auto_metrics Nightly Notebook¶

By Josh Dillon

Last Updated January 27, 2021

auto_metrics is a module in hera_qm that computes a series of statistics on night-long autocorrelation waterfalls to find antenna outliers in shape, power, or temporal structure. In general, these are assessed by collapsing each waterfall to a single (normalized) spectrum, then comparing that spectrum to the mean/median of the unflagged antennas' spectra to compute some difference metric. Those are then converted into modified Z-scores by comparing the overall distribution of good antennas and the worst antenna is flagged if it exceeds some threshold. This whole processes is repeated iteratively until no new bad antennas are identified. This proceeds in two rounds, first with more robust median-based statistics to identify the worst outliers, and then (after an RFI flagging step), a round with mean-based statistics. This notebook examines those mean-based spectra and statistics.

Statistics computed (after removing the worst offenders with a median-based metrics and then RFI flagging):¶

  • Shape: Compute the mean spectrum over time for each autocorrelation, but then divide by the mean of the whole waterfall to get something near 1. Now compute the mean absolute value of the difference between that and the mean spectrum over all non-excluded antennas of the same polarization. Convert this to a modified Z-score by comparing to all non-excluded antennas.
  • Power: Compute the mean spectrum over time for each autocorrelation without normalizing. Now compute the mean absolute value of the difference between the log of that (because we care about power outliers in dB rather than linear units) and the log of the mean spectrum over all non-excluded antennas of the same polarization. Convert this to a modified Z-score by comparing to all non-excluded antennas.
  • Temporal variability: Divide each autocorrelation by the mean waterfall for all non-excluded antennas of the same polarization. Now reduce to a single spectrum by computing the standard deviation along the time axis for each. Now compute the mean value (not the absolute value, since low variability shouldn't get a high Z-score) of the difference between that and the mean spectrum over all non-excluded antennas of the same polarization. Convert this to a modified Z-score by comparing to all non-excluded antennas.
  • Temporal discontinuities: Divide each autocorrelation by the mean waterfall for all non-excluded antennas of the same polarization. Now compute the element-by-element difference along the time axis, take the absolute value, and take the mean along the time axis to get a single spectrum. Now compute the mean value (not the absolute value, since low variability shouldn't get a high z-score) of the difference between that and the mean spectrum over all non-excluded antennas of the same polarization. Convert this to a modified Z-score by comparing to all non-excluded antennas.
In [1]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import matplotlib.pyplot as plt
import matplotlib
import glob
import os
import operator
from hera_cal.io import HERAData
from hera_cal.utils import split_pol
from hera_qm.metrics_io import load_metric_file
from hera_notebook_templates.utils import status_colors
from IPython.display import display, HTML

%matplotlib inline
%config InlineBackend.figure_format = 'retina'
display(HTML("<style>.container { width:100% !important; }</style>"))

Parse Inputs and Load Data¶

In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the first few lines of this cell.
# JD = '2459122'
# data_path = '/lustre/aoc/projects/hera/H4C/2459122'
# os.environ["JULIANDATE"] = JD
# os.environ["DATA_PATH"] = data_path
In [3]:
# Use environment variables to figure out path to data
JD = os.environ['JULIANDATE']
data_path = os.environ['DATA_PATH']
print(f'JD = "{JD}"')
print(f'data_path = "{data_path}"')

JD = "2459968"
data_path = "/mnt/sn1/2459968"
In [4]:
from astropy.time import Time
utc = Time(JD, format='jd').datetime
print(f'Date: {utc.month}-{utc.day}-{utc.year}')

Date: 1-23-2023
In [5]:
print(f'Looking for data in {data_path} on JD {JD}...')

auto_metrics_file = sorted(glob.glob(os.path.join(data_path, f'zen.{JD}*.auto_metrics.h5')))
if len(auto_metrics_file) > 0:
    auto_metrics_file = auto_metrics_file[0]
    print(f'Found auto_metrics results file at {auto_metrics_file}.')
else:
    raise OSError(f'{auto_metrics_file} not found.')

raw_auto_files = sorted(glob.glob(os.path.join(data_path, f'zen.{JD}.?????.sum.autos.uvh5')))
if len(raw_auto_files) > 0:
    print(f'Found {len(raw_auto_files)} extracted autocorrelation files.')
else: 
    raise OSError(f'No files of the form zen.{JD}.?????.sum.autos.uvh5 found in {data_path}.')

Looking for data in /mnt/sn1/2459968 on JD 2459968...
Found auto_metrics results file at /mnt/sn1/2459968/zen.2459968.21321.sum.auto_metrics.h5.
Found 1849 extracted autocorrelation files.
In [6]:
# load auto_metrics and define use someful quantities
am = load_metric_file(auto_metrics_file)
mean_round_modz_cut = am['parameters']['mean_round_modz_cut']
ex_ants = am['ex_ants']['r2_ex_ants']
ants = sorted(set(bl[0] for bl in am['modzs']['r2_shape_modzs']))

# load raw autocorrelation waterfalls and define some useful quantities
hd = HERAData(raw_auto_files)
autos, _, _ = hd.read(axis='blt')
wf_shape = next(iter(autos.values())).shape
freqs = autos.freqs / 1e6
times = autos.times
lsts = autos.lsts * 12 / np.pi
In [7]:
# try to load a priori antenna statusesm but fail gracefully if this doesn't work.
a_priori_statuses = {ant: 'Not Found' for ant in ants}
nodes = {ant: np.nan for ant in ants}
try:
    from hera_mc import cm_hookup

    # get node numbers
    hookup = cm_hookup.get_hookup('default')
    for ant_name in hookup:
        ant = int("".join(filter(str.isdigit, ant_name)))
        if ant in nodes:
            nodes[ant] = int(hookup[ant_name].get_part_from_type('node')['E<ground'][1:])            
            
    # get apriori antenna status
    for ant_name, data in hookup.items():
        ant = int("".join(filter(str.isdigit, ant_name)))
        if ant in a_priori_statuses:
            a_priori_statuses[ant] = data.apriori
    
except Exception as err:
    print(f'Could not load node numbers and a priori antenna statuses.\nEncountered {type(err)} with message: {err}')

Summary Plots and Tables¶

In [8]:
# print ex_ants for easy copy-pasting to YAML file
print('ex_ants: [' + ", ".join(str(ant) for ant in ex_ants) + ']')

ex_ants: [3, 4, 9, 15, 16, 18, 22, 27, 28, 29, 32, 34, 36, 40, 41, 42, 47, 50, 51, 54, 55, 56, 57, 58, 59, 60, 61, 63, 66, 68, 72, 77, 78, 79, 80, 81, 84, 86, 90, 92, 94, 96, 97, 104, 108, 109, 110, 111, 113, 114, 117, 121, 126, 128, 131, 133, 135, 136, 142, 143, 144, 145, 146, 147, 148, 149, 151, 155, 156, 159, 161, 164, 165, 166, 170, 173, 180, 182, 185, 189, 192, 193, 200, 201, 205, 206, 207, 208, 209, 224, 225, 226, 228, 240, 241, 242, 243, 244, 246, 262, 320, 324]
In [9]:
def Array_Plot():
    plt.figure(figsize=(16,16))
    plt.scatter(np.array([autos.antpos[ant][0] for ant in ants]), 
                np.array([autos.antpos[ant][1] for ant in ants]), c='w', s=0)    
    for ant in ants:
        pos = autos.antpos[ant]
        bad = ant in ex_ants
        plt.gca().add_artist(plt.Circle(tuple(pos[0:2]), radius=7, 
                                        fill=(~bad), color=['grey','r'][bad]))
        plt.text(pos[0],pos[1],str(ant), va='center', ha='center', color='w')
    plt.xlabel("Antenna East-West Position (meters)")
    plt.ylabel("Antenna North-South Position (meters)")
    plt.title(f'Antenna Positions and Auto_Metrics Flags on {JD}\n(Maximum Modified Z-Score > {mean_round_modz_cut} in Red)');
    plt.axis('equal')
    plt.tight_layout()

Figure 1: Antenna Positions with auto_metrics flags.¶

This plot shows the antenna positions of all antennas in the data. The antennas with at least one Modified Z-score for one metric on one polarization exceeding the cut are entirely flagged.

In [10]:
Array_Plot()
In [11]:
# Parse modzs for Table 1 and other figures
modzs_to_check = {'Shape': 'r2_shape_modzs', 'Power': 'r2_power_modzs', 
                  'Temporal Variability': 'r2_temp_var_modzs', 'Temporal Discontinuties': 'r2_temp_diff_modzs'}
worst_metrics = []
worst_zs = []
all_modzs = {}
binary_flags = {rationale: [] for rationale in modzs_to_check}

for ant in ants:
    # parse modzs and figure out flag counts
    modzs = {f'{pol} {rationale}': am['modzs'][dict_name][(ant, ant, pol)] 
             for rationale, dict_name in modzs_to_check.items() for pol in autos.pols()}
    for pol in autos.pols():
        for rationale, dict_name in modzs_to_check.items():
            binary_flags[rationale].append(am['modzs'][dict_name][(ant, ant, pol)] > mean_round_modz_cut)
    
    # figure out which metric is the largest outlier
    worst_metric, worst_z = max(modzs.items(), key=operator.itemgetter(1))
    worst_metrics.append(worst_metric)
    worst_zs.append(worst_z)
    
    # parse out all metrics for dataframe
    for k in modzs:
        col_label = k + ' Modified Z-Score'        
        if col_label in all_modzs:
            all_modzs[col_label].append(modzs[k])
        else:
            all_modzs[col_label] = [modzs[k]]
In [12]:
# build dataframe
to_show = {'Ant': ants, 
           'Node': [f'N{nodes[ant]:02}' for ant in ants],
           'A Priori Status': [a_priori_statuses[ant] for ant in ants],
           'Worst Metric': worst_metrics, 'Worst Modified Z-Score': worst_zs}
to_show.update(all_modzs)
df = pd.DataFrame(to_show).sort_values('Worst Modified Z-Score', ascending=False)

# style dataframe
z_score_cols = [col for col in df.columns if col not in ['Ant', 'Node', 'A Priori Status', 'Worst Metric']]
table1 = df.style.hide_index()\
           .applymap(lambda val: 'font-weight: bold' if val in ex_ants else '', subset=['Ant']) \
           .applymap(lambda val: 'color: red' if val in ex_ants else '', subset=['Ant']) \
           .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=z_score_cols) \
           .applymap(lambda val: 'font-weight: bold' if val > am['parameters']['mean_round_modz_cut'] else '', subset=z_score_cols) \
           .applymap(lambda val: 'color: red' if val > am['parameters']['mean_round_modz_cut'] else '', subset=z_score_cols) \
           .set_table_styles([dict(selector="th",props=[('max-width', '70pt')])])

Table 1: Modified Z-Score Summary¶

This table displays the metrics for each antenna, highlighting which one is the worst. It is sorted by each antenna's worst metric. When one metric exceeds the threshold, auto_metrics recommends cutting that antenna. Flagged antennas and metrics exceeding the cut are shown in bold and red. Also shown is the antenna's a priori status.

In [13]:
HTML(table1.render())
Out[13]:
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
41 N04 digital_ok ee Power inf 153.497659 156.202561 inf inf 5081.252551 5374.587418 527.100871 570.204724
324 N04 not_connected ee Power inf 174.769517 146.425196 inf inf 4181.452171 3930.159686 416.973080 473.219046
114 N11 not_connected ee Temporal Discontinuties 196.293232 12.461538 3.909220 38.762024 13.663686 180.871372 11.420653 196.293232 13.858623
84 N08 RF_maintenance ee Temporal Discontinuties 130.062564 7.370097 10.012652 44.274384 35.300701 92.269796 55.573645 130.062564 62.838523
28 N01 RF_maintenance nn Shape 62.045545 13.834073 62.045545 0.650776 2.733857 10.560469 23.389841 2.770501 7.995013
18 N01 RF_maintenance nn Shape 45.151226 5.988051 45.151226 10.750282 -0.087402 14.877319 16.463607 6.088402 6.354901
242 N19 RF_ok ee Temporal Variability 35.280045 24.974639 2.043043 -0.669238 2.235843 35.280045 3.251063 4.405869 1.791063
243 N19 RF_ok ee Shape 33.432880 33.432880 4.246768 0.544713 -1.155652 9.302067 -0.366453 3.512025 -0.981421
240 N19 RF_maintenance nn Shape 33.324730 5.070148 33.324730 0.243470 0.097144 1.337247 12.323433 1.801324 1.805806
77 N06 not_connected ee Shape 31.418564 31.418564 0.279706 1.588700 -0.011930 9.422496 -0.828087 3.110921 -0.416625
166 N14 RF_maintenance nn Temporal Variability 22.119911 -0.437181 0.190547 -1.211782 -1.107978 -0.381278 22.119911 -1.031976 0.162645
68 N03 dish_maintenance nn Temporal Variability 18.033315 14.219713 9.322316 2.542792 15.496967 5.929499 18.033315 2.991484 6.548898
36 N03 RF_maintenance nn Temporal Variability 17.878631 7.455116 7.271565 14.405314 14.346066 15.678585 17.878631 6.257324 6.262979
110 N10 RF_maintenance nn Temporal Variability 17.635294 9.829681 8.139618 14.751660 15.243835 15.096546 17.635294 6.191069 6.166145
320 N03 dish_maintenance nn Temporal Variability 17.488158 4.672258 4.560078 2.930402 7.770914 4.584529 17.488158 2.267884 6.117987
189 N15 digital_ok nn Temporal Variability 17.432307 5.259588 7.010669 10.239698 11.338102 14.833890 17.432307 6.236655 6.275779
111 N10 digital_ok nn Temporal Variability 17.373474 5.577013 6.817406 10.682360 11.364475 14.856753 17.373474 6.100194 6.185216
142 N13 RF_maintenance nn Temporal Variability 17.343249 0.076815 6.439520 -0.842205 11.552790 4.523256 17.343249 1.240357 6.051197
27 N01 RF_maintenance nn Temporal Variability 17.340341 5.893846 6.041437 10.732411 11.377831 14.845056 17.340341 6.183927 6.068960
63 N06 not_connected nn Temporal Variability 17.339685 -0.225984 6.582750 0.129691 5.555290 1.010606 17.339685 -0.407460 6.131685
182 N13 digital_ok nn Temporal Variability 17.333378 0.249248 6.378452 -1.377804 11.228227 -0.911964 17.333378 -0.838244 6.099097
156 N12 RF_maintenance nn Temporal Variability 17.315302 1.888733 6.344270 8.477419 11.234475 10.333928 17.315302 3.079274 6.168038
55 N04 digital_ok nn Temporal Variability 17.277463 5.751919 6.526397 10.205599 10.938802 14.730764 17.277463 6.093896 6.110258
29 N01 digital_ok nn Temporal Variability 17.266957 5.743612 6.280329 10.348089 10.977893 14.807503 17.266957 6.115166 6.039577
173 N16 digital_ok nn Temporal Variability 17.262678 7.585674 6.987491 4.384012 5.145512 14.901801 17.262678 6.337576 6.417932
117 N07 RF_maintenance nn Temporal Variability 17.235838 6.048066 7.474787 10.890068 11.966397 14.490684 17.235838 6.132279 6.221106
34 N06 not_connected nn Temporal Variability 17.230757 5.963087 6.737163 5.068210 5.574035 14.749303 17.230757 6.185616 6.115616
94 N10 digital_ok nn Temporal Variability 17.219638 5.925795 6.935488 10.963336 11.436864 14.778842 17.219638 6.155471 6.056569
109 N10 digital_ok nn Temporal Variability 17.201048 5.587356 6.421033 10.176063 10.700873 14.805926 17.201048 6.099698 6.111868
58 N05 RF_maintenance nn Temporal Variability 17.115279 6.072787 6.256644 10.636997 11.523899 14.669038 17.115279 6.162204 6.086938
47 N06 not_connected nn Temporal Variability 17.114001 6.620129 6.421264 4.856142 5.159120 14.537171 17.114001 6.145523 6.013172
60 N05 RF_maintenance nn Temporal Variability 17.106762 0.121977 6.390964 -0.378532 11.533248 -0.969350 17.106762 -0.214094 6.039103
80 N11 not_connected nn Temporal Variability 17.104992 0.890113 6.679690 0.374795 5.513894 0.334870 17.104992 0.209119 6.068323
180 N13 RF_maintenance nn Temporal Variability 17.097435 0.608038 7.198869 -1.112719 11.708873 1.578204 17.097435 -0.788098 6.158168
79 N11 not_connected nn Temporal Variability 17.043551 -0.327368 6.608770 -1.404004 5.596387 -0.957721 17.043551 -0.911407 6.009177
128 N10 digital_ok nn Temporal Variability 17.040801 5.627275 6.408371 10.807685 11.500060 14.509535 17.040801 6.075957 6.041210
113 N11 not_connected nn Temporal Variability 16.993311 6.429621 6.506541 4.705854 5.608352 14.512364 16.993311 6.198684 6.036614
96 N11 not_connected nn Temporal Variability 16.974209 5.980155 6.472489 4.913923 5.707373 14.442871 16.974209 6.082724 6.056660
72 N04 digital_ok nn Temporal Variability 16.948945 6.098547 7.126362 11.159303 11.994982 14.500126 16.948945 6.117912 6.069944
143 N14 digital_ok nn Temporal Variability 16.891072 -0.307864 6.790832 0.821742 11.639691 1.390931 16.891072 1.048888 6.155949
225 N19 RF_ok nn Temporal Variability 16.822051 2.586813 6.598194 1.407785 5.307106 -0.770350 16.822051 0.710166 5.325686
81 N07 digital_ok nn Temporal Variability 16.692627 -0.000139 7.333267 0.091270 10.119772 0.222046 16.692627 -0.234182 6.191970
262 N20 dish_maintenance nn Temporal Variability 16.601378 3.797051 4.363536 9.647394 10.412472 14.580173 16.601378 6.431858 6.294558
126 N09 RF_maintenance ee Temporal Variability 16.554828 5.317163 -0.661433 -0.574844 0.915392 16.554828 -0.739092 0.148202 0.809722
206 N19 RF_ok ee Temporal Variability 16.356819 2.222444 2.662651 2.518764 -0.642764 16.356819 -0.010392 2.949618 -0.715149
209 N20 dish_maintenance nn Temporal Variability 16.021482 3.578255 5.201223 9.500798 9.800504 14.179931 16.021482 6.462667 6.308459
131 N11 not_connected nn Temporal Variability 15.702618 -0.132453 4.993866 0.356725 5.347711 -1.158876 15.702618 -0.558182 2.378063
208 N20 dish_maintenance nn Temporal Variability 15.523446 3.961800 7.691685 9.467723 10.569120 14.329567 15.523446 6.353825 8.470364
51 N03 dish_maintenance ee Temporal Variability 15.358951 8.961745 8.628278 13.174733 -1.045554 15.358951 8.338138 6.618752 0.964429
185 N14 digital_ok ee Shape 15.138368 15.138368 0.070182 0.028701 -1.372665 10.525485 0.481279 1.211991 -1.287118
155 N12 RF_maintenance ee Temporal Variability 14.876689 5.989976 -0.695997 10.426450 -1.371319 14.876689 0.454733 6.190896 -0.692952
136 N12 digital_ok ee Temporal Variability 14.859241 5.639789 -0.335900 10.263346 -0.914194 14.859241 0.203246 6.196814 -0.665603
200 N18 RF_maintenance ee Temporal Variability 14.828599 6.710021 13.463099 4.809316 -0.883926 14.828599 10.504133 6.226938 3.466008
108 N09 RF_maintenance ee Temporal Variability 14.776542 5.762731 14.120016 10.703477 2.430474 14.776542 10.687179 6.152597 2.995121
40 N04 digital_ok ee Temporal Variability 14.754193 5.382651 -0.506931 10.343299 0.574024 14.754193 -1.383071 6.086275 -0.023558
92 N10 RF_maintenance nn Shape 14.705809 10.559085 14.705809 1.976535 2.940752 9.965050 9.435589 2.645141 3.392309
15 N01 digital_ok ee Temporal Variability 14.696146 5.624818 13.177327 10.711385 1.836302 14.696146 5.721497 6.085300 2.667405
16 N01 digital_ok ee Temporal Variability 14.672075 5.668453 0.398638 10.726385 0.680066 14.672075 2.067799 6.118466 0.732072
146 N14 digital_ok ee Temporal Variability 14.667791 5.863467 -0.869824 4.658026 0.187549 14.667791 -0.952057 6.075402 -0.755666
133 N11 not_connected ee Temporal Variability 14.643765 6.392593 -0.197044 4.675173 -1.433612 14.643765 -0.600036 6.086145 -1.139620
3 N01 digital_ok ee Temporal Variability 14.643460 5.724977 11.851418 10.764953 0.908096 14.643460 6.358166 6.080600 2.823310
170 N15 digital_ok ee Temporal Variability 14.594341 7.022876 -0.064338 11.074108 -0.761620 14.594341 0.195594 6.274845 -0.009081
59 N05 RF_maintenance ee Temporal Variability 14.356051 5.744090 -0.025843 10.221248 0.930758 14.356051 2.425603 6.091743 1.337903
90 N09 RF_maintenance nn Temporal Variability 13.511587 0.193736 -0.204315 0.862814 3.914673 -0.998423 13.511587 0.656849 3.206163
192 N16 digital_ok nn Temporal Variability 13.480524 1.925468 2.089885 5.516370 5.420349 11.003690 13.480524 5.104543 5.265480
224 N19 RF_ok nn Temporal Variability 13.355290 2.234552 2.027194 5.829579 5.401216 11.554351 13.355290 5.398461 5.254540
193 N16 digital_ok ee Temporal Variability 11.617349 2.225014 0.788674 5.736723 2.168134 11.617349 4.172138 5.314965 1.640603
32 N02 RF_maintenance nn Shape 11.090028 0.272452 11.090028 -0.313420 3.922903 -0.965313 7.752417 0.166932 2.458062
201 N18 RF_maintenance nn Temporal Variability 10.982484 0.270409 1.258151 3.641558 4.745980 4.274163 10.982484 3.172964 4.620687
9 N02 digital_ok ee Temporal Variability 10.717043 2.389264 -0.741862 8.690678 -0.518725 10.717043 -0.653940 2.755581 0.378727
145 N14 RF_maintenance nn Temporal Variability 10.144697 -0.979154 -0.235191 -1.219997 4.128449 -0.245962 10.144697 -0.866194 4.422832
144 N14 digital_ok nn Temporal Variability 10.078513 0.314006 0.488742 -1.348204 1.339077 -0.866358 10.078513 -1.050487 1.841977
54 N04 digital_ok ee Shape 9.802003 9.802003 -0.143139 5.533005 3.267347 4.406432 0.631845 6.737684 3.427603
165 N14 digital_ok ee Shape 9.794207 9.794207 -0.829564 -0.336629 -1.154502 1.308970 -0.758780 -0.208421 -0.785808
56 N04 digital_ok nn Temporal Variability 9.360140 1.363022 1.549998 5.775743 8.133587 5.580378 9.360140 4.275810 4.680485
246 N20 RF_maintenance nn Shape 9.003010 8.651804 9.003010 -1.099370 -0.288071 5.714293 5.913683 2.847959 2.746843
104 N08 RF_maintenance nn Power 8.618153 0.977255 6.968444 -1.374099 8.618153 2.544834 5.994582 -1.437995 7.528712
151 N16 digital_ok ee Shape 8.304697 8.304697 2.713488 -0.378230 0.555743 0.587569 0.203340 0.834607 0.003661
161 N13 digital_ok nn Temporal Variability 7.641600 -0.678260 6.498123 -0.069253 0.329961 -0.659695 7.641600 0.024232 1.065855
4 N01 RF_maintenance ee Temporal Variability 7.598916 1.394182 -0.478196 1.419233 0.823245 7.598916 3.145865 1.312669 0.788776
164 N14 digital_ok ee Temporal Variability 7.458173 -0.595715 0.220509 0.630569 -0.171822 7.458173 3.061381 0.598857 -0.231708
78 N06 not_connected ee Shape 7.123272 7.123272 0.337760 -1.156280 1.553442 0.650873 0.805028 -0.493271 0.976155
86 N08 digital_ok ee Temporal Variability 6.823201 -0.083245 -0.749758 0.747327 0.925295 6.823201 -0.686294 0.276418 1.081439
50 N03 RF_maintenance nn Temporal Variability 6.543186 0.811500 0.926219 0.383877 1.134948 1.529738 6.543186 0.945721 2.070019
121 N08 digital_ok nn Temporal Discontinuties 6.315984 2.770375 0.882321 -1.035455 5.830079 0.408466 2.758108 -0.109687 6.315984
42 N04 digital_ok nn Power 6.130020 0.019578 -0.264326 4.845885 6.130020 1.483567 3.366882 3.785716 5.028242
241 N19 RF_ok nn Shape 5.353162 4.098098 5.353162 -0.344765 0.789334 -0.577431 1.562072 -0.313080 0.948788
226 N19 RF_ok nn Temporal Variability 5.131065 1.167349 4.397584 0.626092 1.311454 -1.190305 5.131065 -0.105003 1.878580
228 N20 RF_maintenance nn Shape 5.123789 2.612062 5.123789 -0.758176 -0.397022 1.445988 2.068412 -0.632021 0.248868
97 N11 not_connected nn Temporal Variability 5.039728 -0.166665 2.133386 -0.426151 1.850633 -1.452166 5.039728 -0.509089 3.162760
244 N20 RF_maintenance ee Temporal Variability 5.018033 3.728892 2.927143 1.547390 -0.572354 5.018033 2.484785 0.164868 -0.647034
135 N12 RF_maintenance ee Temporal Variability 4.865509 -0.632876 -0.877206 -1.205310 -1.132369 4.865509 0.955810 -0.011395 -1.045212
22 N06 not_connected nn Temporal Variability 4.862529 -0.414909 0.392387 0.816879 0.402185 2.699645 4.862529 0.405969 -0.128230
205 N19 RF_ok nn Shape 4.665474 3.921233 4.665474 0.544989 -0.324965 -0.522323 -0.043151 0.152490 -0.343775
159 N13 RF_maintenance nn Temporal Variability 4.457346 2.143965 3.958877 -1.182028 -0.964083 0.049589 4.457346 -0.945017 1.799500
207 N19 RF_ok ee Shape 4.379162 4.379162 4.247218 1.856019 -0.995406 1.377780 0.787374 1.327885 -0.854417
61 N06 not_connected ee Temporal Variability 4.294380 -0.582730 -0.420422 -0.424388 -1.428607 4.294380 -1.606054 -1.154718 -1.392301
66 N03 digital_ok ee Temporal Variability 4.175741 0.183186 0.402632 -1.410314 -1.343104 4.175741 -0.586603 -1.288120 -1.549779
329 N12 dish_maintenance ee Temporal Variability 3.929760 3.006831 1.368731 0.597021 -0.503517 3.929760 -0.722011 3.439643 0.190733
48 N06 not_connected nn Temporal Variability 3.883188 -0.043875 -0.199343 1.003454 2.248465 -0.665511 3.883188 0.187524 1.676008
103 N08 digital_ok ee Power 3.840520 2.096999 2.765878 3.840520 -1.176291 2.135967 1.549958 3.762250 -0.810783
227 N20 RF_ok ee Shape 3.735910 3.735910 1.770959 -1.176405 0.449013 0.865773 -0.068149 -0.099591 -0.111446
120 N08 RF_maintenance ee Temporal Variability 3.656665 3.326731 0.901842 2.548886 -1.065624 3.656665 2.020532 3.063860 -0.748292
93 N10 digital_ok ee Temporal Variability 3.513125 0.325164 -0.404887 2.129492 -1.166845 3.513125 0.244542 3.006443 -1.267815
20 N02 digital_ok ee Temporal Discontinuties 3.456954 0.335781 -1.010789 2.244055 -1.199637 0.535510 0.587052 3.456954 -0.930663
223 N19 RF_ok ee Shape 3.296766 3.296766 2.283685 -1.038397 1.475736 0.116659 0.618346 -0.922827 1.018919
171 N16 digital_ok nn Temporal Variability 3.277082 2.811168 2.740540 -1.046219 0.268599 -0.921809 3.277082 -1.075893 -0.787873
87 N08 RF_maintenance nn Shape 3.114081 0.926475 3.114081 -0.968259 -0.802607 0.029197 0.340459 -0.865338 -0.940642
17 N01 digital_ok nn Shape 3.084883 2.144401 3.084883 0.241646 0.298952 0.070416 0.435948 0.327861 -0.046972
261 N20 RF_ok nn Shape 3.017325 2.900136 3.017325 1.249898 -0.157027 -0.313387 -1.069704 0.513472 -0.542369
158 N12 digital_ok nn Temporal Variability 2.866801 -0.727386 -0.418104 -0.294958 -0.622336 2.727335 2.866801 0.071250 0.181271
122 N08 digital_ok nn Shape 2.850283 1.599095 2.850283 -0.101527 0.603024 1.394802 1.178432 0.097225 0.853340
123 N08 digital_ok nn Shape 2.691301 2.312845 2.691301 0.376739 0.629643 -0.425632 -0.835141 0.806891 0.886422
179 N12 RF_maintenance nn Temporal Variability 2.680763 2.249856 -0.170781 0.261323 -1.365877 -0.287087 2.680763 0.665548 -0.966983
137 N07 RF_maintenance ee Temporal Variability 2.547188 1.186567 0.035389 0.130918 -1.032626 2.547188 -0.098912 0.396580 -1.351569
187 N14 digital_ok nn Power 2.523038 -0.365433 0.253615 -1.410953 2.523038 -0.258266 1.655258 -1.076203 2.258971
229 N20 RF_maintenance nn Temporal Variability 2.516854 -0.023868 0.109476 2.038240 1.818337 0.433282 2.516854 1.129687 1.078932
53 N03 digital_ok nn Shape 2.437913 1.864782 2.437913 0.009990 0.176880 0.394626 1.907264 0.356531 0.385368
191 N15 digital_ok ee Temporal Discontinuties 2.334234 -0.598587 -0.147654 1.202944 -0.422765 0.095400 -0.131968 2.334234 0.172582
112 N10 digital_ok nn Temporal Variability 2.173019 -0.660698 -0.881627 0.218938 0.195260 0.200304 2.173019 0.491947 0.617337
333 N12 dish_maintenance ee Shape 2.142616 2.142616 2.125745 -0.729354 -1.263703 0.390811 -0.523973 1.871362 0.739394
82 N07 RF_maintenance nn Power 2.116975 0.554373 0.048738 0.243778 2.116975 -1.099256 -0.411999 0.179401 1.664118
202 N18 digital_ok ee Power 2.088218 -0.140392 0.190028 2.088218 -1.056441 1.480287 -0.149185 1.553595 1.291108
162 N13 digital_ok ee Temporal Variability 2.085802 1.183596 -0.568510 -0.543299 -0.808526 2.085802 1.606428 -0.962475 -1.486606
245 N20 RF_ok nn Shape 2.079522 1.996037 2.079522 0.597759 -0.717207 -0.565613 -0.958299 0.041003 -1.129052
139 N13 RF_maintenance ee Power 2.079232 1.175580 1.434534 2.079232 -0.617440 1.405133 -0.897381 1.636139 -0.958770
5 N01 digital_ok nn Temporal Variability 2.028185 0.214117 -0.198558 0.151057 0.026760 -0.882824 2.028185 0.534327 0.202548
325 N09 dish_ok ee Temporal Variability 1.960027 0.187760 -0.198429 1.838117 -0.941516 1.960027 -0.197649 0.393211 0.503475
160 N13 digital_ok nn Temporal Variability 1.946950 0.042599 -0.591547 -0.452740 -0.762191 -0.968836 1.946950 -0.229613 -0.562603
49 N06 not_connected ee Temporal Variability 1.906376 0.006039 -0.742758 -1.008766 0.679313 1.906376 -0.177793 -0.315526 -0.171258
69 N04 digital_ok ee Shape 1.786904 1.786904 -0.766734 0.182649 0.726854 0.087393 1.676184 0.158072 0.593572
127 N10 digital_ok ee Temporal Variability 1.786515 0.860459 0.667420 0.280575 0.257790 1.786515 0.794244 0.205716 0.170877
106 N09 digital_ok ee Temporal Variability 1.712858 0.085836 -0.467255 -1.181252 -0.665158 1.712858 -0.245273 -1.437916 -1.133807
210 N20 dish_maintenance ee Shape 1.688405 1.688405 0.972032 -1.276249 -0.895957 -0.668267 -0.781915 -1.145074 -0.672157
37 N03 digital_ok nn Temporal Discontinuties 1.664150 0.225629 1.626251 -1.405334 1.518490 0.479641 0.344774 -1.204640 1.664150
30 N01 digital_ok ee Temporal Variability 1.624593 0.505129 1.128551 -0.993902 0.367274 1.624593 -0.125435 -1.000377 0.138054
102 N08 RF_maintenance ee Temporal Variability 1.580364 -0.923808 -0.483684 -0.431101 -1.278875 1.580364 1.063015 -1.112318 -1.145790
62 N06 not_connected nn Power 1.565440 -0.462979 -0.726624 -0.799791 1.565440 -0.710526 -0.084609 -1.174165 0.839022
21 N02 digital_ok nn Temporal Variability 1.557898 0.367752 0.077433 -0.886558 0.005572 -0.079901 1.557898 0.115415 1.273785
70 N04 digital_ok nn Temporal Variability 1.545978 0.885398 -1.021944 -0.359442 -0.024860 1.041028 1.545978 -0.647382 -0.197489
141 N13 digital_ok ee Temporal Variability 1.534184 -0.591886 -0.947760 -0.417011 1.134409 1.534184 -0.411388 -0.095436 0.585346
10 N02 digital_ok ee Temporal Discontinuties 1.528760 -0.335811 -0.636584 0.399667 -1.296090 0.861193 0.477813 1.528760 -0.081147
65 N03 digital_ok ee Shape 1.527076 1.527076 1.373843 0.376654 1.004990 0.220838 0.488582 0.693460 0.943620
89 N09 RF_maintenance ee Shape 1.511608 1.511608 0.438872 -0.047029 0.849410 0.190308 -0.751711 -0.270228 0.434584
211 N20 RF_ok ee Shape 1.510597 1.510597 1.046928 -0.940450 0.270257 -0.716411 -0.118336 -1.358435 -0.684546
101 N08 digital_ok nn Shape 1.431076 0.869231 1.431076 -0.866934 0.734801 -0.529342 0.906724 -0.757320 0.903508
35 N06 not_connected ee Power 1.408140 -0.193282 -0.695469 1.408140 -1.403048 0.094137 -0.826471 0.636478 0.597297
238 N18 RF_ok ee Power 1.370213 -0.600168 -0.432202 1.370213 0.665597 -0.495476 -0.525954 0.622510 -0.265858
45 N05 digital_ok nn Temporal Variability 1.279242 -0.820912 0.777518 0.003281 0.430117 -0.339561 1.279242 0.005552 0.951890
186 N14 digital_ok ee Temporal Variability 1.266633 -0.770942 -0.955356 -1.066832 -0.003281 1.266633 -0.838597 -1.351240 -0.883333
88 N09 digital_ok nn Temporal Variability 1.261581 0.403137 0.726049 0.321117 0.739432 -1.155460 1.261581 -0.279882 0.318118
167 N15 digital_ok ee Temporal Variability 1.246693 -0.348185 -0.401303 -1.295696 -0.180093 1.246693 0.203375 -1.237768 0.105518
95 N11 not_connected nn Power 1.225728 0.831959 0.734061 -0.602999 1.225728 -0.198129 0.680715 -0.907027 0.649762
31 N02 digital_ok nn Temporal Variability 1.215719 0.050820 -0.425038 0.845329 1.021968 0.324944 1.215719 1.188077 1.199742
183 N13 digital_ok ee Temporal Variability 1.214785 -0.790236 -0.389112 -1.004809 -0.092410 1.214785 -1.015485 -0.845877 -0.111211
52 N03 RF_maintenance ee Temporal Variability 1.145002 1.088742 0.602540 -0.957645 0.083164 1.145002 0.134965 -0.767715 -0.109017
157 N12 digital_ok nn Temporal Discontinuties 0.976531 -0.015660 0.193874 -0.196035 0.608463 -0.928212 -0.040918 0.103186 0.976531
190 N15 digital_ok nn Temporal Variability 0.974079 -0.846780 -0.952548 -0.792261 0.811637 -1.180167 0.974079 -0.357963 0.097851
118 N07 digital_ok ee Shape 0.966154 0.966154 0.431835 -0.209218 0.609909 0.151781 -0.075176 -0.187524 0.538603
71 N04 digital_ok ee Shape 0.962782 0.962782 0.043438 0.145643 0.878007 0.550640 0.326137 0.368400 0.884051
168 N15 digital_ok ee Temporal Variability 0.955554 -0.724958 -0.442231 0.126633 -0.382484 0.955554 -0.593338 0.596237 -0.093877
181 N13 digital_ok ee Temporal Variability 0.898862 -0.202403 0.196105 0.351285 0.545580 0.898862 -0.598689 0.487923 0.733884
85 N08 digital_ok nn Shape 0.886586 0.036533 0.886586 0.613409 0.668690 -0.760149 -0.829173 0.355821 0.505755
73 N05 RF_maintenance ee Temporal Variability 0.867498 -0.961880 -0.298726 -1.342191 -1.314904 0.867498 -0.647504 -1.348943 -1.388447
220 N18 RF_maintenance ee Power 0.867055 -0.541790 -0.962185 0.867055 -0.007738 -1.067230 0.566606 0.401387 -0.702424
105 N09 digital_ok nn Power 0.843132 -0.422684 0.096334 0.125443 0.843132 -0.103114 -0.953640 0.063249 0.504595
163 N14 digital_ok nn Temporal Variability 0.816996 -0.773252 -0.267993 -0.461176 0.249844 -1.133188 0.816996 -0.397891 0.276536
125 N09 RF_maintenance nn Power 0.795629 0.509311 -0.565772 0.069604 0.795629 0.694801 -0.128535 -0.005552 0.536289
64 N06 not_connected nn Temporal Discontinuties 0.775899 -0.827993 0.156643 -0.364604 -0.792940 -0.457730 -0.310740 -0.445371 0.775899
38 N03 digital_ok nn Shape 0.743663 0.204361 0.743663 0.076570 0.549315 -0.393301 0.039619 0.273155 0.502608
124 N09 digital_ok nn Temporal Discontinuties 0.708369 -0.000310 0.358263 -0.046840 0.682640 -0.599269 -0.288503 0.103471 0.708369
43 N05 RF_maintenance nn Power 0.703884 -0.412078 -0.872393 0.502333 0.703884 -0.378980 0.512888 -0.012110 0.572195
67 N03 digital_ok nn Power 0.690678 -0.200082 -0.373655 -1.022751 0.690678 -0.995942 0.124422 -0.814011 0.481517
8 N02 RF_maintenance nn Temporal Discontinuties 0.584435 -0.230292 -0.180434 -0.768820 -0.056454 -1.095377 -0.095680 -0.146245 0.584435
132 N11 not_connected ee Temporal Variability 0.547957 -0.354278 0.204443 0.210479 -1.395474 0.547957 -0.626645 -0.687066 -1.379565
184 N14 digital_ok ee Shape 0.518982 0.518982 0.057213 -1.069124 -0.483874 -0.472073 -0.320301 -1.017583 0.126094
239 N18 RF_ok nn Power 0.511378 -0.561850 -0.257370 0.362523 0.511378 -0.624607 -1.031781 -0.242721 -0.246250
19 N02 digital_ok nn Temporal Variability 0.496583 -0.597048 -0.681562 -1.373218 -1.092909 -0.868359 0.496583 -1.076654 -0.809660
140 N13 digital_ok nn Temporal Variability 0.493422 -0.438177 -1.004772 -1.090821 0.258678 -0.818528 0.493422 -0.903911 -0.315409
222 N18 RF_ok nn Power 0.486965 -0.556788 -0.748489 0.089411 0.486965 -0.576714 -0.966055 -0.744674 -0.211268
74 N05 RF_maintenance ee Power 0.479037 -1.021335 0.241924 0.479037 -0.649490 0.137746 0.469764 -0.144115 -0.536882
83 N07 digital_ok nn Power 0.414770 0.000310 0.059968 0.156242 0.414770 -0.113111 -0.608307 -0.093618 0.347824
7 N02 digital_ok nn Temporal Discontinuties 0.377191 -0.239221 -0.472471 -1.343341 -0.354465 -0.746656 -0.688754 -0.576855 0.377191
91 N09 digital_ok ee Temporal Discontinuties 0.364568 -0.708783 -0.514465 0.323298 0.275728 -0.986346 -0.964561 0.364568 0.067386
169 N15 digital_ok nn Temporal Variability 0.345544 -0.878083 -0.657206 -1.122032 -1.028504 -0.080907 0.345544 -0.967017 -1.619012
150 N15 digital_ok nn Temporal Variability 0.190060 -0.725324 -1.130176 -0.593082 -0.904985 -0.872911 0.190060 -1.316605 -1.530092
237 N18 RF_ok ee Temporal Variability 0.013693 -0.324778 -0.835114 -0.010826 -1.248558 0.013693 -1.282815 -0.770269 -1.342505
115 N11 not_connected ee Temporal Variability -0.013693 -0.604479 -0.835639 -0.669669 -0.139269 -0.013693 -1.272368 -0.655745 -0.891117
44 N05 digital_ok ee Power -0.071341 -1.118451 -0.738274 -0.071341 -0.620855 -0.076275 -0.167785 -0.703739 -0.713223
221 N18 RF_ok ee Temporal Variability -0.148750 -0.602347 -0.764395 -1.033227 -0.410323 -0.148750 -0.695716 -1.118376 -1.060721
107 N09 digital_ok ee Shape -0.162610 -0.162610 -0.964871 -0.803708 -1.120840 -0.373193 -0.817831 -0.771143 -1.271111
46 N05 RF_maintenance ee Temporal Variability -0.337333 -0.785146 -0.973984 -1.045191 -0.506392 -0.337333 -0.911167 -0.676825 -1.211794
57 N04 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan
147 N15 digital_ok ee Shape nan nan nan inf inf nan nan nan nan
148 N15 digital_ok ee Shape nan nan nan inf inf nan nan nan nan
149 N15 digital_ok ee Shape nan nan nan inf inf nan nan nan nan
In [14]:
def Flag_Bar_Chart():
    plt.figure(figsize=(8, 4), dpi=100)

