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 = "25"
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 25 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 25, Node N00:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459764 RF_maintenance - - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459763 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459761 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 375.192609 374.198334 325.700157 310.546456 60.142254 40.905346 1051.913435 793.889457 nan nan nan 0.000000 0.000000
2459760 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 382.653048 388.258451 285.829686 349.363912 117.335499 185.966861 1661.922807 2648.393199 0.0203 0.0096 0.0086 0.980829 0.000000
2459759 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459758 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 277.632964 273.590039 inf 148.918525 47.304545 53.859239 636.566688 759.929266 nan 0.0182 nan 0.000000 1.055223
2459757 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 195.779704 197.415081 212.004455 215.540977 9.863879 14.700517 579.778780 1175.185914 nan nan nan 0.000000 0.000000
2459755 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 295.659616 296.599277 inf inf 80.638821 159.533618 644.529965 1288.548908 nan nan nan 0.000000 0.000000
2459754 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 239.215241 240.706835 inf inf 46.558008 98.791503 471.068144 1187.732058 nan nan nan 0.000000 0.000000
2459753 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 326.818144 330.007670 inf inf 69.807910 150.102166 711.547605 1524.067773 nan nan nan 0.000000 0.000000
2459752 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 364.773222 367.565888 inf inf 154.587526 359.769468 675.199323 1667.810413 nan nan nan 0.000000 0.000000
2459750 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 428.484549 431.935361 inf inf 34.810290 115.684262 510.073764 1745.730647 nan nan nan 0.000000 0.000000
2459749 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 320.467877 316.796080 inf 148.924392 127.529277 48.669449 1483.303060 601.034987 nan 0.0209 nan 0.000000 1.133170
2459748 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 308.274939 302.403742 inf inf 231.777977 150.534033 2997.759445 1579.449504 nan nan nan 0.000000 0.000000
2459747 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 116.587884 116.818428 120.424966 inf 186.994820 545.465358 998.860473 2566.870343 0.0314 nan nan nan nan
2459746 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459745 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459744 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459743 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459742 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459741 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459740 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459738 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459736 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459734 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459733 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 115.107996 116.054978 113.307762 inf 69.949387 122.263374 1201.500991 1973.159055 0.0281 nan nan nan nan
2459732 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 146.008449 149.482904 138.393371 inf 63.280871 699.296102 756.714207 6033.569824 0.0266 nan nan nan nan
2459731 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459730 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 113.699449 114.403777 inf inf 76.464415 277.357444 1038.417092 2348.079270 nan nan nan nan nan
2459728 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 103.792256 105.045058 inf inf 119.592187 335.644338 603.527877 1533.017838 nan nan nan nan nan
2459726 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 78.336010 78.289132 inf inf 434.381794 223.606990 2322.909459 1182.747646 nan nan nan nan nan
2459724 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 109.446019 109.939274 107.658853 123.446441 244.878984 260.579011 1582.578020 1422.835267 0.0302 0.0174 0.0112 nan nan
2459723 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459722 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 494.096750 490.254885 inf inf 66.532771 31.312431 3673.748424 1550.684682 nan nan nan 0.000000 0.000000
2459720 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 77.943233 79.223387 105.834173 inf 346.369533 372.304541 609.894267 683.266968 0.0277 nan nan nan nan
2459719 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 89.200160 89.931716 101.804194 inf 108.255557 281.558559 346.664948 900.349984 0.0258 nan nan nan nan
2459718 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 104.039266 104.350662 155.304208 inf 266.669432 271.937680 832.949076 958.771740 nan nan nan nan nan
2459717 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 102.481400 102.593313 106.427019 105.606412 69.086761 131.489433 548.016496 1051.216665 0.0221 0.0230 0.0101 nan nan
2459716 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 91.674866 92.034794 123.670605 inf 132.025416 229.623962 649.860534 1555.275970 0.0050 nan nan nan nan
2459715 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 380.016674 389.647892 412.855130 inf 31.126558 177.588456 758.994892 6968.607277 0.0242 nan nan 1.067846 0.000000
2459713 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 115.797545 116.845285 93.915627 120.012035 87.142706 156.909621 798.653216 1124.669402 0.0198 0.0241 0.0095 nan nan
2459712 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 371.154321 381.185957 500.014925 inf 1379.620270 2120.644410 5553.006313 6434.041999 0.0180 nan nan 1.101593 0.000000
2459711 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 37.968901 38.115979 78.433019 inf 32.078099 30.135219 250.180400 258.362991 nan nan nan nan nan
2459710 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 40.385353 40.718783 68.586631 inf 76.235649 190.571136 319.695755 768.642901 0.0259 nan nan nan nan
2459708 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 345.442834 347.989943 560.581931 626.260041 30.808970 31.374486 1235.216162 1499.053116 nan nan nan 0.000000 0.000000
2459707 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 18.038847 18.245954 22.372174 22.687908 1.489561 3.371401 190.740001 326.200906 nan nan nan 0.000000 0.000000
2459706 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 35.382640 35.925279 inf 91.516964 43.813426 43.190507 384.593284 448.236039 nan nan nan nan nan
2459705 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 102.502944 104.881893 inf inf 98.684586 70.469233 889.206572 633.095067 nan nan nan nan nan
2459703 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 87.509412 87.958485 206.637093 inf 653.438292 159.015456 736.819187 209.932432 0.0205 nan nan nan nan
2459702 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459701 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 329.759627 331.333060 140.809106 162.802345 53.511122 74.266496 450.525459 521.388491 0.0201 0.0216 0.0098 1.158852 0.281823
2459697 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 287.651565 287.651565 263.221063 263.221063 217.217072 217.217072 521.007545 521.007545 1.0000 1.0000 0.0000 0.000000 0.000000
2459696 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459695 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459694 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459693 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 281.732813 282.816159 379.408283 322.673886 70.531020 79.810796 79.924646 88.978537 nan 0.0208 nan 0.000000 0.212550
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% 314.299909 319.794805 231.347851 340.039409 64.183189 56.469725 1029.052776 827.588950 0.0213 0.0115 0.0117 1.255428 0.000000
2459690 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459689 RF_maintenance 100.00% - - - - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459688 RF_maintenance 100.00% - - - 100.00% 0.00% nan nan nan nan nan nan nan nan nan nan nan 0.000000 1.105693
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% 317.661265 319.309600 189.069654 204.810363 42.842421 47.535559 125.093221 138.066647 0.0202 0.0256 0.0059 1.094567 1.079799
2459685 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459684 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 349.304036 353.735691 inf 309.176535 51.691113 50.477025 256.687350 244.458180 nan 0.0124 nan 0.000000 0.000000
2459676 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 365.734855 374.582064 230.772363 347.809859 61.237977 94.875756 499.283633 577.331350 0.0180 0.0078 0.0121 0.772582 0.000000
2459675 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 345.955016 353.171702 inf inf 183.221684 709.696643 1071.745780 3362.035759 nan nan nan 0.000000 0.000000
2459674 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 368.014983 368.625978 237.232759 255.770429 74.424248 60.406651 462.017407 368.555666 0.0201 0.0260 0.0076 1.119968 1.106594
2459673 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 400.886135 397.587215 inf 301.141629 38.248697 44.310752 363.385979 659.622930 nan 0.0185 nan 0.000000 0.000000
2459672 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 315.728324 316.973329 343.698861 329.344686 41.202555 61.500979 172.574659 191.821549 nan 0.0030 nan 0.000000 0.000000
2459671 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 381.145564 378.776034 326.141283 234.750776 58.675005 62.746715 664.185026 706.279711 nan 0.0272 nan 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% - - 144.182987 145.513657 330.991521 inf 102.840008 158.429177 1113.111027 1183.170277 nan nan nan nan nan
2459668 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 330.712671 334.969541 349.865095 inf 49.355697 57.659482 377.443709 748.755147 0.0299 nan nan 1.030526 0.000000
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 100.00% 100.00% 100.00% 0.00% - - 314.222079 317.254482 843.692806 709.404806 90.492081 112.846688 389.128682 437.489321 nan 0.0051 nan nan nan
2459663 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 411.959572 408.855780 inf 498.223444 77.766605 64.150165 1061.180106 540.484241 nan 0.0261 nan 0.000000 1.011148
2459662 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 147.918332 146.548043 inf 197.132287 382.581682 191.859793 1334.954840 636.930096 nan 0.0316 nan nan nan
2459661 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
2459660 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 275.881005 277.322745 inf 461.775455 39.974614 53.847577 400.724939 504.167896 nan nan nan 0.000000 0.000000
2459659 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 306.290301 316.650105 229.693991 361.704553 39.599072 50.125154 700.328303 1042.969708 0.0188 0.0077 0.0080 1.083609 0.000000
2459658 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 302.729637 310.397074 205.775661 313.024690 30.021515 38.702359 789.238880 1125.407932 0.0187 0.0069 0.0085 1.086968 0.000000
2459657 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 353.554281 352.748595 344.802648 297.615542 35.646843 53.098184 302.357275 521.742089 0.0292 0.0185 0.0137 0.887966 1.109573
2459656 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 346.323652 351.593471 184.049476 243.380296 39.663160 38.880404 850.097923 566.483071 0.0193 0.0299 0.0125 1.085450 1.029900
2459655 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 176.823431 175.992808 213.759520 185.911213 108.769534 160.177486 681.030241 1024.398339 0.0307 0.0188 0.0116 nan nan
2459653 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 371.287282 369.727377 346.144720 249.205192 47.237575 50.077061 324.134875 384.433407 nan 0.0258 nan 0.000000 1.092643
2459652 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 445.937413 447.903640 inf 430.023180 36.082208 53.159028 396.926454 450.693902 nan nan nan 0.000000 0.000000
2459651 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 417.314516 414.328245 335.057506 321.650684 28.584462 30.006769 32.972145 44.299277 0.0213 0.0157 0.0031 1.094769 1.105592
2459650 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 325.589213 330.653086 inf inf 42.176537 75.366201 63.086239 161.424271 nan nan nan 0.000000 0.000000
2459649 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 313.330447 310.118202 257.382053 229.559887 35.421311 47.744463 383.537524 723.500153 0.0288 0.0174 0.0105 1.076840 1.100107
2459648 RF_maintenance 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459647 RF_maintenance 100.00% 81.63% 81.63% 0.00% 100.00% 0.00% 1.706838 1.706838 1033.428285 1033.428285 31035.057527 31035.057527 6.688771 6.688771 0.2084 0.2084 0.0000 0.029558 0.029558
2459646 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 315.285452 318.730053 293.433662 334.583395 37.968259 54.326803 472.383813 716.272062 0.0248 0.0180 0.0103 1.094981 0.000000
2459645 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 318.218797 323.041682 265.811588 370.804350 34.418159 52.303913 77.599595 136.244288 0.0203 0.0134 0.0142 1.120839 0.000000
2459642 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 343.910070 346.433374 435.842489 507.581297 46.869984 39.893413 463.223994 271.619395 0.0204 nan nan 0.000000 0.000000
2459641 RF_maintenance - 55.70% 55.70% 0.00% - - nan nan nan nan nan nan nan nan 0.4663 0.4611 0.0034 nan nan
2459640 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 369.829622 367.479897 295.971590 294.737603 48.941468 68.697387 241.945735 378.975632 0.0211 0.0206 0.0020 1.077385 1.073020
2459639 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 306.011440 304.876199 inf 358.883107 32.152323 47.227967 152.628289 282.113715 nan 0.0081 nan 0.000000 0.000000
2459638 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan nan 0.0184 nan nan nan
2459637 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 312.074407 315.006788 325.342217 441.957527 40.524731 48.878669 228.004975 423.447249 0.0204 0.0102 0.0104 1.097365 0.000000
2459636 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 327.373552 323.572622 402.650069 317.281412 34.570223 50.756939 149.667238 254.547084 0.0166 0.0182 0.0080 0.000000 1.099711
2459635 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 359.679305 359.629418 319.342441 358.683128 52.195517 51.757255 194.068737 193.184972 0.0226 0.0308 0.0117 1.075972 0.922602
2459634 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.629942 -0.629942 -0.630906 -0.630906 -0.631287 -0.631287 -0.631218 -0.631218 1.0000 1.0000 0.0000 0.050715 0.050715
2459633 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 345.560519 347.750041 340.020957 394.163178 62.874412 59.059074 325.367831 388.076388 0.0184 0.0244 0.0088 1.078790 0.889656
2459632 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
2459631 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 415.205021 409.030113 483.385839 317.677658 44.304451 61.610685 323.469384 582.341938 nan 0.0175 nan 0.000000 1.097420
2459630 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 456.449801 452.126264 328.813678 294.760387 70.974979 74.625310 460.444547 541.256338 0.0275 0.0183 0.0106 1.053685 1.113236
2459629 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 384.542377 394.995941 282.562956 493.762159 44.866679 58.717440 377.674985 451.461315 0.0184 nan nan 1.106930 0.000000
2459628 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 322.526911 324.933310 235.801917 272.963692 36.990392 49.132892 428.626238 488.465438 0.0192 0.0182 0.0015 1.088119 1.088962
2459627 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.627159 -0.627159 -0.627384 -0.627384 -0.624886 -0.624886 -0.625107 -0.625107 1.0000 1.0000 0.0000 0.026367 0.026367
2459626 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 340.190763 339.424166 301.570513 282.126082 39.069166 43.857464 506.892709 457.649645 0.0263 0.0242 0.0121 0.000000 0.975055
2459625 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 336.891739 316.889410 427.496790 212.305200 43.618828 56.334576 203.465631 232.053681 nan 0.0181 nan 0.000000 1.098751
2459624 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 387.780901 387.552292 269.705889 277.856048 54.972054 70.339395 401.335850 668.749886 0.0215 0.0240 0.0046 1.091915 1.082180
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% 356.661007 361.061833 433.680370 505.032221 25.336907 32.651121 315.560662 409.022991 0.0196 0.0209 0.0028 0.000000 0.000000
2459621 RF_maintenance 100.00% - - - 100.00% 0.00% 338.051162 338.529672 310.594829 335.245565 39.174347 42.097621 344.581049 417.060505 nan nan nan 0.416772 0.001812
2459620 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 166.045120 166.154931 293.306726 342.489543 160.387267 204.481983 980.626964 1134.304998 0.0173 nan nan nan nan
2459619 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 299.118104 301.122266 360.365437 407.913261 55.326285 65.519427 202.275956 261.355260 0.0175 0.0033 nan 0.000000 0.000000
2459618 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 364.248076 363.056706 322.982761 324.339012 42.218520 75.031393 352.143794 699.878373 0.0217 0.0201 0.0030 1.101498 1.098953
2459617 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 299.129237 298.287821 348.187351 290.786409 44.259486 69.531147 358.767068 700.502588 0.0166 0.0215 0.0114 0.000000 0.920215
2459616 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 318.680701 318.940778 521.028324 566.418552 69.894037 71.308933 373.987539 427.868584 0.0268 0.0102 0.0176 0.000000 0.000000
2459615 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 366.364365 366.578370 393.888151 317.270218 50.807898 50.501968 375.583105 368.218713 nan 0.0235 nan 0.000000 0.000000
2459614 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 376.926525 372.428115 314.194212 276.529436 36.513176 53.705597 226.118929 401.429827 0.0263 0.0194 0.0073 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% 235.175084 244.806583 334.380978 298.907101 52.361408 100.813887 461.923762 1089.483991 0.0506 0.0257 0.0196 0.000000 0.000000
2459611 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 310.494101 315.991575 inf inf 28.888825 44.586671 255.590923 927.832741 nan nan nan 0.000000 0.000000
2459610 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 330.633208 339.611229 247.346506 307.751914 33.152394 49.856489 177.757797 377.553788 0.0191 0.0241 0.0072 1.152303 1.067687
2459609 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 362.046001 368.344297 354.511128 346.179645 26.442773 56.227092 174.907606 596.779667 0.0213 0.0182 0.0032 1.163727 1.141228
2459608 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 306.127709 306.723589 402.604169 332.409692 30.625038 59.015762 109.442594 359.314768 0.0201 0.0179 0.0037 1.144041 1.109550
2459607 RF_maintenance 100.00% 96.22% 96.22% 0.00% 100.00% 0.00% 10.818885 12.252857 25.188787 25.563814 40.733065 41.081127 -1.652796 -1.577405 0.0569 0.0634 0.0047 1.091197 0.000000
2459605 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 27.976231 30.453659 91.682148 114.482337 41.179120 169.400671 58.482747 155.643218 0.0200 0.0189 0.0003 nan nan
2459604 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 329.485145 338.722290 338.565127 349.387953 42.443358 70.013125 249.093586 597.007817 0.0193 0.0212 0.0025 1.139963 1.117158
2459603 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 334.636393 330.667599 346.732227 341.167342 21.814238 14.747303 19.136317 18.123514 0.0192 0.0186 0.0010 1.158175 1.158922
2459602 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 315.090801 324.041111 298.949566 397.092155 23.043103 40.097034 252.578974 609.104326 0.0191 0.0186 0.0010 1.129586 1.109169
2459598 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 305.857570 300.993245 444.049239 240.980456 33.920467 52.049223 165.341667 352.789289 0.0048 0.0176 0.0110 0.000000 1.127327
2459597 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 301.334673 311.338459 261.440354 491.653170 28.250245 51.968933 304.154834 591.461582 0.0186 0.0127 0.0081 1.126965 0.000000
2459596 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 297.867687 302.194887 inf 296.361958 32.833797 55.545115 128.747068 295.266203 nan 0.0181 nan 0.000000 1.125081
2459595 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 370.755161 379.699217 359.226892 328.957572 23.170665 31.321408 64.063665 134.095004 0.0283 0.0176 0.0117 1.007663 1.114054
2459594 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 68.227354 100.540086 151.788909 240.430393 19.621986 38.982414 44.013181 92.874074 0.0187 0.0181 0.0014 1.137992 1.109953
2459593 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 257.573738 266.237054 294.340117 299.910267 35.118146 69.796072 111.673540 232.472078 0.0193 0.0182 0.0009 1.119712 1.099752
2459592 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 32.818238 34.969027 130.626439 146.186868 29.230818 78.305923 72.957710 89.713611 0.0203 0.0190 0.0008 nan nan
2459591 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 331.356322 339.002920 471.072029 inf 32.855110 51.416536 137.845623 257.212618 0.0202 nan nan 0.000000 0.000000
2459590 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 340.568547 349.512688 508.584269 337.139014 33.682771 44.267691 156.959153 195.243763 nan 0.0187 nan 0.000000 1.120404
2459589 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 326.012740 330.546817 487.822877 466.914293 21.027708 53.733867 77.907195 262.535261 nan nan nan 0.000000 0.000000
2459588 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 192.181216 213.072481 474.954459 390.172174 23.676911 36.535958 54.934624 49.361486 0.0183 0.0173 0.0107 0.000000 1.104714
2459587 RF_maintenance 100.00% - - - 100.00% 0.00% 335.746516 343.409392 494.929352 537.632212 20.093561 89.451967 170.206604 565.198893 nan nan nan 0.000000 0.000000
2459586 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 296.662948 303.041780 94.296457 109.214729 11.284176 17.520230 181.135506 372.099989 0.0186 0.0176 0.0006 1.130658 1.107460
2459585 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 154.316095 156.786036 145.016286 116.162840 21.612481 11.893550 458.998696 598.055382 nan 0.0230 nan 0.000000 0.000000
2459584 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 424.375742 453.165548 336.066510 479.963017 24.055183 22.989602 87.578945 75.161924 0.0191 0.0226 0.0046 0.000000 0.000000
2459583 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 323.898906 322.862311 176.201025 163.509731 30.593454 32.461718 148.243353 148.338517 0.0252 0.0274 0.0114 0.000000 1.044993
2459582 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 286.900172 290.389344 110.960300 139.252408 37.959582 34.673433 139.236170 125.602468 0.0188 0.0232 0.0052 1.110722 1.102098
2459581 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 396.633611 399.476308 135.386419 152.883308 30.184071 35.580152 155.617373 216.739935 0.0188 0.0207 0.0030 1.103999 1.100749
2459580 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 301.552052 303.270931 207.381971 171.603702 38.149342 34.975768 144.091077 148.332598 0.0069 0.0299 0.0256 0.000000 1.005057
2459579 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 307.019541 306.758051 245.778311 197.226204 41.788874 46.997449 257.972847 332.776242 nan 0.0259 nan 0.000000 0.965561
2459578 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 45.023733 44.836546 93.281887 90.021531 111.534517 184.893786 508.137510 834.952238 0.0247 0.0221 0.0035 nan nan
2459577 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 383.605954 381.797928 188.877049 148.217022 34.853201 37.822585 181.843793 141.251169 nan 0.0234 nan 0.000000 1.098212
2459576 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 293.928144 293.774558 133.001905 114.586926 33.279907 40.165420 229.658266 307.834163 0.0214 0.0199 0.0112 0.000000 1.052758
2459575 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 269.001092 282.444487 83.089104 149.061407 19.736947 29.185750 24.101183 40.127870 0.0186 0.0108 0.0111 0.000000 0.000000
2459574 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
2459573 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 302.229445 301.499130 255.639178 220.694506 33.526998 38.606896 197.846210 195.682344 0.0080 0.0236 0.0166 0.000000 0.000000
2459572 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 305.626695 307.398108 118.265000 138.801715 22.918718 30.399653 363.741224 372.808910 0.0300 0.0109 0.0180 1.019758 0.000000
2459571 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 40.578315 41.033519 101.673057 139.951084 219.807586 135.935948 1035.713965 764.458812 0.0328 nan nan nan nan
2459570 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 336.653455 339.261725 inf 169.321885 7.963019 11.282850 201.472815 279.869765 nan 0.0235 nan 0.000000 0.000000
2459569 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 316.265003 317.203812 124.791841 133.748438 15.018088 18.223057 23.485152 27.019872 0.0193 0.0189 0.0008 1.094437 1.089485
2459566 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 287.599840 298.660957 108.680694 144.915419 41.918473 49.579604 152.475949 159.208630 0.0186 0.0195 0.0021 1.009627 1.008752
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% 291.663372 289.879453 153.134841 140.316879 9.576850 13.135194 95.724955 206.617108 0.0259 0.0177 0.0079 1.089661 1.099221
2459563 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 312.382308 309.705539 309.885781 278.310375 30.992816 41.804660 204.562800 282.432598 0.0258 0.0176 0.0084 0.000000 0.000000
2459562 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 227.092821 226.628365 76.451109 69.386520 8.119281 18.140722 100.689450 192.856117 0.0260 0.0182 0.0082 1.124017 1.132706
2459561 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 232.286473 229.898577 83.316807 72.846021 10.234959 8.194028 252.613488 251.036950 0.0230 0.0212 0.0109 0.000000 1.147979
2459560 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 214.822336 211.851888 83.852446 70.593352 8.162980 9.217152 152.287444 200.071452 0.0242 0.0191 0.0118 0.000000 1.129119
2459559 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 255.838767 258.421027 66.735706 75.447964 8.563877 12.354579 174.372562 237.567707 0.0183 0.0175 0.0011 1.101516 1.100638
2459558 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 324.786961 322.383046 inf 160.510187 28.266846 48.633377 146.417348 319.889923 nan 0.0240 nan 0.000000 1.069671
2459557 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0348 nan nan nan nan
2459556 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 331.252122 336.665900 189.165115 209.250859 40.648814 41.420262 647.601075 507.895324 0.0274 0.0115 0.0175 0.760540 0.000000
2459553 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0222 0.0170 0.0098 nan nan
2459552 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 372.555001 373.673396 224.167484 227.169948 62.581508 57.937847 250.945682 208.223286 0.0235 0.0244 0.0057 0.737686 0.707021
2459551 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 207.380419 215.127908 64.337120 98.387977 13.804738 10.830175 205.019405 138.114852 0.0183 0.0211 0.0095 1.106475 0.000000
2459550 RF_maintenance - 99.18% 99.18% 0.00% - - nan nan nan nan nan nan nan nan 0.0487 0.0832 0.0006 nan nan
2459549 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 297.323660 298.096648 202.859823 223.493840 27.970450 41.445221 196.862774 273.317303 0.0179 0.0053 0.0161 0.000000 0.000000
2459542 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 371.395224 375.651541 341.372830 388.381811 3.819032 3.601151 200.084668 154.650260 0.0242 0.0200 0.0108 1.100711 0.000000
2459541 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 12.375576 11.700470 42.916456 43.557429 645.635499 638.729324 46.267458 33.649591 0.0229 0.0267 0.0083 1.094460 0.907194
2459540 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 275.462084 274.753812 73.761733 75.635674 22.467237 17.658074 120.689445 127.442694 0.0226 0.0206 0.0043 1.121463 1.122849
2459536 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 508.360499 505.418357 inf 297.185488 62.983773 66.932596 510.795470 627.144962 nan 0.0254 nan 0.000000 1.090732
2459535 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 223.842965 223.805283 68.529243 69.156671 17.434592 23.266062 131.234212 168.032324 0.0229 0.0192 0.0063 1.080599 1.092261
2459534 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 236.558574 236.884952 73.632846 83.680315 16.550047 13.005287 101.565146 90.605238 0.0279 0.0093 0.0163 0.000000 0.000000
2459533 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 349.518056 350.286219 163.097853 184.212738 38.510747 42.565739 299.036875 446.351849 0.0245 0.0208 0.0090 1.092928 0.000000
2459532 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 403.078626 407.629459 207.327821 225.046810 39.613202 48.808695 218.055940 237.738785 0.0200 0.0246 0.0077 1.099838 1.012561
2459530 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 229.576928 234.566479 61.960303 95.303065 10.992353 19.194554 149.765609 251.810954 0.0189 0.0052 0.0115 1.097381 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% 357.539323 357.548103 inf 240.384726 72.406361 66.137170 111.423034 116.830514 nan 0.0279 nan 0.000000 0.000000
2459523 RF_maintenance 100.00% - - - 100.00% 0.00% 456.140108 454.753857 inf 219.653295 36.297625 53.197385 228.168917 296.456866 nan nan nan 0.000000 1.380698
2459522 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 353.502621 353.963157 242.977106 234.032259 54.341034 52.488853 274.570083 220.956749 0.0327 0.0269 0.0074 1.031412 1.059516
2459513 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 45.073253 46.930689 68.056763 108.993408 158.607443 131.091766 713.214932 523.827426 0.0199 0.0341 0.0158 nan nan
2459508 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 340.688694 335.058399 288.703228 170.480882 36.891893 29.861310 48.279297 51.407543 nan 0.0181 nan 0.000000 0.000000
2459505 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 391.538685 389.869551 226.223545 196.801327 60.280766 62.511862 314.456907 302.436017 0.0198 0.0102 0.0171 1.071439 1.095412
2459503 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 387.258642 392.515619 290.933148 inf 44.326973 51.500065 274.744006 377.758130 0.0091 nan nan 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 25: 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
25 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 25: 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
25 N00 RF_maintenance ee Temporal Discontinuties 1051.913435 374.198334 375.192609 310.546456 325.700157 40.905346 60.142254 793.889457 1051.913435

Antenna 25: 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
25 N00 RF_maintenance nn Temporal Discontinuties 2648.393199 382.653048 388.258451 285.829686 349.363912 117.335499 185.966861 1661.922807 2648.393199

Antenna 25: 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
25 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 25: 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
25 N00 RF_maintenance ee Power inf 277.632964 273.590039 inf 148.918525 47.304545 53.859239 636.566688 759.929266

Antenna 25: 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
25 N00 RF_maintenance nn Temporal Discontinuties 1175.185914 197.415081 195.779704 215.540977 212.004455 14.700517 9.863879 1175.185914 579.778780

Antenna 25: 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
25 N00 RF_maintenance ee Power inf 295.659616 296.599277 inf inf 80.638821 159.533618 644.529965 1288.548908

Antenna 25: 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
25 N00 RF_maintenance ee Power inf 239.215241 240.706835 inf inf 46.558008 98.791503 471.068144 1187.732058

Antenna 25: 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
25 N00 RF_maintenance nn Power inf 330.007670 326.818144 inf inf 150.102166 69.807910 1524.067773 711.547605

Antenna 25: 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
25 N00 RF_maintenance ee Power inf 364.773222 367.565888 inf inf 154.587526 359.769468 675.199323 1667.810413

Antenna 25: 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
25 N00 RF_maintenance ee Power inf 428.484549 431.935361 inf inf 34.810290 115.684262 510.073764 1745.730647

Antenna 25: 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
25 N00 RF_maintenance ee Power inf 320.467877 316.796080 inf 148.924392 127.529277 48.669449 1483.303060 601.034987

Antenna 25: 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
25 N00 RF_maintenance ee Power inf 308.274939 302.403742 inf inf 231.777977 150.534033 2997.759445 1579.449504

Antenna 25: 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
25 N00 RF_maintenance nn Power inf 116.587884 116.818428 120.424966 inf 186.994820 545.465358 998.860473 2566.870343

Antenna 25: 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
25 N00 Not Found nn Shape nan nan nan inf inf nan nan nan nan

Antenna 25: 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
25 N00 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 25: 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
25 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 25: 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
25 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 25: 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
25 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 25: 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
25 N00 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 25: 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
25 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 25: 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
25 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 25: 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
25 N00 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 25: 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
25 N00 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 25: 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
25 N00 RF_maintenance nn Power inf 116.054978 115.107996 inf 113.307762 122.263374 69.949387 1973.159055 1201.500991

Antenna 25: 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
25 N00 RF_maintenance nn Power inf 149.482904 146.008449 inf 138.393371 699.296102 63.280871 6033.569824 756.714207

Antenna 25: 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
25 N00 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 25: 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
25 N00 RF_maintenance ee Power inf 113.699449 114.403777 inf inf 76.464415 277.357444 1038.417092 2348.079270

Antenna 25: 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
25 N00 RF_maintenance nn Power inf 105.045058 103.792256 inf inf 335.644338 119.592187 1533.017838 603.527877

Antenna 25: 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
25 N00 RF_maintenance nn Power inf 78.289132 78.336010 inf inf 223.606990 434.381794 1182.747646 2322.909459

Antenna 25: 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
25 N00 RF_maintenance ee Temporal Discontinuties 1582.578020 109.939274 109.446019 123.446441 107.658853 260.579011 244.878984 1422.835267 1582.578020

Antenna 25: 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
25 N00 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 25: 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
25 N00 RF_maintenance ee Power inf 494.096750 490.254885 inf inf 66.532771 31.312431 3673.748424 1550.684682

Antenna 25: 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
25 N00 RF_maintenance nn Power inf 77.943233 79.223387 105.834173 inf 346.369533 372.304541 609.894267 683.266968

Antenna 25: 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
25 N00 RF_maintenance nn Power inf 89.931716 89.200160 inf 101.804194 281.558559 108.255557 900.349984 346.664948

Antenna 25: 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
25 N00 RF_maintenance nn Power inf 104.039266 104.350662 155.304208 inf 266.669432 271.937680 832.949076 958.771740

Antenna 25: 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
25 N00 RF_maintenance nn Temporal Discontinuties 1051.216665 102.481400 102.593313 106.427019 105.606412 69.086761 131.489433 548.016496 1051.216665

Antenna 25: 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
25 N00 RF_maintenance nn Power inf 91.674866 92.034794 123.670605 inf 132.025416 229.623962 649.860534 1555.275970

Antenna 25: 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
25 N00 RF_maintenance nn Power inf 380.016674 389.647892 412.855130 inf 31.126558 177.588456 758.994892 6968.607277

Antenna 25: 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
25 N00 RF_maintenance nn Temporal Discontinuties 1124.669402 116.845285 115.797545 120.012035 93.915627 156.909621 87.142706 1124.669402 798.653216

Antenna 25: 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
25 N00 RF_maintenance nn Power inf 381.185957 371.154321 inf 500.014925 2120.644410 1379.620270 6434.041999 5553.006313

Antenna 25: 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
25 N00 RF_maintenance nn Power inf 38.115979 37.968901 inf 78.433019 30.135219 32.078099 258.362991 250.180400

Antenna 25: 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
25 N00 RF_maintenance nn Power inf 40.718783 40.385353 inf 68.586631 190.571136 76.235649 768.642901 319.695755

Antenna 25: 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
25 N00 RF_maintenance nn Temporal Discontinuties 1499.053116 345.442834 347.989943 560.581931 626.260041 30.808970 31.374486 1235.216162 1499.053116

Antenna 25: 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
25 N00 RF_maintenance nn Temporal Discontinuties 326.200906 18.245954 18.038847 22.687908 22.372174 3.371401 1.489561 326.200906 190.740001

Antenna 25: 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
25 N00 RF_maintenance ee Power inf 35.925279 35.382640 91.516964 inf 43.190507 43.813426 448.236039 384.593284

Antenna 25: 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
25 N00 RF_maintenance nn Power inf 104.881893 102.502944 inf inf 70.469233 98.684586 633.095067 889.206572

Antenna 25: 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
25 N00 RF_maintenance nn Power inf 87.958485 87.509412 inf 206.637093 159.015456 653.438292 209.932432 736.819187

Antenna 25: 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
25 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 25: 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
25 N00 RF_maintenance nn Temporal Discontinuties 521.388491 331.333060 329.759627 162.802345 140.809106 74.266496 53.511122 521.388491 450.525459

Antenna 25: 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
25 N00 RF_maintenance ee Temporal Discontinuties 521.007545 287.651565 287.651565 263.221063 263.221063 217.217072 217.217072 521.007545 521.007545

Antenna 25: 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
25 N00 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 25: 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
25 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 25: 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
25 N00 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 25: 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
25 0 RF_maintenance ee Power 379.408283 281.732813 282.816159 379.408283 322.673886 70.531020 79.810796 79.924646 88.978537

Antenna 25: 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
25 0 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 25: 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
25 0 RF_maintenance ee Temporal Discontinuties 1029.052776 314.299909 319.794805 231.347851 340.039409 64.183189 56.469725 1029.052776 827.588950

Antenna 25: 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
25 0 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 25: 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
25 0 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 25: 2459688

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
25 0 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 25: 2459687

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
25 0 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 25: 2459686

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
25 0 RF_maintenance nn Shape 319.309600 319.309600 317.661265 204.810363 189.069654 47.535559 42.842421 138.066647 125.093221

Antenna 25: 2459685

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
25 0 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 25: 2459684

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
25 0 RF_maintenance ee Power inf 349.304036 353.735691 inf 309.176535 51.691113 50.477025 256.687350 244.458180

Antenna 25: 2459676

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
25 0 RF_maintenance nn Temporal Discontinuties 577.331350 374.582064 365.734855 347.809859 230.772363 94.875756 61.237977 577.331350 499.283633

Antenna 25: 2459675

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
25 0 RF_maintenance ee Power inf 345.955016 353.171702 inf inf 183.221684 709.696643 1071.745780 3362.035759

Antenna 25: 2459674

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
25 0 RF_maintenance ee Temporal Discontinuties 462.017407 368.625978 368.014983 255.770429 237.232759 60.406651 74.424248 368.555666 462.017407

Antenna 25: 2459673

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
25 0 RF_maintenance ee Power inf 400.886135 397.587215 inf 301.141629 38.248697 44.310752 363.385979 659.622930

Antenna 25: 2459672

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
25 0 RF_maintenance ee Power 343.698861 316.973329 315.728324 329.344686 343.698861 61.500979 41.202555 191.821549 172.574659

Antenna 25: 2459671

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
25 0 RF_maintenance nn Temporal Discontinuties 706.279711 378.776034 381.145564 234.750776 326.141283 62.746715 58.675005 706.279711 664.185026

Antenna 25: 2459670

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
25 0 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 25: 2459669

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
25 0 RF_maintenance nn Power inf 145.513657 144.182987 inf 330.991521 158.429177 102.840008 1183.170277 1113.111027

Antenna 25: 2459668

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
25 0 RF_maintenance nn Power inf 330.712671 334.969541 349.865095 inf 49.355697 57.659482 377.443709 748.755147

Antenna 25: 2459665

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
25 0 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 25: 2459664

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
25 0 RF_maintenance ee Power 843.692806 314.222079 317.254482 843.692806 709.404806 90.492081 112.846688 389.128682 437.489321

Antenna 25: 2459663

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
25 0 RF_maintenance ee Power inf 408.855780 411.959572 498.223444 inf 64.150165 77.766605 540.484241 1061.180106

Antenna 25: 2459662

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
25 0 RF_maintenance ee Power inf 147.918332 146.548043 inf 197.132287 382.581682 191.859793 1334.954840 636.930096

Antenna 25: 2459661

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
25 0 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 25: 2459660

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
25 0 RF_maintenance ee Power inf 275.881005 277.322745 inf 461.775455 39.974614 53.847577 400.724939 504.167896

Antenna 25: 2459659

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
25 0 RF_maintenance nn Temporal Discontinuties 1042.969708 316.650105 306.290301 361.704553 229.693991 50.125154 39.599072 1042.969708 700.328303

Antenna 25: 2459658

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
25 0 RF_maintenance nn Temporal Discontinuties 1125.407932 310.397074 302.729637 313.024690 205.775661 38.702359 30.021515 1125.407932 789.238880

Antenna 25: 2459657

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
25 0 RF_maintenance nn Temporal Discontinuties 521.742089 352.748595 353.554281 297.615542 344.802648 53.098184 35.646843 521.742089 302.357275

Antenna 25: 2459656

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
25 0 RF_maintenance ee Temporal Discontinuties 850.097923 351.593471 346.323652 243.380296 184.049476 38.880404 39.663160 566.483071 850.097923

Antenna 25: 2459655

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
25 0 RF_maintenance nn Temporal Discontinuties 1024.398339 176.823431 175.992808 213.759520 185.911213 108.769534 160.177486 681.030241 1024.398339

Antenna 25: 2459653

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
25 0 RF_maintenance nn Temporal Discontinuties 384.433407 369.727377 371.287282 249.205192 346.144720 50.077061 47.237575 384.433407 324.134875

Antenna 25: 2459652

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
25 0 RF_maintenance ee Power inf 445.937413 447.903640 inf 430.023180 36.082208 53.159028 396.926454 450.693902

Antenna 25: 2459651

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
25 0 RF_maintenance ee Shape 417.314516 417.314516 414.328245 335.057506 321.650684 28.584462 30.006769 32.972145 44.299277

Antenna 25: 2459650

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
25 0 RF_maintenance nn Power inf 330.653086 325.589213 inf inf 75.366201 42.176537 161.424271 63.086239

Antenna 25: 2459649

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
25 0 RF_maintenance nn Temporal Discontinuties 723.500153 313.330447 310.118202 257.382053 229.559887 35.421311 47.744463 383.537524 723.500153

Antenna 25: 2459648

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
25 0 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 25: 2459647

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
25 0 RF_maintenance ee Temporal Variability 31035.057527 1.706838 1.706838 1033.428285 1033.428285 31035.057527 31035.057527 6.688771 6.688771

Antenna 25: 2459646

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
25 0 RF_maintenance nn Temporal Discontinuties 716.272062 315.285452 318.730053 293.433662 334.583395 37.968259 54.326803 472.383813 716.272062

Antenna 25: 2459645

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
25 0 RF_maintenance nn Power 370.804350 318.218797 323.041682 265.811588 370.804350 34.418159 52.303913 77.599595 136.244288

Antenna 25: 2459642

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
25 0 RF_maintenance nn Power 507.581297 343.910070 346.433374 435.842489 507.581297 46.869984 39.893413 463.223994 271.619395

Antenna 25: 2459640

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
25 0 RF_maintenance nn Temporal Discontinuties 378.975632 369.829622 367.479897 295.971590 294.737603 48.941468 68.697387 241.945735 378.975632

Antenna 25: 2459639

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
25 0 RF_maintenance ee Power inf 306.011440 304.876199 inf 358.883107 32.152323 47.227967 152.628289 282.113715

Antenna 25: 2459638

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
25 0 RF_maintenance ee Power 387.830887 383.816470 375.327152 387.830887 280.822626 41.018534 40.096266 97.896505 91.058542

Antenna 25: 2459637

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
25 0 RF_maintenance nn Power 441.957527 312.074407 315.006788 325.342217 441.957527 40.524731 48.878669 228.004975 423.447249

Antenna 25: 2459636

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
25 0 RF_maintenance ee Power 402.650069 327.373552 323.572622 402.650069 317.281412 34.570223 50.756939 149.667238 254.547084

Antenna 25: 2459635

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
25 0 RF_maintenance ee Shape 359.679305 359.629418 359.679305 358.683128 319.342441 51.757255 52.195517 193.184972 194.068737
In [ ]: