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 = "151" 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 159 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_ Found 156 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) |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2459976 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 22.470100 | 1.221894 | -0.191269 | 0.401377 | 4.923431 | -0.906188 | 4.120722 | -0.652648 | 0.4915 | 0.5723 | 0.3413 | nan | nan |
2459975 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 26.425741 | 1.014214 | -0.385175 | 0.325683 | 4.081596 | -0.815759 | 4.056072 | 0.026332 | 0.4701 | 0.5758 | 0.3510 | nan | nan |
2459974 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 24.679218 | 0.846382 | -0.449954 | 0.364410 | 3.368053 | -1.150211 | 4.026889 | 0.250348 | 0.4730 | 0.5848 | 0.3487 | nan | nan |
2459973 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 19.768550 | 0.735395 | -0.263140 | 0.484789 | 4.618918 | -1.163581 | 7.162688 | -0.457095 | 0.5150 | 0.5915 | 0.3578 | nan | nan |
2459972 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 20.945039 | 1.075749 | 0.017096 | 0.334442 | 6.087209 | 0.145217 | 6.754969 | 1.065847 | 0.4980 | 0.5682 | 0.3502 | nan | nan |
2459971 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 23.638954 | 0.966974 | -0.091874 | 0.379099 | 2.963705 | -0.491382 | 2.741060 | -0.523379 | 0.4765 | 0.5756 | 0.3459 | nan | nan |
2459970 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 26.767332 | 1.177679 | -0.067390 | 0.444682 | 3.650414 | -0.510265 | 1.213244 | -0.377660 | 0.4714 | 0.5816 | 0.3448 | nan | nan |
2459969 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 15.547248 | 0.967042 | 0.095257 | 0.411479 | 5.798242 | -1.010933 | 3.755232 | -0.268789 | 0.5374 | 0.5940 | 0.3548 | nan | nan |
2459968 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 8.304697 | 2.713488 | -0.378230 | 0.555743 | 0.587569 | 0.203340 | 0.834607 | 0.003661 | 0.6172 | 0.7220 | 0.2511 | nan | nan |
2459967 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 18.829709 | 1.242112 | 0.226906 | 0.286326 | 5.504849 | -0.274455 | 4.196710 | -0.395578 | 0.5229 | 0.5822 | 0.3456 | nan | nan |
2459966 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 21.876825 | 1.553013 | 0.492836 | 0.297475 | 5.245072 | -0.268076 | 3.974353 | -0.647492 | 0.5198 | 0.5772 | 0.3497 | nan | nan |
2459965 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 25.809413 | 1.215874 | 0.025141 | 0.392065 | 3.844999 | -0.312687 | 1.524135 | 0.274831 | 0.4954 | 0.5873 | 0.3341 | nan | nan |
2459964 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 24.375494 | 1.491617 | -0.123427 | 0.407995 | 2.680958 | -0.163762 | 0.831922 | -0.883873 | 0.5376 | 0.6366 | 0.2865 | nan | nan |
2459963 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 23.465505 | 0.398625 | -0.330765 | 0.438483 | 0.440410 | 0.197991 | 0.315042 | 0.361787 | 0.5818 | 0.6671 | 0.2342 | nan | nan |
2459962 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 26.267966 | 1.431790 | -0.185182 | 0.418435 | 3.432611 | 0.437481 | -0.266940 | 0.221896 | 0.5472 | 0.6316 | 0.3113 | nan | nan |
2459961 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 17.031656 | 2.821617 | -0.271868 | 0.606357 | 4.285118 | -0.258089 | 1.719959 | -0.858925 | 0.6653 | 0.7149 | 0.2167 | nan | nan |
2459960 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 25.543511 | 1.388952 | 0.066066 | 0.439102 | 5.511368 | 0.113963 | 1.149377 | -0.047451 | 0.5235 | 0.5972 | 0.2882 | nan | nan |
2459959 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 29.936185 | 1.124712 | -0.336090 | 0.655310 | 5.232502 | -0.113136 | 2.228722 | -0.186175 | 0.5076 | 0.5904 | 0.3243 | nan | nan |
2459958 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 29.130603 | 1.548667 | -0.027774 | 0.342612 | 6.684470 | -0.088970 | 1.846835 | -0.619110 | 0.4899 | 0.5769 | 0.3344 | nan | nan |
2459957 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 26.016734 | 1.459387 | 0.103570 | 0.203798 | 6.783984 | 0.449012 | 4.207793 | 1.087461 | 0.4852 | 0.5822 | 0.3491 | nan | nan |
2459956 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 22.387025 | 2.618308 | 0.176124 | 0.471131 | 3.916922 | -0.126048 | 1.920400 | -0.836439 | 0.5265 | 0.6196 | 0.2869 | nan | nan |
2459955 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 24.550293 | 1.008852 | 0.084729 | 0.241998 | 4.745241 | -0.133637 | 2.397473 | -0.321736 | 0.4791 | 0.5786 | 0.3476 | nan | nan |
2459954 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 27.276652 | 1.116176 | 0.385218 | 0.357040 | 4.015806 | -0.197768 | 0.725485 | -0.460678 | 0.4799 | 0.5835 | 0.3565 | nan | nan |
2459953 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 27.132763 | 1.080449 | 0.083016 | 0.405609 | 4.129749 | 0.274982 | 0.750789 | -0.546027 | 0.4778 | 0.5898 | 0.3477 | nan | nan |
2459952 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 29.423193 | 0.870835 | 0.182302 | 0.521235 | 2.393396 | -0.157246 | -0.117557 | -0.385520 | 0.4796 | 0.5975 | 0.3561 | nan | nan |
2459951 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 23.137614 | 0.477613 | -0.303360 | 0.372281 | 2.654755 | -0.972317 | 5.072810 | 0.346272 | 0.4926 | 0.6140 | 0.3604 | nan | nan |
2459950 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 26.624011 | 0.849937 | -0.241911 | 0.281710 | 5.462950 | -0.815444 | 8.442374 | 0.786384 | 0.4890 | 0.6137 | 0.3687 | nan | nan |
2459949 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 27.816320 | 0.537101 | -0.382075 | 0.426310 | 3.860479 | -1.063469 | 1.081188 | -0.223651 | 0.4877 | 0.5967 | 0.3663 | nan | nan |
2459918 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 24.975150 | 0.831525 | 0.027894 | 0.001242 | 4.805612 | -1.037510 | 8.076928 | -0.052236 | 0.5339 | 0.6284 | 0.3878 | nan | nan |
2459917 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 29.453603 | 0.447100 | -0.292279 | 0.159352 | 6.075082 | 0.919738 | 3.408948 | -0.320513 | 0.5360 | 0.6579 | 0.4501 | nan | nan |
2459916 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 23.629504 | 0.367056 | -0.352377 | -0.007914 | 3.826008 | -0.838534 | 3.483431 | 0.215854 | 0.5239 | 0.6345 | 0.3959 | nan | nan |
2459915 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 25.029686 | 0.526171 | -0.218361 | 0.018363 | 4.169118 | -0.042226 | 3.820136 | -0.823850 | 0.5645 | 0.6637 | 0.3577 | nan | nan |
2459914 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 29.972631 | 0.987905 | -0.206783 | 0.008300 | 3.250296 | -0.922417 | 1.419704 | -1.054025 | 0.5775 | 0.6967 | 0.3051 | nan | nan |
2459913 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 31.179626 | 1.452197 | -0.229004 | 0.079730 | 3.750952 | -0.471417 | 2.545298 | -0.009856 | 0.5079 | 0.6206 | 0.3847 | nan | nan |
2459876 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 39.356950 | 2.722401 | 14.698940 | -0.446715 | 13.688304 | 10.907684 | -0.888543 | 0.224186 | 0.5277 | 0.6245 | 0.3837 | nan | nan |
2459875 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 43.604524 | 2.590479 | 19.727952 | -0.267270 | 6.300229 | 5.118313 | 1.111321 | 0.177067 | 0.5405 | 0.6615 | 0.3976 | nan | nan |
2459874 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 60.875758 | 3.783974 | 10.158881 | -0.680014 | 7.596643 | 5.714236 | 1.295033 | -0.226395 | 0.5260 | 0.6178 | 0.3812 | nan | nan |
2459873 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 47.530633 | 3.134737 | 13.636990 | -0.534817 | 3.589816 | 2.229339 | 1.516558 | -0.501663 | 0.5250 | 0.6122 | 0.3809 | nan | nan |
2459872 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 42.442221 | 2.522212 | 18.502769 | -0.261522 | 9.815852 | 6.663020 | 2.246282 | -0.632148 | 0.5273 | 0.6168 | 0.3819 | nan | nan |
2459871 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 33.322370 | 1.882201 | 18.534938 | -0.208983 | 9.453764 | 6.463191 | 1.769102 | -0.660260 | 0.5349 | 0.6112 | 0.3780 | nan | nan |
2459870 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 53.784816 | 3.326091 | 12.935306 | -0.311174 | 5.517959 | 6.063031 | 2.715904 | -0.317026 | 0.5368 | 0.6220 | 0.3859 | nan | nan |
2459869 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 43.681399 | 2.063088 | 13.019625 | -0.182718 | 7.131518 | 4.854742 | 1.384402 | -0.061808 | 0.5526 | 0.6526 | 0.3805 | nan | nan |
2459868 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 50.298098 | 3.976242 | 19.079990 | -0.412111 | 5.009941 | 4.211675 | 3.843028 | -0.456801 | 0.5248 | 0.6148 | 0.3930 | nan | nan |
2459867 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 36.354120 | 2.543560 | 15.112683 | -0.540444 | 2.540614 | 2.560919 | 1.354639 | -0.589882 | 0.5346 | 0.6186 | 0.3949 | nan | nan |
2459866 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 40.128564 | 2.877280 | 13.887047 | -0.460876 | 3.419300 | 3.084040 | 0.407000 | -0.968250 | 0.5394 | 0.6234 | 0.3883 | nan | nan |
2459865 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 47.695216 | 4.957156 | 20.364059 | -0.330021 | 7.072673 | 5.627174 | 7.560690 | 0.286703 | 0.5719 | 0.6429 | 0.3539 | nan | nan |
2459864 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 55.939551 | 4.190685 | 10.361523 | 0.907088 | 2.981164 | 3.036385 | 1.940737 | 0.390234 | 0.5402 | 0.6153 | 0.4062 | nan | nan |
2459863 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 36.929414 | 1.442873 | -0.339581 | -0.952587 | 1.277775 | -0.464659 | 1.530405 | -0.716512 | 0.5326 | 0.6026 | 0.3909 | nan | nan |
2459862 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 37.763961 | 1.819456 | 13.117470 | 1.609247 | 8.197579 | 4.748641 | 1.886250 | -0.603061 | 0.5119 | 0.6371 | 0.4101 | nan | nan |
2459861 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 27.646081 | 0.386461 | -1.236930 | -0.706375 | 0.175001 | -1.500599 | 0.743926 | -0.427222 | 0.5565 | 0.6167 | 0.4060 | nan | nan |
2459860 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 28.343318 | 0.395440 | 9.929600 | 1.487337 | 4.876794 | 5.335082 | 0.226024 | -0.531567 | 0.5641 | 0.6276 | 0.4053 | nan | nan |
2459859 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 21.763301 | -0.035041 | -1.110973 | -0.810590 | 0.691338 | -1.877036 | 0.603676 | -0.486956 | 0.5929 | 0.6319 | 0.4062 | nan | nan |
2459858 | not_connected | 100.00% | 5.91% | 0.00% | 0.00% | 100.00% | 0.00% | 25.707814 | -0.163112 | -1.661940 | -0.932941 | 2.045383 | -2.056359 | 4.516063 | -0.353517 | 0.5868 | 0.6374 | 0.4149 | 2.286584 | 2.241503 |
2459857 | not_connected | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 0.190064 | 2.460088 | 1.804607 | 1.023222 | 0.383362 | -1.033489 | -0.890779 | -0.924075 | 0.0316 | 0.0295 | 0.0015 | nan | nan |
2459856 | not_connected | 100.00% | 1.14% | 0.00% | 0.00% | 100.00% | 0.00% | 34.595779 | 1.036030 | 9.555476 | 1.722802 | 3.767937 | 3.131353 | 0.905283 | -0.623953 | 0.5761 | 0.6576 | 0.4093 | 2.258954 | 2.267444 |
2459855 | not_connected | 100.00% | 11.49% | 0.00% | 0.00% | 100.00% | 0.00% | 44.113015 | 1.512859 | 10.244926 | 1.852762 | 0.823100 | 0.921064 | 1.455084 | -0.634441 | 0.5186 | 0.6666 | 0.4398 | 2.308530 | 2.202401 |
2459854 | not_connected | 100.00% | 8.06% | 0.00% | 0.00% | 100.00% | 0.00% | 45.542163 | 0.819379 | 8.910557 | 2.437037 | 1.638493 | 0.778870 | 0.380847 | -0.424219 | 0.5441 | 0.6931 | 0.4453 | 2.279651 | 2.269622 |
2459853 | not_connected | 100.00% | 7.31% | 0.00% | 0.00% | 100.00% | 0.00% | 31.688165 | 0.817660 | 11.249701 | 3.037308 | 2.479379 | 2.029976 | 2.549074 | -0.198550 | 0.5920 | 0.6452 | 0.4163 | 2.614475 | 2.465047 |
2459852 | not_connected | 100.00% | 0.54% | 0.00% | 0.00% | 100.00% | 0.00% | 6.074009 | 2.870741 | 2.417418 | 0.614273 | 140.391350 | 205.871546 | 399.061122 | 400.499977 | 0.7011 | 0.7990 | 0.2582 | 423.758858 | 113.973417 |
2459851 | not_connected | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.788812 | 6.503990 | -0.677876 | 1.518583 | 371.568173 | 481.077515 | 7011.270065 | 6681.696281 | nan | nan | nan | 0.000000 | 0.000000 |
2459850 | not_connected | 100.00% | 8.18% | 0.00% | 0.00% | 100.00% | 0.00% | 9.592991 | 2.954686 | 1.261755 | 1.526338 | 200.899389 | 232.353602 | 4751.510411 | 4938.256575 | 0.5936 | 0.7138 | 0.3538 | 375.475075 | 113.321886 |
2459849 | not_connected | 100.00% | 5.39% | 0.00% | 0.00% | 100.00% | 0.00% | 11.235656 | 2.350879 | 3.121760 | 3.763541 | 177.451138 | 209.324551 | 4713.125472 | 5054.200427 | 0.5908 | 0.7091 | 0.3656 | 417.110115 | 127.454418 |
2459848 | not_connected | 100.00% | 8.50% | 0.00% | 0.00% | 100.00% | 0.00% | 11.519703 | 2.273521 | 2.903326 | 3.027914 | 273.772357 | 319.502752 | 3909.600997 | 4170.537226 | 0.5526 | 0.7140 | 0.3909 | 2.680344 | 10.391122 |
2459847 | not_connected | 100.00% | 8.06% | 0.00% | 0.00% | 100.00% | 0.00% | 11.055431 | 2.709805 | 4.360295 | -0.561543 | 209.966914 | 294.430328 | 4639.813864 | 4572.016903 | 0.5739 | 0.6422 | 0.4182 | 732.352203 | 205.038872 |
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 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | digital_ok | ee Shape | 22.470100 | 1.221894 | 22.470100 | 0.401377 | -0.191269 | -0.906188 | 4.923431 | -0.652648 | 4.120722 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | digital_ok | ee Shape | 26.425741 | 26.425741 | 1.014214 | -0.385175 | 0.325683 | 4.081596 | -0.815759 | 4.056072 | 0.026332 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | digital_ok | ee Shape | 24.679218 | 24.679218 | 0.846382 | -0.449954 | 0.364410 | 3.368053 | -1.150211 | 4.026889 | 0.250348 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | digital_ok | ee Shape | 19.768550 | 19.768550 | 0.735395 | -0.263140 | 0.484789 | 4.618918 | -1.163581 | 7.162688 | -0.457095 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | digital_ok | ee Shape | 20.945039 | 20.945039 | 1.075749 | 0.017096 | 0.334442 | 6.087209 | 0.145217 | 6.754969 | 1.065847 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | digital_ok | ee Shape | 23.638954 | 23.638954 | 0.966974 | -0.091874 | 0.379099 | 2.963705 | -0.491382 | 2.741060 | -0.523379 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | digital_ok | ee Shape | 26.767332 | 1.177679 | 26.767332 | 0.444682 | -0.067390 | -0.510265 | 3.650414 | -0.377660 | 1.213244 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | digital_ok | ee Shape | 15.547248 | 15.547248 | 0.967042 | 0.095257 | 0.411479 | 5.798242 | -1.010933 | 3.755232 | -0.268789 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | digital_ok | ee Shape | 8.304697 | 8.304697 | 2.713488 | -0.378230 | 0.555743 | 0.587569 | 0.203340 | 0.834607 | 0.003661 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | digital_ok | ee Shape | 18.829709 | 18.829709 | 1.242112 | 0.226906 | 0.286326 | 5.504849 | -0.274455 | 4.196710 | -0.395578 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | digital_ok | ee Shape | 21.876825 | 1.553013 | 21.876825 | 0.297475 | 0.492836 | -0.268076 | 5.245072 | -0.647492 | 3.974353 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | digital_ok | ee Shape | 25.809413 | 1.215874 | 25.809413 | 0.392065 | 0.025141 | -0.312687 | 3.844999 | 0.274831 | 1.524135 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | digital_ok | ee Shape | 26.267966 | 1.431790 | 26.267966 | 0.418435 | -0.185182 | 0.437481 | 3.432611 | 0.221896 | -0.266940 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | digital_ok | ee Shape | 17.031656 | 2.821617 | 17.031656 | 0.606357 | -0.271868 | -0.258089 | 4.285118 | -0.858925 | 1.719959 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | digital_ok | ee Shape | 25.543511 | 1.388952 | 25.543511 | 0.439102 | 0.066066 | 0.113963 | 5.511368 | -0.047451 | 1.149377 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | digital_ok | ee Shape | 29.936185 | 29.936185 | 1.124712 | -0.336090 | 0.655310 | 5.232502 | -0.113136 | 2.228722 | -0.186175 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | digital_ok | ee Shape | 29.130603 | 1.548667 | 29.130603 | 0.342612 | -0.027774 | -0.088970 | 6.684470 | -0.619110 | 1.846835 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | digital_ok | ee Shape | 26.016734 | 1.459387 | 26.016734 | 0.203798 | 0.103570 | 0.449012 | 6.783984 | 1.087461 | 4.207793 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | digital_ok | ee Shape | 22.387025 | 2.618308 | 22.387025 | 0.471131 | 0.176124 | -0.126048 | 3.916922 | -0.836439 | 1.920400 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | digital_ok | ee Shape | 24.550293 | 24.550293 | 1.008852 | 0.084729 | 0.241998 | 4.745241 | -0.133637 | 2.397473 | -0.321736 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | digital_ok | ee Shape | 27.276652 | 1.116176 | 27.276652 | 0.357040 | 0.385218 | -0.197768 | 4.015806 | -0.460678 | 0.725485 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | digital_ok | ee Shape | 27.132763 | 1.080449 | 27.132763 | 0.405609 | 0.083016 | 0.274982 | 4.129749 | -0.546027 | 0.750789 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | digital_ok | ee Shape | 29.423193 | 0.870835 | 29.423193 | 0.521235 | 0.182302 | -0.157246 | 2.393396 | -0.385520 | -0.117557 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | digital_ok | ee Shape | 23.137614 | 0.477613 | 23.137614 | 0.372281 | -0.303360 | -0.972317 | 2.654755 | 0.346272 | 5.072810 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | digital_ok | ee Shape | 26.624011 | 0.849937 | 26.624011 | 0.281710 | -0.241911 | -0.815444 | 5.462950 | 0.786384 | 8.442374 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | digital_ok | ee Shape | 27.816320 | 27.816320 | 0.537101 | -0.382075 | 0.426310 | 3.860479 | -1.063469 | 1.081188 | -0.223651 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | digital_ok | ee Shape | 24.975150 | 0.831525 | 24.975150 | 0.001242 | 0.027894 | -1.037510 | 4.805612 | -0.052236 | 8.076928 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | digital_ok | ee Shape | 29.453603 | 0.447100 | 29.453603 | 0.159352 | -0.292279 | 0.919738 | 6.075082 | -0.320513 | 3.408948 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | digital_ok | ee Shape | 23.629504 | 23.629504 | 0.367056 | -0.352377 | -0.007914 | 3.826008 | -0.838534 | 3.483431 | 0.215854 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | digital_ok | ee Shape | 25.029686 | 25.029686 | 0.526171 | -0.218361 | 0.018363 | 4.169118 | -0.042226 | 3.820136 | -0.823850 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | digital_ok | ee Shape | 29.972631 | 29.972631 | 0.987905 | -0.206783 | 0.008300 | 3.250296 | -0.922417 | 1.419704 | -1.054025 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | digital_ok | ee Shape | 31.179626 | 1.452197 | 31.179626 | 0.079730 | -0.229004 | -0.471417 | 3.750952 | -0.009856 | 2.545298 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | not_connected | ee Shape | 39.356950 | 39.356950 | 2.722401 | 14.698940 | -0.446715 | 13.688304 | 10.907684 | -0.888543 | 0.224186 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | not_connected | ee Shape | 43.604524 | 43.604524 | 2.590479 | 19.727952 | -0.267270 | 6.300229 | 5.118313 | 1.111321 | 0.177067 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | not_connected | ee Shape | 60.875758 | 60.875758 | 3.783974 | 10.158881 | -0.680014 | 7.596643 | 5.714236 | 1.295033 | -0.226395 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | not_connected | ee Shape | 47.530633 | 47.530633 | 3.134737 | 13.636990 | -0.534817 | 3.589816 | 2.229339 | 1.516558 | -0.501663 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | not_connected | ee Shape | 42.442221 | 2.522212 | 42.442221 | -0.261522 | 18.502769 | 6.663020 | 9.815852 | -0.632148 | 2.246282 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | not_connected | ee Shape | 33.322370 | 1.882201 | 33.322370 | -0.208983 | 18.534938 | 6.463191 | 9.453764 | -0.660260 | 1.769102 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | not_connected | ee Shape | 53.784816 | 53.784816 | 3.326091 | 12.935306 | -0.311174 | 5.517959 | 6.063031 | 2.715904 | -0.317026 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | not_connected | ee Shape | 43.681399 | 43.681399 | 2.063088 | 13.019625 | -0.182718 | 7.131518 | 4.854742 | 1.384402 | -0.061808 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | not_connected | ee Shape | 50.298098 | 50.298098 | 3.976242 | 19.079990 | -0.412111 | 5.009941 | 4.211675 | 3.843028 | -0.456801 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | not_connected | ee Shape | 36.354120 | 36.354120 | 2.543560 | 15.112683 | -0.540444 | 2.540614 | 2.560919 | 1.354639 | -0.589882 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | not_connected | ee Shape | 40.128564 | 2.877280 | 40.128564 | -0.460876 | 13.887047 | 3.084040 | 3.419300 | -0.968250 | 0.407000 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | not_connected | ee Shape | 47.695216 | 47.695216 | 4.957156 | 20.364059 | -0.330021 | 7.072673 | 5.627174 | 7.560690 | 0.286703 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | not_connected | ee Shape | 55.939551 | 4.190685 | 55.939551 | 0.907088 | 10.361523 | 3.036385 | 2.981164 | 0.390234 | 1.940737 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | not_connected | ee Shape | 36.929414 | 36.929414 | 1.442873 | -0.339581 | -0.952587 | 1.277775 | -0.464659 | 1.530405 | -0.716512 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | not_connected | ee Shape | 37.763961 | 37.763961 | 1.819456 | 13.117470 | 1.609247 | 8.197579 | 4.748641 | 1.886250 | -0.603061 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | not_connected | ee Shape | 27.646081 | 0.386461 | 27.646081 | -0.706375 | -1.236930 | -1.500599 | 0.175001 | -0.427222 | 0.743926 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | not_connected | ee Shape | 28.343318 | 28.343318 | 0.395440 | 9.929600 | 1.487337 | 4.876794 | 5.335082 | 0.226024 | -0.531567 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | not_connected | ee Shape | 21.763301 | 21.763301 | -0.035041 | -1.110973 | -0.810590 | 0.691338 | -1.877036 | 0.603676 | -0.486956 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | not_connected | ee Shape | 25.707814 | -0.163112 | 25.707814 | -0.932941 | -1.661940 | -2.056359 | 2.045383 | -0.353517 | 4.516063 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | not_connected | nn Shape | 2.460088 | 2.460088 | 0.190064 | 1.023222 | 1.804607 | -1.033489 | 0.383362 | -0.924075 | -0.890779 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | not_connected | ee Shape | 34.595779 | 34.595779 | 1.036030 | 9.555476 | 1.722802 | 3.767937 | 3.131353 | 0.905283 | -0.623953 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | not_connected | ee Shape | 44.113015 | 1.512859 | 44.113015 | 1.852762 | 10.244926 | 0.921064 | 0.823100 | -0.634441 | 1.455084 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | not_connected | ee Shape | 45.542163 | 0.819379 | 45.542163 | 2.437037 | 8.910557 | 0.778870 | 1.638493 | -0.424219 | 0.380847 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | not_connected | ee Shape | 31.688165 | 0.817660 | 31.688165 | 3.037308 | 11.249701 | 2.029976 | 2.479379 | -0.198550 | 2.549074 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | not_connected | nn Temporal Discontinuties | 400.499977 | 6.074009 | 2.870741 | 2.417418 | 0.614273 | 140.391350 | 205.871546 | 399.061122 | 400.499977 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | not_connected | ee Temporal Discontinuties | 7011.270065 | 1.788812 | 6.503990 | -0.677876 | 1.518583 | 371.568173 | 481.077515 | 7011.270065 | 6681.696281 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | not_connected | nn Temporal Discontinuties | 4938.256575 | 9.592991 | 2.954686 | 1.261755 | 1.526338 | 200.899389 | 232.353602 | 4751.510411 | 4938.256575 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | not_connected | nn Temporal Discontinuties | 5054.200427 | 11.235656 | 2.350879 | 3.121760 | 3.763541 | 177.451138 | 209.324551 | 4713.125472 | 5054.200427 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | not_connected | nn Temporal Discontinuties | 4170.537226 | 2.273521 | 11.519703 | 3.027914 | 2.903326 | 319.502752 | 273.772357 | 4170.537226 | 3909.600997 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
151 | N16 | not_connected | ee Temporal Discontinuties | 4639.813864 | 2.709805 | 11.055431 | -0.561543 | 4.360295 | 294.430328 | 209.966914 | 4572.016903 | 4639.813864 |