    # count 
    rationales = list(binary_flags.keys())
    flags_list = np.array([binary_flags[rationale] for rationale in rationales])
    antpol_flags = [np.sum(f) for f in flags_list]
    ant_flags = [np.sum(np.array(f)[0::2] | np.array(f)[1::2]) for f in flags_list]

    # make bar chart
    plt.bar(np.arange(len(rationales)), antpol_flags, width=.7, color='yellow', ec='k', tick_label=rationales)
    for x, (nflags, nants) in enumerate(zip(antpol_flags, ant_flags)):
        plt.text(x, nflags/2, f'{nflags} Feeds on \n{nants} Antennas\nFlagged', va='center', ha='center')

    # set labels
    plt.ylabel('Antenna-Polarizations Flagged')
    plt.xlabel('Reason for Flagging')
    plt.tight_layout()

Figure 2: Flagging Rationale Summary¶

This bar chart summarizes the number of antenna-polarizations that are statistical outliers in each metric (though often they overlap). Some of these issues occur on both polarizations, so there are fewer unique antennas flagged for each rationale than there are ant-pols flagged, as noted by the labels.

In [15]:
Flag_Bar_Chart()
In [16]:
def Rationale_Corr_Plot():
    plt.figure(figsize=(6,6), dpi=100)
    
    # compute correlation matrix
    rationales = list(binary_flags.keys())
    flags_list = np.array([binary_flags[rationale] for rationale in rationales])
    corrs = np.corrcoef(flags_list)
    
    # plot and label correlation matrix
    plt.imshow(corrs, cmap='viridis', interpolation='nearest', origin='upper')
    for i in range(corrs.shape[0]):
        for j in range(corrs.shape[1]):
            plt.text(i, j, np.round(corrs[i, j], 3), va='center', ha='center',
                     bbox={'facecolor': 'w', 'ec': 'w', 'alpha': .75})

    # colorbar, labels, and style
    plt.yticks(range(len(rationales)), rationales)
    plt.xticks(range(len(rationales)), rationales, rotation=-45, ha='right')
    plt.gca().xaxis.tick_top()
    plt.clim([0, 1])
    plt.colorbar(fraction=0.046, pad=0.04)
    plt.tight_layout()

Figure 3: Flagging Rationale Correlations¶

This plot shows the probability that if a given ant-pol is flagged for some reason, it's also flagged for another reason.

In [17]:
Rationale_Corr_Plot()
In [18]:
def plot_all_spectra(spectra, mod_zs, modz_cut, overall, freqs, reason, ex_ants=[], 
                     xlabel='Frequency (MHz)', ylabel='', yscale='linear', ylim_factor=None):
    '''Helper function for plotting all spectra and showing which ones were flagged and why.''' 
    fig, axes = plt.subplots(1,2, figsize=(14,5), dpi=100)
    pols = sorted(set([bl[2] for bl in spectra]))
    for ax, pol in zip(axes, pols):
        # sort antennas into good, bad, and bad but not for this reason
        bad_here = [bl for bl in spectra if (bl[2] == pol) and mod_zs[bl] > modz_cut]
        other_bad = [bl for bl in spectra if (bl[2] == pol) and (bl[0] in ex_ants) and (bl not in bad_here)]
        good = [bl for bl in spectra if (bl[2] == pol) and (bl[0] not in ex_ants)]
        
        # plot all spectra
        l1, l2, l3 = None, None, None
        for bl in other_bad:
            l2, = ax.plot(freqs, spectra[bl], 'darkviolet', lw=.5)
        for bl in bad_here:
            l1, = ax.plot(freqs, spectra[bl], 'r', lw=.5)
        for bl in good:
            l3, = ax.plot(freqs, spectra[bl], 'grey', alpha=.5)
        l4, = ax.plot(freqs, overall[bl[2]], 'k--')
        
        ax.set_xlabel(xlabel)
        ax.set_ylabel(ylabel)
        ax.set_yscale(yscale)
        if ylim_factor is not None:
            ax.set_ylim([np.nanmin([spectra[bl] for bl in good]) / ylim_factor, 
                         np.nanmax([spectra[bl] for bl in good]) * ylim_factor])
        ax.set_title(f'Outliers in Autocorrelation {reason}: {pol}')
        ax.legend([l1, l2, l3, l4], [f'Flagged for {reason}', 'Flagged for Another Reason', 'Unflagged', 'Average Unflagged'], loc='lower right')
    plt.tight_layout()
In [19]:
overall_shape = {pol: np.nanmean([spec for bl, spec in am['spectra']['mean_spectra_normed'].items() if (bl[2] == pol) 
                                  and (bl[0] not in ex_ants)], axis=0) for pol in autos.pols()}
overall_power = {pol: np.nanmean([spec for bl, spec in am['spectra']['mean_spectra'].items() if (bl[2] == pol) 
                                  and (bl[0] not in ex_ants)], axis=0) for pol in autos.pols()}
overall_temp_var = {pol: np.nanmean([spec for bl, spec in am['spectra']['std_spectra_normed'].items() if (bl[2] == pol) 
                                     and (bl[0] not in ex_ants)], axis=0) for pol in autos.pols()}
overall_temp_diff = {pol: np.nanmean([spec for bl, spec in am['spectra']['mean_abs_diff_spectra_normed'].items() if (bl[2] == pol) 
                                      and (bl[0] not in ex_ants)], axis=0) for pol in autos.pols()}

Figure 4: Outliers in Autocorrelation Shape¶

This plot summarizes the spectra computed to compare to one another to find outliers in autocorrelation shape (see above for how that was computed). The mean compared to is shown as a black dashed line. Antennas in red were flagged as outliers, antennas in gray and purple were not. However, antennas in purple were flagged for some other reason, either another metric or on the other polarization. Completely flagged channels (RFI and band edges) appear as white gaps.

In [20]:
plot_all_spectra(am['spectra']['mean_spectra_normed'], am['modzs']['r2_shape_modzs'], mean_round_modz_cut, 
                 overall_shape, freqs, 'Shape', ex_ants=ex_ants, yscale='linear', ylim_factor=1.2)

Figure 5: Outliers in Autocorrelation Power¶

This plot summarizes the spectra computed to compare to one another to find outliers in autocorrelation amplitude (see above for how that was computed). The mean compared to is shown as a black dashed line. Antennas in red were flagged as outliers, antennas in gray and purple were not. However, antennas in purple were flagged for some other reason, either another metric or on the other polarization. Completely flagged channels (RFI and band edges) appear as white gaps.

In [21]:
plot_all_spectra(am['spectra']['mean_spectra'], am['modzs']['r2_power_modzs'], mean_round_modz_cut, 
                 overall_power, freqs, 'Power', ex_ants=ex_ants, yscale='log')

Figure 6: Outliers in Autocorrelation Temporal Variability¶

This plot summarizes the spectra computed to compare to one another to find outliers in autocorrelation temporal variability (as measured by a standard deviation over time; see above for how that was computed). The mean compared to is shown as a black dashed line. Antennas in red were flagged as outliers, antennas in gray and purple were not. However, antennas in purple were flagged for some other reason, either another metric or on the other polarization. Completely flagged channels (RFI and band edges) appear as white gaps.

In [22]:
plot_all_spectra(am['spectra']['std_spectra_normed'], am['modzs']['r2_temp_var_modzs'], mean_round_modz_cut,
                 overall_temp_var, freqs, 'Temporal Variability', ex_ants=ex_ants, yscale='log')

Figure 7: Outliers in Autocorrelation Temporal Discontinuities¶

This plot summarizes the spectra computed to compare to one another to find outliers in autocorrelation temporal discontinuities (as measured by the average absolute integration-to-integration difference over time; see above for how that was computed). The mean compared to is shown as a black dashed line. Antennas in red were flagged as outliers, antennas in gray and purple were not. However, antennas in purple were flagged for some other reason, either another metric or on the other polarization. Completely flagged channels (RFI and band edges) appear as white gaps.

In [23]:
plot_all_spectra(am['spectra']['mean_abs_diff_spectra_normed'], am['modzs']['r2_temp_diff_modzs'], mean_round_modz_cut, 
                 overall_temp_diff, freqs, 'Temporal Discontinutities', ex_ants=ex_ants, yscale='log')
In [24]:
# compute average good autocorrelations for each polarization
avg_good_autos = {pol: np.zeros(wf_shape, dtype=float) for pol in autos.pols()}
for pol in autos.pols():
    for i in range(wf_shape[0]):
        avg_good_autos[pol][i] = np.mean([np.abs(autos[bl][i, :]) for bl in autos 
                                          if (bl[0] not in ex_ants) and (bl[2] == pol)], axis=0)
    avg_good_autos[pol][am['flags']] = np.nan
In [25]:
def Avg_Auto_Plot():
    fig, axes = plt.subplots(1, 2, figsize=(14,5), dpi=100)
    for ax, pol in zip(axes, sorted(autos.pols())):
        im = ax.imshow(avg_good_autos[pol], aspect='auto', interpolation='nearest',
                       extent=[freqs[0], freqs[-1], times[-1], times[0]])
        ax.set_yticklabels(np.around(lsts[[min(max(np.searchsorted(times, t), 0), len(times) - 1) for t in ax.get_yticks()]], 2))    
        plt.colorbar(im, ax=ax)
        ax.set_title(f'Average Good Raw {pol} Autocorrelation After Flagging')
        ax.set_ylabel('LST (hours)')
        ax.set_xlabel('Frequency (MHz)')
    plt.tight_layout()

Figure 8: Average Good Autocorrelations and Flags¶

Here we show the waterfalls of the array-averaged autocorrelations over the night, after removing all flagged antennas. We also show the RFI mask generated between the median and mean rounds of antenna outlier detection. This is meant to show that there is little or no RFI remaining to affect the statistics.

In [26]:
Avg_Auto_Plot()

Per-Antenna Plots¶

In [27]:
def plot_spectra(axes, ant, spec, modzs, modz_cut, overall, reason, yscale='linear'):
    '''Helper function for plotting both antennas of a given polarization.'''
    for pol, ax in zip(sorted(autos.pols()), axes):
        bl = (ant, ant, pol)

        # plot good antennas
        for bl2 in modzs:
            if (bl2[0] not in ex_ants) and (bl2[2] == pol):
                ax.plot(freqs, spec[bl2], 'grey', lw=.5, alpha=.5)
        ax.plot(freqs, overall[pol], 'k--')

        # plot this anetnna
        color = 'r'
        alpha = .75
        if modzs[bl] >= modz_cut:
            alpha = 1
        elif bl[0] in ex_ants:
            color = 'darkviolet'
        else:
            color = 'darkgreen'
        ax.plot(freqs, spec[bl], color, alpha=alpha, label=f'{ant} {pol}\n(z = {np.round(modzs[bl],1)})')

        # decorate axis
        ax.set_yscale(yscale)
        ax.legend(loc=2)
        ax.set_title(f'{pol} {reason}')
In [28]:
len(ants)
Out[28]:
196
In [29]:
def Plot_All_Auto_Metrics():
    for row, ant in enumerate(df['Ant']): 
        # print title of section
        display(HTML(f'<h2>Antenna {ant}: {JD}</h2>'))

        # print metrics
        df_row = df.loc[df['Ant'] == ant]
        df_row = df_row.style.hide_index()\
                       .set_table_styles([dict(selector="th",props=[('max-width', '70pt')])])\
                       .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
                       .applymap(lambda val: 'font-weight: bold' if val in ex_ants else '', subset=['Ant']) \
                       .applymap(lambda val: 'color: red' if val in ex_ants else '', subset=['Ant']) \
                       .applymap(lambda val: 'font-weight: bold' if val > am['parameters']['mean_round_modz_cut'] else '', subset=z_score_cols) \
                       .applymap(lambda val: 'color: red' if val > am['parameters']['mean_round_modz_cut'] else '', subset=z_score_cols)
        display(HTML(df_row.render()))

        # plot spectra and waterfalls
        fig, axes = plt.subplots(2, 6, figsize=(18, 5.5), dpi=(40 * (104 / len(ants))**.5)) # this should help manage filesize

        # plot individual spectra compared to all good antennas
        plot_spectra(axes[:, 0], ant, am['spectra']['mean_spectra_normed'], am['modzs']['r2_shape_modzs'], 
                     mean_round_modz_cut, overall_shape, 'Shape', yscale='linear')
        plot_spectra(axes[:, 1], ant, am['spectra']['mean_spectra'], am['modzs']['r2_power_modzs'], 
                     mean_round_modz_cut, overall_power, 'Power', yscale='log')
        plot_spectra(axes[:, 2], ant, am['spectra']['std_spectra_normed'], am['modzs']['r2_temp_var_modzs'],
                     mean_round_modz_cut, overall_temp_var, 'Temporal Variability', yscale='linear')
        plot_spectra(axes[:, 3], ant, am['spectra']['mean_abs_diff_spectra_normed'], am['modzs']['r2_temp_diff_modzs'],
                     mean_round_modz_cut, overall_temp_diff, 'Temporal Discontinutities', yscale='linear')
        plt.tight_layout()

        # plot linear-scale waterfalls 
        for pol, ax in zip(sorted(autos.pols()), axes[:, 4]):
            bl = (ant, ant, pol)        
            im = ax.imshow(np.where(am['flags'], np.nan, autos[bl].real), 
                           aspect='auto', interpolation='nearest', cmap='inferno',
                           extent=[freqs[0], freqs[-1], times[-1], times[0]])
            ax.set_yticklabels(np.around(lsts[[min(max(np.searchsorted(times, t), 0), len(times) - 1) for t in ax.get_yticks()]], 2))
            ax.set_title(f'{pol} Waterfall (Linear Scale)')

        # plot log-scale mean-divided waterfalls
        for pol, ax in zip(sorted(autos.pols()), axes[:, 5]):
            bl = (ant, ant, pol)
            to_plot = autos[bl].real / avg_good_autos[pol]
            to_plot[am['flags']] = np.nan
            to_plot /= np.nanmean(to_plot)
            im = ax.imshow(np.log10(to_plot), aspect='auto', cmap='seismic', interpolation='nearest', vmin=-.07, vmax=.07,
                           extent=[freqs[0], freqs[-1], times[-1], times[0]])
            ax.set_yticklabels(np.around(lsts[[min(max(np.searchsorted(times, t), 0), len(times) - 1) for t in ax.get_yticks()]], 2))
            ax.set_title(f'{pol} Log(Normalized Waterfall)')

        plt.show()

        # print some whitespace
        display(HTML('<hr style="height:3px">'))

Figure 9: Per-Antenna Statistics, Spectra, and Waterfalls¶

Here we show the metrics for each antenna and the spectra/waterfalls that hopefully explain what led to them. The table reproduces the information from Table 1 above. The first four panels in each row clearly highlight the antenna's spectrum as it compares to the mean good antenna (black) and the distribution of good antennas (gray). Spectra in red were flagged as outliers. Spectra in purple were flagged for some other reason, either another metric or on the other polarization. Good antennas are shown in green. Completely flagged channels (RFI and band edges) appear as white gaps. In the fifth column, the waterfall of that autocorrelation is shown on a linear scale after RFI/band edge flags (white). In the sixth column, we show the log (base 10) of the same waterfall, divided by the average good antennas' waterfall of that polarization and then normalized to an average of 1.

In [30]:
Plot_All_Auto_Metrics()

Antenna 41: 2459968

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
41 N04 digital_ok ee Power inf 153.497659 156.202561 inf inf 5081.252551 5374.587418 527.100871 570.204724

Antenna 324: 2459968

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
324 N04 not_connected ee Power inf 174.769517 146.425196 inf inf 4181.452171 3930.159686 416.973080 473.219046

Antenna 114: 2459968

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
114 N11 not_connected ee Temporal Discontinuties 196.293232 12.461538 3.909220 38.762024 13.663686 180.871372 11.420653 196.293232 13.858623

Antenna 84: 2459968

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
84 N08 RF_maintenance ee Temporal Discontinuties 130.062564 7.370097 10.012652 44.274384 35.300701 92.269796 55.573645 130.062564 62.838523

Antenna 28: 2459968

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
28 N01 RF_maintenance nn Shape 62.045545 13.834073 62.045545 0.650776 2.733857 10.560469 23.389841 2.770501 7.995013

Antenna 18: 2459968

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
18 N01 RF_maintenance nn Shape 45.151226 5.988051 45.151226 10.750282 -0.087402 14.877319 16.463607 6.088402 6.354901

Antenna 242: 2459968

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
242 N19 RF_ok ee Temporal Variability 35.280045 24.974639 2.043043 -0.669238 2.235843 35.280045 3.251063 4.405869 1.791063

Antenna 243: 2459968

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
243 N19 RF_ok ee Shape 33.432880 33.432880 4.246768 0.544713 -1.155652 9.302067 -0.366453 3.512025 -0.981421

Antenna 240: 2459968

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
240 N19 RF_maintenance nn Shape 33.324730 5.070148 33.324730 0.243470 0.097144 1.337247 12.323433 1.801324 1.805806

Antenna 77: 2459968

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
77 N06 not_connected ee Shape 31.418564 31.418564 0.279706 1.588700 -0.011930 9.422496 -0.828087 3.110921 -0.416625

Antenna 166: 2459968

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
166 N14 RF_maintenance nn Temporal Variability 22.119911 -0.437181 0.190547 -1.211782 -1.107978 -0.381278 22.119911 -1.031976 0.162645

Antenna 68: 2459968

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
68 N03 dish_maintenance nn Temporal Variability 18.033315 14.219713 9.322316 2.542792 15.496967 5.929499 18.033315 2.991484 6.548898

Antenna 36: 2459968

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
36 N03 RF_maintenance nn Temporal Variability 17.878631 7.455116 7.271565 14.405314 14.346066 15.678585 17.878631 6.257324 6.262979

Antenna 110: 2459968

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
110 N10 RF_maintenance nn Temporal Variability 17.635294 9.829681 8.139618 14.751660 15.243835 15.096546 17.635294 6.191069 6.166145

Antenna 320: 2459968

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
320 N03 dish_maintenance nn Temporal Variability 17.488158 4.672258 4.560078 2.930402 7.770914 4.584529 17.488158 2.267884 6.117987

Antenna 189: 2459968

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
189 N15 digital_ok nn Temporal Variability 17.432307 5.259588 7.010669 10.239698 11.338102 14.833890 17.432307 6.236655 6.275779

Antenna 111: 2459968

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
111 N10 digital_ok nn Temporal Variability 17.373474 5.577013 6.817406 10.682360 11.364475 14.856753 17.373474 6.100194 6.185216

Antenna 142: 2459968

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
142 N13 RF_maintenance nn Temporal Variability 17.343249 0.076815 6.439520 -0.842205 11.552790 4.523256 17.343249 1.240357 6.051197

Antenna 27: 2459968

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
27 N01 RF_maintenance nn Temporal Variability 17.340341 5.893846 6.041437 10.732411 11.377831 14.845056 17.340341 6.183927 6.068960

Antenna 63: 2459968

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
63 N06 not_connected nn Temporal Variability 17.339685 -0.225984 6.582750 0.129691 5.555290 1.010606 17.339685 -0.407460 6.131685

Antenna 182: 2459968

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
182 N13 digital_ok nn Temporal Variability 17.333378 0.249248 6.378452 -1.377804 11.228227 -0.911964 17.333378 -0.838244 6.099097

Antenna 156: 2459968

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
156 N12 RF_maintenance nn Temporal Variability 17.315302 1.888733 6.344270 8.477419 11.234475 10.333928 17.315302 3.079274 6.168038

Antenna 55: 2459968

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
55 N04 digital_ok nn Temporal Variability 17.277463 5.751919 6.526397 10.205599 10.938802 14.730764 17.277463 6.093896 6.110258

Antenna 29: 2459968

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
29 N01 digital_ok nn Temporal Variability 17.266957 5.743612 6.280329 10.348089 10.977893 14.807503 17.266957 6.115166 6.039577

Antenna 173: 2459968

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
173 N16 digital_ok nn Temporal Variability 17.262678 7.585674 6.987491 4.384012 5.145512 14.901801 17.262678 6.337576 6.417932

Antenna 117: 2459968

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
117 N07 RF_maintenance nn Temporal Variability 17.235838 6.048066 7.474787 10.890068 11.966397 14.490684 17.235838 6.132279 6.221106

Antenna 34: 2459968

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
34 N06 not_connected nn Temporal Variability 17.230757 5.963087 6.737163 5.068210 5.574035 14.749303 17.230757 6.185616 6.115616

Antenna 94: 2459968

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
94 N10 digital_ok nn Temporal Variability 17.219638 5.925795 6.935488 10.963336 11.436864 14.778842 17.219638 6.155471 6.056569

Antenna 109: 2459968

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
109 N10 digital_ok nn Temporal Variability 17.201048 5.587356 6.421033 10.176063 10.700873 14.805926 17.201048 6.099698 6.111868

Antenna 58: 2459968

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
58 N05 RF_maintenance nn Temporal Variability 17.115279 6.072787 6.256644 10.636997 11.523899 14.669038 17.115279 6.162204 6.086938

Antenna 47: 2459968

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
47 N06 not_connected nn Temporal Variability 17.114001 6.620129 6.421264 4.856142 5.159120 14.537171 17.114001 6.145523 6.013172

Antenna 60: 2459968

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
60 N05 RF_maintenance nn Temporal Variability 17.106762 0.121977 6.390964 -0.378532 11.533248 -0.969350 17.106762 -0.214094 6.039103

Antenna 80: 2459968

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
80 N11 not_connected nn Temporal Variability 17.104992 0.890113 6.679690 0.374795 5.513894 0.334870 17.104992 0.209119 6.068323

Antenna 180: 2459968

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
180 N13 RF_maintenance nn Temporal Variability 17.097435 0.608038 7.198869 -1.112719 11.708873 1.578204 17.097435 -0.788098 6.158168

Antenna 79: 2459968

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
79 N11 not_connected nn Temporal Variability 17.043551 -0.327368 6.608770 -1.404004 5.596387 -0.957721 17.043551 -0.911407 6.009177

Antenna 128: 2459968

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
128 N10 digital_ok nn Temporal Variability 17.040801 5.627275 6.408371 10.807685 11.500060 14.509535 17.040801 6.075957 6.041210

Antenna 113: 2459968

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
113 N11 not_connected nn Temporal Variability 16.993311 6.429621 6.506541 4.705854 5.608352 14.512364 16.993311 6.198684 6.036614

Antenna 96: 2459968

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
96 N11 not_connected nn Temporal Variability 16.974209 5.980155 6.472489 4.913923 5.707373 14.442871 16.974209 6.082724 6.056660

Antenna 72: 2459968

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
72 N04 digital_ok nn Temporal Variability 16.948945 6.098547 7.126362 11.159303 11.994982 14.500126 16.948945 6.117912 6.069944

Antenna 143: 2459968

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
143 N14 digital_ok nn Temporal Variability 16.891072 -0.307864 6.790832 0.821742 11.639691 1.390931 16.891072 1.048888 6.155949

Antenna 225: 2459968

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
225 N19 RF_ok nn Temporal Variability 16.822051 2.586813 6.598194 1.407785 5.307106 -0.770350 16.822051 0.710166 5.325686

Antenna 81: 2459968

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
81 N07 digital_ok nn Temporal Variability 16.692627 -0.000139 7.333267 0.091270 10.119772 0.222046 16.692627 -0.234182 6.191970

Antenna 262: 2459968

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
262 N20 dish_maintenance nn Temporal Variability 16.601378 3.797051 4.363536 9.647394 10.412472 14.580173 16.601378 6.431858 6.294558

Antenna 126: 2459968

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
126 N09 RF_maintenance ee Temporal Variability 16.554828 5.317163 -0.661433 -0.574844 0.915392 16.554828 -0.739092 0.148202 0.809722

Antenna 206: 2459968

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
206 N19 RF_ok ee Temporal Variability 16.356819 2.222444 2.662651 2.518764 -0.642764 16.356819 -0.010392 2.949618 -0.715149

Antenna 209: 2459968

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
209 N20 dish_maintenance nn Temporal Variability 16.021482 3.578255 5.201223 9.500798 9.800504 14.179931 16.021482 6.462667 6.308459

Antenna 131: 2459968

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
131 N11 not_connected nn Temporal Variability 15.702618 -0.132453 4.993866 0.356725 5.347711 -1.158876 15.702618 -0.558182 2.378063

Antenna 208: 2459968

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
208 N20 dish_maintenance nn Temporal Variability 15.523446 3.961800 7.691685 9.467723 10.569120 14.329567 15.523446 6.353825 8.470364

Antenna 51: 2459968

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
51 N03 dish_maintenance ee Temporal Variability 15.358951 8.961745 8.628278 13.174733 -1.045554 15.358951 8.338138 6.618752 0.964429

Antenna 185: 2459968

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
185 N14 digital_ok ee Shape 15.138368 15.138368 0.070182 0.028701 -1.372665 10.525485 0.481279 1.211991 -1.287118

Antenna 155: 2459968

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
155 N12 RF_maintenance ee Temporal Variability 14.876689 5.989976 -0.695997 10.426450 -1.371319 14.876689 0.454733 6.190896 -0.692952

Antenna 136: 2459968

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
136 N12 digital_ok ee Temporal Variability 14.859241 5.639789 -0.335900 10.263346 -0.914194 14.859241 0.203246 6.196814 -0.665603

Antenna 200: 2459968

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
200 N18 RF_maintenance ee Temporal Variability 14.828599 6.710021 13.463099 4.809316 -0.883926 14.828599 10.504133 6.226938 3.466008

Antenna 108: 2459968

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
108 N09 RF_maintenance ee Temporal Variability 14.776542 5.762731 14.120016 10.703477 2.430474 14.776542 10.687179 6.152597 2.995121

Antenna 40: 2459968

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
40 N04 digital_ok ee Temporal Variability 14.754193 5.382651 -0.506931 10.343299 0.574024 14.754193 -1.383071 6.086275 -0.023558

Antenna 92: 2459968

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
92 N10 RF_maintenance nn Shape 14.705809 10.559085 14.705809 1.976535 2.940752 9.965050 9.435589 2.645141 3.392309

Antenna 15: 2459968

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
15 N01 digital_ok ee Temporal Variability 14.696146 5.624818 13.177327 10.711385 1.836302 14.696146 5.721497 6.085300 2.667405

Antenna 16: 2459968

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
16 N01 digital_ok ee Temporal Variability 14.672075 5.668453 0.398638 10.726385 0.680066 14.672075 2.067799 6.118466 0.732072

Antenna 146: 2459968

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
146 N14 digital_ok ee Temporal Variability 14.667791 5.863467 -0.869824 4.658026 0.187549 14.667791 -0.952057 6.075402 -0.755666

Antenna 133: 2459968

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
133 N11 not_connected ee Temporal Variability 14.643765 6.392593 -0.197044 4.675173 -1.433612 14.643765 -0.600036 6.086145 -1.139620

Antenna 3: 2459968

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
3 N01 digital_ok ee Temporal Variability 14.643460 5.724977 11.851418 10.764953 0.908096 14.643460 6.358166 6.080600 2.823310

Antenna 170: 2459968

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
170 N15 digital_ok ee Temporal Variability 14.594341 7.022876 -0.064338 11.074108 -0.761620 14.594341 0.195594 6.274845 -0.009081

Antenna 59: 2459968

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
59 N05 RF_maintenance ee Temporal Variability 14.356051 5.744090 -0.025843 10.221248 0.930758 14.356051 2.425603 6.091743 1.337903

Antenna 90: 2459968

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
90 N09 RF_maintenance nn Temporal Variability 13.511587 0.193736 -0.204315 0.862814 3.914673 -0.998423 13.511587 0.656849 3.206163

Antenna 192: 2459968

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
192 N16 digital_ok nn Temporal Variability 13.480524 1.925468 2.089885 5.516370 5.420349 11.003690 13.480524 5.104543 5.265480

Antenna 224: 2459968

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
224 N19 RF_ok nn Temporal Variability 13.355290 2.234552 2.027194 5.829579 5.401216 11.554351 13.355290 5.398461 5.254540

Antenna 193: 2459968

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
193 N16 digital_ok ee Temporal Variability 11.617349 2.225014 0.788674 5.736723 2.168134 11.617349 4.172138 5.314965 1.640603

Antenna 32: 2459968

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
32 N02 RF_maintenance nn Shape 11.090028 0.272452 11.090028 -0.313420 3.922903 -0.965313 7.752417 0.166932 2.458062

Antenna 201: 2459968

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
201 N18 RF_maintenance nn Temporal Variability 10.982484 0.270409 1.258151 3.641558 4.745980 4.274163 10.982484 3.172964 4.620687

Antenna 9: 2459968

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
9 N02 digital_ok ee Temporal Variability 10.717043 2.389264 -0.741862 8.690678 -0.518725 10.717043 -0.653940 2.755581 0.378727

Antenna 145: 2459968

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
145 N14 RF_maintenance nn Temporal Variability 10.144697 -0.979154 -0.235191 -1.219997 4.128449 -0.245962 10.144697 -0.866194 4.422832

Antenna 144: 2459968

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
144 N14 digital_ok nn Temporal Variability 10.078513 0.314006 0.488742 -1.348204 1.339077 -0.866358 10.078513 -1.050487 1.841977

Antenna 54: 2459968

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
54 N04 digital_ok ee Shape 9.802003 9.802003 -0.143139 5.533005 3.267347 4.406432 0.631845 6.737684 3.427603

Antenna 165: 2459968

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
165 N14 digital_ok ee Shape 9.794207 9.794207 -0.829564 -0.336629 -1.154502 1.308970 -0.758780 -0.208421 -0.785808

Antenna 56: 2459968

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
56 N04 digital_ok nn Temporal Variability 9.360140 1.363022 1.549998 5.775743 8.133587 5.580378 9.360140 4.275810 4.680485

Antenna 246: 2459968

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
246 N20 RF_maintenance nn Shape 9.003010 8.651804 9.003010 -1.099370 -0.288071 5.714293 5.913683 2.847959 2.746843

Antenna 104: 2459968

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
104 N08 RF_maintenance nn Power 8.618153 0.977255 6.968444 -1.374099 8.618153 2.544834 5.994582 -1.437995 7.528712

Antenna 151: 2459968

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

Antenna 161: 2459968

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
161 N13 digital_ok nn Temporal Variability 7.641600 -0.678260 6.498123 -0.069253 0.329961 -0.659695 7.641600 0.024232 1.065855

Antenna 4: 2459968

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
4 N01 RF_maintenance ee Temporal Variability 7.598916 1.394182 -0.478196 1.419233 0.823245 7.598916 3.145865 1.312669 0.788776

Antenna 164: 2459968

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
164 N14 digital_ok ee Temporal Variability 7.458173 -0.595715 0.220509 0.630569 -0.171822 7.458173 3.061381 0.598857 -0.231708

Antenna 78: 2459968

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
78 N06 not_connected ee Shape 7.123272 7.123272 0.337760 -1.156280 1.553442 0.650873 0.805028 -0.493271 0.976155

Antenna 86: 2459968

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
86 N08 digital_ok ee Temporal Variability 6.823201 -0.083245 -0.749758 0.747327 0.925295 6.823201 -0.686294 0.276418 1.081439

Antenna 50: 2459968

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
50 N03 RF_maintenance nn Temporal Variability 6.543186 0.811500 0.926219 0.383877 1.134948 1.529738 6.543186 0.945721 2.070019

Antenna 121: 2459968

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
121 N08 digital_ok nn Temporal Discontinuties 6.315984 2.770375 0.882321 -1.035455 5.830079 0.408466 2.758108 -0.109687 6.315984

Antenna 42: 2459968

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
42 N04 digital_ok nn Power 6.130020 0.019578 -0.264326 4.845885 6.130020 1.483567 3.366882 3.785716 5.028242

Antenna 241: 2459968

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
241 N19 RF_ok nn Shape 5.353162 4.098098 5.353162 -0.344765 0.789334 -0.577431 1.562072 -0.313080 0.948788

Antenna 226: 2459968

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
226 N19 RF_ok nn Temporal Variability 5.131065 1.167349 4.397584 0.626092 1.311454 -1.190305 5.131065 -0.105003 1.878580

Antenna 228: 2459968

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
228 N20 RF_maintenance nn Shape 5.123789 2.612062 5.123789 -0.758176 -0.397022 1.445988 2.068412 -0.632021 0.248868

Antenna 97: 2459968

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
97 N11 not_connected nn Temporal Variability 5.039728 -0.166665 2.133386 -0.426151 1.850633 -1.452166 5.039728 -0.509089 3.162760

Antenna 244: 2459968

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
244 N20 RF_maintenance ee Temporal Variability 5.018033 3.728892 2.927143 1.547390 -0.572354 5.018033 2.484785 0.164868 -0.647034

Antenna 135: 2459968

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
135 N12 RF_maintenance ee Temporal Variability 4.865509 -0.632876 -0.877206 -1.205310 -1.132369 4.865509 0.955810 -0.011395 -1.045212

Antenna 22: 2459968

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
22 N06 not_connected nn Temporal Variability 4.862529 -0.414909 0.392387 0.816879 0.402185 2.699645 4.862529 0.405969 -0.128230

Antenna 205: 2459968

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
205 N19 RF_ok nn Shape 4.665474 3.921233 4.665474 0.544989 -0.324965 -0.522323 -0.043151 0.152490 -0.343775

Antenna 159: 2459968

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
159 N13 RF_maintenance nn Temporal Variability 4.457346 2.143965 3.958877 -1.182028 -0.964083 0.049589 4.457346 -0.945017 1.799500

Antenna 207: 2459968

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
207 N19 RF_ok ee Shape 4.379162 4.379162 4.247218 1.856019 -0.995406 1.377780 0.787374 1.327885 -0.854417

Antenna 61: 2459968

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
61 N06 not_connected ee Temporal Variability 4.294380 -0.582730 -0.420422 -0.424388 -1.428607 4.294380 -1.606054 -1.154718 -1.392301

Antenna 66: 2459968

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
66 N03 digital_ok ee Temporal Variability 4.175741 0.183186 0.402632 -1.410314 -1.343104 4.175741 -0.586603 -1.288120 -1.549779

Antenna 329: 2459968

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
329 N12 dish_maintenance ee Temporal Variability 3.929760 3.006831 1.368731 0.597021 -0.503517 3.929760 -0.722011 3.439643 0.190733

Antenna 48: 2459968

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
48 N06 not_connected nn Temporal Variability 3.883188 -0.043875 -0.199343 1.003454 2.248465 -0.665511 3.883188 0.187524 1.676008

Antenna 103: 2459968

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
103 N08 digital_ok ee Power 3.840520 2.096999 2.765878 3.840520 -1.176291 2.135967 1.549958 3.762250 -0.810783

Antenna 227: 2459968

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
227 N20 RF_ok ee Shape 3.735910 3.735910 1.770959 -1.176405 0.449013 0.865773 -0.068149 -0.099591 -0.111446

Antenna 120: 2459968

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
120 N08 RF_maintenance ee Temporal Variability 3.656665 3.326731 0.901842 2.548886 -1.065624 3.656665 2.020532 3.063860 -0.748292

Antenna 93: 2459968

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
93 N10 digital_ok ee Temporal Variability 3.513125 0.325164 -0.404887 2.129492 -1.166845 3.513125 0.244542 3.006443 -1.267815

Antenna 20: 2459968

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
20 N02 digital_ok ee Temporal Discontinuties 3.456954 0.335781 -1.010789 2.244055 -1.199637 0.535510 0.587052 3.456954 -0.930663

Antenna 223: 2459968

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
223 N19 RF_ok ee Shape 3.296766 3.296766 2.283685 -1.038397 1.475736 0.116659 0.618346 -0.922827 1.018919

Antenna 171: 2459968

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
171 N16 digital_ok nn Temporal Variability 3.277082 2.811168 2.740540 -1.046219 0.268599 -0.921809 3.277082 -1.075893 -0.787873

Antenna 87: 2459968

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
87 N08 RF_maintenance nn Shape 3.114081 0.926475 3.114081 -0.968259 -0.802607 0.029197 0.340459 -0.865338 -0.940642

Antenna 17: 2459968

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
17 N01 digital_ok nn Shape 3.084883 2.144401 3.084883 0.241646 0.298952 0.070416 0.435948 0.327861 -0.046972

Antenna 261: 2459968

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
261 N20 RF_ok nn Shape 3.017325 2.900136 3.017325 1.249898 -0.157027 -0.313387 -1.069704 0.513472 -0.542369

Antenna 158: 2459968

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
158 N12 digital_ok nn Temporal Variability 2.866801 -0.727386 -0.418104 -0.294958 -0.622336 2.727335 2.866801 0.071250 0.181271

Antenna 122: 2459968

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
122 N08 digital_ok nn Shape 2.850283 1.599095 2.850283 -0.101527 0.603024 1.394802 1.178432 0.097225 0.853340

Antenna 123: 2459968

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
123 N08 digital_ok nn Shape 2.691301 2.312845 2.691301 0.376739 0.629643 -0.425632 -0.835141 0.806891 0.886422

Antenna 179: 2459968

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
179 N12 RF_maintenance nn Temporal Variability 2.680763 2.249856 -0.170781 0.261323 -1.365877 -0.287087 2.680763 0.665548 -0.966983

Antenna 137: 2459968

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
137 N07 RF_maintenance ee Temporal Variability 2.547188 1.186567 0.035389 0.130918 -1.032626 2.547188 -0.098912 0.396580 -1.351569

Antenna 187: 2459968

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
187 N14 digital_ok nn Power 2.523038 -0.365433 0.253615 -1.410953 2.523038 -0.258266 1.655258 -1.076203 2.258971

Antenna 229: 2459968

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
229 N20 RF_maintenance nn Temporal Variability 2.516854 -0.023868 0.109476 2.038240 1.818337 0.433282 2.516854 1.129687 1.078932

Antenna 53: 2459968

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
53 N03 digital_ok nn Shape 2.437913 1.864782 2.437913 0.009990 0.176880 0.394626 1.907264 0.356531 0.385368

Antenna 191: 2459968

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
191 N15 digital_ok ee Temporal Discontinuties 2.334234 -0.598587 -0.147654 1.202944 -0.422765 0.095400 -0.131968 2.334234 0.172582

Antenna 112: 2459968

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
112 N10 digital_ok nn Temporal Variability 2.173019 -0.660698 -0.881627 0.218938 0.195260 0.200304 2.173019 0.491947 0.617337

Antenna 333: 2459968

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
333 N12 dish_maintenance ee Shape 2.142616 2.142616 2.125745 -0.729354 -1.263703 0.390811 -0.523973 1.871362 0.739394

Antenna 82: 2459968

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
82 N07 RF_maintenance nn Power 2.116975 0.554373 0.048738 0.243778 2.116975 -1.099256 -0.411999 0.179401 1.664118

Antenna 202: 2459968

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
202 N18 digital_ok ee Power 2.088218 -0.140392 0.190028 2.088218 -1.056441 1.480287 -0.149185 1.553595 1.291108

Antenna 162: 2459968

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
162 N13 digital_ok ee Temporal Variability 2.085802 1.183596 -0.568510 -0.543299 -0.808526 2.085802 1.606428 -0.962475 -1.486606

Antenna 245: 2459968

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
245 N20 RF_ok nn Shape 2.079522 1.996037 2.079522 0.597759 -0.717207 -0.565613 -0.958299 0.041003 -1.129052

Antenna 139: 2459968

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
139 N13 RF_maintenance ee Power 2.079232 1.175580 1.434534 2.079232 -0.617440 1.405133 -0.897381 1.636139 -0.958770

Antenna 5: 2459968

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
5 N01 digital_ok nn Temporal Variability 2.028185 0.214117 -0.198558 0.151057 0.026760 -0.882824 2.028185 0.534327 0.202548

Antenna 325: 2459968

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
325 N09 dish_ok ee Temporal Variability 1.960027 0.187760 -0.198429 1.838117 -0.941516 1.960027 -0.197649 0.393211 0.503475

Antenna 160: 2459968

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
160 N13 digital_ok nn Temporal Variability 1.946950 0.042599 -0.591547 -0.452740 -0.762191 -0.968836 1.946950 -0.229613 -0.562603

Antenna 49: 2459968

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
49 N06 not_connected ee Temporal Variability 1.906376 0.006039 -0.742758 -1.008766 0.679313 1.906376 -0.177793 -0.315526 -0.171258

Antenna 69: 2459968

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
69 N04 digital_ok ee Shape 1.786904 1.786904 -0.766734 0.182649 0.726854 0.087393 1.676184 0.158072 0.593572

Antenna 127: 2459968

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
127 N10 digital_ok ee Temporal Variability 1.786515 0.860459 0.667420 0.280575 0.257790 1.786515 0.794244 0.205716 0.170877

Antenna 106: 2459968

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
106 N09 digital_ok ee Temporal Variability 1.712858 0.085836 -0.467255 -1.181252 -0.665158 1.712858 -0.245273 -1.437916 -1.133807

Antenna 210: 2459968

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
210 N20 dish_maintenance ee Shape 1.688405 1.688405 0.972032 -1.276249 -0.895957 -0.668267 -0.781915 -1.145074 -0.672157

Antenna 37: 2459968

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
37 N03 digital_ok nn Temporal Discontinuties 1.664150 0.225629 1.626251 -1.405334 1.518490 0.479641 0.344774 -1.204640 1.664150

Antenna 30: 2459968

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
30 N01 digital_ok ee Temporal Variability 1.624593 0.505129 1.128551 -0.993902 0.367274 1.624593 -0.125435 -1.000377 0.138054

Antenna 102: 2459968

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
102 N08 RF_maintenance ee Temporal Variability 1.580364 -0.923808 -0.483684 -0.431101 -1.278875 1.580364 1.063015 -1.112318 -1.145790

Antenna 62: 2459968

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
62 N06 not_connected nn Power 1.565440 -0.462979 -0.726624 -0.799791 1.565440 -0.710526 -0.084609 -1.174165 0.839022

Antenna 21: 2459968

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
21 N02 digital_ok nn Temporal Variability 1.557898 0.367752 0.077433 -0.886558 0.005572 -0.079901 1.557898 0.115415 1.273785

Antenna 70: 2459968

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
70 N04 digital_ok nn Temporal Variability 1.545978 0.885398 -1.021944 -0.359442 -0.024860 1.041028 1.545978 -0.647382 -0.197489

Antenna 141: 2459968

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
141 N13 digital_ok ee Temporal Variability 1.534184 -0.591886 -0.947760 -0.417011 1.134409 1.534184 -0.411388 -0.095436 0.585346

Antenna 10: 2459968

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
10 N02 digital_ok ee Temporal Discontinuties 1.528760 -0.335811 -0.636584 0.399667 -1.296090 0.861193 0.477813 1.528760 -0.081147

Antenna 65: 2459968

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
65 N03 digital_ok ee Shape 1.527076 1.527076 1.373843 0.376654 1.004990 0.220838 0.488582 0.693460 0.943620

Antenna 89: 2459968

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
89 N09 RF_maintenance ee Shape 1.511608 1.511608 0.438872 -0.047029 0.849410 0.190308 -0.751711 -0.270228 0.434584

Antenna 211: 2459968

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
211 N20 RF_ok ee Shape 1.510597 1.510597 1.046928 -0.940450 0.270257 -0.716411 -0.118336 -1.358435 -0.684546

Antenna 101: 2459968

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
101 N08 digital_ok nn Shape 1.431076 0.869231 1.431076 -0.866934 0.734801 -0.529342 0.906724 -0.757320 0.903508

Antenna 35: 2459968

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
35 N06 not_connected ee Power 1.408140 -0.193282 -0.695469 1.408140 -1.403048 0.094137 -0.826471 0.636478 0.597297

Antenna 238: 2459968

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
238 N18 RF_ok ee Power 1.370213 -0.600168 -0.432202 1.370213 0.665597 -0.495476 -0.525954 0.622510 -0.265858

Antenna 45: 2459968

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
45 N05 digital_ok nn Temporal Variability 1.279242 -0.820912 0.777518 0.003281 0.430117 -0.339561 1.279242 0.005552 0.951890

Antenna 186: 2459968

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
186 N14 digital_ok ee Temporal Variability 1.266633 -0.770942 -0.955356 -1.066832 -0.003281 1.266633 -0.838597 -1.351240 -0.883333

Antenna 88: 2459968

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
88 N09 digital_ok nn Temporal Variability 1.261581 0.403137 0.726049 0.321117 0.739432 -1.155460 1.261581 -0.279882 0.318118

Antenna 167: 2459968

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
167 N15 digital_ok ee Temporal Variability 1.246693 -0.348185 -0.401303 -1.295696 -0.180093 1.246693 0.203375 -1.237768 0.105518

Antenna 95: 2459968

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
95 N11 not_connected nn Power 1.225728 0.831959 0.734061 -0.602999 1.225728 -0.198129 0.680715 -0.907027 0.649762

Antenna 31: 2459968

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
31 N02 digital_ok nn Temporal Variability 1.215719 0.050820 -0.425038 0.845329 1.021968 0.324944 1.215719 1.188077 1.199742

Antenna 183: 2459968

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
183 N13 digital_ok ee Temporal Variability 1.214785 -0.790236 -0.389112 -1.004809 -0.092410 1.214785 -1.015485 -0.845877 -0.111211

Antenna 52: 2459968

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
52 N03 RF_maintenance ee Temporal Variability 1.145002 1.088742 0.602540 -0.957645 0.083164 1.145002 0.134965 -0.767715 -0.109017

Antenna 157: 2459968

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
157 N12 digital_ok nn Temporal Discontinuties 0.976531 -0.015660 0.193874 -0.196035 0.608463 -0.928212 -0.040918 0.103186 0.976531

Antenna 190: 2459968

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
190 N15 digital_ok nn Temporal Variability 0.974079 -0.846780 -0.952548 -0.792261 0.811637 -1.180167 0.974079 -0.357963 0.097851

Antenna 118: 2459968

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
118 N07 digital_ok ee Shape 0.966154 0.966154 0.431835 -0.209218 0.609909 0.151781 -0.075176 -0.187524 0.538603

Antenna 71: 2459968

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
71 N04 digital_ok ee Shape 0.962782 0.962782 0.043438 0.145643 0.878007 0.550640 0.326137 0.368400 0.884051

Antenna 168: 2459968

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
168 N15 digital_ok ee Temporal Variability 0.955554 -0.724958 -0.442231 0.126633 -0.382484 0.955554 -0.593338 0.596237 -0.093877

Antenna 181: 2459968

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
181 N13 digital_ok ee Temporal Variability 0.898862 -0.202403 0.196105 0.351285 0.545580 0.898862 -0.598689 0.487923 0.733884

Antenna 85: 2459968

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
85 N08 digital_ok nn Shape 0.886586 0.036533 0.886586 0.613409 0.668690 -0.760149 -0.829173 0.355821 0.505755

Antenna 73: 2459968

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
73 N05 RF_maintenance ee Temporal Variability 0.867498 -0.961880 -0.298726 -1.342191 -1.314904 0.867498 -0.647504 -1.348943 -1.388447

Antenna 220: 2459968

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
220 N18 RF_maintenance ee Power 0.867055 -0.541790 -0.962185 0.867055 -0.007738 -1.067230 0.566606 0.401387 -0.702424

Antenna 105: 2459968

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
105 N09 digital_ok nn Power 0.843132 -0.422684 0.096334 0.125443 0.843132 -0.103114 -0.953640 0.063249 0.504595

Antenna 163: 2459968

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
163 N14 digital_ok nn Temporal Variability 0.816996 -0.773252 -0.267993 -0.461176 0.249844 -1.133188 0.816996 -0.397891 0.276536

Antenna 125: 2459968

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
125 N09 RF_maintenance nn Power 0.795629 0.509311 -0.565772 0.069604 0.795629 0.694801 -0.128535 -0.005552 0.536289

Antenna 64: 2459968

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
64 N06 not_connected nn Temporal Discontinuties 0.775899 -0.827993 0.156643 -0.364604 -0.792940 -0.457730 -0.310740 -0.445371 0.775899

Antenna 38: 2459968

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
38 N03 digital_ok nn Shape 0.743663 0.204361 0.743663 0.076570 0.549315 -0.393301 0.039619 0.273155 0.502608

Antenna 124: 2459968

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
124 N09 digital_ok nn Temporal Discontinuties 0.708369 -0.000310 0.358263 -0.046840 0.682640 -0.599269 -0.288503 0.103471 0.708369

Antenna 43: 2459968

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
43 N05 RF_maintenance nn Power 0.703884 -0.412078 -0.872393 0.502333 0.703884 -0.378980 0.512888 -0.012110 0.572195

Antenna 67: 2459968

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
67 N03 digital_ok nn Power 0.690678 -0.200082 -0.373655 -1.022751 0.690678 -0.995942 0.124422 -0.814011 0.481517

Antenna 8: 2459968

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
8 N02 RF_maintenance nn Temporal Discontinuties 0.584435 -0.230292 -0.180434 -0.768820 -0.056454 -1.095377 -0.095680 -0.146245 0.584435

Antenna 132: 2459968

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
132 N11 not_connected ee Temporal Variability 0.547957 -0.354278 0.204443 0.210479 -1.395474 0.547957 -0.626645 -0.687066 -1.379565

Antenna 184: 2459968

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
184 N14 digital_ok ee Shape 0.518982 0.518982 0.057213 -1.069124 -0.483874 -0.472073 -0.320301 -1.017583 0.126094

Antenna 239: 2459968

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
239 N18 RF_ok nn Power 0.511378 -0.561850 -0.257370 0.362523 0.511378 -0.624607 -1.031781 -0.242721 -0.246250

Antenna 19: 2459968

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
19 N02 digital_ok nn Temporal Variability 0.496583 -0.597048 -0.681562 -1.373218 -1.092909 -0.868359 0.496583 -1.076654 -0.809660

Antenna 140: 2459968

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
140 N13 digital_ok nn Temporal Variability 0.493422 -0.438177 -1.004772 -1.090821 0.258678 -0.818528 0.493422 -0.903911 -0.315409

Antenna 222: 2459968

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
222 N18 RF_ok nn Power 0.486965 -0.556788 -0.748489 0.089411 0.486965 -0.576714 -0.966055 -0.744674 -0.211268

Antenna 74: 2459968

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
74 N05 RF_maintenance ee Power 0.479037 -1.021335 0.241924 0.479037 -0.649490 0.137746 0.469764 -0.144115 -0.536882

Antenna 83: 2459968

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
83 N07 digital_ok nn Power 0.414770 0.000310 0.059968 0.156242 0.414770 -0.113111 -0.608307 -0.093618 0.347824

Antenna 7: 2459968

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
7 N02 digital_ok nn Temporal Discontinuties 0.377191 -0.239221 -0.472471 -1.343341 -0.354465 -0.746656 -0.688754 -0.576855 0.377191

Antenna 91: 2459968

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
91 N09 digital_ok ee Temporal Discontinuties 0.364568 -0.708783 -0.514465 0.323298 0.275728 -0.986346 -0.964561 0.364568 0.067386

Antenna 169: 2459968

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
169 N15 digital_ok nn Temporal Variability 0.345544 -0.878083 -0.657206 -1.122032 -1.028504 -0.080907 0.345544 -0.967017 -1.619012

Antenna 150: 2459968

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
150 N15 digital_ok nn Temporal Variability 0.190060 -0.725324 -1.130176 -0.593082 -0.904985 -0.872911 0.190060 -1.316605 -1.530092

Antenna 237: 2459968

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
237 N18 RF_ok ee Temporal Variability 0.013693 -0.324778 -0.835114 -0.010826 -1.248558 0.013693 -1.282815 -0.770269 -1.342505

Antenna 115: 2459968

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
115 N11 not_connected ee Temporal Variability -0.013693 -0.604479 -0.835639 -0.669669 -0.139269 -0.013693 -1.272368 -0.655745 -0.891117

Antenna 44: 2459968

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
44 N05 digital_ok ee Power -0.071341 -1.118451 -0.738274 -0.071341 -0.620855 -0.076275 -0.167785 -0.703739 -0.713223

Antenna 221: 2459968

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
221 N18 RF_ok ee Temporal Variability -0.148750 -0.602347 -0.764395 -1.033227 -0.410323 -0.148750 -0.695716 -1.118376 -1.060721

Antenna 107: 2459968

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
107 N09 digital_ok ee Shape -0.162610 -0.162610 -0.964871 -0.803708 -1.120840 -0.373193 -0.817831 -0.771143 -1.271111

Antenna 46: 2459968

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
46 N05 RF_maintenance ee Temporal Variability -0.337333 -0.785146 -0.973984 -1.045191 -0.506392 -0.337333 -0.911167 -0.676825 -1.211794

Antenna 57: 2459968

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
57 N04 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 147: 2459968

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
147 N15 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 148: 2459968

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
148 N15 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 149: 2459968

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
149 N15 digital_ok ee Shape nan nan nan inf inf nan nan nan nan
In [31]:
from hera_qm import __version__
print(__version__)

2.0.5.dev13+gd6c757c
In [ ]: