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_summary
notebook (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.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# 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
# 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 = "321" csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
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
# 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 62 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_ Found 60 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
# 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'
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
# 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')])])
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.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
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) |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2459876 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 1.539148 | 1.830045 | 14.648169 | 16.514297 | 6.264768 | 8.896936 | 11.177344 | 7.976514 | 0.6010 | 0.5807 | 0.4080 | nan | nan |
2459875 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 1.578889 | 1.605138 | 19.466825 | 22.559988 | 3.825555 | 4.179306 | 6.662846 | 4.552886 | 0.6033 | 0.5883 | 0.4105 | nan | nan |
2459874 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 2.495892 | 2.431729 | 10.072693 | 11.397689 | 4.019097 | 5.056414 | 8.253150 | 5.963234 | 0.6022 | 0.5781 | 0.4011 | nan | nan |
2459873 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 1.586517 | 1.668260 | 13.164831 | 15.194584 | 1.636318 | 2.067200 | 5.053969 | 3.718432 | 0.6057 | 0.5774 | 0.4004 | nan | nan |
2459872 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 1.345551 | 1.362712 | 18.126762 | 20.796832 | 4.607492 | 7.093395 | 5.217486 | 3.742255 | 0.6018 | 0.5780 | 0.4122 | nan | nan |
2459871 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 1.206868 | 1.094129 | 18.173175 | 21.443831 | 4.269023 | 5.378006 | 3.539918 | 1.835985 | 0.6102 | 0.5790 | 0.4064 | nan | nan |
2459870 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 1.895152 | 2.080232 | 13.655628 | 15.755327 | 3.957105 | 4.027390 | 9.590020 | 6.937608 | 0.6134 | 0.5875 | 0.4102 | nan | nan |
2459869 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 1.888743 | 2.181660 | 13.463526 | 15.724020 | 4.318066 | 4.985708 | 6.469786 | 4.025937 | 0.6209 | 0.5977 | 0.4122 | nan | nan |
2459868 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 2.249024 | 1.889202 | 20.390730 | 24.061146 | 3.145488 | 3.065383 | 10.376338 | 6.201073 | 0.5971 | 0.5768 | 0.4213 | nan | nan |
2459867 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 1.342371 | 1.407298 | 16.410455 | 18.851317 | 2.143788 | 2.231371 | 4.426572 | 3.026622 | 0.6126 | 0.5849 | 0.4218 | nan | nan |
2459866 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 1.325638 | 1.474098 | 15.367033 | 17.442715 | 2.605771 | 2.165662 | 2.975244 | 1.314950 | 0.6146 | 0.5881 | 0.4138 | nan | nan |
2459865 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 1.917771 | 1.412037 | 19.499959 | 22.427040 | 4.655566 | 4.677432 | 5.732354 | 4.543580 | 0.6372 | 0.5992 | 0.3912 | nan | nan |
2459864 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 1.088564 | 1.124164 | 10.649422 | 11.456496 | 1.984604 | 2.962799 | 5.525693 | 4.065476 | 0.6105 | 0.5782 | 0.4353 | nan | nan |
2459863 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 0.350066 | 0.513132 | -0.260816 | -0.196710 | 1.027998 | -0.012314 | 4.912274 | 3.890481 | 0.6039 | 0.5659 | 0.4250 | nan | nan |
2459862 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 1.508472 | 1.541774 | 13.393574 | 13.897399 | 1.759492 | 2.248484 | 2.954038 | 1.408120 | 0.5793 | 0.5867 | 0.4363 | nan | nan |
2459861 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | -0.000156 | -0.076359 | -1.274309 | -1.405955 | -0.918582 | -1.125190 | 3.409191 | 1.743238 | 0.6253 | 0.5812 | 0.4406 | nan | nan |
2459860 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 0.749486 | 0.753543 | 10.539350 | 11.060342 | 3.440201 | 3.975277 | 2.918849 | 0.848754 | 0.6334 | 0.5828 | 0.4367 | nan | nan |
2459859 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.028658 | -0.185493 | -1.120761 | -1.272820 | -0.769024 | -1.131796 | 2.077098 | 0.435036 | 0.6397 | 0.5885 | 0.4331 | nan | nan |
2459858 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.233019 | -0.301821 | -1.688348 | -1.713129 | -0.627702 | -1.062314 | 2.344558 | 1.222324 | 0.6499 | 0.5952 | 0.4477 | 0.000000 | 0.000000 |
2459857 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 18.996224 | 20.531893 | 13.839763 | 15.065881 | 85.598030 | 136.243759 | 30.754348 | 29.749343 | 0.6304 | 0.6026 | 0.4410 | nan | nan |
2459856 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.564392 | 1.176509 | 10.078252 | 10.552703 | 1.684411 | 2.716103 | 3.792194 | 1.937054 | 0.6362 | 0.6086 | 0.4275 | 0.000000 | 0.000000 |
2459855 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.678636 | 2.002606 | 10.985473 | 11.657338 | 0.141662 | 0.187520 | 2.315561 | 1.457933 | 0.5984 | 0.6187 | 0.4621 | 0.000000 | 0.000000 |
2459854 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.093323 | 1.460216 | 9.622737 | 10.112955 | 0.554229 | 0.590600 | 4.700606 | 3.947649 | 0.6241 | 0.6620 | 0.4615 | 0.000000 | 0.000000 |
2459853 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.030013 | 0.858194 | 12.649094 | 13.117359 | 2.364084 | 3.191826 | 4.362209 | 2.616290 | 0.6687 | 0.5987 | 0.4574 | 0.000000 | 0.000000 |
2459852 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.129822 | 0.911500 | 12.214147 | 12.718444 | 5.659651 | 6.253724 | 7.433273 | 8.091919 | 0.7130 | 0.6701 | 0.3452 | 0.000000 | 0.000000 |
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% | 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 |
2459849 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.639283 | 1.751873 | 24.777295 | 25.609894 | 2.168196 | 2.842405 | 4.045883 | 2.568506 | 0.6631 | 0.6650 | 0.3854 | 0.000000 | 0.000000 |
2459848 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.954103 | 2.128544 | 17.595440 | 17.821874 | 2.898586 | 4.056885 | 3.428511 | 2.540734 | 0.6295 | 0.6567 | 0.3981 | 0.000000 | 0.000000 |
2459847 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.699311 | 1.612115 | 16.462256 | 16.560395 | 2.476489 | 3.020069 | 2.048999 | 1.109195 | 0.6476 | 0.5872 | 0.4578 | 0.000000 | 0.000000 |
2459846 | not_connected | 100.00% | 0.00% | 17.09% | 0.00% | 100.00% | 0.00% | 6.005300 | 5.895377 | 12.930229 | 13.763592 | 8.467315 | 9.359257 | 0.813141 | 0.162129 | 0.7242 | 0.4564 | 0.5188 | 0.000000 | 0.000000 |
2459845 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.819266 | 2.551443 | 22.687271 | 23.762501 | 3.086949 | 2.891921 | 2.980920 | 0.586966 | 0.6238 | 0.6185 | 0.4101 | 0.000000 | 0.000000 |
2459844 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 42.822766 | 47.696390 | 144.696703 | 150.763278 | 170.160669 | 144.207910 | 29.876305 | 28.551546 | 0.8671 | 0.4985 | 0.6719 | nan | nan |
2459843 | not_connected | 100.00% | 0.55% | 0.55% | 0.00% | 100.00% | 0.00% | 2.674724 | 2.422770 | 10.031245 | 10.231028 | 65.820747 | 72.730582 | 2.552809 | 1.247759 | 0.6436 | 0.6290 | 0.4428 | 0.000000 | 0.000000 |
2459839 | not_connected | 100.00% | - | - | - | - | - | 16.087735 | 18.765975 | 164.896625 | 164.797609 | nan | nan | -29.231224 | -30.920487 | nan | nan | nan | nan | nan |
2459838 | not_connected | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.104976 | 0.151704 | 12.572946 | 10.842463 | 7.253006 | 5.691443 | 2.216233 | 2.022968 | 0.0987 | 0.0910 | 0.0447 | 0.000000 | 0.000000 |
2459836 | not_connected | - | 13.43% | 43.50% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.5693 | 0.4285 | 0.4075 | nan | nan |
2459835 | not_connected | 100.00% | 0.00% | 100.00% | 0.00% | - | - | 5.075818 | 5.530325 | 10.335894 | 10.098623 | 33.434045 | 32.327697 | 2.630729 | 3.982438 | 0.6907 | 0.3020 | 0.5764 | nan | nan |
2459833 | not_connected | 100.00% | 0.00% | 100.00% | 0.00% | - | - | 16.569026 | 17.815756 | 43.472183 | 43.023153 | 216.321591 | 207.816508 | 33.635083 | 39.869823 | 0.6848 | 0.2991 | 0.5675 | nan | nan |
2459832 | not_connected | 100.00% | 0.00% | 94.09% | 0.00% | 100.00% | 0.00% | 4.126250 | 2.283303 | 10.056158 | 8.859412 | 3.112359 | 2.169286 | 2.780778 | 2.436118 | 0.7130 | 0.3283 | 0.6011 | 0.000000 | 0.000000 |
2459831 | not_connected | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 4.820387 | 4.041528 | 68.382427 | 67.388992 | 1.882747 | 1.217380 | -0.743836 | -0.900856 | 0.0295 | 0.0290 | 0.0019 | nan | nan |
2459830 | not_connected | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 6.102666 | 3.744005 | 14.232045 | 12.592630 | 18.721774 | 14.511878 | 38.786418 | 38.576792 | 0.1035 | 0.0746 | 0.0568 | 0.000000 | 0.000000 |
2459829 | not_connected | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 3.340787 | 1.967578 | 13.945892 | 12.424933 | 13.555295 | 11.409961 | 77.904123 | 77.808417 | 0.0994 | 0.0885 | 0.0420 | 0.000000 | 0.000000 |
2459828 | not_connected | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 6.459457 | 4.316181 | 10.954907 | 9.646944 | 17.976710 | 14.725277 | 64.824058 | 64.965900 | 0.0981 | 0.0738 | 0.0504 | 0.000000 | 0.000000 |
2459827 | not_connected | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 3.251820 | 1.779228 | 17.626571 | 15.594064 | 11.350366 | 9.003641 | 20.537194 | 19.632912 | 0.0993 | 0.0856 | 0.0417 | 0.000000 | 0.000000 |
2459826 | not_connected | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 6.308227 | 4.268597 | 14.842320 | 13.395798 | 24.354757 | 20.077210 | 40.622880 | 40.403155 | 0.0766 | 0.0605 | 0.0319 | 0.000000 | 0.000000 |
2459825 | not_connected | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 6.767937 | 4.063391 | 10.949555 | 9.675501 | 12.311117 | 10.128865 | 5.664368 | 5.415483 | 0.0992 | 0.0699 | 0.0444 | 0.000000 | 0.000000 |
2459824 | not_connected | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.961254 | 1.082142 | 14.602352 | 13.001965 | 10.001879 | 10.276851 | 31.376781 | 30.798655 | 0.0960 | 0.0904 | 0.0377 | 0.000000 | 0.000000 |
2459823 | 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 |
2459822 | not_connected | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 42.574037 | 42.371013 | inf | inf | 3894.529461 | 3894.148523 | 5149.357315 | 5148.737724 | nan | nan | nan | 0.000000 | 0.000000 |
2459821 | not_connected | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 9.792353 | 7.958784 | 13.612914 | 12.544873 | 12.118183 | 9.823380 | 2.931057 | 2.935396 | 0.1009 | 0.0735 | 0.0460 | 0.000000 | 0.000000 |
2459820 | not_connected | 100.00% | 0.00% | 10.74% | 0.00% | 100.00% | 0.00% | 4.655264 | 2.975713 | 16.127051 | 14.313974 | 33.955889 | 27.522027 | 40.986733 | 40.273796 | 0.6823 | 0.5426 | 0.4621 | 0.000000 | 0.000000 |
2459817 | not_connected | 100.00% | 0.00% | 51.08% | 0.00% | 100.00% | 0.00% | 9.676300 | 7.489971 | 11.189527 | 10.221069 | 18.197908 | 15.506102 | 6.107616 | 5.961099 | 0.6646 | 0.4069 | 0.4943 | 0.000000 | 0.000000 |
2459816 | not_connected | 100.00% | 0.00% | 18.87% | 0.00% | 100.00% | 0.00% | 5.090103 | 3.815301 | 15.705513 | 13.979477 | 23.914625 | 21.132749 | 43.929134 | 42.633822 | 0.7900 | 0.4413 | 0.6434 | 0.000000 | 0.000000 |
2459815 | not_connected | 100.00% | 0.00% | 53.76% | 0.00% | 100.00% | 0.00% | 9.005730 | 7.094535 | 12.592213 | 11.528141 | 22.662342 | 20.181137 | 43.392374 | 43.747550 | 0.6467 | 0.4081 | 0.4888 | 0.000000 | 0.000000 |
2459814 | not_connected | 0.00% | - | - | - | - | - | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan |
2459813 | 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 |
auto_metrics
notebooks.¶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
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.
for i, html_to_display in enumerate(htmls_to_display):
if i == 100:
break
display(HTML(html_to_display))
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
321 | N02 | not_connected | nn Power | 16.514297 | 1.539148 | 1.830045 | 14.648169 | 16.514297 | 6.264768 | 8.896936 | 11.177344 | 7.976514 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
321 | N02 | not_connected | nn Power | 22.559988 | 1.578889 | 1.605138 | 19.466825 | 22.559988 | 3.825555 | 4.179306 | 6.662846 | 4.552886 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
321 | N02 | not_connected | nn Power | 11.397689 | 2.495892 | 2.431729 | 10.072693 | 11.397689 | 4.019097 | 5.056414 | 8.253150 | 5.963234 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
321 | N02 | not_connected | nn Power | 15.194584 | 1.586517 | 1.668260 | 13.164831 | 15.194584 | 1.636318 | 2.067200 | 5.053969 | 3.718432 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
321 | N02 | not_connected | nn Power | 20.796832 | 1.362712 | 1.345551 | 20.796832 | 18.126762 | 7.093395 | 4.607492 | 3.742255 | 5.217486 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
321 | N02 | not_connected | nn Power | 21.443831 | 1.094129 | 1.206868 | 21.443831 | 18.173175 | 5.378006 | 4.269023 | 1.835985 | 3.539918 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
321 | N02 | not_connected | nn Power | 15.755327 | 1.895152 | 2.080232 | 13.655628 | 15.755327 | 3.957105 | 4.027390 | 9.590020 | 6.937608 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
321 | N02 | not_connected | nn Power | 15.724020 | 1.888743 | 2.181660 | 13.463526 | 15.724020 | 4.318066 | 4.985708 | 6.469786 | 4.025937 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
321 | N02 | not_connected | nn Power | 24.061146 | 2.249024 | 1.889202 | 20.390730 | 24.061146 | 3.145488 | 3.065383 | 10.376338 | 6.201073 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
321 | N02 | not_connected | nn Power | 18.851317 | 1.342371 | 1.407298 | 16.410455 | 18.851317 | 2.143788 | 2.231371 | 4.426572 | 3.026622 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
321 | N02 | not_connected | nn Power | 17.442715 | 1.474098 | 1.325638 | 17.442715 | 15.367033 | 2.165662 | 2.605771 | 1.314950 | 2.975244 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
321 | N02 | not_connected | nn Power | 22.427040 | 1.917771 | 1.412037 | 19.499959 | 22.427040 | 4.655566 | 4.677432 | 5.732354 | 4.543580 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
321 | N02 | not_connected | nn Power | 11.456496 | 1.124164 | 1.088564 | 11.456496 | 10.649422 | 2.962799 | 1.984604 | 4.065476 | 5.525693 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
321 | N02 | not_connected | ee Temporal Discontinuties | 4.912274 | 0.350066 | 0.513132 | -0.260816 | -0.196710 | 1.027998 | -0.012314 | 4.912274 | 3.890481 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
321 | N02 | not_connected | nn Power | 13.897399 | 1.508472 | 1.541774 | 13.393574 | 13.897399 | 1.759492 | 2.248484 | 2.954038 | 1.408120 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
321 | N02 | not_connected | ee Temporal Discontinuties | 3.409191 | -0.076359 | -0.000156 | -1.405955 | -1.274309 | -1.125190 | -0.918582 | 1.743238 | 3.409191 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
321 | N02 | not_connected | nn Power | 11.060342 | 0.749486 | 0.753543 | 10.539350 | 11.060342 | 3.440201 | 3.975277 | 2.918849 | 0.848754 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
321 | N02 | not_connected | ee Temporal Discontinuties | 2.077098 | 0.028658 | -0.185493 | -1.120761 | -1.272820 | -0.769024 | -1.131796 | 2.077098 | 0.435036 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
321 | N02 | not_connected | ee Temporal Discontinuties | 2.344558 | -0.301821 | -0.233019 | -1.713129 | -1.688348 | -1.062314 | -0.627702 | 1.222324 | 2.344558 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
321 | N02 | not_connected | nn Temporal Variability | 136.243759 | 20.531893 | 18.996224 | 15.065881 | 13.839763 | 136.243759 | 85.598030 | 29.749343 | 30.754348 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
321 | N02 | not_connected | nn Power | 10.552703 | 1.564392 | 1.176509 | 10.078252 | 10.552703 | 1.684411 | 2.716103 | 3.792194 | 1.937054 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
321 | N02 | not_connected | nn Power | 11.657338 | 2.002606 | 1.678636 | 11.657338 | 10.985473 | 0.187520 | 0.141662 | 1.457933 | 2.315561 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
321 | N02 | not_connected | nn Power | 10.112955 | 1.460216 | 1.093323 | 10.112955 | 9.622737 | 0.590600 | 0.554229 | 3.947649 | 4.700606 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
321 | N02 | not_connected | nn Power | 13.117359 | 0.858194 | 1.030013 | 13.117359 | 12.649094 | 3.191826 | 2.364084 | 2.616290 | 4.362209 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
321 | N02 | not_connected | nn Power | 12.718444 | 0.129822 | 0.911500 | 12.214147 | 12.718444 | 5.659651 | 6.253724 | 7.433273 | 8.091919 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
321 | N02 | not_connected | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
321 | N02 | not_connected | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
321 | N02 | not_connected | nn Power | 25.609894 | 1.639283 | 1.751873 | 24.777295 | 25.609894 | 2.168196 | 2.842405 | 4.045883 | 2.568506 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
321 | N02 | not_connected | nn Power | 17.821874 | 2.128544 | 1.954103 | 17.821874 | 17.595440 | 4.056885 | 2.898586 | 2.540734 | 3.428511 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
321 | N02 | not_connected | nn Power | 16.560395 | 1.612115 | 1.699311 | 16.560395 | 16.462256 | 3.020069 | 2.476489 | 1.109195 | 2.048999 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
321 | N02 | not_connected | nn Power | 13.763592 | 6.005300 | 5.895377 | 12.930229 | 13.763592 | 8.467315 | 9.359257 | 0.813141 | 0.162129 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
321 | N02 | not_connected | nn Power | 23.762501 | 2.551443 | 2.819266 | 23.762501 | 22.687271 | 2.891921 | 3.086949 | 0.586966 | 2.980920 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
321 | N02 | not_connected | ee Temporal Variability | 170.160669 | 42.822766 | 47.696390 | 144.696703 | 150.763278 | 170.160669 | 144.207910 | 29.876305 | 28.551546 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
321 | N02 | not_connected | nn Temporal Variability | 72.730582 | 2.422770 | 2.674724 | 10.231028 | 10.031245 | 72.730582 | 65.820747 | 1.247759 | 2.552809 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
321 | N02 | not_connected | ee Power | 164.896625 | 18.765975 | 16.087735 | 164.797609 | 164.896625 | nan | nan | -30.920487 | -29.231224 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
321 | N02 | not_connected | ee Power | 12.572946 | 0.151704 | 1.104976 | 10.842463 | 12.572946 | 5.691443 | 7.253006 | 2.022968 | 2.216233 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
321 | N02 | not_connected | ee Temporal Variability | 33.434045 | 5.530325 | 5.075818 | 10.098623 | 10.335894 | 32.327697 | 33.434045 | 3.982438 | 2.630729 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
321 | N02 | not_connected | ee Temporal Variability | 216.321591 | 17.815756 | 16.569026 | 43.023153 | 43.472183 | 207.816508 | 216.321591 | 39.869823 | 33.635083 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
321 | N02 | not_connected | ee Power | 10.056158 | 4.126250 | 2.283303 | 10.056158 | 8.859412 | 3.112359 | 2.169286 | 2.780778 | 2.436118 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
321 | N02 | not_connected | ee Power | 68.382427 | 4.820387 | 4.041528 | 68.382427 | 67.388992 | 1.882747 | 1.217380 | -0.743836 | -0.900856 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
321 | N02 | not_connected | ee Temporal Discontinuties | 38.786418 | 6.102666 | 3.744005 | 14.232045 | 12.592630 | 18.721774 | 14.511878 | 38.786418 | 38.576792 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
321 | N02 | not_connected | ee Temporal Discontinuties | 77.904123 | 1.967578 | 3.340787 | 12.424933 | 13.945892 | 11.409961 | 13.555295 | 77.808417 | 77.904123 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
321 | N02 | not_connected | nn Temporal Discontinuties | 64.965900 | 4.316181 | 6.459457 | 9.646944 | 10.954907 | 14.725277 | 17.976710 | 64.965900 | 64.824058 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
321 | N02 | not_connected | ee Temporal Discontinuties | 20.537194 | 3.251820 | 1.779228 | 17.626571 | 15.594064 | 11.350366 | 9.003641 | 20.537194 | 19.632912 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
321 | N02 | not_connected | ee Temporal Discontinuties | 40.622880 | 4.268597 | 6.308227 | 13.395798 | 14.842320 | 20.077210 | 24.354757 | 40.403155 | 40.622880 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
321 | N02 | not_connected | ee Temporal Variability | 12.311117 | 4.063391 | 6.767937 | 9.675501 | 10.949555 | 10.128865 | 12.311117 | 5.415483 | 5.664368 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
321 | N02 | not_connected | ee Temporal Discontinuties | 31.376781 | 1.961254 | 1.082142 | 14.602352 | 13.001965 | 10.001879 | 10.276851 | 31.376781 | 30.798655 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
321 | N02 | not_connected | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
321 | N02 | not_connected | ee Power | inf | 42.574037 | 42.371013 | inf | inf | 3894.529461 | 3894.148523 | 5149.357315 | 5148.737724 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
321 | N02 | not_connected | ee Power | 13.612914 | 7.958784 | 9.792353 | 12.544873 | 13.612914 | 9.823380 | 12.118183 | 2.935396 | 2.931057 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
321 | N02 | not_connected | ee Temporal Discontinuties | 40.986733 | 4.655264 | 2.975713 | 16.127051 | 14.313974 | 33.955889 | 27.522027 | 40.986733 | 40.273796 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
321 | N02 | not_connected | ee Temporal Variability | 18.197908 | 9.676300 | 7.489971 | 11.189527 | 10.221069 | 18.197908 | 15.506102 | 6.107616 | 5.961099 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
321 | N02 | not_connected | ee Temporal Discontinuties | 43.929134 | 3.815301 | 5.090103 | 13.979477 | 15.705513 | 21.132749 | 23.914625 | 42.633822 | 43.929134 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
321 | N02 | not_connected | nn Temporal Discontinuties | 43.747550 | 7.094535 | 9.005730 | 11.528141 | 12.592213 | 20.181137 | 22.662342 | 43.747550 | 43.392374 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
321 | N02 | not_connected | nn Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
321 | N02 | not_connected | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |