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 = "152"
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 152 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 101 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 99 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 152, Node N16:

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)
2459918 digital_ok 100.00% 0.00% 0.00% 0.00% - - 1.014853 1.284741 -1.216581 -1.036552 0.536144 -1.396662 5.829130 0.429968 0.6136 0.6470 0.4127 nan nan
2459917 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.496275 0.809670 -1.509766 -1.433821 -0.779062 -1.292767 3.465626 0.546919 0.6473 0.6813 0.4796 nan nan
2459916 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.450812 0.776877 -1.469818 -1.265061 -1.611318 -1.414523 2.741546 -0.092988 0.6136 0.6515 0.4198 nan nan
2459915 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.525725 0.797965 -1.517300 -1.243532 1.127196 -1.075547 0.671117 -0.966573 0.6535 0.6817 0.3771 nan nan
2459914 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.727907 1.075145 -1.536430 -1.276916 0.328341 -1.057060 -0.797689 -2.080675 0.6797 0.7124 0.3265 nan nan
2459913 digital_ok 100.00% 0.00% 0.00% 0.00% - - 1.237233 1.475534 -1.412747 -1.296121 1.165317 -1.229846 6.064755 -0.541699 0.6179 0.6429 0.4193 nan nan
2459876 not_connected 100.00% 0.00% 0.00% 0.00% - - 1.919208 2.892148 13.399679 11.027320 45.854244 8.885512 41.391427 31.078007 0.6473 0.6443 0.4118 nan nan
2459875 not_connected 100.00% 0.00% 0.00% 0.00% - - 2.762531 2.563516 7.847874 15.656843 0.990171 2.543874 7.023396 0.316825 0.6472 0.6797 0.4262 nan nan
2459874 not_connected 100.00% 0.00% 0.00% 0.00% - - 4.817257 3.778893 3.916357 7.660680 1.986858 2.523925 24.023958 -0.954059 0.6284 0.6406 0.4104 nan nan
2459873 not_connected 100.00% 0.00% 0.00% 0.00% - - 3.246202 2.748907 5.775375 10.641487 0.311223 1.159047 6.848876 -0.599713 0.6287 0.6373 0.4103 nan nan
2459872 not_connected 100.00% 0.00% 0.00% 0.00% - - 2.828666 2.330103 8.574336 14.546219 3.341590 3.199030 23.325912 -0.897890 0.6300 0.6426 0.4168 nan nan
2459871 not_connected 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459870 not_connected 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459869 not_connected 100.00% 0.00% 0.00% 0.00% - - 3.039365 2.336172 6.495836 10.521888 14.908232 3.083713 12.506338 0.203172 0.6565 0.6706 0.4117 nan nan
2459868 not_connected 100.00% 0.00% 0.00% 0.00% - - 3.217057 3.461758 9.543604 17.043388 0.926596 1.711917 19.923912 -1.467115 0.6304 0.6401 0.4279 nan nan
2459867 not_connected 100.00% 0.00% 0.00% 0.00% - - 2.028946 2.369316 8.616516 13.454135 0.221003 0.973469 12.861074 0.350812 0.6428 0.6423 0.4271 nan nan
2459866 not_connected 100.00% 0.00% 0.00% 0.00% - - 2.494376 2.538921 7.684526 12.191822 -0.111101 0.542455 12.730132 -0.796335 0.6472 0.6476 0.4204 nan nan
2459865 not_connected 100.00% 0.00% 0.00% 0.00% - - 4.334784 4.143853 10.897733 16.061746 1.104533 2.282955 9.789567 1.921835 0.6700 0.6666 0.3900 nan nan
2459864 not_connected 100.00% 0.00% 0.00% 0.00% - - 2.677081 3.681213 6.632979 8.552027 0.629954 1.776199 34.522296 2.969613 0.6467 0.6391 0.4384 nan nan
2459863 not_connected 100.00% 0.00% 0.00% 0.00% - - 0.547609 0.870772 -1.498446 -1.084747 -1.187215 -1.437619 13.172163 -1.164234 0.6395 0.6298 0.4282 nan nan
2459862 not_connected 100.00% 0.00% 0.00% 0.00% - - 0.703794 1.498763 8.345987 10.370654 1.157580 2.393875 4.469114 -0.608063 0.6213 0.6636 0.4426 nan nan
2459861 not_connected 100.00% 0.00% 0.00% 0.00% - - 0.295035 0.080081 -2.512577 -2.285977 -1.170428 -1.276020 16.578512 -0.550184 0.6567 0.6437 0.4403 nan nan
2459860 not_connected 100.00% 0.00% 0.00% 0.00% - - 0.098407 0.462450 6.356476 8.203108 1.007079 1.935807 15.487045 -1.036933 0.6662 0.6486 0.4397 nan nan
2459859 not_connected 100.00% 0.00% 0.00% 0.00% - - -0.146939 -0.063677 -2.559752 -2.235297 -0.341004 -1.218276 7.401346 -0.329627 0.6712 0.6525 0.4356 nan nan
2459858 not_connected 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.177396 -0.280068 -2.944492 -2.703213 -1.011706 -1.431999 16.086280 -0.431565 0.6809 0.6598 0.4480 2.431255 2.364868
2459857 not_connected 100.00% 100.00% 100.00% 0.00% - - 1.614032 0.289412 1.792735 1.662215 0.954209 -0.317425 6.461753 -0.549683 0.0303 0.0292 0.0010 nan nan
2459856 not_connected 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.046929 1.228790 5.578687 7.764427 -0.331100 0.878411 7.054303 -1.024339 0.6698 0.6765 0.4350 2.560749 2.602560
2459855 not_connected 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.730984 1.789143 6.572650 8.731480 -0.149684 0.207591 10.222152 -0.017010 0.6389 0.6885 0.4724 2.479097 2.489249
2459854 not_connected 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.356670 1.198991 6.162406 7.823851 -0.059544 -0.224518 13.268097 -0.243337 0.6678 0.7158 0.4716 2.412161 2.435934
2459853 not_connected 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.799259 0.978516 8.182242 10.099620 -0.253361 0.818707 20.816762 -0.933598 0.6984 0.6654 0.4560 2.767134 2.621880
2459852 not_connected 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.589412 2.371591 8.262696 9.757758 2.575561 4.821178 6.532314 7.231549 0.7912 0.8084 0.2824 3.835383 4.184208
2459851 not_connected 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
2459850 not_connected 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.918878 1.643865 7.755468 9.339179 0.187475 2.521600 26.178414 4.225161 0.6982 0.7350 0.3840 2.509154 2.528587
2459849 not_connected 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.755177 1.125843 15.570119 19.649885 -0.351495 1.214793 17.491096 -0.756825 0.6971 0.7283 0.3925 2.831048 2.915919
2459848 not_connected 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 4.042241 5.200746 26.859032 28.125928 5.063591 10.601865 6.108585 -2.483018 0.6951 0.7373 0.4159 3.257518 3.290833
2459847 not_connected 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.480525 4.622079 25.789540 26.603637 8.074581 13.226368 8.305427 -2.457465 0.7078 0.6701 0.4623 5.392986 5.045886

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 152: 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
152 N16 digital_ok ee Temporal Discontinuties 5.829130 1.284741 1.014853 -1.036552 -1.216581 -1.396662 0.536144 0.429968 5.829130

Antenna 152: 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
152 N16 digital_ok ee Temporal Discontinuties 3.465626 0.809670 0.496275 -1.433821 -1.509766 -1.292767 -0.779062 0.546919 3.465626

Antenna 152: 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
152 N16 digital_ok ee Temporal Discontinuties 2.741546 0.450812 0.776877 -1.469818 -1.265061 -1.611318 -1.414523 2.741546 -0.092988

Antenna 152: 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
152 N16 digital_ok ee Temporal Variability 1.127196 0.525725 0.797965 -1.517300 -1.243532 1.127196 -1.075547 0.671117 -0.966573

Antenna 152: 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
152 N16 digital_ok nn Shape 1.075145 0.727907 1.075145 -1.536430 -1.276916 0.328341 -1.057060 -0.797689 -2.080675

Antenna 152: 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
152 N16 digital_ok ee Temporal Discontinuties 6.064755 1.475534 1.237233 -1.296121 -1.412747 -1.229846 1.165317 -0.541699 6.064755

Antenna 152: 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
152 N16 not_connected ee Temporal Variability 45.854244 1.919208 2.892148 13.399679 11.027320 45.854244 8.885512 41.391427 31.078007

Antenna 152: 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
152 N16 not_connected nn Power 15.656843 2.762531 2.563516 7.847874 15.656843 0.990171 2.543874 7.023396 0.316825

Antenna 152: 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
152 N16 not_connected ee Temporal Discontinuties 24.023958 4.817257 3.778893 3.916357 7.660680 1.986858 2.523925 24.023958 -0.954059

Antenna 152: 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
152 N16 not_connected nn Power 10.641487 3.246202 2.748907 5.775375 10.641487 0.311223 1.159047 6.848876 -0.599713

Antenna 152: 2459872

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
152 N16 not_connected ee Temporal Discontinuties 23.325912 2.330103 2.828666 14.546219 8.574336 3.199030 3.341590 -0.897890 23.325912

Antenna 152: 2459871

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
152 N16 not_connected nn Shape nan nan nan inf inf nan nan nan nan

Antenna 152: 2459870

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
152 N16 not_connected ee Shape nan nan nan inf inf nan nan nan nan

Antenna 152: 2459869

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
152 N16 not_connected ee Temporal Variability 14.908232 3.039365 2.336172 6.495836 10.521888 14.908232 3.083713 12.506338 0.203172

Antenna 152: 2459868

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
152 N16 not_connected ee Temporal Discontinuties 19.923912 3.217057 3.461758 9.543604 17.043388 0.926596 1.711917 19.923912 -1.467115

Antenna 152: 2459867

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
152 N16 not_connected nn Power 13.454135 2.028946 2.369316 8.616516 13.454135 0.221003 0.973469 12.861074 0.350812

Antenna 152: 2459866

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
152 N16 not_connected ee Temporal Discontinuties 12.730132 2.538921 2.494376 12.191822 7.684526 0.542455 -0.111101 -0.796335 12.730132

Antenna 152: 2459865

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
152 N16 not_connected nn Power 16.061746 4.334784 4.143853 10.897733 16.061746 1.104533 2.282955 9.789567 1.921835

Antenna 152: 2459864

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
152 N16 not_connected ee Temporal Discontinuties 34.522296 3.681213 2.677081 8.552027 6.632979 1.776199 0.629954 2.969613 34.522296

Antenna 152: 2459863

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
152 N16 not_connected ee Temporal Discontinuties 13.172163 0.547609 0.870772 -1.498446 -1.084747 -1.187215 -1.437619 13.172163 -1.164234

Antenna 152: 2459862

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
152 N16 not_connected nn Power 10.370654 0.703794 1.498763 8.345987 10.370654 1.157580 2.393875 4.469114 -0.608063

Antenna 152: 2459861

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
152 N16 not_connected ee Temporal Discontinuties 16.578512 0.080081 0.295035 -2.285977 -2.512577 -1.276020 -1.170428 -0.550184 16.578512

Antenna 152: 2459860

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
152 N16 not_connected ee Temporal Discontinuties 15.487045 0.098407 0.462450 6.356476 8.203108 1.007079 1.935807 15.487045 -1.036933

Antenna 152: 2459859

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
152 N16 not_connected ee Temporal Discontinuties 7.401346 -0.146939 -0.063677 -2.559752 -2.235297 -0.341004 -1.218276 7.401346 -0.329627

Antenna 152: 2459858

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
152 N16 not_connected ee Temporal Discontinuties 16.086280 -0.280068 -0.177396 -2.703213 -2.944492 -1.431999 -1.011706 -0.431565 16.086280

Antenna 152: 2459857

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
152 N16 not_connected ee Temporal Discontinuties 6.461753 0.289412 1.614032 1.662215 1.792735 -0.317425 0.954209 -0.549683 6.461753

Antenna 152: 2459856

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
152 N16 not_connected nn Power 7.764427 1.046929 1.228790 5.578687 7.764427 -0.331100 0.878411 7.054303 -1.024339

Antenna 152: 2459855

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
152 N16 not_connected ee Temporal Discontinuties 10.222152 1.789143 1.730984 8.731480 6.572650 0.207591 -0.149684 -0.017010 10.222152

Antenna 152: 2459854

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
152 N16 not_connected ee Temporal Discontinuties 13.268097 1.198991 1.356670 7.823851 6.162406 -0.224518 -0.059544 -0.243337 13.268097

Antenna 152: 2459853

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
152 N16 not_connected ee Temporal Discontinuties 20.816762 0.978516 0.799259 10.099620 8.182242 0.818707 -0.253361 -0.933598 20.816762

Antenna 152: 2459852

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
152 N16 not_connected nn Power 9.757758 2.589412 2.371591 8.262696 9.757758 2.575561 4.821178 6.532314 7.231549

Antenna 152: 2459851

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
152 N16 not_connected ee Shape nan nan nan inf inf nan nan nan nan

Antenna 152: 2459850

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
152 N16 not_connected ee Temporal Discontinuties 26.178414 0.918878 1.643865 7.755468 9.339179 0.187475 2.521600 26.178414 4.225161

Antenna 152: 2459849

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
152 N16 not_connected nn Power 19.649885 0.755177 1.125843 15.570119 19.649885 -0.351495 1.214793 17.491096 -0.756825

Antenna 152: 2459848

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
152 N16 not_connected nn Power 28.125928 5.200746 4.042241 28.125928 26.859032 10.601865 5.063591 -2.483018 6.108585

Antenna 152: 2459847

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
152 N16 not_connected nn Power 26.603637 4.622079 3.480525 26.603637 25.789540 13.226368 8.074581 -2.457465 8.305427
In [ ]: