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 = "224"
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 224 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 253 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_
Found 247 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/H5C_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/H5C_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 224, Node N19:

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_ok 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459809 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 10.959044 11.784803 25.662611 25.062955 37.791154 31.156931 -1.659852 -2.755525 0.0608 0.0652 0.0087 0.000000 0.000000
2459808 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 18.857327 18.707355 26.835752 26.771395 26.292419 26.905523 1.817139 1.692536 0.0633 0.0662 0.0054 1.163595 1.162775
2459807 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 19.339107 19.074661 18.089455 17.826395 22.360807 22.862590 7.993794 8.998658 0.0607 0.0615 0.0048 1.221127 1.207483
2459806 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 18.344352 17.020466 31.006532 30.027462 43.711758 42.278125 -7.577999 -8.019557 0.0621 0.0630 0.0063 0.000000 0.000000
2459805 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 17.406021 17.060396 23.838900 23.856943 18.487755 19.527600 1.622975 1.395883 0.0613 0.0619 0.0046 0.000000 0.000000
2459804 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 20.795730 20.107682 22.367309 21.852715 20.252314 21.106122 1.394330 2.196388 0.0626 0.0634 0.0048 0.834697 0.827935
2459803 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 25.645435 24.951330 30.355268 30.099330 21.342919 22.597692 5.317783 5.434515 0.0655 0.0665 0.0049 0.904762 0.899976
2459802 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 21.424466 21.349772 27.126754 26.540112 38.230138 37.033797 -0.549641 -0.289166 0.0645 0.0657 0.0073 0.000000 0.000000
2459801 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 20.615597 20.457771 22.112379 21.871528 37.671667 38.801892 5.201946 5.430610 0.0659 0.0658 0.0053 0.982689 0.961560
2459800 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 22.000597 21.612284 20.862860 20.695131 21.370280 21.761544 8.576084 8.382177 0.0748 0.0760 0.0061 1.301590 1.308342
2459799 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 17.712260 16.510563 28.225027 27.245524 57.664885 54.623521 -3.342844 -3.703089 0.6805 0.5719 0.4061 4.828074 3.689345
2459798 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 21.116891 20.710068 21.806500 21.620730 18.557071 18.702378 4.972281 4.617152 0.6248 0.6021 0.4073 3.893654 3.679495
2459797 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 17.751703 17.573477 20.946383 20.827402 24.067063 23.875692 6.908917 6.335078 0.6118 0.5917 0.4069 3.244718 3.173013
2459796 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 19.586091 18.852220 28.441015 27.490542 21.415432 20.762488 6.640639 5.683779 0.6049 0.5878 0.3878 0.000000 0.000000
2459795 RF_ok 100.00% 13.44% 16.13% 0.00% 100.00% 0.00% 22.128006 21.538196 22.790937 21.849108 24.318476 23.552029 6.419833 5.990769 0.5794 0.5646 0.3902 2.066019 2.038814
2459794 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 21.585167 21.133065 23.728215 23.061676 29.504908 28.177359 7.902455 6.750152 0.6096 0.5969 0.3898 0.000000 0.000000
2459793 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 16.854471 16.550686 22.647886 21.914612 30.747117 29.423725 2.501270 1.866266 0.5936 0.5915 0.3844 0.000000 0.000000
2459792 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 17.612505 17.116407 28.040944 27.870607 38.589228 36.726546 -2.160172 -2.808555 0.6790 0.5711 0.4023 3.836269 2.838533
2459791 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 19.661656 19.271138 30.263125 29.742695 30.764738 29.457492 1.397356 0.903346 0.5850 0.5806 0.3745 1.889881 1.903177
2459790 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 30.730964 30.546976 28.020417 28.074435 42.559670 41.595107 1.241187 0.507024 0.5677 0.5679 0.3720 0.000000 0.000000
2459789 RF_ok 100.00% 5.38% 0.00% 0.00% 100.00% 0.00% 27.183747 27.386036 30.081105 30.465833 44.971604 43.637793 5.156678 3.074634 0.5482 0.5460 0.3630 3.128248 3.487063
2459788 RF_ok 100.00% 2.65% 0.00% 0.00% 100.00% 0.00% 23.520125 23.898668 31.414737 32.006178 48.155333 46.622124 1.072950 0.116769 0.5509 0.5506 0.3527 1.788038 1.845016
2459787 RF_ok 100.00% 34.95% 32.26% 0.00% 100.00% 0.00% 23.080920 23.449162 26.115942 27.001986 31.039658 30.099149 0.812507 0.465276 0.5161 0.5140 0.3414 2.522493 2.588558
2459786 RF_ok 100.00% 8.06% 8.06% 0.00% 100.00% 0.00% 24.633627 24.725187 32.272687 32.282718 48.196978 45.022679 1.016105 -0.099444 0.5180 0.5173 0.3287 0.000000 0.000000
2459785 RF_ok 100.00% 2.15% 2.15% 0.00% 100.00% 0.00% 14.252781 13.902919 47.186961 46.660079 43.249707 40.020653 -2.229168 -2.436642 0.6815 0.5730 0.3980 3.616410 3.012030
2459784 RF_ok 100.00% 16.13% 16.13% 0.00% 100.00% 0.00% 21.984142 21.640855 35.444092 36.139048 45.755175 42.938416 -0.892527 -1.322757 0.4977 0.4974 0.3093 2.317092 2.309880
2459783 RF_ok 100.00% 13.48% 13.48% 0.00% 100.00% 0.00% 19.137319 18.370334 10.481304 10.027243 22.447921 20.044577 -0.534709 -1.285154 0.4889 0.4880 0.3004 3.103039 3.042687
2459782 RF_ok 100.00% 26.88% 16.13% 0.00% 100.00% 0.00% 17.694439 16.838683 5.341712 4.962413 12.687310 11.278177 -0.796205 -1.284838 0.4678 0.4699 0.2890 2.981516 2.908910
2459781 RF_ok 0.00% 10.43% 10.43% 0.00% 100.00% 0.00% 2.626864 2.299944 1.407315 1.327550 1.169909 0.518147 -2.305114 -2.312605 0.6570 0.5919 0.3468 3.992818 3.233101
2459778 RF_ok 100.00% 8.06% 4.30% 0.00% 100.00% 0.00% 11.270744 10.818618 8.204846 7.772461 22.515429 19.984843 -4.365221 -4.482497 0.6561 0.5468 0.3914 4.414827 3.277055
2459776 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 11.018695 10.168238 9.090749 9.278186 34.596892 34.631250 31.405470 24.314033 0.7050 0.5828 0.4074 3.462163 2.751149
2459774 RF_ok - 3.12% 2.60% 0.00% - - nan nan nan nan nan nan nan nan 0.6694 0.5659 0.3851 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 224: 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
224 N19 RF_ok ee Shape nan nan nan nan nan nan nan nan nan

Antenna 224: 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
224 N19 RF_ok ee Temporal Variability 37.791154 11.784803 10.959044 25.062955 25.662611 31.156931 37.791154 -2.755525 -1.659852

Antenna 224: 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
224 N19 RF_ok nn Temporal Variability 26.905523 18.707355 18.857327 26.771395 26.835752 26.905523 26.292419 1.692536 1.817139

Antenna 224: 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
224 N19 RF_ok nn Temporal Variability 22.862590 19.074661 19.339107 17.826395 18.089455 22.862590 22.360807 8.998658 7.993794

Antenna 224: 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
224 N19 RF_ok ee Temporal Variability 43.711758 18.344352 17.020466 31.006532 30.027462 43.711758 42.278125 -7.577999 -8.019557

Antenna 224: 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
224 N19 RF_ok nn Power 23.856943 17.406021 17.060396 23.838900 23.856943 18.487755 19.527600 1.622975 1.395883

Antenna 224: 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
224 N19 RF_ok ee Power 22.367309 20.107682 20.795730 21.852715 22.367309 21.106122 20.252314 2.196388 1.394330

Antenna 224: 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
224 N19 RF_ok ee Power 30.355268 25.645435 24.951330 30.355268 30.099330 21.342919 22.597692 5.317783 5.434515

Antenna 224: 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
224 N19 RF_ok ee Temporal Variability 38.230138 21.349772 21.424466 26.540112 27.126754 37.033797 38.230138 -0.289166 -0.549641

Antenna 224: 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
224 N19 RF_ok nn Temporal Variability 38.801892 20.457771 20.615597 21.871528 22.112379 38.801892 37.671667 5.430610 5.201946

Antenna 224: 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
224 N19 RF_ok ee Shape 22.000597 21.612284 22.000597 20.695131 20.862860 21.761544 21.370280 8.382177 8.576084

Antenna 224: 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
224 N19 RF_ok ee Temporal Variability 57.664885 16.510563 17.712260 27.245524 28.225027 54.623521 57.664885 -3.703089 -3.342844

Antenna 224: 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
224 N19 RF_ok ee Power 21.806500 21.116891 20.710068 21.806500 21.620730 18.557071 18.702378 4.972281 4.617152

Antenna 224: 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
224 N19 RF_ok ee Temporal Variability 24.067063 17.573477 17.751703 20.827402 20.946383 23.875692 24.067063 6.335078 6.908917

Antenna 224: 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
224 N19 RF_ok ee Power 28.441015 19.586091 18.852220 28.441015 27.490542 21.415432 20.762488 6.640639 5.683779

Antenna 224: 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
224 N19 RF_ok ee Temporal Variability 24.318476 21.538196 22.128006 21.849108 22.790937 23.552029 24.318476 5.990769 6.419833

Antenna 224: 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
224 N19 RF_ok ee Temporal Variability 29.504908 21.585167 21.133065 23.728215 23.061676 29.504908 28.177359 7.902455 6.750152

Antenna 224: 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
224 N19 RF_ok ee Temporal Variability 30.747117 16.854471 16.550686 22.647886 21.914612 30.747117 29.423725 2.501270 1.866266

Antenna 224: 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
224 N19 RF_ok ee Temporal Variability 38.589228 17.612505 17.116407 28.040944 27.870607 38.589228 36.726546 -2.160172 -2.808555

Antenna 224: 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
224 N19 RF_ok ee Temporal Variability 30.764738 19.661656 19.271138 30.263125 29.742695 30.764738 29.457492 1.397356 0.903346

Antenna 224: 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
224 N19 RF_ok ee Temporal Variability 42.559670 30.546976 30.730964 28.074435 28.020417 41.595107 42.559670 0.507024 1.241187

Antenna 224: 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
224 N19 RF_ok ee Temporal Variability 44.971604 27.386036 27.183747 30.465833 30.081105 43.637793 44.971604 3.074634 5.156678

Antenna 224: 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
224 N19 RF_ok ee Temporal Variability 48.155333 23.898668 23.520125 32.006178 31.414737 46.622124 48.155333 0.116769 1.072950

Antenna 224: 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
224 N19 RF_ok ee Temporal Variability 31.039658 23.080920 23.449162 26.115942 27.001986 31.039658 30.099149 0.812507 0.465276

Antenna 224: 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
224 N19 RF_ok ee Temporal Variability 48.196978 24.725187 24.633627 32.282718 32.272687 45.022679 48.196978 -0.099444 1.016105

Antenna 224: 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
224 N19 RF_ok ee Power 47.186961 13.902919 14.252781 46.660079 47.186961 40.020653 43.249707 -2.436642 -2.229168

Antenna 224: 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
224 N19 RF_ok ee Temporal Variability 45.755175 21.984142 21.640855 35.444092 36.139048 45.755175 42.938416 -0.892527 -1.322757

Antenna 224: 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
224 N19 RF_ok ee Temporal Variability 22.447921 18.370334 19.137319 10.027243 10.481304 20.044577 22.447921 -1.285154 -0.534709

Antenna 224: 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
224 N19 RF_ok ee Shape 17.694439 16.838683 17.694439 4.962413 5.341712 11.278177 12.687310 -1.284838 -0.796205

Antenna 224: 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
224 N19 RF_ok ee Shape 2.626864 2.626864 2.299944 1.407315 1.327550 1.169909 0.518147 -2.305114 -2.312605

Antenna 224: 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
224 N19 RF_ok ee Temporal Variability 22.515429 10.818618 11.270744 7.772461 8.204846 19.984843 22.515429 -4.482497 -4.365221

Antenna 224: 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
224 N19 RF_ok nn Temporal Variability 34.631250 11.018695 10.168238 9.090749 9.278186 34.596892 34.631250 31.405470 24.314033
In [ ]: