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 = "89"
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 89 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 89, Node N09:

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 0.00% 0.00% 0.00% 0.00% - - 1.380866 0.288697 0.008906 0.817390 -0.040996 -0.773090 -0.865884 -0.712576 0.6445 0.6547 0.3586 nan nan
2459975 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 1.553318 0.373110 0.033179 0.786697 -0.597950 -0.838725 -0.855954 -0.668954 0.6458 0.6578 0.3702 nan nan
2459974 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 1.270218 0.387508 0.189311 0.910417 -0.452876 -0.476605 -0.681861 -0.755981 0.6504 0.6612 0.3692 nan nan
2459973 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 1.437274 0.485052 0.141052 1.022388 -0.458966 -0.745462 -0.625145 -0.601904 0.6581 0.6689 0.3678 nan nan
2459972 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 1.453498 0.507611 0.052446 0.714784 -0.707006 -0.936926 -1.143287 -1.052851 0.6435 0.6538 0.3694 nan nan
2459971 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 1.354998 0.371167 0.057061 0.749088 -0.244215 -0.696580 -0.670344 -0.679593 0.6466 0.6586 0.3695 nan nan
2459970 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 1.694730 0.477872 0.088510 0.886644 -0.551876 -0.726784 -0.785883 -0.484246 0.6507 0.6608 0.3697 nan nan
2459969 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 1.444129 0.497340 0.236476 0.944128 -0.769081 -0.268700 -0.737007 -0.579983 0.6584 0.6674 0.3703 nan nan
2459968 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 1.511608 0.438872 -0.047029 0.849410 0.190308 -0.751711 -0.270228 0.434584 0.7765 0.7808 0.2280 nan nan
2459967 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 1.181069 0.281655 0.081955 0.764510 -0.501393 -0.911354 -0.980810 -0.886457 0.6547 0.6636 0.3625 nan nan
2459966 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 1.422789 0.350264 -0.148607 0.719229 -0.566567 -0.784740 -0.794083 -0.607911 0.6536 0.6616 0.3639 nan nan
2459965 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 1.348103 0.371608 -0.000295 0.765342 -0.370113 -1.215016 -0.889430 -0.871034 0.6594 0.6674 0.3552 nan nan
2459964 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 1.363154 0.475367 0.040714 0.807281 -0.813130 -0.972086 -0.557294 -0.600600 0.7138 0.7168 0.3000 nan nan
2459963 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 1.008337 0.636755 0.342996 0.941303 0.202608 0.719828 0.521359 1.351589 0.7398 0.7370 0.2336 nan nan
2459962 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 1.523964 0.545528 0.286346 0.921417 -0.518428 0.087974 0.525362 1.046105 0.7001 0.7068 0.3147 nan nan
2459961 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 1.337768 0.575039 0.065976 0.911113 -0.841422 0.628327 -0.269690 0.575838 0.7874 0.7756 0.2069 nan nan
2459960 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 1.206550 0.308721 -0.085556 0.788453 -0.470055 -0.730522 -0.569877 0.280787 0.6765 0.6791 0.3074 nan nan
2459959 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 1.505249 0.650028 0.014673 1.046086 -0.176272 -0.628802 -0.591369 -0.253748 0.6382 0.6501 0.3668 nan nan
2459958 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 1.125255 0.331507 -0.197765 0.679305 -0.356983 -1.236173 -0.944714 -0.803354 0.6515 0.6601 0.3624 nan nan
2459957 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 1.105525 0.231716 -0.196156 0.613619 -0.453380 -1.172697 -0.915125 -0.809005 0.6531 0.6623 0.3694 nan nan
2459956 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.925178 0.136238 -0.011491 0.869255 0.134878 -0.877994 -0.588908 -0.053951 0.7038 0.7010 0.2965 nan nan
2459955 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.740743 0.224838 -0.149543 0.588708 -0.490510 -0.927184 -0.795757 -0.674633 0.6504 0.6622 0.3706 nan nan
2459954 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 1.113881 0.443195 -0.063542 0.755718 -0.449229 -1.053662 -0.517519 -0.091226 0.6497 0.6620 0.3777 nan nan
2459953 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 1.074038 0.324698 -0.026075 0.779766 -0.547224 -1.174258 -0.716373 -0.596623 0.6504 0.6630 0.3747 nan nan
2459952 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 1.150292 0.469466 0.114001 0.967401 -0.560906 -0.935931 -0.626280 -0.184486 0.6605 0.6721 0.3756 nan nan
2459951 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.807257 0.405221 0.355700 0.963498 -0.737441 -0.591596 -0.577996 -0.182463 0.6643 0.6789 0.3773 nan nan
2459950 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.913361 0.547741 0.414512 0.950576 -0.786858 -0.413065 -0.010278 -0.048715 0.6632 0.6765 0.3835 nan nan
2459949 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.866974 0.570409 0.320259 1.029855 -0.874572 -0.673523 -0.538302 -0.588518 0.6553 0.6648 0.3835 nan nan
2459948 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.756207 0.161577 0.001091 1.036774 -0.295465 -0.660180 -0.684033 -0.295551 0.6848 0.7003 0.3559 nan nan
2459947 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.681538 -0.042833 0.031433 0.714426 -0.594884 -0.797924 -0.242539 -0.232094 0.6974 0.6898 0.3467 nan nan
2459946 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 2.219472 0.436657 -0.383544 0.663920 -0.627374 -0.703675 -0.440702 -0.434542 0.6471 0.6732 0.3756 nan nan
2459945 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 2.325932 0.454651 -0.183379 0.674433 -0.392485 -0.715484 -0.456714 -0.349157 0.6534 0.6773 0.3755 nan nan
2459944 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 2.225607 0.504213 -0.108031 0.723180 -0.392085 -0.421921 -0.747692 -0.540437 0.6562 0.6820 0.3753 nan nan
2459943 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 1.978400 0.460138 0.044747 0.765449 -0.470345 -0.325959 -0.508279 -0.359069 0.6550 0.6834 0.3833 nan nan
2459942 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 2.787143 0.536234 -0.074860 0.689757 -0.263810 -0.469885 -0.807684 -0.675072 0.6633 0.6820 0.3642 nan nan
2459941 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 1.220579 0.234827 -0.273104 0.693470 -0.811272 -0.492865 -0.880237 -0.413446 0.6652 0.6700 0.3897 nan nan
2459940 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459939 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.981071 0.208224 -0.067846 0.691383 -0.811380 -0.449469 -0.472235 -0.537651 0.6754 0.6795 0.3844 nan nan
2459938 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.988601 0.248938 -0.035919 0.697118 -0.875375 -0.606348 -0.757956 -0.438119 0.6711 0.6754 0.3872 nan nan
2459937 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459936 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 1.305012 0.276255 -0.173966 0.555823 0.167932 -0.651294 -0.206508 -0.108092 0.8127 0.8115 0.1815 nan nan
2459935 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.969877 -0.166328 -0.486667 0.524439 -0.768193 -0.826196 -0.585787 -0.331810 0.6815 0.6867 0.3766 nan nan
2459934 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 1.046297 0.002142 -0.349559 0.459586 -0.527618 -0.686566 -0.764935 -0.870679 0.6895 0.6980 0.3781 nan nan
2459933 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.821894 -0.040914 -0.346082 0.458883 -0.672870 -1.018742 -0.779257 -0.929431 0.6892 0.7013 0.3810 nan nan
2459932 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.591683 -0.404947 -0.295249 0.645735 -0.108102 -0.342359 -0.351016 -0.332868 0.6308 0.6411 0.3320 nan nan
2459931 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.815406 -0.138845 -0.158084 0.565348 -0.912541 -0.919345 -0.557724 -0.884595 0.6975 0.7052 0.3661 nan nan
2459930 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.488353 -0.091581 -0.181313 0.734217 -0.851891 -0.839756 -0.586648 -0.767741 0.6948 0.7025 0.3717 nan nan
2459929 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.925587 -0.290526 0.208612 0.764236 0.225608 0.413832 0.557044 0.706388 0.8012 0.7986 0.1888 nan nan
2459928 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 1.002522 0.346247 -0.296062 0.522906 -0.500692 -0.311078 -0.518478 -0.336759 0.6696 0.6760 0.3806 nan nan
2459927 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.694009 0.372661 0.013423 0.677459 0.191509 1.816322 0.124544 0.079098 0.6202 0.6212 0.3268 nan nan
2459926 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.326059 0.791525 0.139291 0.548167 0.247790 0.768776 0.161927 0.762832 0.8089 0.8216 0.1869 nan nan
2459925 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 1.355636 0.605171 0.008048 0.773703 0.511531 -0.198718 0.033987 0.055104 0.7847 0.7727 0.2157 nan nan
2459924 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.597389 0.328694 0.162598 0.655043 -0.492938 -0.063029 -0.269029 -0.132302 0.6924 0.7024 0.3590 nan nan
2459923 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 1.026251 0.302371 -0.142573 0.806137 0.174156 0.103544 -0.107836 0.679709 0.7341 0.7388 0.3238 nan nan
2459922 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 1.172886 0.179694 -0.470533 0.363802 0.027408 -0.563061 -0.673417 -0.363941 0.6769 0.6925 0.3863 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% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459919 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 1.106829 0.448138 -0.027958 0.669357 -0.043696 0.606183 -0.614643 -0.422943 0.6761 0.6806 0.3798 nan nan
2459918 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 1.108723 0.475449 -0.143925 0.525568 -0.738145 -0.805872 -0.823030 -0.646200 0.6921 0.6996 0.3804 nan nan
2459917 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 1.290944 0.745462 -0.045814 0.674054 0.907778 1.003354 -0.421147 -0.476467 0.7186 0.7272 0.4347 nan nan
2459916 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.916869 0.586599 0.024476 0.548017 -0.813812 0.039350 -0.783911 -0.709332 0.6883 0.7002 0.3858 nan nan
2459915 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.850408 0.311462 -0.049145 0.596147 -0.240445 -0.799926 -0.823683 -0.666933 0.7287 0.7297 0.3425 nan nan
2459914 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.896368 0.216052 -0.285248 0.498624 -0.548711 -0.720312 -0.570277 -0.452402 0.7487 0.7547 0.2890 nan nan
2459913 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.758323 0.352542 -0.342225 0.513066 -0.213035 -0.781132 -0.705959 -0.390279 0.7091 0.7023 0.3842 nan nan
2459912 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.370107 0.190870 -0.381192 0.611494 -0.601635 -0.775991 -0.759940 -0.218343 0.6831 0.6979 0.3844 nan nan
2459911 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.327691 0.293464 -0.235451 0.550270 -0.487786 0.065994 -0.937731 -0.897452 0.6790 0.6960 0.3900 nan nan
2459910 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.305495 0.254147 -0.216540 0.511422 -0.664874 -0.329044 -0.791184 -0.747213 0.6826 0.6980 0.3871 nan nan
2459909 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.311803 0.394251 -0.223995 0.550923 -0.604515 -0.566201 -0.428131 -0.465073 0.6800 0.6961 0.3872 nan nan
2459908 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459907 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.359465 0.284407 -0.226890 0.607431 -0.572600 -0.200356 -0.595384 -0.162795 0.6846 0.7019 0.3825 nan nan
2459906 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.324899 0.096651 -0.353675 0.456476 -1.035718 -0.490613 -0.784589 -0.253553 0.6739 0.6943 0.3850 nan nan
2459905 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.424344 0.364717 -0.258989 0.464143 -0.213615 -0.384539 -0.727243 -0.453254 0.6649 0.6892 0.3906 nan nan
2459904 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.289751 0.072817 -0.304851 0.498508 -0.952607 -0.545970 -0.570407 -0.228555 0.6675 0.6878 0.3830 nan nan
2459903 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.186626 0.103308 -0.180036 0.505747 -0.888658 -0.380950 -0.430392 -0.299480 0.6763 0.6944 0.3798 nan nan
2459902 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.419992 0.413315 -0.192709 0.374946 -0.668420 -0.497332 -0.473648 -0.427818 0.6823 0.6957 0.3715 nan nan
2459901 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - 0.534644 0.633095 -0.208188 0.513153 -0.665005 -0.600318 -0.514468 -0.279832 0.0691 0.0741 0.0084 nan nan
2459900 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.272947 0.372609 -0.221495 0.515178 -0.962412 -0.821340 -0.661751 -0.256788 0.6380 0.6643 0.3298 nan nan
2459898 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.232978 0.167584 -0.339769 0.413863 -0.635058 0.016029 -0.631408 -0.281082 0.6837 0.6967 0.3808 nan nan
2459897 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.282401 0.179320 -0.424443 0.531387 -0.657981 0.036961 -0.599445 -0.107468 0.6819 0.6960 0.3827 nan nan
2459896 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.364074 0.342765 -0.212447 0.488125 -0.674673 -0.075196 -0.485231 -0.386555 0.6820 0.6985 0.3836 nan nan
2459895 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.388311 0.495443 -0.263518 0.355121 -1.217728 -0.503461 -0.335805 0.021137 0.7881 0.7832 0.2387 nan nan
2459894 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.436858 0.240511 -0.471733 0.413268 -0.010457 0.023208 -0.565706 -0.488100 0.6951 0.7004 0.3635 nan nan
2459893 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 275.086910 275.274371 inf inf 5120.385874 4969.135648 9284.473537 8275.210704 nan nan nan nan nan
2459892 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.430349 0.237525 -0.293257 0.493036 -0.457577 0.162607 -0.684402 -0.556481 0.6932 0.7059 0.3693 nan nan
2459891 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.357262 0.133971 -0.438937 0.527719 -0.219285 0.256303 -0.704251 -0.424865 0.6877 0.6989 0.3729 nan nan
2459890 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.310928 0.334174 -0.327578 0.443222 0.296712 0.266147 -0.713748 -0.769082 0.6900 0.6962 0.3725 nan nan
2459889 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.429856 0.075948 -0.616523 0.363625 -0.428813 -0.932858 -0.836141 -0.453384 0.6977 0.7007 0.3677 nan nan
2459888 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.164851 0.036386 -0.232271 0.482053 -0.511731 -0.580145 -0.600709 -0.151345 0.7131 0.7203 0.3589 nan nan
2459887 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.081347 0.016702 -0.075348 0.388214 -0.574327 -0.230646 -0.521203 -0.304457 0.6968 0.7025 0.3698 nan nan
2459886 RF_maintenance 100.00% 1.06% 1.06% 0.00% - - 0.658153 0.243594 0.021462 0.545575 5.912465 6.162112 0.007644 0.415730 0.7757 0.7639 0.3084 nan nan
2459885 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 1.378942 -0.162414 -0.718986 0.222897 0.121159 -0.751825 -1.201009 -0.646635 0.7494 0.7392 0.3250 nan nan
2459884 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.971762 0.451319 -0.287045 0.342756 0.468574 0.613261 -0.783116 -0.688599 0.6992 0.6942 0.3791 nan nan
2459883 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 1.134951 -0.224561 -0.608046 0.307918 0.424903 -0.653157 -1.368402 -0.697593 0.6997 0.7012 0.3651 nan nan
2459882 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 2.148415 0.215858 -0.671824 0.607681 0.506809 -0.289827 -0.707075 -0.829979 0.7031 0.7033 0.3612 nan nan
2459881 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 1.508942 -0.274349 -0.641230 -0.024565 -0.487587 -0.815215 -1.286136 -1.163543 0.7374 0.7458 0.3118 nan nan
2459880 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 1.448520 -0.049183 -0.399908 0.580517 0.570686 -0.551866 -0.843689 -0.993281 0.6938 0.7004 0.3787 nan nan
2459879 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 177.632807 177.632979 inf inf 3680.750631 3635.608737 9298.239812 9050.933625 nan nan nan nan nan
2459878 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - 1.341921 0.156316 -0.482344 0.599107 0.027586 -0.460116 -1.174649 -1.440492 0.0610 0.0648 0.0073 nan nan
2459876 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - 1.052820 -0.100481 -0.488733 1.241695 -1.025214 -0.407104 -0.639548 -0.694566 0.0628 0.0674 0.0075 nan nan
2459875 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - 1.060115 -0.246336 -0.613306 0.738146 -0.397888 -0.728530 -0.938582 -0.775884 0.0605 0.0660 0.0069 nan nan
2459874 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459873 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 1.400574 0.061489 -0.568471 0.352055 0.535610 -0.719466 -0.938936 -0.716482 0.7133 0.6948 0.3652 nan nan
2459872 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - 1.392589 0.155634 -0.095851 0.165404 0.014998 -0.627437 -0.693606 -0.911499 0.0610 0.0612 0.0070 nan nan
2459871 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - 1.015682 -0.212611 -0.693333 0.430241 -0.814042 -0.760448 -0.553827 -0.863676 0.0728 0.0757 0.0081 nan nan
2459870 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 2.082285 0.133838 -0.607206 0.363387 0.644160 -0.498039 -0.943315 -1.087601 0.7193 0.7040 0.3696 nan nan
2459869 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 1.855431 0.969831 -0.403443 0.411687 -0.596254 -0.857053 -0.764976 -1.201690 0.7273 0.7196 0.3611 nan nan
2459868 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 1.981387 -0.089938 -0.900662 0.219853 0.482825 -0.468472 -0.777028 -0.947980 0.7098 0.6952 0.3808 nan nan
2459867 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 1.510082 0.005838 -0.647230 0.038564 0.299939 -0.452574 -0.317390 -0.737744 0.7193 0.7001 0.3814 nan nan
2459866 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 1.495302 0.149263 -0.670587 0.623855 0.250616 0.049900 -0.914215 -1.176551 0.7190 0.7020 0.3758 nan nan
2459865 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - 1.480224 -0.022863 0.158862 -0.021474 0.399642 -0.535243 -0.861694 -0.801804 0.0648 0.0684 0.0074 nan nan
2459864 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.995359 -0.957507 1.710031 -0.069634 0.207014 -0.845589 -0.920376 -0.408937 0.7194 0.6991 0.3910 nan nan
2459863 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 1.266517 0.609515 -1.428332 -0.658475 1.340016 1.019189 -0.750624 -0.544492 0.7120 0.6877 0.3880 nan nan
2459862 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 1.469327 0.302240 2.504216 0.166009 -0.244122 -0.626261 -0.728021 -0.853399 0.6965 0.7182 0.4004 nan nan
2459861 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 1.013081 0.811201 -1.255216 -0.397948 1.084203 1.009397 -0.561008 -0.639330 0.7236 0.7004 0.3944 nan nan
2459860 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 1.271642 0.738502 1.673570 0.280680 -0.108998 -0.439871 -0.489730 -0.951438 0.7327 0.7016 0.3902 nan nan
2459859 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.933887 0.584450 -1.155891 -0.365579 0.959599 0.663482 -0.594844 -0.642121 0.7344 0.7031 0.3913 nan nan
2459858 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.109069 0.995583 -1.308015 -0.543264 1.634352 1.386924 -0.712095 -0.647031 0.7463 0.7102 0.3983 3.371354 2.741658
2459857 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - -0.726470 -0.395953 -2.453795 -2.614812 -0.277724 -0.012195 -0.333028 -0.689235 0.0287 0.0273 0.0009 nan nan
2459856 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.956824 0.870180 1.385366 0.398200 -0.015492 -0.700002 -1.139359 -1.124578 0.7402 0.7245 0.3829 3.504468 2.722138
2459855 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.953431 0.852020 1.573087 0.281696 0.364390 -0.971284 -0.956366 -1.118232 0.7239 0.7378 0.4115 3.105707 2.579076
2459854 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.004598 0.011489 2.168421 0.174373 0.066138 -0.631073 -1.005391 -1.048633 0.7403 0.7472 0.4218 3.122129 2.628770
2459853 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.656020 0.055637 3.273180 0.384694 0.585449 -0.921524 -0.977071 -0.950941 0.7614 0.7039 0.4108 4.082809 3.014726
2459852 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.084589 0.424190 3.771635 0.338522 0.817938 -0.988367 2.767172 -0.373281 0.8533 0.8508 0.2182 5.905795 4.949331
2459850 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.498224 -0.014990 3.178181 0.285169 0.552394 -0.467302 -0.824107 -1.010232 0.7663 0.7685 0.3346 3.918418 2.874043
2459849 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.119796 0.278147 6.848617 1.018258 1.261525 -0.085367 -0.704294 -1.026167 0.7641 0.7613 0.3425 4.349356 3.371089
2459848 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.613723 0.315615 8.506839 2.210089 1.054987 0.202478 -0.692558 -0.892803 0.7502 0.7562 0.3661 4.473089 3.030214
2459847 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.917258 0.268804 8.600807 1.963661 -0.333483 1.522328 -0.838572 -1.006085 0.7503 0.6901 0.4251 6.639032 4.269575
2459846 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.000400 0.524591 7.261464 2.002596 -0.135824 0.191066 -0.874323 -0.421131 0.8583 0.6907 0.4724 3.359310 2.589088
2459845 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 388.611999 388.545622 inf inf 7931.099459 7826.840117 7634.443352 7302.348639 nan nan nan 0.000000 0.000000
2459844 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459843 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
2459842 RF_maintenance 100.00% 0.00% 0.00% 100.00% 100.00% 0.00% 3.854725 1.989945 -2.655975 -1.551600 3.068445 1.283625 -0.329848 -0.115693 0.5231 0.5282 -0.1662 5.115327 6.572395
2459841 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459840 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - -0.155540 -0.150777 1.159810 1.859852 0.355214 -0.599158 0.758915 -2.008197 0.0529 0.0439 0.0147 nan nan
2459839 RF_maintenance 100.00% - - - - - -0.594975 -0.482511 15.255179 16.448904 0.692419 -0.151954 2.393264 -1.990223 nan nan nan 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 89: 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
89 N09 RF_maintenance ee Shape 1.380866 0.288697 1.380866 0.817390 0.008906 -0.773090 -0.040996 -0.712576 -0.865884

Antenna 89: 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
89 N09 RF_maintenance ee Shape 1.553318 1.553318 0.373110 0.033179 0.786697 -0.597950 -0.838725 -0.855954 -0.668954

Antenna 89: 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
89 N09 RF_maintenance ee Shape 1.270218 1.270218 0.387508 0.189311 0.910417 -0.452876 -0.476605 -0.681861 -0.755981

Antenna 89: 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
89 N09 RF_maintenance ee Shape 1.437274 1.437274 0.485052 0.141052 1.022388 -0.458966 -0.745462 -0.625145 -0.601904

Antenna 89: 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
89 N09 RF_maintenance ee Shape 1.453498 1.453498 0.507611 0.052446 0.714784 -0.707006 -0.936926 -1.143287 -1.052851

Antenna 89: 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
89 N09 RF_maintenance ee Shape 1.354998 1.354998 0.371167 0.057061 0.749088 -0.244215 -0.696580 -0.670344 -0.679593

Antenna 89: 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
89 N09 RF_maintenance ee Shape 1.694730 0.477872 1.694730 0.886644 0.088510 -0.726784 -0.551876 -0.484246 -0.785883

Antenna 89: 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
89 N09 RF_maintenance ee Shape 1.444129 1.444129 0.497340 0.236476 0.944128 -0.769081 -0.268700 -0.737007 -0.579983

Antenna 89: 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
89 N09 RF_maintenance ee Shape 1.511608 1.511608 0.438872 -0.047029 0.849410 0.190308 -0.751711 -0.270228 0.434584

Antenna 89: 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
89 N09 RF_maintenance ee Shape 1.181069 1.181069 0.281655 0.081955 0.764510 -0.501393 -0.911354 -0.980810 -0.886457

Antenna 89: 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
89 N09 RF_maintenance ee Shape 1.422789 0.350264 1.422789 0.719229 -0.148607 -0.784740 -0.566567 -0.607911 -0.794083

Antenna 89: 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
89 N09 RF_maintenance ee Shape 1.348103 0.371608 1.348103 0.765342 -0.000295 -1.215016 -0.370113 -0.871034 -0.889430

Antenna 89: 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
89 N09 RF_maintenance ee Shape 1.523964 0.545528 1.523964 0.921417 0.286346 0.087974 -0.518428 1.046105 0.525362

Antenna 89: 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
89 N09 RF_maintenance ee Shape 1.337768 0.575039 1.337768 0.911113 0.065976 0.628327 -0.841422 0.575838 -0.269690

Antenna 89: 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
89 N09 RF_maintenance ee Shape 1.206550 0.308721 1.206550 0.788453 -0.085556 -0.730522 -0.470055 0.280787 -0.569877

Antenna 89: 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
89 N09 RF_maintenance ee Shape 1.505249 1.505249 0.650028 0.014673 1.046086 -0.176272 -0.628802 -0.591369 -0.253748

Antenna 89: 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
89 N09 RF_maintenance ee Shape 1.125255 0.331507 1.125255 0.679305 -0.197765 -1.236173 -0.356983 -0.803354 -0.944714

Antenna 89: 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
89 N09 RF_maintenance ee Shape 1.105525 0.231716 1.105525 0.613619 -0.196156 -1.172697 -0.453380 -0.809005 -0.915125

Antenna 89: 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
89 N09 RF_maintenance ee Shape 0.925178 0.136238 0.925178 0.869255 -0.011491 -0.877994 0.134878 -0.053951 -0.588908

Antenna 89: 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
89 N09 RF_maintenance ee Shape 0.740743 0.740743 0.224838 -0.149543 0.588708 -0.490510 -0.927184 -0.795757 -0.674633

Antenna 89: 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
89 N09 RF_maintenance ee Shape 1.113881 0.443195 1.113881 0.755718 -0.063542 -1.053662 -0.449229 -0.091226 -0.517519

Antenna 89: 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
89 N09 RF_maintenance ee Shape 1.074038 0.324698 1.074038 0.779766 -0.026075 -1.174258 -0.547224 -0.596623 -0.716373

Antenna 89: 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
89 N09 RF_maintenance ee Shape 1.150292 0.469466 1.150292 0.967401 0.114001 -0.935931 -0.560906 -0.184486 -0.626280

Antenna 89: 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
89 N09 RF_maintenance nn Power 0.963498 0.405221 0.807257 0.963498 0.355700 -0.591596 -0.737441 -0.182463 -0.577996

Antenna 89: 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
89 N09 RF_maintenance nn Power 0.950576 0.547741 0.913361 0.950576 0.414512 -0.413065 -0.786858 -0.048715 -0.010278

Antenna 89: 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
89 N09 RF_maintenance nn Power 1.029855 0.866974 0.570409 0.320259 1.029855 -0.874572 -0.673523 -0.538302 -0.588518

Antenna 89: 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
89 N09 RF_maintenance nn Power 1.036774 0.756207 0.161577 0.001091 1.036774 -0.295465 -0.660180 -0.684033 -0.295551

Antenna 89: 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
89 N09 RF_maintenance nn Power 0.714426 -0.042833 0.681538 0.714426 0.031433 -0.797924 -0.594884 -0.232094 -0.242539

Antenna 89: 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
89 N09 RF_maintenance ee Shape 2.219472 0.436657 2.219472 0.663920 -0.383544 -0.703675 -0.627374 -0.434542 -0.440702

Antenna 89: 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
89 N09 RF_maintenance ee Shape 2.325932 0.454651 2.325932 0.674433 -0.183379 -0.715484 -0.392485 -0.349157 -0.456714

Antenna 89: 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
89 N09 RF_maintenance ee Shape 2.225607 2.225607 0.504213 -0.108031 0.723180 -0.392085 -0.421921 -0.747692 -0.540437

Antenna 89: 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
89 N09 RF_maintenance ee Shape 1.978400 0.460138 1.978400 0.765449 0.044747 -0.325959 -0.470345 -0.359069 -0.508279

Antenna 89: 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
89 N09 RF_maintenance ee Shape 2.787143 0.536234 2.787143 0.689757 -0.074860 -0.469885 -0.263810 -0.675072 -0.807684

Antenna 89: 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
89 N09 RF_maintenance ee Shape 1.220579 0.234827 1.220579 0.693470 -0.273104 -0.492865 -0.811272 -0.413446 -0.880237

Antenna 89: 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
89 N09 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 89: 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
89 N09 RF_maintenance ee Shape 0.981071 0.208224 0.981071 0.691383 -0.067846 -0.449469 -0.811380 -0.537651 -0.472235

Antenna 89: 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
89 N09 RF_maintenance ee Shape 0.988601 0.248938 0.988601 0.697118 -0.035919 -0.606348 -0.875375 -0.438119 -0.757956

Antenna 89: 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
89 N09 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 89: 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
89 N09 RF_maintenance ee Shape 1.305012 1.305012 0.276255 -0.173966 0.555823 0.167932 -0.651294 -0.206508 -0.108092

Antenna 89: 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
89 N09 RF_maintenance ee Shape 0.969877 -0.166328 0.969877 0.524439 -0.486667 -0.826196 -0.768193 -0.331810 -0.585787

Antenna 89: 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
89 N09 RF_maintenance ee Shape 1.046297 1.046297 0.002142 -0.349559 0.459586 -0.527618 -0.686566 -0.764935 -0.870679

Antenna 89: 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
89 N09 RF_maintenance ee Shape 0.821894 -0.040914 0.821894 0.458883 -0.346082 -1.018742 -0.672870 -0.929431 -0.779257

Antenna 89: 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
89 N09 RF_maintenance nn Power 0.645735 -0.404947 0.591683 0.645735 -0.295249 -0.342359 -0.108102 -0.332868 -0.351016

Antenna 89: 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
89 N09 RF_maintenance ee Shape 0.815406 0.815406 -0.138845 -0.158084 0.565348 -0.912541 -0.919345 -0.557724 -0.884595

Antenna 89: 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
89 N09 RF_maintenance nn Power 0.734217 0.488353 -0.091581 -0.181313 0.734217 -0.851891 -0.839756 -0.586648 -0.767741

Antenna 89: 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
89 N09 RF_maintenance ee Shape 0.925587 -0.290526 0.925587 0.764236 0.208612 0.413832 0.225608 0.706388 0.557044

Antenna 89: 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
89 N09 RF_maintenance ee Shape 1.002522 0.346247 1.002522 0.522906 -0.296062 -0.311078 -0.500692 -0.336759 -0.518478

Antenna 89: 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
89 N09 RF_maintenance nn Temporal Variability 1.816322 0.372661 0.694009 0.677459 0.013423 1.816322 0.191509 0.079098 0.124544

Antenna 89: 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
89 N09 RF_maintenance nn Shape 0.791525 0.791525 0.326059 0.548167 0.139291 0.768776 0.247790 0.762832 0.161927

Antenna 89: 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
89 N09 RF_maintenance ee Shape 1.355636 1.355636 0.605171 0.008048 0.773703 0.511531 -0.198718 0.033987 0.055104

Antenna 89: 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
89 N09 RF_maintenance nn Power 0.655043 0.597389 0.328694 0.162598 0.655043 -0.492938 -0.063029 -0.269029 -0.132302

Antenna 89: 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
89 N09 RF_maintenance ee Shape 1.026251 0.302371 1.026251 0.806137 -0.142573 0.103544 0.174156 0.679709 -0.107836

Antenna 89: 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
89 N09 RF_maintenance ee Shape 1.172886 0.179694 1.172886 0.363802 -0.470533 -0.563061 0.027408 -0.363941 -0.673417

Antenna 89: 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
89 N09 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 89: 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
89 N09 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 89: 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
89 N09 RF_maintenance ee Shape 1.106829 1.106829 0.448138 -0.027958 0.669357 -0.043696 0.606183 -0.614643 -0.422943

Antenna 89: 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
89 N09 RF_maintenance ee Shape 1.108723 0.475449 1.108723 0.525568 -0.143925 -0.805872 -0.738145 -0.646200 -0.823030

Antenna 89: 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
89 N09 RF_maintenance ee Shape 1.290944 0.745462 1.290944 0.674054 -0.045814 1.003354 0.907778 -0.476467 -0.421147

Antenna 89: 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
89 N09 RF_maintenance ee Shape 0.916869 0.916869 0.586599 0.024476 0.548017 -0.813812 0.039350 -0.783911 -0.709332

Antenna 89: 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
89 N09 RF_maintenance ee Shape 0.850408 0.850408 0.311462 -0.049145 0.596147 -0.240445 -0.799926 -0.823683 -0.666933

Antenna 89: 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
89 N09 RF_maintenance ee Shape 0.896368 0.896368 0.216052 -0.285248 0.498624 -0.548711 -0.720312 -0.570277 -0.452402

Antenna 89: 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
89 N09 RF_maintenance ee Shape 0.758323 0.352542 0.758323 0.513066 -0.342225 -0.781132 -0.213035 -0.390279 -0.705959

Antenna 89: 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
89 N09 RF_maintenance nn Power 0.611494 0.190870 0.370107 0.611494 -0.381192 -0.775991 -0.601635 -0.218343 -0.759940

Antenna 89: 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
89 N09 RF_maintenance nn Power 0.550270 0.293464 0.327691 0.550270 -0.235451 0.065994 -0.487786 -0.897452 -0.937731

Antenna 89: 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
89 N09 RF_maintenance nn Power 0.511422 0.254147 0.305495 0.511422 -0.216540 -0.329044 -0.664874 -0.747213 -0.791184

Antenna 89: 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
89 N09 RF_maintenance nn Power 0.550923 0.394251 0.311803 0.550923 -0.223995 -0.566201 -0.604515 -0.465073 -0.428131

Antenna 89: 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
89 N09 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 89: 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
89 N09 RF_maintenance nn Power 0.607431 0.284407 0.359465 0.607431 -0.226890 -0.200356 -0.572600 -0.162795 -0.595384

Antenna 89: 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
89 N09 RF_maintenance nn Power 0.456476 0.096651 0.324899 0.456476 -0.353675 -0.490613 -1.035718 -0.253553 -0.784589

Antenna 89: 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
89 N09 RF_maintenance nn Power 0.464143 0.364717 0.424344 0.464143 -0.258989 -0.384539 -0.213615 -0.453254 -0.727243

Antenna 89: 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
89 N09 RF_maintenance nn Power 0.498508 0.072817 0.289751 0.498508 -0.304851 -0.545970 -0.952607 -0.228555 -0.570407

Antenna 89: 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
89 N09 RF_maintenance nn Power 0.505747 0.103308 0.186626 0.505747 -0.180036 -0.380950 -0.888658 -0.299480 -0.430392

Antenna 89: 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
89 N09 RF_maintenance ee Shape 0.419992 0.419992 0.413315 -0.192709 0.374946 -0.668420 -0.497332 -0.473648 -0.427818

Antenna 89: 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
89 N09 RF_maintenance nn Shape 0.633095 0.534644 0.633095 -0.208188 0.513153 -0.665005 -0.600318 -0.514468 -0.279832

Antenna 89: 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
89 N09 RF_maintenance nn Power 0.515178 0.272947 0.372609 -0.221495 0.515178 -0.962412 -0.821340 -0.661751 -0.256788

Antenna 89: 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
89 N09 RF_maintenance nn Power 0.413863 0.167584 0.232978 0.413863 -0.339769 0.016029 -0.635058 -0.281082 -0.631408

Antenna 89: 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
89 N09 RF_maintenance nn Power 0.531387 0.179320 0.282401 0.531387 -0.424443 0.036961 -0.657981 -0.107468 -0.599445

Antenna 89: 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
89 N09 RF_maintenance nn Power 0.488125 0.342765 0.364074 0.488125 -0.212447 -0.075196 -0.674673 -0.386555 -0.485231

Antenna 89: 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
89 N09 RF_maintenance nn Shape 0.495443 0.388311 0.495443 -0.263518 0.355121 -1.217728 -0.503461 -0.335805 0.021137

Antenna 89: 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
89 N09 RF_maintenance ee Shape 0.436858 0.240511 0.436858 0.413268 -0.471733 0.023208 -0.010457 -0.488100 -0.565706

Antenna 89: 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
89 N09 RF_maintenance ee Power inf 275.086910 275.274371 inf inf 5120.385874 4969.135648 9284.473537 8275.210704

Antenna 89: 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
89 N09 RF_maintenance nn Power 0.493036 0.237525 0.430349 0.493036 -0.293257 0.162607 -0.457577 -0.556481 -0.684402

Antenna 89: 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
89 N09 RF_maintenance nn Power 0.527719 0.357262 0.133971 -0.438937 0.527719 -0.219285 0.256303 -0.704251 -0.424865

Antenna 89: 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
89 N09 RF_maintenance nn Power 0.443222 0.334174 0.310928 0.443222 -0.327578 0.266147 0.296712 -0.769082 -0.713748

Antenna 89: 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
89 N09 RF_maintenance ee Shape 0.429856 0.429856 0.075948 -0.616523 0.363625 -0.428813 -0.932858 -0.836141 -0.453384

Antenna 89: 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
89 N09 RF_maintenance nn Power 0.482053 0.036386 0.164851 0.482053 -0.232271 -0.580145 -0.511731 -0.151345 -0.600709

Antenna 89: 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
89 N09 RF_maintenance nn Power 0.388214 0.016702 0.081347 0.388214 -0.075348 -0.230646 -0.574327 -0.304457 -0.521203

Antenna 89: 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
89 N09 RF_maintenance nn Temporal Variability 6.162112 0.658153 0.243594 0.021462 0.545575 5.912465 6.162112 0.007644 0.415730

Antenna 89: 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
89 N09 RF_maintenance ee Shape 1.378942 -0.162414 1.378942 0.222897 -0.718986 -0.751825 0.121159 -0.646635 -1.201009

Antenna 89: 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
89 N09 RF_maintenance ee Shape 0.971762 0.451319 0.971762 0.342756 -0.287045 0.613261 0.468574 -0.688599 -0.783116

Antenna 89: 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
89 N09 RF_maintenance ee Shape 1.134951 -0.224561 1.134951 0.307918 -0.608046 -0.653157 0.424903 -0.697593 -1.368402

Antenna 89: 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
89 N09 RF_maintenance ee Shape 2.148415 0.215858 2.148415 0.607681 -0.671824 -0.289827 0.506809 -0.829979 -0.707075

Antenna 89: 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
89 N09 RF_maintenance ee Shape 1.508942 -0.274349 1.508942 -0.024565 -0.641230 -0.815215 -0.487587 -1.163543 -1.286136

Antenna 89: 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
89 N09 RF_maintenance ee Shape 1.448520 -0.049183 1.448520 0.580517 -0.399908 -0.551866 0.570686 -0.993281 -0.843689

Antenna 89: 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
89 N09 RF_maintenance nn Power inf 177.632979 177.632807 inf inf 3635.608737 3680.750631 9050.933625 9298.239812

Antenna 89: 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
89 N09 RF_maintenance ee Shape 1.341921 0.156316 1.341921 0.599107 -0.482344 -0.460116 0.027586 -1.440492 -1.174649

Antenna 89: 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
89 N09 RF_maintenance nn Power 1.241695 1.052820 -0.100481 -0.488733 1.241695 -1.025214 -0.407104 -0.639548 -0.694566

Antenna 89: 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
89 N09 RF_maintenance ee Shape 1.060115 1.060115 -0.246336 -0.613306 0.738146 -0.397888 -0.728530 -0.938582 -0.775884

Antenna 89: 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
89 N09 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 89: 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
89 N09 RF_maintenance ee Shape 1.400574 1.400574 0.061489 -0.568471 0.352055 0.535610 -0.719466 -0.938936 -0.716482
In [ ]: