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 = "323" 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% | - | - | 35.946075 | 3.160889 | 3.375628 | 26.656838 | 17.953613 | 16.340666 | 38.804703 | 1.842789 | 0.3821 | 0.5673 | 0.3733 | nan | nan |
2459875 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 38.904698 | 3.530316 | 5.088390 | 39.052907 | 7.525362 | 8.863540 | 15.070321 | 3.099545 | 0.3866 | 0.5714 | 0.3754 | nan | nan |
2459874 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 55.283813 | 4.133272 | 1.965595 | 18.275995 | 11.911841 | 9.474907 | 12.133469 | -0.149117 | 0.3835 | 0.5656 | 0.3656 | nan | nan |
2459873 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 42.260323 | 2.541705 | 2.951295 | 24.633310 | 4.154493 | 3.909816 | 11.395414 | 0.590480 | 0.3820 | 0.5643 | 0.3647 | nan | nan |
2459872 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 37.636012 | 2.169478 | 4.042223 | 32.815891 | 12.050035 | 10.821906 | 10.612335 | -0.235932 | 0.3763 | 0.5650 | 0.3789 | nan | nan |
2459871 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 29.663694 | 2.563228 | 4.661480 | 36.663195 | 10.145805 | 11.567505 | 10.063091 | -0.573426 | 0.3901 | 0.5647 | 0.3650 | nan | nan |
2459870 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 49.600716 | 3.671974 | 3.044529 | 24.670240 | 6.534730 | 6.993230 | 4.949558 | 0.249241 | 0.3914 | 0.5734 | 0.3686 | nan | nan |
2459869 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 40.822198 | 3.659978 | 2.878289 | 24.618649 | 8.974173 | 8.841995 | 5.056553 | 1.144913 | 0.4054 | 0.5839 | 0.3703 | nan | nan |
2459868 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 44.590031 | 4.218564 | 5.275491 | 41.498738 | 5.173933 | 7.262344 | 9.582752 | -1.600118 | 0.3772 | 0.5613 | 0.3751 | nan | nan |
2459867 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 32.012790 | 2.776924 | 4.229411 | 32.531626 | 3.046933 | 4.882329 | 1.798829 | -1.675091 | 0.3896 | 0.5690 | 0.3740 | nan | nan |
2459866 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 35.482773 | 2.547603 | 3.346241 | 27.953407 | 3.574170 | 3.901628 | 3.852915 | -1.073574 | 0.3951 | 0.5749 | 0.3677 | nan | nan |
2459865 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 41.040905 | 3.186878 | 6.454160 | 39.354589 | 10.620881 | 8.100766 | 13.487387 | 6.256933 | 0.4067 | 0.5655 | 0.3665 | nan | nan |
2459864 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 49.666395 | 2.651304 | 2.059152 | 17.414739 | 4.670614 | 4.786756 | 8.786425 | -0.425748 | 0.3854 | 0.5647 | 0.3847 | nan | nan |
2459863 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 31.674287 | 1.156543 | -1.397096 | 2.135547 | 1.609540 | 0.479428 | 12.343225 | -0.480062 | 0.3862 | 0.5540 | 0.3712 | nan | nan |
2459862 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 33.502221 | 2.019237 | 2.814341 | 20.977607 | 6.502867 | 5.243458 | 3.944162 | -0.812463 | 0.3518 | 0.5728 | 0.4181 | nan | nan |
2459861 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 24.666362 | 0.203589 | -1.143351 | 0.362292 | 0.490452 | -1.244488 | 1.640093 | -1.443685 | 0.3962 | 0.5654 | 0.3829 | nan | nan |
2459860 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 25.292565 | 2.099271 | 3.167510 | 17.400858 | 8.852642 | 10.289122 | 1.178528 | -1.735545 | 0.4093 | 0.5634 | 0.3757 | nan | nan |
2459859 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 20.405057 | 0.229391 | -1.114491 | 0.551587 | 1.101435 | -1.449738 | 37.201059 | 0.016178 | 0.4149 | 0.5714 | 0.3748 | nan | nan |
2459858 | not_connected | 100.00% | 42.70% | 0.00% | 0.00% | 100.00% | 0.00% | 23.925133 | 0.161308 | -1.164152 | 0.177903 | -0.127618 | -1.957271 | 4.540753 | -1.423122 | 0.4183 | 0.5784 | 0.3837 | 0.000000 | 0.000000 |
2459857 | not_connected | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 1.784627 | 4.478204 | 1.006428 | 3.225732 | 1.819987 | 1.174939 | 1.883852 | -0.615664 | 0.0433 | 0.0373 | 0.0059 | nan | nan |
2459856 | not_connected | 100.00% | 59.43% | 0.00% | 0.00% | 100.00% | 0.00% | 32.489126 | 2.551314 | 1.360202 | 15.289731 | 2.754936 | 4.857815 | 18.054346 | -1.179009 | 0.4012 | 0.5900 | 0.3786 | 0.000000 | 0.000000 |
2459855 | not_connected | 100.00% | 73.56% | 0.00% | 0.00% | 100.00% | 0.00% | 38.281326 | 3.276280 | 1.836464 | 17.207383 | 1.317333 | 0.463954 | 6.740216 | -0.851105 | 0.3577 | 0.6007 | 0.4400 | 0.000000 | 0.000000 |
2459854 | not_connected | 100.00% | 68.04% | 0.00% | 0.00% | 100.00% | 0.00% | 38.888205 | 2.917860 | 1.272886 | 14.431092 | 2.250914 | 1.075658 | 2.501043 | 0.308560 | 0.3740 | 0.6407 | 0.4446 | 0.000000 | 0.000000 |
2459853 | not_connected | 100.00% | 48.29% | 0.56% | 0.00% | 100.00% | 0.00% | 27.154660 | 2.059354 | 1.571503 | 18.450859 | 3.561175 | 4.415951 | 12.851636 | -1.117388 | 0.4241 | 0.5799 | 0.3884 | 0.000000 | 0.000000 |
2459852 | not_connected | 100.00% | 21.08% | 0.00% | 0.00% | 100.00% | 0.00% | 11.476702 | 3.223065 | 1.021448 | 18.175388 | 5.731667 | 10.728076 | 7.663645 | 11.109472 | 0.5174 | 0.6428 | 0.3098 | 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% | 52.32% | 0.00% | 0.00% | 100.00% | 0.00% | 32.213546 | 3.403181 | 3.771301 | 34.882004 | 3.059985 | 4.769767 | 2.044905 | -0.459963 | 0.4455 | 0.6473 | 0.3544 | 0.000000 | 0.000000 |
2459848 | not_connected | 100.00% | 59.50% | 0.00% | 0.00% | 100.00% | 0.00% | 30.822900 | 3.346036 | 3.313106 | 24.750367 | 8.232795 | 8.551819 | 1.755087 | -0.515732 | 0.4044 | 0.6408 | 0.3802 | 0.000000 | 0.000000 |
2459847 | not_connected | 100.00% | 60.79% | 0.00% | 0.00% | 100.00% | 0.00% | 29.226532 | 2.502781 | 3.711475 | 23.151004 | 26.098543 | 10.360669 | 78.905053 | 5.712798 | 0.3913 | 0.5681 | 0.3903 | 0.000000 | 0.000000 |
2459846 | not_connected | 100.00% | 17.09% | 34.19% | 0.00% | 100.00% | 0.00% | 30.432884 | 10.296922 | 1.228641 | 18.458518 | 10.374305 | 12.871726 | 4.305911 | -0.694339 | 0.5434 | 0.4335 | 0.3608 | 0.000000 | 0.000000 |
2459845 | not_connected | 100.00% | 65.17% | 0.00% | 0.00% | 100.00% | 0.00% | 34.176063 | 4.094495 | 4.240427 | 32.291379 | 10.856290 | 6.839853 | 116.561418 | 4.221066 | 0.3882 | 0.6020 | 0.3808 | 0.000000 | 0.000000 |
2459844 | not_connected | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 4.843926 | 10.821873 | 54.676768 | 67.518523 | 1.881461 | 4.156990 | 2.372131 | 0.451596 | 0.0487 | 0.0422 | 0.0132 | nan | nan |
2459843 | not_connected | 100.00% | 56.33% | 1.20% | 0.00% | 100.00% | 0.00% | 44.101044 | 3.831363 | 1.803450 | 14.262565 | 15.668744 | 4.779880 | 1.756736 | -1.224753 | 0.4105 | 0.6054 | 0.3911 | 0.000000 | 0.000000 |
2459839 | not_connected | 100.00% | - | - | - | - | - | 8.474663 | 15.568831 | 119.216065 | 162.619202 | 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% | 34.785186 | 0.845941 | 2.235646 | 14.468681 | 10.734042 | 8.499651 | 0.492377 | 0.423708 | 0.0783 | 0.0927 | 0.0393 | 0.000000 | 0.000000 |
2459836 | not_connected | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0821 | 0.0499 | 0.0148 | nan | nan |
2459835 | not_connected | 100.00% | 100.00% | 100.00% | 0.00% | - | - | -0.462225 | 0.459328 | 1.075803 | 0.925303 | 0.503979 | 6.865176 | 3.043935 | 5.435312 | 0.0844 | 0.0519 | 0.0158 | nan | nan |
2459833 | not_connected | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 0.514555 | 3.850564 | 14.949441 | 19.888753 | 3.528696 | 10.069591 | 4.061229 | 6.982913 | 0.0526 | 0.0414 | 0.0037 | nan | nan |
2459832 | not_connected | 100.00% | 0.00% | 96.77% | 0.00% | 100.00% | 0.00% | 37.953678 | 6.302466 | 0.683275 | 12.230396 | 4.653159 | 2.646106 | 4.850030 | -0.916865 | 0.5298 | 0.3124 | 0.4271 | 0.000000 | 0.000000 |
2459831 | not_connected | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 1.418031 | 0.438172 | 68.295068 | 71.985717 | -0.041648 | -1.164821 | 1.274362 | -2.219406 | 0.0516 | 0.0468 | 0.0040 | nan | nan |
2459830 | not_connected | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 35.988133 | 7.102324 | 1.108908 | 16.201396 | 14.439554 | 13.252162 | 6.354297 | -0.190498 | 0.0994 | 0.0756 | 0.0492 | 0.000000 | 0.000000 |
2459829 | not_connected | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 49.218564 | 4.999326 | 1.549994 | 16.359061 | 14.653178 | 13.411595 | 5.854413 | 0.857758 | 0.0859 | 0.0906 | 0.0364 | 0.000000 | 0.000000 |
2459828 | not_connected | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 26.134766 | 7.777355 | 0.743689 | 12.824901 | 12.926407 | 13.242461 | 8.830020 | 3.513624 | 0.0963 | 0.0743 | 0.0443 | 0.000000 | 0.000000 |
2459827 | not_connected | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 34.027488 | 4.054573 | 2.919661 | 21.035701 | 15.010700 | 11.055765 | 65.475314 | 4.259229 | 0.0835 | 0.0875 | 0.0350 | 0.000000 | 0.000000 |
2459826 | not_connected | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 23.930488 | 7.293914 | 1.301371 | 17.412496 | 16.824445 | 17.770314 | 4.928937 | -0.704074 | 0.0776 | 0.0616 | 0.0306 | 0.000000 | 0.000000 |
2459825 | not_connected | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 24.305288 | 7.877768 | 0.638114 | 13.316634 | 10.537411 | 11.042100 | 12.808055 | -0.027634 | 0.0933 | 0.0693 | 0.0402 | 0.000000 | 0.000000 |
2459824 | not_connected | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 34.010170 | 1.126683 | 3.019851 | 17.742162 | 7.045784 | 4.469834 | 6.260115 | 2.427191 | 0.0733 | 0.0920 | 0.0336 | 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% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
2459821 | not_connected | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 24.334985 | 11.778273 | 1.141691 | 16.591115 | 6.834692 | 11.950357 | 3.161086 | -1.323860 | 0.0969 | 0.0740 | 0.0418 | 0.000000 | 0.000000 |
2459820 | not_connected | 100.00% | 36.52% | 13.96% | 0.00% | 100.00% | 0.00% | 33.779488 | 5.879306 | 1.847634 | 18.896387 | 33.205007 | 32.216424 | 3.513825 | -0.133824 | 0.4801 | 0.5191 | 0.3697 | 0.000000 | 0.000000 |
2459817 | not_connected | 100.00% | 0.00% | 61.83% | 0.00% | 100.00% | 0.00% | 21.630222 | 11.511052 | 1.381463 | 13.730013 | 11.630617 | 19.103000 | 2.577708 | -0.412585 | 0.5511 | 0.3722 | 0.4046 | 0.000000 | 0.000000 |
2459816 | not_connected | 100.00% | 0.00% | 42.45% | 0.00% | 100.00% | 0.00% | 21.506967 | 7.102141 | 1.074886 | 18.547586 | 22.132626 | 24.660842 | 3.753983 | 0.771105 | 0.6236 | 0.4152 | 0.4895 | 0.000000 | 0.000000 |
2459815 | not_connected | 100.00% | 0.00% | 64.52% | 0.00% | 100.00% | 0.00% | 19.008928 | 10.518897 | 1.269312 | 15.002133 | 17.922835 | 24.798699 | 5.624210 | 0.781966 | 0.5282 | 0.3705 | 0.3922 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
323 | N02 | not_connected | ee Temporal Discontinuties | 38.804703 | 35.946075 | 3.160889 | 3.375628 | 26.656838 | 17.953613 | 16.340666 | 38.804703 | 1.842789 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
323 | N02 | not_connected | nn Power | 39.052907 | 38.904698 | 3.530316 | 5.088390 | 39.052907 | 7.525362 | 8.863540 | 15.070321 | 3.099545 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
323 | N02 | not_connected | ee Shape | 55.283813 | 55.283813 | 4.133272 | 1.965595 | 18.275995 | 11.911841 | 9.474907 | 12.133469 | -0.149117 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
323 | N02 | not_connected | ee Shape | 42.260323 | 42.260323 | 2.541705 | 2.951295 | 24.633310 | 4.154493 | 3.909816 | 11.395414 | 0.590480 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
323 | N02 | not_connected | ee Shape | 37.636012 | 2.169478 | 37.636012 | 32.815891 | 4.042223 | 10.821906 | 12.050035 | -0.235932 | 10.612335 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
323 | N02 | not_connected | nn Power | 36.663195 | 2.563228 | 29.663694 | 36.663195 | 4.661480 | 11.567505 | 10.145805 | -0.573426 | 10.063091 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
323 | N02 | not_connected | ee Shape | 49.600716 | 49.600716 | 3.671974 | 3.044529 | 24.670240 | 6.534730 | 6.993230 | 4.949558 | 0.249241 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
323 | N02 | not_connected | ee Shape | 40.822198 | 40.822198 | 3.659978 | 2.878289 | 24.618649 | 8.974173 | 8.841995 | 5.056553 | 1.144913 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
323 | N02 | not_connected | ee Shape | 44.590031 | 44.590031 | 4.218564 | 5.275491 | 41.498738 | 5.173933 | 7.262344 | 9.582752 | -1.600118 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
323 | N02 | not_connected | nn Power | 32.531626 | 32.012790 | 2.776924 | 4.229411 | 32.531626 | 3.046933 | 4.882329 | 1.798829 | -1.675091 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
323 | N02 | not_connected | ee Shape | 35.482773 | 2.547603 | 35.482773 | 27.953407 | 3.346241 | 3.901628 | 3.574170 | -1.073574 | 3.852915 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
323 | N02 | not_connected | ee Shape | 41.040905 | 41.040905 | 3.186878 | 6.454160 | 39.354589 | 10.620881 | 8.100766 | 13.487387 | 6.256933 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
323 | N02 | not_connected | ee Shape | 49.666395 | 2.651304 | 49.666395 | 17.414739 | 2.059152 | 4.786756 | 4.670614 | -0.425748 | 8.786425 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
323 | N02 | not_connected | ee Shape | 31.674287 | 31.674287 | 1.156543 | -1.397096 | 2.135547 | 1.609540 | 0.479428 | 12.343225 | -0.480062 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
323 | N02 | not_connected | ee Shape | 33.502221 | 33.502221 | 2.019237 | 2.814341 | 20.977607 | 6.502867 | 5.243458 | 3.944162 | -0.812463 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
323 | N02 | not_connected | ee Shape | 24.666362 | 0.203589 | 24.666362 | 0.362292 | -1.143351 | -1.244488 | 0.490452 | -1.443685 | 1.640093 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
323 | N02 | not_connected | ee Shape | 25.292565 | 25.292565 | 2.099271 | 3.167510 | 17.400858 | 8.852642 | 10.289122 | 1.178528 | -1.735545 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
323 | N02 | not_connected | ee Temporal Discontinuties | 37.201059 | 20.405057 | 0.229391 | -1.114491 | 0.551587 | 1.101435 | -1.449738 | 37.201059 | 0.016178 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
323 | N02 | not_connected | ee Shape | 23.925133 | 0.161308 | 23.925133 | 0.177903 | -1.164152 | -1.957271 | -0.127618 | -1.423122 | 4.540753 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
323 | N02 | not_connected | nn Shape | 4.478204 | 4.478204 | 1.784627 | 3.225732 | 1.006428 | 1.174939 | 1.819987 | -0.615664 | 1.883852 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
323 | N02 | not_connected | ee Shape | 32.489126 | 32.489126 | 2.551314 | 1.360202 | 15.289731 | 2.754936 | 4.857815 | 18.054346 | -1.179009 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
323 | N02 | not_connected | ee Shape | 38.281326 | 3.276280 | 38.281326 | 17.207383 | 1.836464 | 0.463954 | 1.317333 | -0.851105 | 6.740216 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
323 | N02 | not_connected | ee Shape | 38.888205 | 2.917860 | 38.888205 | 14.431092 | 1.272886 | 1.075658 | 2.250914 | 0.308560 | 2.501043 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
323 | N02 | not_connected | ee Shape | 27.154660 | 2.059354 | 27.154660 | 18.450859 | 1.571503 | 4.415951 | 3.561175 | -1.117388 | 12.851636 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
323 | N02 | not_connected | nn Power | 18.175388 | 11.476702 | 3.223065 | 1.021448 | 18.175388 | 5.731667 | 10.728076 | 7.663645 | 11.109472 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
323 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
323 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
323 | N02 | not_connected | nn Power | 34.882004 | 32.213546 | 3.403181 | 3.771301 | 34.882004 | 3.059985 | 4.769767 | 2.044905 | -0.459963 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
323 | N02 | not_connected | ee Shape | 30.822900 | 3.346036 | 30.822900 | 24.750367 | 3.313106 | 8.551819 | 8.232795 | -0.515732 | 1.755087 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
323 | N02 | not_connected | ee Temporal Discontinuties | 78.905053 | 2.502781 | 29.226532 | 23.151004 | 3.711475 | 10.360669 | 26.098543 | 5.712798 | 78.905053 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
323 | N02 | not_connected | ee Shape | 30.432884 | 30.432884 | 10.296922 | 1.228641 | 18.458518 | 10.374305 | 12.871726 | 4.305911 | -0.694339 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
323 | N02 | not_connected | ee Temporal Discontinuties | 116.561418 | 4.094495 | 34.176063 | 32.291379 | 4.240427 | 6.839853 | 10.856290 | 4.221066 | 116.561418 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
323 | N02 | not_connected | nn Power | 67.518523 | 4.843926 | 10.821873 | 54.676768 | 67.518523 | 1.881461 | 4.156990 | 2.372131 | 0.451596 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
323 | N02 | not_connected | ee Shape | 44.101044 | 3.831363 | 44.101044 | 14.262565 | 1.803450 | 4.779880 | 15.668744 | -1.224753 | 1.756736 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
323 | N02 | not_connected | nn Power | 162.619202 | 15.568831 | 8.474663 | 162.619202 | 119.216065 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
323 | N02 | not_connected | ee Shape | 34.785186 | 0.845941 | 34.785186 | 14.468681 | 2.235646 | 8.499651 | 10.734042 | 0.423708 | 0.492377 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
323 | N02 | not_connected | nn Temporal Variability | 6.865176 | 0.459328 | -0.462225 | 0.925303 | 1.075803 | 6.865176 | 0.503979 | 5.435312 | 3.043935 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
323 | N02 | not_connected | nn Power | 19.888753 | 3.850564 | 0.514555 | 19.888753 | 14.949441 | 10.069591 | 3.528696 | 6.982913 | 4.061229 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
323 | N02 | not_connected | ee Shape | 37.953678 | 37.953678 | 6.302466 | 0.683275 | 12.230396 | 4.653159 | 2.646106 | 4.850030 | -0.916865 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
323 | N02 | not_connected | nn Power | 71.985717 | 1.418031 | 0.438172 | 68.295068 | 71.985717 | -0.041648 | -1.164821 | 1.274362 | -2.219406 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
323 | N02 | not_connected | ee Shape | 35.988133 | 35.988133 | 7.102324 | 1.108908 | 16.201396 | 14.439554 | 13.252162 | 6.354297 | -0.190498 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
323 | N02 | not_connected | ee Shape | 49.218564 | 4.999326 | 49.218564 | 16.359061 | 1.549994 | 13.411595 | 14.653178 | 0.857758 | 5.854413 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
323 | N02 | not_connected | ee Shape | 26.134766 | 7.777355 | 26.134766 | 12.824901 | 0.743689 | 13.242461 | 12.926407 | 3.513624 | 8.830020 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
323 | N02 | not_connected | ee Temporal Discontinuties | 65.475314 | 34.027488 | 4.054573 | 2.919661 | 21.035701 | 15.010700 | 11.055765 | 65.475314 | 4.259229 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
323 | N02 | not_connected | ee Shape | 23.930488 | 7.293914 | 23.930488 | 17.412496 | 1.301371 | 17.770314 | 16.824445 | -0.704074 | 4.928937 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
323 | N02 | not_connected | ee Shape | 24.305288 | 7.877768 | 24.305288 | 13.316634 | 0.638114 | 11.042100 | 10.537411 | -0.027634 | 12.808055 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
323 | N02 | not_connected | ee Shape | 34.010170 | 34.010170 | 1.126683 | 3.019851 | 17.742162 | 7.045784 | 4.469834 | 6.260115 | 2.427191 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
323 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
323 | 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 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
323 | N02 | not_connected | ee Shape | 24.334985 | 11.778273 | 24.334985 | 16.591115 | 1.141691 | 11.950357 | 6.834692 | -1.323860 | 3.161086 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
323 | N02 | not_connected | ee Shape | 33.779488 | 33.779488 | 5.879306 | 1.847634 | 18.896387 | 33.205007 | 32.216424 | 3.513825 | -0.133824 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
323 | N02 | not_connected | ee Shape | 21.630222 | 21.630222 | 11.511052 | 1.381463 | 13.730013 | 11.630617 | 19.103000 | 2.577708 | -0.412585 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
323 | N02 | not_connected | nn Temporal Variability | 24.660842 | 7.102141 | 21.506967 | 18.547586 | 1.074886 | 24.660842 | 22.132626 | 0.771105 | 3.753983 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
323 | N02 | not_connected | nn Temporal Variability | 24.798699 | 10.518897 | 19.008928 | 15.002133 | 1.269312 | 24.798699 | 17.922835 | 0.781966 | 5.624210 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
323 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
323 | N02 | not_connected | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |