1367 0.1444 0.0184 nan nan
2459745 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 18.320691 23.137887 33.512740 35.507596 7.437897 7.375857 7.109215 8.801258 0.0564 0.0557 0.0030 0.937727 0.926938
2459744 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 14.674306 14.318933 7.067094 8.261405 0.633621 1.205947 8.927182 12.647589 0.1419 0.1480 0.0151 nan nan
2459743 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 24.612041 28.400202 138.194153 144.313957 27.209812 25.076451 12.465123 13.717902 0.0570 0.0581 0.0023 1.360774 1.326536
2459742 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 16.175949 15.130398 10.303318 11.578329 1.746312 3.082478 5.211769 7.819962 0.1312 0.1282 0.0136 nan nan
2459741 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459740 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 18.369515 18.040105 11.100004 13.606075 2.164759 3.078857 7.904871 11.203331 0.1311 0.1405 0.0157 nan nan
2459738 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 21.398039 26.728824 106.281363 112.498684 27.475541 25.344020 12.079170 14.372488 0.0508 0.0523 0.0010 1.199085 1.197523
2459736 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 15.083613 17.445785 42.792541 45.068083 8.351701 7.466363 7.516762 8.404191 0.0548 0.0556 0.0011 1.245267 1.241269
2459734 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 14.799236 13.955954 6.233270 7.501079 1.503343 2.330699 4.676466 7.271663 0.1256 0.1377 0.0171 nan nan
2459733 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 13.847229 12.927746 6.485808 7.602642 0.835645 1.318352 5.269702 7.115616 0.1230 0.1333 0.0168 nan nan
2459732 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 18.115910 17.152721 7.179564 8.693675 0.570637 0.568565 5.628342 8.718004 0.1186 0.1269 0.0157 nan nan
2459731 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 21.920154 30.238907 82.271478 87.349779 35.703357 34.818412 8.209221 9.245962 0.0504 0.0540 0.0026 1.199122 1.200288
2459730 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 13.906218 12.961395 6.597305 7.725379 0.924806 1.535430 5.574334 7.308682 0.1264 0.1377 0.0178 nan nan
2459728 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 12.360391 11.497645 7.026049 8.211419 1.115123 1.884272 3.569362 5.220922 0.1463 0.1479 0.0165 nan nan
2459726 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 9.360336 8.773216 4.009301 4.803647 0.385528 1.226807 5.004022 7.864446 0.1563 0.1537 0.0198 nan nan
2459724 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 13.036890 12.552256 4.985852 6.063205 1.565249 1.916732 5.837047 8.254906 0.1334 0.1365 0.0156 nan nan
2459723 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 10.877360 10.227059 4.237435 5.299563 0.812291 0.772968 2.881359 4.343691 0.1669 0.1750 0.0171 nan nan
2459722 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 31.851591 37.208349 113.802164 118.497838 23.207112 21.287283 17.681146 19.548728 0.0576 0.0601 0.0022 1.270803 1.256865
2459720 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 9.494113 8.673600 6.317150 7.390242 1.525382 2.262132 2.086384 3.415387 0.1545 0.1587 0.0197 nan nan
2459719 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 10.431984 9.705949 5.080429 6.119624 1.226470 2.185531 4.898349 7.126215 0.1525 0.1523 0.0186 nan nan
2459718 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 11.966613 11.410278 7.017093 8.551140 1.135409 2.268366 6.077592 9.711871 0.1483 0.1495 0.0166 nan nan
2459717 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 11.763737 11.498567 4.221544 5.293340 1.311241 1.721610 4.651226 6.729893 0.1425 0.1399 0.0147 nan nan
2459716 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 10.688250 10.272151 4.051507 5.036980 1.050972 1.445261 5.578853 7.850653 0.1442 0.1480 0.0158 nan nan
2459715 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459713 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 13.560949 12.907298 6.341519 7.500712 1.407261 2.142808 5.313669 8.049942 0.1476 0.1574 0.0165 nan nan
2459712 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 26.104209 27.560349 158.945373 164.716496 93.707224 96.163780 290.180128 226.843535 0.0586 0.0642 0.0041 1.303120 1.287896
2459711 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - 2.943300 2.425690 2.852072 3.357223 0.868335 0.711717 1.969390 3.114983 0.1250 0.1247 0.0131 nan nan
2459710 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - 2.546084 2.063567 3.254704 3.734876 0.396379 1.503109 2.496255 3.565635 0.1285 0.1317 0.0157 nan nan
2459708 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 23.479343 27.778835 113.012646 118.747547 27.352595 24.919014 22.635998 25.106974 0.0514 0.0522 0.0019 0.000000 0.000000
2459707 RF_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.078125 -0.352460 1.269367 1.412139 0.673412 0.558058 1.575497 2.150642 0.1041 0.1200 0.0143 0.000000 0.000000
2459706 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - 1.945877 1.492418 2.702275 3.037932 0.653889 1.166997 2.299193 3.132549 0.1458 0.2133 0.0229 nan nan
2459705 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459703 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 9.632952 9.432316 11.606343 13.539772 1.804301 4.007809 7.281657 8.670260 0.1028 0.1195 0.0267 nan nan
2459702 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 20.423517 26.938634 63.589755 67.843782 8.407062 11.465337 7.523589 9.064567 0.0506 0.0508 0.0007 0.000000 0.000000
2459701 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 19.902124 26.028545 34.708433 36.887130 8.266104 11.827201 5.926193 6.755043 0.0542 0.0541 0.0001 0.000000 0.000000
2459697 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 5342.869818 5342.869818 5001.432347 5001.432347 3336.024577 3336.024577 16272.051970 16272.051970 1.0000 1.0000 0.0000 0.000000 0.000000
2459696 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1006.825127 1006.825127 906.321305 906.321305 929.414575 929.414575 3708.546407 3708.546407 1.0000 1.0000 0.0000 0.000000 0.000000
2459695 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 735.386127 735.386127 712.800195 712.800195 722.796042 722.796042 2396.299137 2396.299137 1.0000 1.0000 0.0000 0.000000 0.000000
2459694 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 27.082760 31.999540 72.133672 75.603342 19.900824 18.873651 7.196143 8.313165 0.0509 0.0503 0.0020 1.507612 1.495839
2459693 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 15.505197 20.314781 69.743595 74.166781 21.567011 15.651680 21.813763 19.237412 0.0640 0.0716 0.0061 1.141855 1.173662
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% 19.516583 24.282869 65.445419 70.093235 9.132640 7.968795 9.677485 11.668420 0.0492 0.0484 0.0015 1.453247 1.416249
2459690 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 19.527060 22.712611 70.235251 74.516962 14.762436 11.624021 13.414273 15.595989 0.0509 0.0519 0.0013 1.274456 1.248351
2459689 RF_maintenance 100.00% - - - - - 20.918205 26.685223 51.654731 54.567108 23.879512 26.481742 8.197761 10.060408 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 1.261716 1.262011
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% 18.087235 21.568242 47.392620 49.831115 11.637734 9.572570 0.719664 1.158596 0.0515 0.0515 0.0012 1.305339 1.273828
2459685 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 20.669315 24.373161 46.447087 48.700217 11.739073 9.296346 0.915888 1.372517 0.0564 0.0594 0.0020 1.305997 1.284978
2459684 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 20.063024 23.806506 58.294227 61.501964 7.458128 6.230711 1.275208 1.943091 0.0534 0.0551 0.0010 1.263836 1.234887
2459676 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 22.531588 27.541465 69.216829 73.487883 17.408768 18.458302 5.519666 6.910560 0.0521 0.0531 0.0016 1.189039 1.194959
2459675 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 20.881248 25.489410 57.789227 61.250412 24.257077 22.689709 4.818898 6.027976 0.0539 0.0560 0.0015 1.305229 1.306223
2459674 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
2459673 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 25.931203 30.701698 81.224371 85.517232 29.973012 30.494259 6.622714 8.020192 0.0590 0.0592 0.0020 0.000000 0.000000
2459672 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 19.418559 23.281583 59.791727 63.628767 10.998209 10.145826 1.576281 1.912027 0.0541 0.0553 0.0014 0.000000 0.000000
2459671 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 26.175861 29.910419 61.150060 64.482892 33.179687 36.615600 8.708002 8.955948 0.0546 0.0536 0.0015 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% - - 11.025099 11.209303 10.508731 12.763329 1.180823 1.919953 6.280948 8.269511 0.1658 0.1705 0.0230 nan nan
2459668 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 21.302231 24.822462 82.885970 87.564485 32.686542 32.306940 33.223175 30.318079 0.0546 0.0568 0.0019 1.319459 1.294854
2459665 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
2459664 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - 0.466469 0.558759 0.338716 3.248544 0.351066 2.220440 2.723352 3.298868 0.0275 0.0263 0.0017 nan nan
2459663 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 27.907941 32.555042 120.956923 127.270263 54.342532 54.422671 9.522276 11.488924 0.0634 0.0641 0.0012 1.235554 1.242134
2459662 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 11.667165 11.864903 8.565788 10.549286 2.460933 7.447564 6.717659 10.081104 0.1794 0.1214 0.0255 nan nan
2459661 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 22.697119 28.343733 92.351897 97.494610 28.456160 28.712447 17.448565 14.940063 0.0576 0.0590 0.0021 1.302932 1.290500
2459660 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 18.053506 19.806763 81.975532 87.214921 32.425089 31.912351 7.833765 7.412071 0.0561 0.0552 0.0001 1.272212 1.256506
2459659 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 21.033397 24.622739 68.869180 73.037306 32.458309 32.464710 11.523690 13.563988 0.0595 0.0603 0.0010 1.285959 1.263818
2459658 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 20.761221 25.179321 59.540599 62.762981 21.955757 22.279966 12.362919 14.444740 0.0598 0.0601 0.0013 1.201779 1.182579
2459657 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 24.037918 28.317823 76.012662 80.505169 29.283252 29.701379 16.045632 11.488460 0.0577 0.0580 0.0008 1.329126 1.312838
2459656 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 22.912017 25.475029 55.738566 59.450297 28.245178 28.615758 10.132098 12.241029 0.0561 0.0586 0.0015 1.261077 1.269873
2459655 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 14.452369 15.533239 9.956373 12.345751 0.901939 2.120635 5.443233 7.875605 0.1595 0.1669 0.0143 nan nan
2459653 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 23.232240 24.973450 57.001895 60.272785 28.541503 29.988111 3.291676 3.725774 0.0582 0.0596 0.0009 1.269230 1.265675
2459652 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 29.379467 32.764610 80.111366 84.856924 29.325125 30.173862 5.371268 6.231032 0.0563 0.0580 0.0010 1.285020 1.289033
2459651 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 32.925572 36.401172 87.486387 92.004927 13.114096 13.405709 18.498794 17.508688 0.0841 0.1095 0.0160 1.355619 1.387969
2459650 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 22.117299 25.822669 75.754772 80.031431 25.191085 24.230808 21.253838 21.360753 0.0716 0.0849 0.0087 1.298936 1.316176
2459649 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 20.515780 23.565140 59.529721 63.768449 28.843750 30.119340 9.584084 10.261488 0.0586 0.0627 0.0022 1.321978 1.306927
2459648 RF_maintenance 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459647 RF_maintenance 0.00% 81.63% 81.63% 0.00% 100.00% 0.00% 0.676199 0.676199 0.672801 0.672801 2.173255 2.173255 2.640219 2.640219 0.2084 0.2084 0.0000 0.153359 0.153359
2459646 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 26.912049 22.568083 63.895544 75.316588 23.325044 30.397705 22.785719 8.045088 0.1663 0.0640 0.0659 1.861767 1.297685
2459645 RF_maintenance 100.00% 67.03% 100.00% 0.00% 100.00% 0.00% 27.071805 24.198441 68.798264 81.406600 21.921807 28.181248 15.780269 22.920108 0.2973 0.0816 0.1608 2.006258 1.282121
2459642 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 27.623079 23.495591 81.647750 96.478558 23.697771 33.905074 25.159341 6.974407 0.1517 0.0618 0.0537 1.966021 1.363504
2459641 RF_maintenance - 55.70% 55.70% 0.00% - - nan nan nan nan nan nan nan nan 0.4645 0.4612 0.0030 nan nan
2459640 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 31.405827 25.608467 67.093886 78.770107 23.739053 33.782825 24.436453 4.377405 0.1409 0.0615 0.0475 1.642042 1.334043
2459639 RF_maintenance 100.00% 98.38% 100.00% 0.00% 100.00% 0.00% 24.994281 20.296114 63.957910 74.994551 21.414932 29.728949 22.626767 6.904244 0.1485 0.0585 0.0633 1.540833 1.277349
2459638 RF_maintenance - 86.98% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.2684 0.0667 0.1471 nan nan
2459637 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 25.902230 20.987632 76.254054 89.529395 24.230205 35.890317 14.270178 5.290702 0.1364 0.0595 0.0461 1.682553 1.317340
2459636 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 27.031557 21.317596 74.004190 86.543170 18.791919 28.017656 8.230409 1.867821 0.1362 0.0579 0.0468 1.666807 1.308097
2459635 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 28.844123 23.128711 70.345317 82.940179 26.718109 36.574195 16.826848 2.813979 0.1319 0.0574 0.0446 1.693748 1.260072
2459634 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.366190 2.366190 2.370781 2.370781 1.847839 1.847839 1.786269 1.786269 1.0000 1.0000 0.0000 0.112954 0.112954
2459633 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 20.868638 21.951673 87.764440 93.509742 34.529937 40.678904 3.970612 5.557303 0.0468 0.0464 0.0005 1.352941 1.336357
2459632 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 20.813405 22.296959 74.530826 79.241897 21.979951 26.782407 1.648815 2.758331 0.0522 0.0546 0.0010 1.315704 1.299664
2459631 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 24.867057 26.514271 82.964174 88.064471 28.576514 34.448095 3.803249 5.789323 0.0542 0.0555 0.0009 1.335568 1.321461
2459630 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 27.791930 30.047776 73.810340 78.651380 35.435433 43.845907 5.040782 7.257243 0.0587 0.0608 0.0013 1.300465 1.284878
2459629 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 24.338897 26.411268 84.721161 89.885197 28.491036 34.771330 5.298165 7.302427 0.0563 0.0579 0.0010 1.398799 1.386886
2459628 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 19.667103 21.415767 68.471130 73.031388 25.037601 30.131348 4.654492 6.464774 0.0540 0.0548 0.0008 1.366597 1.352037
2459627 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 4.152688 4.152688 4.165564 4.165564 3.703942 3.703942 3.307738 3.307738 1.0000 1.0000 0.0000 0.540859 0.540859
2459626 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 20.084666 22.322077 63.601689 68.062419 28.647920 34.790461 7.833128 9.540252 0.0606 0.0629 0.0014 1.285072 1.263571
2459625 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 20.249244 21.765196 70.417220 74.922269 30.242228 38.131583 1.848297 3.220970 0.0555 0.0574 0.0008 1.289964 1.273531
2459624 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 23.257836 25.002422 63.889951 68.337962 37.897256 47.505225 5.255993 7.494985 0.0595 0.0622 0.0016 1.297629 1.288150
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% 22.157355 23.806249 123.607751 130.716850 19.595301 24.206720 2.962469 6.062105 0.0469 0.0479 0.0016 0.000000 0.000000
2459621 RF_maintenance 100.00% - - - 100.00% 0.00% 20.469875 24.064067 75.824235 81.850257 27.121945 29.432385 9.605198 13.700334 nan nan nan 0.000000 0.000000
2459620 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 12.398616 14.056419 11.240855 13.780860 2.040204 10.105628 6.464144 11.094793 0.1594 0.1648 0.0150 nan nan
2459619 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 18.417026 19.699856 71.671101 76.002938 30.965143 38.501168 2.367946 3.514791 0.0416 0.0399 0.0009 0.000000 0.000000
2459618 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 21.976185 24.102776 78.717975 83.898757 30.692680 38.994570 4.911178 6.983989 0.0488 0.0490 0.0019 1.366837 1.348387
2459617 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 17.746027 20.101489 70.029964 74.653116 31.855390 39.441642 12.578393 15.169430 0.0493 0.0482 0.0019 1.430789 1.381371
2459616 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
2459615 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 21.210440 22.829361 67.734378 72.096161 24.710177 30.641494 3.353258 5.074289 0.0485 0.0469 0.0026 0.000000 0.000000
2459614 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 22.313759 24.259740 74.601283 79.320940 23.571747 29.754695 3.153997 4.788559 0.0465 0.0448 0.0013 0.000000 0.000000
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% 31.078295 17.025659 74.689353 81.316667 47.451370 51.372236 73.493243 37.034008 0.0453 0.0469 0.0015 0.000000 0.000000
2459611 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 27.602240 19.803511 53.906762 58.037949 26.352516 31.611008 32.483344 11.971353 0.0455 0.0484 0.0021 1.333990 1.293279
2459610 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 32.918236 23.560140 69.886248 75.269262 27.660434 34.159537 30.063044 24.357419 0.0450 0.0491 0.0023 1.395790 1.373720
2459609 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 34.143363 24.365753 87.012755 93.515119 24.988342 30.953040 28.333588 17.134898 0.0438 0.0465 0.0018 1.371814 1.327107
2459608 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 28.774393 19.596847 100.132098 107.370749 29.627270 36.392552 12.804064 6.437989 0.0501 0.0538 0.0017 1.283947 1.258222
2459607 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 10.435520 11.936219 24.169980 24.683798 38.277399 38.975124 -1.457395 -1.344074 0.0409 0.0405 0.0010 1.355751 1.320400
2459605 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - 0.802365 -0.585621 0.102871 0.746853 0.538603 0.971153 1.854599 0.239087 0.0276 0.0265 0.0005 nan nan
2459604 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 33.909220 24.921796 84.151933 90.363793 35.275238 44.494923 35.172323 22.710925 0.0527 0.0586 0.0036 1.402527 1.366550
2459603 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.904028 18.045898 86.241551 91.508856 11.928142 13.856733 6.253315 6.557197 0.0555 0.0611 0.0037 1.334595 1.329200
2459602 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 29.329578 20.724153 101.718345 109.140899 21.476540 26.211081 30.226866 14.233999 0.0504 0.0528 0.0011 1.322625 1.282915
2459598 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 28.648657 20.060989 79.410880 85.426089 30.424915 37.063505 19.568891 8.112241 0.0565 0.0616 0.0026 1.407026 1.347730
2459597 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 27.097746 19.719770 89.232206 96.093790 24.174403 30.280544 33.811266 9.236118 0.0517 0.0576 0.0033 1.374565 1.338673
2459596 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 26.657814 19.688117 72.145033 77.604985 28.902700 35.140410 14.944617 6.087162 0.0576 0.0635 0.0038 1.361747 1.320804
2459595 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 42.000709 31.461134 85.114421 90.206709 19.835979 16.001032 27.296823 25.687343 0.0799 0.1009 0.0156 1.395065 1.356247
2459594 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 34.110477 18.191747 70.021557 82.450668 21.830056 26.846503 40.096399 32.359824 0.0577 0.0700 0.0088 1.362062 1.334218
2459593 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 28.683512 17.194554 81.342711 88.150998 31.167331 37.415873 25.051066 12.632440 0.0554 0.0613 0.0034 1.325161 1.299173
2459592 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 2.533217 1.521941 7.031703 8.888837 2.555799 2.714615 4.090599 0.669153 0.1654 0.1701 0.0149 nan nan
2459591 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 27.603935 19.533801 95.928715 102.271596 26.996473 32.580283 13.860335 2.595667 0.0536 0.0582 0.0024 1.333786 1.340482
2459590 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 34.626067 24.003907 88.929056 95.279404 28.931600 35.060275 20.716852 6.282665 0.0522 0.0574 0.0037 1.326802 1.281149
2459589 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 31.105284 21.269158 82.758807 88.295106 17.013509 22.445653 24.119511 17.872882 0.0527 0.0592 0.0044 1.323591 1.299301
2459588 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 35.682184 16.522450 97.341712 108.064757 22.325917 25.037444 24.728020 13.406101 0.0551 0.0634 0.0057 1.346430 1.339901
2459587 RF_maintenance 100.00% - - - 100.00% 0.00% 29.230427 21.251471 134.542707 144.156427 7.094028 8.882149 21.445597 16.611905 nan nan nan 1.500919 1.506805
2459586 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 27.087235 18.032960 31.509869 33.185935 10.015708 11.533471 24.263038 7.004523 0.0452 0.0485 0.0013 1.327132 1.280010
2459585 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 27.360061 25.563753 10.348531 11.738859 8.918408 9.968185 9.429660 6.502798 0.1298 0.1433 0.0152 0.000000 0.000000
2459584 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 24.552454 24.975171 112.294933 118.647864 15.609161 18.272246 30.769680 30.891580 0.0426 0.0430 0.0009 1.619101 1.604595
2459583 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459582 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 15.925234 16.392001 31.458095 33.459204 23.803989 28.486704 1.039571 1.497457 0.0506 0.0515 0.0011 1.301790 1.297714
2459581 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 22.181716 22.982563 36.426198 37.768812 18.830430 22.860363 1.400869 1.566224 0.0549 0.0572 0.0008 1.371447 1.370300
2459580 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.953747 17.480715 36.575223 38.677647 20.865095 24.213135 0.838753 1.314241 0.0537 0.0551 0.0009 1.333683 1.310825
2459579 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.704573 17.316539 41.412671 43.933967 23.313894 27.477402 2.965096 3.506121 0.0500 0.0517 0.0010 1.267070 1.263086
2459578 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 1.940753 1.581768 3.277976 3.614627 1.270118 1.542909 4.434391 5.630547 0.1476 0.1504 0.0144 nan nan
2459577 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 21.750985 22.336021 33.810442 35.270054 20.772055 25.114516 1.198251 1.597443 0.0538 0.0562 0.0010 1.336445 1.333059
2459576 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.347526 16.238853 25.704263 27.072489 18.983878 22.096460 1.967669 2.107146 0.0533 0.0567 0.0008 1.262844 1.269921
2459575 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 17.059119 17.933118 26.641543 28.124913 15.710687 17.135990 7.288595 6.340239 0.0581 0.0627 0.0017 1.205362 1.204412
2459574 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 15.940248 16.439426 25.564513 26.885098 20.566626 24.343157 1.845295 1.553758 0.0506 0.0528 0.0008 1.252462 1.252662
2459573 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.695922 16.816212 44.023883 46.297149 24.644086 28.298147 2.257906 3.151684 0.0520 0.0533 0.0013 1.239040 1.233035
2459572 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.526851 16.968569 25.676414 27.043121 15.805215 18.170254 4.204592 5.253754 0.0563 0.0590 0.0008 1.364056 1.359628
2459571 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459570 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 20.870653 19.294870 27.255119 28.536748 1.277619 1.813311 4.529737 4.873687 0.0587 0.0647 0.0032 0.000000 0.000000
2459569 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 21.106228 20.211236 33.760244 35.060385 10.507116 10.872125 8.323612 9.008697 0.0680 0.0814 0.0071 1.306831 1.310535
2459566 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.260622 15.929681 33.569814 35.109186 18.910621 21.691670 0.378600 0.750407 0.0464 0.0473 0.0012 1.319342 1.315228
2459565 RF_maintenance 100.00% - - - 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459564 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 14.600011 14.538898 35.362225 37.091636 2.225803 2.395804 0.921288 1.281580 0.0516 0.0550 0.0016 1.323002 1.301734
2459563 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.675236 16.359009 67.571206 70.763615 19.584918 22.307662 1.946894 2.452923 0.0537 0.0559 0.0014 1.315398 1.322515
2459562 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 10.701470 10.451707 17.469728 18.332588 2.464612 2.715687 1.300999 1.630468 0.0524 0.0551 0.0009 1.301301 1.291749
2459561 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 11.460625 11.218671 16.660873 17.487780 2.794082 2.977638 2.072903 2.508500 0.0493 0.0517 0.0010 1.280819 1.278975
2459560 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
2459559 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 13.310629 13.064644 18.657896 19.442671 2.836496 3.398635 1.744163 2.110371 0.0527 0.0551 0.0009 1.284945 1.272950
2459558 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 18.084678 17.252667 35.057495 37.233166 21.523228 23.376349 2.352040 2.877068 0.0502 0.0522 0.0010 1.313089 1.293770
2459557 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.1594 0.1556 0.0185 nan nan
2459556 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 18.700907 17.923057 37.843025 40.275682 19.438447 21.069611 5.196495 6.917840 0.0482 0.0493 0.0005 1.313086 1.304040
2459554 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0510 0.0519 0.0011 nan nan
2459553 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0560 0.0559 0.0011 nan nan
2459552 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 21.542997 21.465813 51.021270 53.134382 28.905775 32.135468 4.225553 4.538240 0.0508 0.0508 0.0018 1.024324 1.021553
2459551 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 10.798358 10.447911 20.653278 21.552634 3.385627 4.233398 2.039146 2.398772 0.0486 0.0517 0.0017 1.308162 1.292450
2459550 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0801 0.1183 0.0127 nan nan
2459549 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
2459542 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 22.243587 23.394277 77.604307 80.775543 1.138569 1.995913 1.703595 2.050739 0.0555 0.0664 0.0070 1.380723 1.359417
2459541 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 10.269544 10.001782 36.162100 37.548538 260.589773 270.946148 21.184860 16.630872 0.0501 0.0579 0.0054 1.329253 1.326438
2459540 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 14.942948 16.714506 17.403719 18.464342 4.014278 5.159323 1.143415 1.469110 0.0546 0.0607 0.0048 1.292704 1.281068
2459536 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 27.705507 27.950414 66.330051 68.839279 29.371837 31.557489 4.588030 4.890457 0.0486 0.0491 0.0014 0.000000 0.000000
2459535 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 11.693638 13.126725 16.185956 16.962257 2.247287 5.487979 0.761909 1.211344 0.0625 0.0653 0.0054 1.078245 1.079857
2459534 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 12.276749 13.435718 15.055209 15.708450 2.267368 3.825227 0.615904 0.728334 0.0526 0.0540 0.0050 0.000000 0.000000
2459533 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 18.955358 20.097686 35.872101 37.661502 17.884346 20.702238 2.485582 3.431427 0.0467 0.0470 0.0014 0.000000 0.000000
2459532 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 22.203626 23.620320 48.276790 50.967794 22.243777 25.572922 1.762206 2.328948 0.0505 0.0507 0.0013 1.199431 1.178883
2459530 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
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% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459523 RF_maintenance 100.00% - - - 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459522 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
2459513 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 1.786130 1.508043 3.224918 3.826946 0.502590 4.444307 3.494567 5.513754 0.1357 0.1948 0.0160 nan nan
2459508 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 27.754873 30.719197 50.666124 53.381565 18.079970 15.593079 12.889509 14.855935 0.0615 0.0801 0.0154 0.000000 0.000000
2459505 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 25.515591 31.886226 47.365298 51.559700 7.345721 10.408085 2.627022 3.623858 0.0505 0.0500 0.0045 1.305099 1.280784
2459503 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 28.613613 30.351180 83.574393 87.048609 33.874171 33.397844 3.722668 4.804079 0.0441 0.0401 0.0078 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 150: 2459810

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
150 N15 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 150: 2459809

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
150 N15 RF_maintenance nn Power inf 204.551431 207.332512 inf inf 5830.315490 6523.696314 3004.476761 3191.359819

Antenna 150: 2459808

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
150 N15 RF_maintenance nn Power 65.847209 20.266157 19.615351 65.847209 63.243206 30.689436 29.487729 7.548131 7.126048

Antenna 150: 2459807

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
150 N15 RF_maintenance nn Power 47.923196 21.933015 20.939081 47.923196 45.832026 26.072472 25.106735 27.539715 24.360451

Antenna 150: 2459806

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
150 N15 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 150: 2459805

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
150 N15 RF_maintenance nn Power 63.718288 18.928682 19.771399 61.330194 63.718288 20.577611 22.184566 5.508415 5.844534

Antenna 150: 2459804

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
150 N15 RF_maintenance nn Power 57.515603 22.991092 22.278287 57.515603 54.848121 24.578815 23.162775 5.228167 4.761277

Antenna 150: 2459803

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
150 N15 RF_maintenance nn Power 72.012724 28.021308 28.370623 68.935986 72.012724 24.446694 26.178255 13.436115 14.526400

Antenna 150: 2459802

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
150 N15 RF_maintenance nn Power 53.738294 26.827778 24.844275 53.738294 50.980406 40.852014 41.380395 8.226153 7.342647

Antenna 150: 2459801

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
150 N15 RF_maintenance nn Power 56.220335 23.680665 22.501530 56.220335 53.807992 44.619683 42.590517 19.170259 17.085061

Antenna 150: 2459800

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
150 N15 RF_maintenance nn Power 55.938025 25.297078 23.940492 55.938025 53.669564 25.052046 24.127759 23.667840 22.193330

Antenna 150: 2459799

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
150 N15 RF_maintenance ee Temporal Variability 60.392026 25.161449 22.175748 41.279670 38.726890 58.950068 60.392026 3.189860 3.234213

Antenna 150: 2459798

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
150 N15 RF_maintenance nn Power 55.656354 23.139610 24.034219 53.311681 55.656354 20.982495 21.537325 14.562296 15.534824

Antenna 150: 2459797

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
150 N15 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 150: 2459796

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
150 N15 RF_maintenance nn Power 68.944142 20.915355 21.358740 65.377137 68.944142 23.949922 23.787652 19.010509 20.541805

Antenna 150: 2459795

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
150 N15 RF_maintenance nn Power 57.203538 24.677074 23.779400 57.203538 54.210621 26.909980 27.018324 19.191430 17.784216

Antenna 150: 2459794

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
150 N15 RF_maintenance nn Power 57.247195 22.897197 24.028416 54.544680 57.247195 32.533293 31.869606 27.843562 29.476610

Antenna 150: 2459793

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
150 N15 RF_maintenance nn Power 56.994355 17.504689 18.206301 54.219145 56.994355 33.945164 33.510344 12.272881 13.490895

Antenna 150: 2459792

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
150 N15 RF_maintenance nn Power 42.657688 22.206745 25.617478 40.662238 42.657688 40.697551 39.785558 3.792960 4.048552

Antenna 150: 2459791

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
150 N15 RF_maintenance nn Temporal Variability 85.701732 22.064720 23.883487 69.521455 72.690052 69.135467 85.701732 30.744489 49.693768

Antenna 150: 2459790

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
150 N15 RF_maintenance nn Power 65.662730 35.592098 33.346001 65.662730 63.183305 46.485341 46.667880 11.332435 10.468514

Antenna 150: 2459789

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
150 N15 RF_maintenance nn Power 70.965017 31.943739 30.090604 70.965017 68.535438 48.946768 49.397012 25.968100 24.930640

Antenna 150: 2459788

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
150 N15 RF_maintenance nn Power 72.248942 28.347879 26.399791 72.248942 69.994389 52.228860 52.873129 10.845820 10.504250

Antenna 150: 2459787

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
150 N15 RF_maintenance nn Power 57.732170 26.773693 28.760802 56.313867 57.732170 34.154578 33.897363 14.063184 14.599260

Antenna 150: 2459786

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
150 N15 RF_maintenance nn Power 71.004320 30.051568 27.999162 71.004320 68.185682 50.439846 52.561875 16.668359 14.975023

Antenna 150: 2459785

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
150 N15 RF_maintenance nn Power 73.220114 21.103572 18.356719 73.220114 69.823534 43.394148 45.187981 2.311962 2.149767

Antenna 150: 2459784

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
150 N15 RF_maintenance nn Power 71.905240 26.448150 28.583725 69.710828 71.905240 49.878714 47.594108 1.867644 1.498269

Antenna 150: 2459783

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
150 N15 RF_maintenance nn Shape 26.067709 26.067709 23.987758 21.702062 20.326306 22.288134 24.268219 8.625090 8.017659

Antenna 150: 2459782

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
150 N15 RF_maintenance nn Shape 23.977411 23.977411 22.152130 10.947035 10.088562 12.642823 13.753129 6.184348 5.375709

Antenna 150: 2459781

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
150 N15 RF_maintenance nn Power 6.416113 3.422586 4.058317 6.074504 6.416113 1.605095 1.226632 1.611298 1.967346

Antenna 150: 2459778

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
150 N15 RF_maintenance ee Temporal Variability 23.683568 17.213150 15.130718 13.604259 12.596824 21.994896 23.683568 6.830061 5.957858

Antenna 150: 2459776

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
150 N15 RF_maintenance nn Temporal Variability 37.277225 22.201062 26.228053 10.117503 10.438305 36.153860 37.277225 7.371650 7.911147

Antenna 150: 2459773

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
150 N15 RF_maintenance nn Power 92.844767 27.802319 24.198949 92.844767 89.533138 19.919444 22.402964 14.049491 12.799686

Antenna 150: 2459772

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
150 N15 RF_maintenance nn Power 37.359058 14.265000 16.892440 35.508321 37.359058 5.135530 4.115700 8.103178 9.148358

Antenna 150: 2459771

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
150 N15 RF_maintenance nn Power 35.490435 16.480218 13.905972 35.490435 33.749118 3.889819 4.681957 6.526497 5.895333

Antenna 150: 2459770

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
150 N15 RF_maintenance nn Power 61.338507 25.911426 22.323798 61.338507 58.682477 13.139755 15.522714 8.415823 7.606440

Antenna 150: 2459769

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
150 N15 RF_maintenance nn Power 77.973693 30.127006 25.763326 77.973693 74.532066 17.022071 19.711120 7.557738 6.930935

Antenna 150: 2459768

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
150 N15 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 150: 2459767

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
150 N15 RF_maintenance nn Power 38.198946 18.302008 21.601064 36.410608 38.198946 5.819334 4.830686 8.012620 8.944810

Antenna 150: 2459766

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
150 N15 RF_maintenance nn Power 35.100023 19.943650 16.910384 35.100023 33.529201 4.508713 5.448662 6.677875 6.128976

Antenna 150: 2459765

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
150 N15 RF_maintenance nn Power 100.247519 37.094997 31.707924 100.247519 95.836009 17.150173 21.503843 13.710481 12.204853

Antenna 150: 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
150 N15 RF_maintenance nn Power 41.726137 18.893706 22.984379 39.951475 41.726137 9.117758 5.546235 7.205946 5.215657

Antenna 150: 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
150 N15 RF_maintenance nn Power 67.124553 30.337730 25.262617 67.124553 64.470350 12.760909 15.068261 14.479785 12.963230

Antenna 150: 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
150 N15 RF_maintenance nn Power 79.915177 26.013633 31.589456 76.087504 79.915177 38.272294 29.092219 22.328000 25.696440

Antenna 150: 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
150 N15 RF_maintenance nn Power 28.254204 11.313311 13.324362 26.856001 28.254204 3.412493 2.923188 5.064780 5.638028

Antenna 150: 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
150 N15 RF_maintenance nn Power 42.796403 17.838263 21.511943 40.338117 42.796403 8.087402 5.483377 6.367484 7.907269

Antenna 150: 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
150 N15 RF_maintenance nn Power 40.130439 14.884053 12.667495 40.130439 38.309905 5.921308 6.870627 7.923619 7.032462

Antenna 150: 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
150 N15 RF_maintenance nn Power 38.384092 19.144336 23.277460 36.448276 38.384092 11.153360 8.263250 5.433851 6.097414

Antenna 150: 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
150 N15 RF_maintenance nn Power 32.988325 15.574368 19.201088 31.113226 32.988325 8.771559 5.876540 5.660648 6.822846

Antenna 150: 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
150 N15 RF_maintenance nn Power 41.127334 25.974855 21.447206 41.127334 38.917075 6.997544 9.700580 7.751922 7.141112

Antenna 150: 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
150 N15 RF_maintenance nn Power 94.019127 24.151763 29.454583 89.965898 94.019127 25.782637 18.728775 8.313875 8.572415

Antenna 150: 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
150 N15 RF_maintenance nn Power 96.502990 27.617195 31.905142 92.460832 96.502990 27.976108 26.053109 6.347840 6.942123

Antenna 150: 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
150 N15 RF_maintenance nn Power 40.737470 19.443969 23.866940 38.616023 40.737470 7.317026 5.234120 8.118302 8.784192

Antenna 150: 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
150 N15 RF_maintenance nn Power 52.017124 18.297017 22.442789 49.309934 52.017124 12.066676 9.787616 8.813849 9.542854

Antenna 150: 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
150 N15 RF_maintenance ee Shape 14.214169 14.214169 13.308243 6.598252 7.757081 0.531159 1.699900 6.999290 10.143412

Antenna 150: 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
150 N15 Not Found ee Shape 26.928043 23.883690 26.928043 11.350864 10.882652 0.561738 0.724051 7.664473 6.516569

Antenna 150: 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
150 N15 RF_maintenance nn Power 35.507596 23.137887 18.320691 35.507596 33.512740 7.375857 7.437897 8.801258 7.109215

Antenna 150: 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
150 N15 RF_maintenance ee Shape 14.674306 14.674306 14.318933 7.067094 8.261405 0.633621 1.205947 8.927182 12.647589

Antenna 150: 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
150 N15 RF_maintenance nn Power 144.313957 24.612041 28.400202 138.194153 144.313957 27.209812 25.076451 12.465123 13.717902

Antenna 150: 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
150 N15 RF_maintenance ee Shape 16.175949 16.175949 15.130398 10.303318 11.578329 1.746312 3.082478 5.211769 7.819962

Antenna 150: 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
150 N15 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 150: 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
150 N15 RF_maintenance ee Shape 18.369515 18.369515 18.040105 11.100004 13.606075 2.164759 3.078857 7.904871 11.203331

Antenna 150: 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
150 N15 RF_maintenance nn Power 112.498684 21.398039 26.728824 106.281363 112.498684 27.475541 25.344020 12.079170 14.372488

Antenna 150: 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
150 N15 RF_maintenance nn Power 45.068083 17.445785 15.083613 45.068083 42.792541 7.466363 8.351701 8.404191 7.516762

Antenna 150: 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
150 N15 RF_maintenance ee Shape 14.799236 13.955954 14.799236 7.501079 6.233270 2.330699 1.503343 7.271663 4.676466

Antenna 150: 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
150 N15 RF_maintenance ee Shape 13.847229 12.927746 13.847229 7.602642 6.485808 1.318352 0.835645 7.115616 5.269702

Antenna 150: 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
150 N15 RF_maintenance ee Shape 18.115910 17.152721 18.115910 8.693675 7.179564 0.568565 0.570637 8.718004 5.628342

Antenna 150: 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
150 N15 RF_maintenance nn Power 87.349779 30.238907 21.920154 87.349779 82.271478 34.818412 35.703357 9.245962 8.209221

Antenna 150: 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
150 N15 RF_maintenance ee Shape 13.906218 13.906218 12.961395 6.597305 7.725379 0.924806 1.535430 5.574334 7.308682

Antenna 150: 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
150 N15 RF_maintenance ee Shape 12.360391 11.497645 12.360391 8.211419 7.026049 1.884272 1.115123 5.220922 3.569362

Antenna 150: 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
150 N15 RF_maintenance ee Shape 9.360336 8.773216 9.360336 4.803647 4.009301 1.226807 0.385528 7.864446 5.004022

Antenna 150: 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
150 N15 RF_maintenance ee Shape 13.036890 12.552256 13.036890 6.063205 4.985852 1.916732 1.565249 8.254906 5.837047

Antenna 150: 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
150 N15 RF_maintenance ee Shape 10.877360 10.227059 10.877360 5.299563 4.237435 0.772968 0.812291 4.343691 2.881359

Antenna 150: 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
150 N15 RF_maintenance nn Power 118.497838 31.851591 37.208349 113.802164 118.497838 23.207112 21.287283 17.681146 19.548728

Antenna 150: 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
150 N15 RF_maintenance ee Shape 9.494113 9.494113 8.673600 6.317150 7.390242 1.525382 2.262132 2.086384 3.415387

Antenna 150: 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
150 N15 RF_maintenance ee Shape 10.431984 9.705949 10.431984 6.119624 5.080429 2.185531 1.226470 7.126215 4.898349

Antenna 150: 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
150 N15 RF_maintenance ee Shape 11.966613 11.966613 11.410278 7.017093 8.551140 1.135409 2.268366 6.077592 9.711871

Antenna 150: 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
150 N15 RF_maintenance ee Shape 11.763737 11.763737 11.498567 4.221544 5.293340 1.311241 1.721610 4.651226 6.729893

Antenna 150: 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
150 N15 RF_maintenance ee Shape 10.688250 10.688250 10.272151 4.051507 5.036980 1.050972 1.445261 5.578853 7.850653

Antenna 150: 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
150 N15 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 150: 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
150 N15 RF_maintenance ee Shape 13.560949 12.907298 13.560949 7.500712 6.341519 2.142808 1.407261 8.049942 5.313669

Antenna 150: 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
150 N15 RF_maintenance ee Temporal Discontinuties 290.180128 27.560349 26.104209 164.716496 158.945373 96.163780 93.707224 226.843535 290.180128

Antenna 150: 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
150 N15 RF_maintenance nn Power 3.357223 2.425690 2.943300 3.357223 2.852072 0.711717 0.868335 3.114983 1.969390

Antenna 150: 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
150 N15 RF_maintenance nn Power 3.734876 2.063567 2.546084 3.734876 3.254704 1.503109 0.396379 3.565635 2.496255

Antenna 150: 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
150 N15 RF_maintenance nn Power 118.747547 23.479343 27.778835 113.012646 118.747547 27.352595 24.919014 22.635998 25.106974

Antenna 150: 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
150 N15 RF_maintenance nn Temporal Discontinuties 2.150642 -0.352460 -0.078125 1.412139 1.269367 0.558058 0.673412 2.150642 1.575497

Antenna 150: 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
150 N15 RF_maintenance nn Temporal Discontinuties 3.132549 1.492418 1.945877 3.037932 2.702275 1.166997 0.653889 3.132549 2.299193

Antenna 150: 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
150 N15 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 150: 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
150 N15 RF_maintenance nn Power 13.539772 9.432316 9.632952 13.539772 11.606343 4.007809 1.804301 8.670260 7.281657

Antenna 150: 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
150 N15 RF_maintenance nn Power 67.843782 20.423517 26.938634 63.589755 67.843782 8.407062 11.465337 7.523589 9.064567

Antenna 150: 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
150 N15 RF_maintenance nn Power 36.887130 26.028545 19.902124 36.887130 34.708433 11.827201 8.266104 6.755043 5.926193

Antenna 150: 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
150 N15 RF_maintenance ee Temporal Discontinuties 16272.051970 5342.869818 5342.869818 5001.432347 5001.432347 3336.024577 3336.024577 16272.051970 16272.051970

Antenna 150: 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
150 N15 RF_maintenance nn Temporal Discontinuties 3708.546407 1006.825127 1006.825127 906.321305 906.321305 929.414575 929.414575 3708.546407 3708.546407

Antenna 150: 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
150 N15 RF_maintenance ee Temporal Discontinuties 2396.299137 735.386127 735.386127 712.800195 712.800195 722.796042 722.796042 2396.299137 2396.299137

Antenna 150: 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
150 N15 RF_maintenance nn Power 75.603342 31.999540 27.082760 75.603342 72.133672 18.873651 19.900824 8.313165 7.196143

Antenna 150: 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
150 15 RF_maintenance nn Power 74.166781 15.505197 20.314781 69.743595 74.166781 21.567011 15.651680 21.813763 19.237412

Antenna 150: 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
150 15 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 150: 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
150 15 RF_maintenance nn Power 70.093235 19.516583 24.282869 65.445419 70.093235 9.132640 7.968795 9.677485 11.668420

Antenna 150: 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
150 15 RF_maintenance nn Power 74.516962 19.527060 22.712611 70.235251 74.516962 14.762436 11.624021 13.414273 15.595989

Antenna 150: 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
150 15 RF_maintenance nn Power 54.567108 20.918205 26.685223 51.654731 54.567108 23.879512 26.481742 8.197761 10.060408
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