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 = "137"
csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 137 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 255 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_
Found 248 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 137, Node N07:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459810 RF_maintenance 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459809 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 20.468869 20.995126 27.253027 28.197765 39.965377 34.445738 1.960393 2.055739 0.0336 0.0373 0.0031 1.125138 1.128398
2459808 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 19.271607 20.326927 54.435923 55.500623 29.414367 30.541195 6.495966 7.707216 0.0389 0.0438 0.0036 1.181667 1.225555
2459807 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 19.556296 18.527121 39.651661 40.645991 25.241612 26.140240 22.414411 27.482094 0.0368 0.0410 0.0044 1.186826 1.213899
2459806 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459805 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 17.581813 16.619619 53.231014 54.142561 20.782640 22.294553 5.021656 5.813548 0.0395 0.0419 0.0040 1.172775 1.205065
2459804 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 21.363343 20.203541 47.460209 48.812611 22.988850 24.316853 3.480455 4.188415 0.0364 0.0407 0.0044 1.238963 1.258797
2459803 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 26.409620 27.155515 62.128988 63.557709 24.430379 26.154492 12.631425 15.413742 0.0378 0.0434 0.0041 1.166893 1.200121
2459802 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 23.615990 24.015480 43.383723 44.806479 41.524877 41.000311 5.797155 7.756653 0.0348 0.0413 0.0047 1.221895 1.245146
2459801 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 21.199143 20.395992 46.494310 47.615258 42.351786 44.217515 15.617315 19.793991 0.0372 0.0445 0.0036 1.321521 1.430702
2459800 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 22.551216 21.573991 46.497770 47.502272 24.214813 25.135077 20.359071 23.825609 0.0380 0.0455 0.0032 1.371567 1.495075
2459799 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
2459798 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 22.055601 21.010576 46.127306 47.175117 20.999910 21.493014 13.141490 15.472335 0.0374 0.0448 0.0035 1.231945 1.248874
2459797 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 18.365438 18.863430 44.995293 45.946160 27.084129 27.498812 16.789608 20.586827 0.0398 0.0513 0.0048 1.331271 1.404844
2459796 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 20.212141 19.431329 56.452049 58.439174 23.958107 23.764058 17.583662 20.395093 0.0387 0.0486 0.0054 1.264511 1.850068
2459795 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 22.920138 21.922945 46.843639 48.529380 26.986360 26.808602 16.781610 19.662371 0.0384 0.0464 0.0037 1.365166 1.454783
2459794 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 22.297995 21.784784 47.013425 48.433761 32.624725 32.055929 25.304313 30.787468 0.0399 0.0509 0.0060 1.159723 1.164709
2459793 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 17.103580 16.786061 46.734437 48.207089 33.948423 33.457118 11.176688 14.307824 0.0391 0.0490 0.0044 1.483619 1.530227
2459792 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 21.598624 23.547046 33.858400 34.658493 40.844512 40.019914 3.034614 4.424288 0.0399 0.0493 0.0044 1.344464 1.432102
2459791 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 283.705913 282.791254 inf inf 2549.126541 3938.235852 4064.984424 9335.077752 nan nan nan 0.000000 0.000000
2459790 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 31.767440 31.987415 54.392933 55.342264 46.853030 46.637741 8.620470 10.845228 0.0382 0.0462 0.0033 1.283704 1.282251
2459789 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 29.204408 30.639946 58.950758 59.714781 49.285052 48.751651 21.175228 25.614204 0.0373 0.0462 0.0038 0.000000 0.000000
2459788 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 25.823398 26.806867 60.221979 60.743489 52.895233 52.114902 8.822080 10.578630 0.0375 0.0459 0.0040 1.320421 1.416833
2459787 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 26.353169 28.385360 48.282272 48.282939 33.871536 33.444930 8.771705 10.619451 0.0364 0.0449 0.0045 1.218561 1.228230
2459786 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 27.643152 27.724872 58.437418 59.538503 52.392285 50.088551 12.907417 16.520611 0.0369 0.0445 0.0038 0.000000 0.000000
2459785 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 18.015679 18.973044 57.829473 59.346180 45.224777 43.485570 0.700386 1.005280 0.0347 0.0429 0.0040 -0.000000 -0.000000
2459784 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 25.748767 26.068939 59.020282 59.544209 49.767751 47.406759 0.786363 0.720344 0.0329 0.0405 0.0036 1.205354 1.212471
2459783 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 23.386129 24.758169 16.942298 17.785466 24.347660 22.371822 4.855502 5.481641 0.0344 0.0434 0.0042 1.287323 1.482833
2459782 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 21.617420 22.500399 8.328477 8.920546 13.737945 12.605915 2.711700 2.823113 0.0336 0.0432 0.0050 1.260216 1.446534
2459781 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 3.262453 3.547004 6.437916 6.625634 16.118140 16.162880 1.185535 1.264598 0.0327 0.0426 0.0046 1.153447 1.155018
2459778 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 14.337225 15.311558 10.283551 10.939860 23.749857 22.088167 1.796926 2.164046 0.0334 0.0421 0.0035 1.269265 1.412589
2459776 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 21.343091 23.894450 7.913494 7.897085 36.298492 37.573030 1.241990 1.484427 0.0352 0.0440 0.0036 1.277605 1.414032
2459774 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0690 0.0489 0.0185 nan nan
2459773 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 21.305493 25.337733 76.857595 80.361804 20.024814 19.610479 7.801303 10.314406 0.1451 0.0559 0.0739 2.251751 2.041220
2459772 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
2459771 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 11.253106 15.142841 27.739521 30.706836 3.288611 3.911758 3.248270 4.798867 0.2224 0.0590 0.1280 2.758267 1.908852
2459770 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 8.585994 24.372233 34.956516 52.930028 10.981400 13.008543 3.955434 5.706936 0.2987 0.0549 0.1939 2.928092 1.369806
2459769 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 12.174089 27.335882 53.849485 67.321593 22.433915 16.645103 6.931968 5.242840 0.2572 0.0555 0.1628 4.107775 1.665689
2459768 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 15.016710 32.282850 33.577574 48.750419 13.925663 15.836910 10.785044 11.162352 0.2693 0.0642 0.1799 2.059888 1.320728
2459767 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
2459766 RF_maintenance 100.00% 94.62% 100.00% 0.00% 100.00% 0.00% 6.787890 18.004522 16.389633 30.391898 18.402994 4.493630 6.367703 4.553127 0.3348 0.0566 0.2163 5.652375 1.789832
2459765 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
2459764 RF_maintenance - - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459763 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 9.618597 21.889488 4.915890 35.905878 26.874632 4.816486 17.813942 4.274940 0.4815 0.0538 0.3074 7.530495 1.813459

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 137: 2459810

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
137 N07 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 137: 2459809

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
137 N07 RF_maintenance ee Temporal Variability 39.965377 20.995126 20.468869 28.197765 27.253027 34.445738 39.965377 2.055739 1.960393

Antenna 137: 2459808

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
137 N07 RF_maintenance nn Power 55.500623 20.326927 19.271607 55.500623 54.435923 30.541195 29.414367 7.707216 6.495966

Antenna 137: 2459807

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
137 N07 RF_maintenance nn Power 40.645991 18.527121 19.556296 40.645991 39.651661 26.140240 25.241612 27.482094 22.414411

Antenna 137: 2459806

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
137 N07 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 137: 2459805

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
137 N07 RF_maintenance nn Power 54.142561 17.581813 16.619619 53.231014 54.142561 20.782640 22.294553 5.021656 5.813548

Antenna 137: 2459804

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
137 N07 RF_maintenance nn Power 48.812611 20.203541 21.363343 48.812611 47.460209 24.316853 22.988850 4.188415 3.480455

Antenna 137: 2459803

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
137 N07 RF_maintenance nn Power 63.557709 26.409620 27.155515 62.128988 63.557709 24.430379 26.154492 12.631425 15.413742

Antenna 137: 2459802

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
137 N07 RF_maintenance nn Power 44.806479 24.015480 23.615990 44.806479 43.383723 41.000311 41.524877 7.756653 5.797155

Antenna 137: 2459801

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
137 N07 RF_maintenance nn Power 47.615258 20.395992 21.199143 47.615258 46.494310 44.217515 42.351786 19.793991 15.617315

Antenna 137: 2459800

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
137 N07 RF_maintenance nn Power 47.502272 21.573991 22.551216 47.502272 46.497770 25.135077 24.214813 23.825609 20.359071

Antenna 137: 2459799

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
137 N07 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 137: 2459798

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
137 N07 RF_maintenance nn Power 47.175117 22.055601 21.010576 46.127306 47.175117 20.999910 21.493014 13.141490 15.472335

Antenna 137: 2459797

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
137 N07 RF_maintenance nn Power 45.946160 18.863430 18.365438 45.946160 44.995293 27.498812 27.084129 20.586827 16.789608

Antenna 137: 2459796

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
137 N07 RF_maintenance nn Power 58.439174 20.212141 19.431329 56.452049 58.439174 23.958107 23.764058 17.583662 20.395093

Antenna 137: 2459795

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
137 N07 RF_maintenance nn Power 48.529380 21.922945 22.920138 48.529380 46.843639 26.808602 26.986360 19.662371 16.781610

Antenna 137: 2459794

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
137 N07 RF_maintenance nn Power 48.433761 22.297995 21.784784 47.013425 48.433761 32.624725 32.055929 25.304313 30.787468

Antenna 137: 2459793

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
137 N07 RF_maintenance nn Power 48.207089 17.103580 16.786061 46.734437 48.207089 33.948423 33.457118 11.176688 14.307824

Antenna 137: 2459792

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
137 N07 RF_maintenance ee Temporal Variability 40.844512 21.598624 23.547046 33.858400 34.658493 40.844512 40.019914 3.034614 4.424288

Antenna 137: 2459791

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
137 N07 RF_maintenance ee Power inf 283.705913 282.791254 inf inf 2549.126541 3938.235852 4064.984424 9335.077752

Antenna 137: 2459790

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
137 N07 RF_maintenance nn Power 55.342264 31.987415 31.767440 55.342264 54.392933 46.637741 46.853030 10.845228 8.620470

Antenna 137: 2459789

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
137 N07 RF_maintenance nn Power 59.714781 30.639946 29.204408 59.714781 58.950758 48.751651 49.285052 25.614204 21.175228

Antenna 137: 2459788

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
137 N07 RF_maintenance nn Power 60.743489 26.806867 25.823398 60.743489 60.221979 52.114902 52.895233 10.578630 8.822080

Antenna 137: 2459787

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
137 N07 RF_maintenance nn Power 48.282939 26.353169 28.385360 48.282272 48.282939 33.871536 33.444930 8.771705 10.619451

Antenna 137: 2459786

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
137 N07 RF_maintenance nn Power 59.538503 27.724872 27.643152 59.538503 58.437418 50.088551 52.392285 16.520611 12.907417

Antenna 137: 2459785

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
137 N07 RF_maintenance nn Power 59.346180 18.973044 18.015679 59.346180 57.829473 43.485570 45.224777 1.005280 0.700386

Antenna 137: 2459784

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
137 N07 RF_maintenance nn Power 59.544209 25.748767 26.068939 59.020282 59.544209 49.767751 47.406759 0.786363 0.720344

Antenna 137: 2459783

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
137 N07 RF_maintenance nn Shape 24.758169 24.758169 23.386129 17.785466 16.942298 22.371822 24.347660 5.481641 4.855502

Antenna 137: 2459782

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
137 N07 RF_maintenance nn Shape 22.500399 22.500399 21.617420 8.920546 8.328477 12.605915 13.737945 2.823113 2.711700

Antenna 137: 2459781

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
137 N07 RF_maintenance nn Temporal Variability 16.162880 3.262453 3.547004 6.437916 6.625634 16.118140 16.162880 1.185535 1.264598

Antenna 137: 2459778

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
137 N07 RF_maintenance ee Temporal Variability 23.749857 15.311558 14.337225 10.939860 10.283551 22.088167 23.749857 2.164046 1.796926

Antenna 137: 2459776

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
137 N07 RF_maintenance nn Temporal Variability 37.573030 21.343091 23.894450 7.913494 7.897085 36.298492 37.573030 1.241990 1.484427

Antenna 137: 2459773

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
137 N07 RF_maintenance nn Power 80.361804 25.337733 21.305493 80.361804 76.857595 19.610479 20.024814 10.314406 7.801303

Antenna 137: 2459772

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
137 N07 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 137: 2459771

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
137 N07 RF_maintenance nn Power 30.706836 15.142841 11.253106 30.706836 27.739521 3.911758 3.288611 4.798867 3.248270

Antenna 137: 2459770

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
137 N07 RF_maintenance nn Power 52.930028 24.372233 8.585994 52.930028 34.956516 13.008543 10.981400 5.706936 3.955434

Antenna 137: 2459769

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
137 N07 RF_maintenance nn Power 67.321593 27.335882 12.174089 67.321593 53.849485 16.645103 22.433915 5.242840 6.931968

Antenna 137: 2459768

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
137 N07 RF_maintenance nn Power 48.750419 15.016710 32.282850 33.577574 48.750419 13.925663 15.836910 10.785044 11.162352

Antenna 137: 2459767

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
137 N07 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 137: 2459766

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
137 N07 RF_maintenance nn Power 30.391898 18.004522 6.787890 30.391898 16.389633 4.493630 18.402994 4.553127 6.367703

Antenna 137: 2459765

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
137 N07 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 137: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
137 N07 RF_maintenance nn Power 35.905878 9.618597 21.889488 4.915890 35.905878 26.874632 4.816486 17.813942 4.274940
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