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 = "159"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 159 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 159 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 156 auto_metrics notebooks in /home/obs/src/H6C_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 159, Node N13:

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)
2459976 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.450124 27.139377 -1.573869 -0.768763 -0.185379 4.191466 -0.454397 32.748403 0.5815 0.4973 0.3465 nan nan
2459975 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.318296 29.134533 -1.647631 -0.780066 0.123642 5.771830 -0.614525 17.373064 0.5867 0.4915 0.3528 nan nan
2459974 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.343244 28.685216 -1.689490 -0.710428 -0.089405 4.215351 -0.211526 14.237820 0.5933 0.4853 0.3493 nan nan
2459973 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.278654 25.510677 -1.633362 -0.815583 -0.190549 3.963052 -0.436237 24.795875 0.6018 0.5103 0.3537 nan nan
2459972 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.523204 16.800770 -1.502490 -1.036709 -0.260388 6.427683 -0.923355 46.805899 0.5822 0.5486 0.3621 nan nan
2459971 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.361310 18.952777 -1.479758 -0.919995 0.297148 6.539588 -0.459707 74.143420 0.5861 0.5411 0.3581 nan nan
2459970 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.355009 25.570569 -1.334501 -0.699250 -0.039233 6.469160 -0.709834 30.451231 0.5919 0.5186 0.3560 nan nan
2459969 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.368010 30.660381 -1.345356 -0.514712 -0.222710 6.006053 -0.724135 23.009105 0.6034 0.4989 0.3532 nan nan
2459968 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.143965 3.958877 -1.182028 -0.964083 0.049589 4.457346 -0.945017 1.799500 0.7102 0.6550 0.2553 nan nan
2459967 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.444663 21.849037 -1.404466 -0.848449 0.276048 8.289843 -0.344592 37.867365 0.5937 0.5362 0.3551 nan nan
2459966 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.594712 22.939956 -1.306486 -0.911388 0.273974 8.333919 -0.566083 56.691660 0.5928 0.5412 0.3560 nan nan
2459965 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.387908 22.948266 -1.347328 -0.804628 0.038954 3.735000 -0.816453 45.854381 0.6027 0.5474 0.3438 nan nan
2459964 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.607248 26.856172 -1.629735 -0.772634 -0.415089 4.386193 -1.183527 19.788884 0.6504 0.5565 0.3019 nan nan
2459963 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.482224 27.241138 -1.565593 -0.541107 -1.490374 0.681153 -1.152444 0.340760 0.6856 0.5848 0.2334 nan nan
2459962 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.719870 31.865773 -1.790043 -0.764980 -1.301989 3.350105 -1.389202 0.066106 0.6431 0.5390 0.3014 nan nan
2459961 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 1.038279 17.278167 -1.380667 -0.819301 -1.937767 8.165249 -1.122207 4.809289 0.7232 0.6411 0.2255 nan nan
2459960 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.323792 21.114546 -1.385304 -0.952675 -0.310339 6.831329 -1.220955 21.532861 0.6272 0.5784 0.2995 nan nan
2459959 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -0.240853 19.159316 -1.860052 -1.302738 -0.071501 5.603562 -0.722753 39.481633 0.5892 0.5552 0.3421 nan nan
2459958 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.197402 20.665675 -1.366609 -1.021229 0.027838 6.465303 -0.799259 37.257050 0.5971 0.5536 0.3532 nan nan
2459957 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.368093 18.399794 -1.321563 -0.984602 -0.108115 8.470409 -0.823559 41.563994 0.5944 0.5517 0.3632 nan nan
2459956 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 1.258800 18.090975 -1.113669 -0.897842 0.710749 3.878474 -1.033740 6.092752 0.6415 0.5906 0.3072 nan nan
2459955 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.202633 16.777396 -1.233386 -0.915380 -0.046882 6.562984 -0.675327 59.248589 0.5910 0.5559 0.3600 nan nan
2459954 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.203610 18.556387 -0.940096 -0.752995 -0.507120 7.252971 -0.615259 23.972725 0.5915 0.5560 0.3716 nan nan
2459953 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.194131 20.853821 -1.237882 -0.796321 0.229234 8.197068 -0.266722 66.348146 0.5905 0.5369 0.3620 nan nan
2459952 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.249578 24.434661 -1.061362 -0.644623 -0.540795 6.586060 -0.131151 32.047916 0.6016 0.5467 0.3661 nan nan
2459951 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.141042 26.478816 -1.517684 -0.586089 -0.747029 2.041068 -0.191986 2.382056 0.6136 0.5026 0.3528 nan nan
2459950 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.536112 30.559283 -1.502025 -0.566562 -1.103091 4.435735 -0.296525 7.144494 0.6145 0.5015 0.3605 nan nan
2459949 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.084166 27.881320 -1.662806 -0.832505 -0.649335 6.496257 -0.350829 46.822110 0.6039 0.5097 0.3696 nan nan
2459948 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.170711 27.332355 -2.159326 -1.126891 -0.353386 4.814792 -0.502801 16.861995 0.6297 0.5465 0.3460 nan nan
2459947 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.395589 31.365500 -1.716246 -0.838174 -1.406593 2.624877 -0.913104 4.609814 0.6380 0.5111 0.3409 nan nan
2459946 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.091806 3.744451 -1.501927 -1.586860 -0.901278 3.055805 -0.103565 28.501961 0.6080 0.6238 0.3802 nan nan
2459945 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.076305 28.939758 -1.723287 -0.888282 -0.462365 2.920778 1.379791 22.455981 0.6168 0.5047 0.3545 nan nan
2459944 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.018107 20.755292 -1.682648 -1.085990 -0.865270 4.710516 -0.542906 31.966346 0.6218 0.5533 0.3620 nan nan
2459943 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -0.113339 22.585041 -1.550906 -0.852798 -0.951944 4.287245 -0.561946 32.905000 0.6235 0.5318 0.3625 nan nan
2459942 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.020015 27.537382 -1.669325 -0.970585 -0.660880 4.440435 -0.511044 60.522210 0.6241 0.5395 0.3587 nan nan
2459941 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.341484 14.234891 -1.453058 -1.256685 -0.941559 5.035951 -0.662857 25.734262 0.6035 0.5804 0.3838 nan nan
2459940 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -0.013136 23.415753 -1.710220 -1.115416 -1.397791 5.967715 -0.391647 10.473440 0.6151 0.5447 0.3740 nan nan
2459939 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.004327 16.196967 -1.558666 -1.148875 -1.260595 3.183084 -0.289930 32.301278 0.6197 0.5835 0.3777 nan nan
2459938 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.190460 22.679856 -1.634683 -0.972053 -1.157453 6.383316 -0.235114 63.596979 0.6219 0.5403 0.3667 nan nan
2459937 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.236379 19.401191 -1.779404 -1.229175 -0.820907 4.168958 -0.779904 36.917405 0.6373 0.5955 0.3476 nan nan
2459936 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.685913 18.316855 -2.076886 -1.254949 -0.515029 4.092884 -1.608795 8.832568 0.7543 0.7088 0.2082 nan nan
2459935 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.353217 5.587796 -1.199130 -1.343578 -1.446454 3.621080 -0.036770 15.788280 0.6251 0.6311 0.3802 nan nan
2459934 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.810911 28.784545 -1.005413 -0.762114 -0.578563 5.418215 -0.190316 36.906100 0.6337 0.5611 0.3688 nan nan
2459933 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.639450 23.730492 -1.047068 -0.779037 -0.594761 4.841328 -0.407348 50.332418 0.6333 0.5617 0.3686 nan nan
2459932 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.266294 31.785519 -0.932552 -0.559821 -1.214138 3.372123 -0.228666 3.296383 0.5648 0.4544 0.3021 nan nan
2459931 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.599955 31.473241 -1.240930 -0.679420 -1.211445 5.036629 -0.509998 31.856513 0.6430 0.5478 0.3521 nan nan
2459930 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.522954 28.700434 -0.915720 -0.484092 -1.032033 1.778555 -0.396005 0.691297 0.6394 0.5208 0.3564 nan nan
2459929 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 1.741596 12.756980 -1.363641 -0.802659 -1.114947 -0.727851 -1.047484 -0.433678 0.7512 0.6708 0.2098 nan nan
2459928 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.256715 10.181461 -2.056927 -1.730709 -1.436930 6.095458 -0.497414 73.061871 0.6134 0.6052 0.3749 nan nan
2459927 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.002693 27.637308 -1.662114 -0.879527 1.147402 2.347215 -0.323433 0.578970 0.5685 0.4607 0.3051 nan nan
2459926 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -0.026463 24.389594 -1.345789 -1.068300 -1.245478 -0.966872 -1.151948 -1.003834 0.7613 0.7038 0.1842 nan nan
2459925 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 1.068306 7.669244 -1.897545 -0.975409 -2.261970 0.318903 -1.921011 -0.125640 0.7324 0.6157 0.2365 nan nan
2459924 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.204997 31.026212 -1.833365 -1.120423 -1.561631 2.090996 -1.157187 6.560170 0.6397 0.5323 0.3387 nan nan
2459923 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.161501 10.343144 -1.988989 -1.701528 -1.757210 3.862632 -1.526073 2.018914 0.6805 0.6697 0.3328 nan nan
2459922 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.174414 17.177710 -1.125502 -1.053828 -0.719445 9.796419 -0.443794 68.404830 0.6272 0.5869 0.3718 nan nan
2459921 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459920 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -0.199641 18.035253 -1.436644 -1.054604 -1.228932 4.384653 0.050785 101.911895 0.6339 0.5858 0.3922 nan nan
2459919 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.034068 27.416918 -1.251898 -0.665683 -1.131001 6.035836 0.015000 53.915254 0.6299 0.5444 0.3615 nan nan
2459918 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.430921 29.025111 -1.213002 -0.748340 -1.086769 4.207712 -0.457189 57.665904 0.6413 0.5454 0.3626 nan nan
2459917 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.025765 4.154116 -1.593826 -1.360417 -0.384264 8.183578 -0.058285 70.142050 0.6742 0.6844 0.4421 nan nan
2459916 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.145789 28.582093 -1.528341 -0.772663 -1.281230 2.298913 0.668868 13.681317 0.6420 0.5380 0.3627 nan nan
2459915 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.105049 18.904073 -1.640912 -1.156905 -0.716430 4.267310 -0.898834 43.308221 0.6758 0.6241 0.3489 nan nan
2459914 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.180609 32.255797 -1.654988 -0.897763 -0.872302 4.515981 -1.245886 5.362113 0.6969 0.5989 0.2915 nan nan
2459913 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 1.064463 22.149534 -1.444351 -1.111200 -0.864838 6.499188 -0.860382 15.830314 0.6552 0.5863 0.3853 nan nan
2459912 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.205440 3.891381 -1.510894 -1.530387 -1.619431 3.954456 -0.531521 9.976559 0.6274 0.6450 0.3955 nan nan
2459911 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.275730 23.244425 -1.495110 -0.928405 -0.999933 6.361804 -0.374975 48.094939 0.6305 0.5477 0.3725 nan nan
2459910 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.151130 27.684910 -1.534108 -0.826827 -1.052072 2.731165 -0.303685 22.258414 0.6365 0.5277 0.3664 nan nan
2459909 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.219432 23.766848 -1.673438 -1.059842 -1.116962 3.828360 -0.191077 44.031025 0.6332 0.5590 0.3743 nan nan
2459908 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.152494 22.412837 -1.515353 -1.016643 -1.490207 4.638152 -0.074339 60.673258 0.6400 0.5869 0.3780 nan nan
2459907 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.120013 28.555847 -1.617811 -0.942207 -1.313492 2.088518 -0.350012 22.448194 0.6352 0.5445 0.3670 nan nan
2459906 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -0.000180 20.081255 -1.279207 -1.039358 -1.344523 6.083433 -0.411757 25.165954 0.6275 0.5857 0.3804 nan nan
2459905 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.075833 23.792732 -1.429550 -0.925242 -2.141755 10.523693 -0.255220 39.994573 0.6087 0.5408 0.3798 nan nan
2459904 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -0.081539 30.176818 -1.305750 -0.672633 -1.017044 3.140048 0.000267 0.626796 0.6125 0.5057 0.3635 nan nan
2459903 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -0.051009 16.356403 -1.514935 -1.156706 -1.419908 5.782532 0.104296 7.855364 0.6161 0.5928 0.3881 nan nan
2459902 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.149514 30.693492 -1.432132 -0.839542 -1.295293 5.007622 -0.084039 29.136345 0.6224 0.5339 0.3677 nan nan
2459901 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -0.129639 27.865032 -1.685507 -1.076585 -1.353676 4.818527 -0.428075 46.028952 0.6407 0.5519 0.3725 nan nan
2459900 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -0.474531 23.951372 -1.709360 -1.104126 -0.893384 8.940257 -0.443982 23.799981 0.5812 0.5113 0.3095 nan nan
2459898 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.020273 17.879625 -1.620917 -1.228749 -1.589464 7.950244 0.149782 5.509785 0.6316 0.5872 0.3789 nan nan
2459897 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.098663 28.352735 -1.267047 -0.761767 -1.225770 2.553900 -0.228039 1.825711 0.6299 0.5076 0.3726 nan nan
2459896 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -0.092347 27.763910 -1.427469 -0.802202 -2.049235 2.918533 -0.001124 1.855945 0.6315 0.5101 0.3710 nan nan
2459895 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.120871 32.096685 -1.688926 -0.852633 -1.510431 2.446577 -1.890847 0.600901 0.7189 0.6008 0.2691 nan nan
2459894 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -0.072346 32.999204 -1.262112 -0.793764 -1.412783 3.710095 -0.332471 6.688827 0.6329 0.5101 0.3663 nan nan
2459893 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -0.270923 33.589366 -1.531754 -0.866083 -1.280226 3.176147 0.969814 4.065029 0.6422 0.5245 0.3632 nan nan
2459892 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -0.120524 33.685419 -1.738048 -0.959369 -1.997663 2.341912 -0.271044 1.230786 0.6423 0.5213 0.3607 nan nan
2459891 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -0.194498 31.140657 -1.410472 -0.833006 -2.025420 3.794921 -0.416722 0.392945 0.6358 0.5133 0.3629 nan nan
2459890 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -0.030615 26.895369 -2.007642 -1.229685 -1.169369 8.410837 -0.351021 16.003204 0.6353 0.5328 0.3634 nan nan
2459889 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.017660 20.002378 -1.460974 -1.380889 -1.883275 10.977406 -0.014486 8.629977 0.6437 0.5935 0.3752 nan nan
2459888 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -0.015359 24.921056 -1.781785 -1.094170 -1.603721 8.263861 -0.787364 5.930731 0.6591 0.5777 0.3639 nan nan
2459887 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -0.041788 28.375917 -2.354668 -1.420304 -2.192718 2.863040 -0.205519 0.800181 0.6448 0.5377 0.3664 nan nan
2459886 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -0.188308 33.547584 -1.648721 -0.916774 -2.282599 1.318885 -1.654820 -0.325543 0.7246 0.6269 0.3267 nan nan
2459885 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.275686 42.933182 10.777221 10.285617 1.307766 12.492708 4.483958 14.528052 0.6824 0.5703 0.3433 nan nan
2459884 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 1.172737 22.475564 2.467395 1.340175 0.739960 3.791275 -1.808848 7.191314 0.6769 0.5420 0.3765 nan nan
2459883 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.986347 29.334931 29.353912 25.687535 2.586344 6.289794 -2.886254 8.453725 0.6684 0.5416 0.3655 nan nan
2459882 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 4.069873 51.362316 34.488373 29.457915 2.795653 9.327820 -1.135393 11.850156 0.6668 0.5338 0.3722 nan nan
2459881 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.804564 29.406272 38.680092 32.975841 7.294977 18.393634 -2.387920 6.991780 0.7155 0.6136 0.3143 nan nan
2459880 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.950771 35.020742 30.938884 27.218199 1.977666 6.887256 -1.741270 15.800915 0.6680 0.5405 0.3747 nan nan
2459879 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.210771 19.948113 -0.090668 -1.073717 -2.029038 -0.095054 -1.357993 1.414326 0.6527 0.5326 0.3852 nan nan
2459878 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 3.068536 29.717045 37.865309 34.161660 3.635748 10.365673 -1.950188 37.857320 0.6637 0.5526 0.3800 nan nan
2459876 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459875 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.799543 37.100992 36.513614 30.772664 4.423075 12.709159 -0.704371 3.656526 0.6993 0.5701 0.3571 nan nan
2459874 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 4.173398 50.970943 18.769595 15.701239 5.695385 15.143364 -2.245827 -1.919733 0.6908 0.5332 0.3595 nan nan
2459873 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.579334 41.376401 25.322557 20.790276 1.829200 7.312243 -1.979578 -0.818346 0.6933 0.5261 0.3572 nan nan

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 159: 2459976

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
159 N13 RF_maintenance nn Temporal Discontinuties 32.748403 27.139377 0.450124 -0.768763 -1.573869 4.191466 -0.185379 32.748403 -0.454397

Antenna 159: 2459975

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
159 N13 RF_maintenance nn Shape 29.134533 0.318296 29.134533 -1.647631 -0.780066 0.123642 5.771830 -0.614525 17.373064

Antenna 159: 2459974

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
159 N13 RF_maintenance nn Shape 28.685216 0.343244 28.685216 -1.689490 -0.710428 -0.089405 4.215351 -0.211526 14.237820

Antenna 159: 2459973

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
159 N13 RF_maintenance nn Shape 25.510677 0.278654 25.510677 -1.633362 -0.815583 -0.190549 3.963052 -0.436237 24.795875

Antenna 159: 2459972

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
159 N13 RF_maintenance nn Temporal Discontinuties 46.805899 0.523204 16.800770 -1.502490 -1.036709 -0.260388 6.427683 -0.923355 46.805899

Antenna 159: 2459971

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
159 N13 RF_maintenance nn Temporal Discontinuties 74.143420 0.361310 18.952777 -1.479758 -0.919995 0.297148 6.539588 -0.459707 74.143420

Antenna 159: 2459970

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
159 N13 RF_maintenance nn Temporal Discontinuties 30.451231 25.570569 0.355009 -0.699250 -1.334501 6.469160 -0.039233 30.451231 -0.709834

Antenna 159: 2459969

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
159 N13 RF_maintenance nn Shape 30.660381 0.368010 30.660381 -1.345356 -0.514712 -0.222710 6.006053 -0.724135 23.009105

Antenna 159: 2459968

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
159 N13 RF_maintenance nn Temporal Variability 4.457346 2.143965 3.958877 -1.182028 -0.964083 0.049589 4.457346 -0.945017 1.799500

Antenna 159: 2459967

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
159 N13 RF_maintenance nn Temporal Discontinuties 37.867365 0.444663 21.849037 -1.404466 -0.848449 0.276048 8.289843 -0.344592 37.867365

Antenna 159: 2459966

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
159 N13 RF_maintenance nn Temporal Discontinuties 56.691660 22.939956 0.594712 -0.911388 -1.306486 8.333919 0.273974 56.691660 -0.566083

Antenna 159: 2459965

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
159 N13 RF_maintenance nn Temporal Discontinuties 45.854381 22.948266 0.387908 -0.804628 -1.347328 3.735000 0.038954 45.854381 -0.816453

Antenna 159: 2459962

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
159 N13 RF_maintenance nn Shape 31.865773 31.865773 0.719870 -0.764980 -1.790043 3.350105 -1.301989 0.066106 -1.389202

Antenna 159: 2459961

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
159 N13 RF_maintenance nn Shape 17.278167 17.278167 1.038279 -0.819301 -1.380667 8.165249 -1.937767 4.809289 -1.122207

Antenna 159: 2459960

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
159 N13 RF_maintenance nn Temporal Discontinuties 21.532861 21.114546 0.323792 -0.952675 -1.385304 6.831329 -0.310339 21.532861 -1.220955

Antenna 159: 2459959

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
159 N13 RF_maintenance nn Temporal Discontinuties 39.481633 -0.240853 19.159316 -1.860052 -1.302738 -0.071501 5.603562 -0.722753 39.481633

Antenna 159: 2459958

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
159 N13 RF_maintenance nn Temporal Discontinuties 37.257050 20.665675 0.197402 -1.021229 -1.366609 6.465303 0.027838 37.257050 -0.799259

Antenna 159: 2459957

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
159 N13 RF_maintenance nn Temporal Discontinuties 41.563994 18.399794 0.368093 -0.984602 -1.321563 8.470409 -0.108115 41.563994 -0.823559

Antenna 159: 2459956

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
159 N13 RF_maintenance nn Shape 18.090975 18.090975 1.258800 -0.897842 -1.113669 3.878474 0.710749 6.092752 -1.033740

Antenna 159: 2459955

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
159 N13 RF_maintenance nn Temporal Discontinuties 59.248589 0.202633 16.777396 -1.233386 -0.915380 -0.046882 6.562984 -0.675327 59.248589

Antenna 159: 2459954

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
159 N13 RF_maintenance nn Temporal Discontinuties 23.972725 18.556387 0.203610 -0.752995 -0.940096 7.252971 -0.507120 23.972725 -0.615259

Antenna 159: 2459953

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
159 N13 RF_maintenance nn Temporal Discontinuties 66.348146 20.853821 0.194131 -0.796321 -1.237882 8.197068 0.229234 66.348146 -0.266722

Antenna 159: 2459952

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
159 N13 RF_maintenance nn Temporal Discontinuties 32.047916 24.434661 0.249578 -0.644623 -1.061362 6.586060 -0.540795 32.047916 -0.131151

Antenna 159: 2459951

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
159 N13 RF_maintenance nn Shape 26.478816 26.478816 0.141042 -0.586089 -1.517684 2.041068 -0.747029 2.382056 -0.191986

Antenna 159: 2459950

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
159 N13 RF_maintenance nn Shape 30.559283 30.559283 0.536112 -0.566562 -1.502025 4.435735 -1.103091 7.144494 -0.296525

Antenna 159: 2459949

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
159 N13 RF_maintenance nn Temporal Discontinuties 46.822110 0.084166 27.881320 -1.662806 -0.832505 -0.649335 6.496257 -0.350829 46.822110

Antenna 159: 2459948

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
159 N13 RF_maintenance nn Shape 27.332355 0.170711 27.332355 -2.159326 -1.126891 -0.353386 4.814792 -0.502801 16.861995

Antenna 159: 2459947

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
159 N13 RF_maintenance nn Shape 31.365500 31.365500 0.395589 -0.838174 -1.716246 2.624877 -1.406593 4.609814 -0.913104

Antenna 159: 2459946

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
159 N13 RF_maintenance nn Temporal Discontinuties 28.501961 3.744451 0.091806 -1.586860 -1.501927 3.055805 -0.901278 28.501961 -0.103565

Antenna 159: 2459945

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
159 N13 RF_maintenance nn Shape 28.939758 28.939758 0.076305 -0.888282 -1.723287 2.920778 -0.462365 22.455981 1.379791

Antenna 159: 2459944

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
159 N13 RF_maintenance nn Temporal Discontinuties 31.966346 0.018107 20.755292 -1.682648 -1.085990 -0.865270 4.710516 -0.542906 31.966346

Antenna 159: 2459943

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
159 N13 RF_maintenance nn Temporal Discontinuties 32.905000 22.585041 -0.113339 -0.852798 -1.550906 4.287245 -0.951944 32.905000 -0.561946

Antenna 159: 2459942

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
159 N13 RF_maintenance nn Temporal Discontinuties 60.522210 27.537382 0.020015 -0.970585 -1.669325 4.440435 -0.660880 60.522210 -0.511044

Antenna 159: 2459941

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
159 N13 RF_maintenance nn Temporal Discontinuties 25.734262 14.234891 0.341484 -1.256685 -1.453058 5.035951 -0.941559 25.734262 -0.662857

Antenna 159: 2459940

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
159 N13 RF_maintenance nn Shape 23.415753 23.415753 -0.013136 -1.115416 -1.710220 5.967715 -1.397791 10.473440 -0.391647

Antenna 159: 2459939

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
159 N13 RF_maintenance nn Temporal Discontinuties 32.301278 16.196967 0.004327 -1.148875 -1.558666 3.183084 -1.260595 32.301278 -0.289930

Antenna 159: 2459938

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
159 N13 RF_maintenance nn Temporal Discontinuties 63.596979 22.679856 0.190460 -0.972053 -1.634683 6.383316 -1.157453 63.596979 -0.235114

Antenna 159: 2459937

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
159 N13 RF_maintenance nn Temporal Discontinuties 36.917405 0.236379 19.401191 -1.779404 -1.229175 -0.820907 4.168958 -0.779904 36.917405

Antenna 159: 2459936

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
159 N13 RF_maintenance nn Shape 18.316855 0.685913 18.316855 -2.076886 -1.254949 -0.515029 4.092884 -1.608795 8.832568

Antenna 159: 2459935

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
159 N13 RF_maintenance nn Temporal Discontinuties 15.788280 5.587796 0.353217 -1.343578 -1.199130 3.621080 -1.446454 15.788280 -0.036770

Antenna 159: 2459934

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
159 N13 RF_maintenance nn Temporal Discontinuties 36.906100 0.810911 28.784545 -1.005413 -0.762114 -0.578563 5.418215 -0.190316 36.906100

Antenna 159: 2459933

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
159 N13 RF_maintenance nn Temporal Discontinuties 50.332418 23.730492 0.639450 -0.779037 -1.047068 4.841328 -0.594761 50.332418 -0.407348

Antenna 159: 2459932

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
159 N13 RF_maintenance nn Shape 31.785519 31.785519 0.266294 -0.559821 -0.932552 3.372123 -1.214138 3.296383 -0.228666

Antenna 159: 2459931

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
159 N13 RF_maintenance nn Temporal Discontinuties 31.856513 0.599955 31.473241 -1.240930 -0.679420 -1.211445 5.036629 -0.509998 31.856513

Antenna 159: 2459930

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
159 N13 RF_maintenance nn Shape 28.700434 0.522954 28.700434 -0.915720 -0.484092 -1.032033 1.778555 -0.396005 0.691297

Antenna 159: 2459929

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
159 N13 RF_maintenance nn Shape 12.756980 12.756980 1.741596 -0.802659 -1.363641 -0.727851 -1.114947 -0.433678 -1.047484

Antenna 159: 2459928

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
159 N13 RF_maintenance nn Temporal Discontinuties 73.061871 10.181461 0.256715 -1.730709 -2.056927 6.095458 -1.436930 73.061871 -0.497414

Antenna 159: 2459927

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
159 N13 RF_maintenance nn Shape 27.637308 27.637308 0.002693 -0.879527 -1.662114 2.347215 1.147402 0.578970 -0.323433

Antenna 159: 2459926

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
159 N13 RF_maintenance nn Shape 24.389594 24.389594 -0.026463 -1.068300 -1.345789 -0.966872 -1.245478 -1.003834 -1.151948

Antenna 159: 2459925

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
159 N13 RF_maintenance nn Shape 7.669244 1.068306 7.669244 -1.897545 -0.975409 -2.261970 0.318903 -1.921011 -0.125640

Antenna 159: 2459924

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
159 N13 RF_maintenance nn Shape 31.026212 0.204997 31.026212 -1.833365 -1.120423 -1.561631 2.090996 -1.157187 6.560170

Antenna 159: 2459923

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
159 N13 RF_maintenance nn Shape 10.343144 10.343144 0.161501 -1.701528 -1.988989 3.862632 -1.757210 2.018914 -1.526073

Antenna 159: 2459922

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
159 N13 RF_maintenance nn Temporal Discontinuties 68.404830 17.177710 0.174414 -1.053828 -1.125502 9.796419 -0.719445 68.404830 -0.443794

Antenna 159: 2459921

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
159 N13 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 159: 2459920

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
159 N13 RF_maintenance nn Temporal Discontinuties 101.911895 18.035253 -0.199641 -1.054604 -1.436644 4.384653 -1.228932 101.911895 0.050785

Antenna 159: 2459919

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
159 N13 RF_maintenance nn Temporal Discontinuties 53.915254 0.034068 27.416918 -1.251898 -0.665683 -1.131001 6.035836 0.015000 53.915254

Antenna 159: 2459918

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
159 N13 RF_maintenance nn Temporal Discontinuties 57.665904 29.025111 0.430921 -0.748340 -1.213002 4.207712 -1.086769 57.665904 -0.457189

Antenna 159: 2459917

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
159 N13 RF_maintenance nn Temporal Discontinuties 70.142050 4.154116 0.025765 -1.360417 -1.593826 8.183578 -0.384264 70.142050 -0.058285

Antenna 159: 2459916

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
159 N13 RF_maintenance nn Shape 28.582093 0.145789 28.582093 -1.528341 -0.772663 -1.281230 2.298913 0.668868 13.681317

Antenna 159: 2459915

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
159 N13 RF_maintenance nn Temporal Discontinuties 43.308221 0.105049 18.904073 -1.640912 -1.156905 -0.716430 4.267310 -0.898834 43.308221

Antenna 159: 2459914

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
159 N13 RF_maintenance nn Shape 32.255797 0.180609 32.255797 -1.654988 -0.897763 -0.872302 4.515981 -1.245886 5.362113

Antenna 159: 2459913

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
159 N13 RF_maintenance nn Shape 22.149534 22.149534 1.064463 -1.111200 -1.444351 6.499188 -0.864838 15.830314 -0.860382

Antenna 159: 2459912

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
159 N13 RF_maintenance nn Temporal Discontinuties 9.976559 3.891381 0.205440 -1.530387 -1.510894 3.954456 -1.619431 9.976559 -0.531521

Antenna 159: 2459911

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
159 N13 RF_maintenance nn Temporal Discontinuties 48.094939 23.244425 0.275730 -0.928405 -1.495110 6.361804 -0.999933 48.094939 -0.374975

Antenna 159: 2459910

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
159 N13 RF_maintenance nn Shape 27.684910 27.684910 0.151130 -0.826827 -1.534108 2.731165 -1.052072 22.258414 -0.303685

Antenna 159: 2459909

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
159 N13 RF_maintenance nn Temporal Discontinuties 44.031025 23.766848 0.219432 -1.059842 -1.673438 3.828360 -1.116962 44.031025 -0.191077

Antenna 159: 2459908

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
159 N13 RF_maintenance nn Temporal Discontinuties 60.673258 0.152494 22.412837 -1.515353 -1.016643 -1.490207 4.638152 -0.074339 60.673258

Antenna 159: 2459907

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
159 N13 RF_maintenance nn Shape 28.555847 28.555847 0.120013 -0.942207 -1.617811 2.088518 -1.313492 22.448194 -0.350012

Antenna 159: 2459906

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
159 N13 RF_maintenance nn Temporal Discontinuties 25.165954 20.081255 -0.000180 -1.039358 -1.279207 6.083433 -1.344523 25.165954 -0.411757

Antenna 159: 2459905

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
159 N13 RF_maintenance nn Temporal Discontinuties 39.994573 23.792732 0.075833 -0.925242 -1.429550 10.523693 -2.141755 39.994573 -0.255220

Antenna 159: 2459904

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
159 N13 RF_maintenance nn Shape 30.176818 30.176818 -0.081539 -0.672633 -1.305750 3.140048 -1.017044 0.626796 0.000267

Antenna 159: 2459903

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
159 N13 RF_maintenance nn Shape 16.356403 16.356403 -0.051009 -1.156706 -1.514935 5.782532 -1.419908 7.855364 0.104296

Antenna 159: 2459902

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
159 N13 RF_maintenance nn Shape 30.693492 0.149514 30.693492 -1.432132 -0.839542 -1.295293 5.007622 -0.084039 29.136345

Antenna 159: 2459901

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
159 N13 RF_maintenance nn Temporal Discontinuties 46.028952 -0.129639 27.865032 -1.685507 -1.076585 -1.353676 4.818527 -0.428075 46.028952

Antenna 159: 2459900

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
159 N13 RF_maintenance nn Shape 23.951372 -0.474531 23.951372 -1.709360 -1.104126 -0.893384 8.940257 -0.443982 23.799981

Antenna 159: 2459898

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
159 N13 RF_maintenance nn Shape 17.879625 17.879625 0.020273 -1.228749 -1.620917 7.950244 -1.589464 5.509785 0.149782

Antenna 159: 2459897

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
159 N13 RF_maintenance nn Shape 28.352735 28.352735 0.098663 -0.761767 -1.267047 2.553900 -1.225770 1.825711 -0.228039

Antenna 159: 2459896

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
159 N13 RF_maintenance nn Shape 27.763910 27.763910 -0.092347 -0.802202 -1.427469 2.918533 -2.049235 1.855945 -0.001124

Antenna 159: 2459895

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
159 N13 RF_maintenance nn Shape 32.096685 0.120871 32.096685 -1.688926 -0.852633 -1.510431 2.446577 -1.890847 0.600901

Antenna 159: 2459894

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
159 N13 RF_maintenance nn Shape 32.999204 32.999204 -0.072346 -0.793764 -1.262112 3.710095 -1.412783 6.688827 -0.332471

Antenna 159: 2459893

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
159 N13 RF_maintenance nn Shape 33.589366 -0.270923 33.589366 -1.531754 -0.866083 -1.280226 3.176147 0.969814 4.065029

Antenna 159: 2459892

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
159 N13 RF_maintenance nn Shape 33.685419 33.685419 -0.120524 -0.959369 -1.738048 2.341912 -1.997663 1.230786 -0.271044

Antenna 159: 2459891

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
159 N13 RF_maintenance nn Shape 31.140657 -0.194498 31.140657 -1.410472 -0.833006 -2.025420 3.794921 -0.416722 0.392945

Antenna 159: 2459890

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
159 N13 RF_maintenance nn Shape 26.895369 26.895369 -0.030615 -1.229685 -2.007642 8.410837 -1.169369 16.003204 -0.351021

Antenna 159: 2459889

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
159 N13 RF_maintenance nn Shape 20.002378 0.017660 20.002378 -1.460974 -1.380889 -1.883275 10.977406 -0.014486 8.629977

Antenna 159: 2459888

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
159 N13 RF_maintenance nn Shape 24.921056 24.921056 -0.015359 -1.094170 -1.781785 8.263861 -1.603721 5.930731 -0.787364

Antenna 159: 2459887

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
159 N13 RF_maintenance nn Shape 28.375917 28.375917 -0.041788 -1.420304 -2.354668 2.863040 -2.192718 0.800181 -0.205519

Antenna 159: 2459886

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
159 N13 RF_maintenance nn Shape 33.547584 -0.188308 33.547584 -1.648721 -0.916774 -2.282599 1.318885 -1.654820 -0.325543

Antenna 159: 2459885

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
159 N13 RF_maintenance nn Shape 42.933182 42.933182 2.275686 10.285617 10.777221 12.492708 1.307766 14.528052 4.483958

Antenna 159: 2459884

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
159 N13 RF_maintenance nn Shape 22.475564 22.475564 1.172737 1.340175 2.467395 3.791275 0.739960 7.191314 -1.808848

Antenna 159: 2459883

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
159 N13 RF_maintenance ee Power 29.353912 29.334931 2.986347 25.687535 29.353912 6.289794 2.586344 8.453725 -2.886254

Antenna 159: 2459882

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
159 N13 RF_maintenance nn Shape 51.362316 51.362316 4.069873 29.457915 34.488373 9.327820 2.795653 11.850156 -1.135393

Antenna 159: 2459881

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
159 N13 RF_maintenance ee Power 38.680092 29.406272 2.804564 32.975841 38.680092 18.393634 7.294977 6.991780 -2.387920

Antenna 159: 2459880

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
159 N13 RF_maintenance nn Shape 35.020742 35.020742 2.950771 27.218199 30.938884 6.887256 1.977666 15.800915 -1.741270

Antenna 159: 2459879

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
159 N13 RF_maintenance nn Shape 19.948113 19.948113 0.210771 -1.073717 -0.090668 -0.095054 -2.029038 1.414326 -1.357993

Antenna 159: 2459878

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
159 N13 RF_maintenance ee Power 37.865309 29.717045 3.068536 34.161660 37.865309 10.365673 3.635748 37.857320 -1.950188

Antenna 159: 2459876

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
159 N13 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 159: 2459875

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
159 N13 RF_maintenance nn Shape 37.100992 2.799543 37.100992 36.513614 30.772664 4.423075 12.709159 -0.704371 3.656526

Antenna 159: 2459874

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
159 N13 RF_maintenance nn Shape 50.970943 4.173398 50.970943 18.769595 15.701239 5.695385 15.143364 -2.245827 -1.919733

Antenna 159: 2459873

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
159 N13 RF_maintenance nn Shape 41.376401 2.579334 41.376401 25.322557 20.790276 1.829200 7.312243 -1.979578 -0.818346
In [ ]: