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 = "2460026"
data_path = "/mnt/sn1/2460026"
In [4]:
from astropy.time import Time
utc = Time(JD, format='jd').datetime
print(f'Date: {utc.month}-{utc.day}-{utc.year}')

Date: 3-22-2023
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/sn1/2460026 on JD 2460026...
Found auto_metrics results file at /mnt/sn1/2460026/zen.2460026.21278.sum.auto_metrics.h5.
Found 1851 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, 5, 9, 15, 16, 17, 18, 27, 28, 31, 32, 34, 36, 37, 47, 52, 54, 55, 58, 59, 60, 63, 65, 66, 68, 70, 77, 78, 79, 80, 81, 82, 83, 84, 87, 90, 92, 93, 94, 96, 101, 104, 108, 109, 111, 112, 113, 114, 117, 118, 121, 122, 124, 126, 127, 131, 134, 136, 137, 142, 143, 144, 147, 148, 149, 150, 151, 155, 156, 159, 161, 165, 167, 168, 169, 170, 180, 182, 184, 187, 189, 190, 191, 200, 204, 208, 209, 210, 211, 225, 226, 242, 243, 246, 262, 333]
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
137 N07 RF_maintenance nn Shape 49.709502 18.237957 49.709502 25.197270 23.791486 6.533137 4.844244 14.919422 11.628674
55 N04 digital_ok nn Shape 49.535804 -0.661003 49.535804 0.127485 7.774218 -0.430324 2.365691 -0.035720 1.198583
82 N07 RF_maintenance nn Shape 44.204976 18.336796 44.204976 25.111602 21.831407 7.495091 4.620972 19.410961 10.409084
27 N01 RF_maintenance nn Shape 39.959619 7.073126 39.959619 9.587160 5.678321 2.805861 3.357368 4.720895 4.882891
104 N08 RF_maintenance nn Shape 38.270191 7.476817 38.270191 0.080557 6.709507 1.024301 5.268320 0.019626 8.168442
108 N09 RF_maintenance nn Shape 35.210516 10.159886 35.210516 10.322721 1.884613 1.684544 1.205884 1.552029 0.999100
77 N06 not_connected ee Shape 35.206942 35.206942 14.509826 -0.045015 -0.747214 3.177220 -0.520710 0.340987 -0.271385
81 N07 digital_ok ee Shape 33.606473 33.606473 32.322443 22.833876 22.486082 3.200117 5.194490 8.794396 9.814410
200 N18 RF_maintenance nn Shape 32.502808 11.547872 32.502808 5.527276 0.288893 1.704222 0.837328 1.554608 0.608571
161 N13 digital_ok nn Shape 31.983252 -0.558060 31.983252 0.681702 0.678922 0.304269 -0.156340 0.950852 0.436161
83 N07 digital_ok nn Shape 30.274867 14.832980 30.274867 19.485054 19.607193 2.314077 2.621953 6.465981 7.838774
117 N07 RF_maintenance nn Power 26.190580 17.550506 24.892738 22.184571 26.190580 3.737291 6.532412 9.074560 19.156034
32 N02 RF_maintenance nn Shape 24.040145 24.022311 24.040145 0.039770 0.549769 0.649488 1.432456 -0.106719 0.749324
68 N03 dish_maintenance ee Shape 23.892073 23.892073 -0.384084 13.237981 0.252299 1.654360 -0.581116 1.454752 -0.258071
37 N03 digital_ok nn Shape 22.761175 1.614379 22.761175 -1.101887 13.320661 -0.833744 2.209637 -1.039696 1.335092
118 N07 digital_ok nn Power 22.166818 17.616667 15.178145 20.169439 22.166818 2.496095 2.802672 8.344004 9.955280
65 N03 digital_ok ee Shape 21.870799 21.870799 20.454484 13.117610 13.031264 1.733202 2.248234 1.531005 1.443756
28 N01 RF_maintenance nn Shape 21.499732 10.049314 21.499732 10.234690 4.052288 1.706008 2.392412 1.564409 3.189876
66 N03 digital_ok nn Shape 20.506385 1.080662 20.506385 1.456078 13.198208 -0.039879 2.137959 0.688625 1.249204
111 N10 digital_ok ee Shape 19.641720 19.641720 11.904055 1.742573 10.665355 1.138090 2.158864 1.908681 1.297721
96 N11 not_connected nn Shape 19.329809 -0.282600 19.329809 0.314604 -0.599637 -0.969396 -0.289452 -0.538169 -0.270313
18 N01 RF_maintenance nn Shape 19.281741 10.875139 19.281741 10.353910 1.177913 1.700403 1.673778 1.540287 1.569464
78 N06 not_connected ee Shape 18.796444 18.796444 -0.240543 0.024371 0.448334 -0.317374 -0.651036 0.297504 -0.142799
159 N13 RF_maintenance nn Shape 17.769404 1.344207 17.769404 -0.295525 0.028845 -0.428143 0.008134 -0.400412 0.224471
15 N01 digital_ok ee Shape 17.769278 17.769278 0.674700 0.287915 -0.148653 0.740259 0.066360 0.368842 0.060996
4 N01 RF_maintenance nn Shape 17.133412 -0.815131 17.133412 -1.124831 -0.643171 -0.866540 -0.191192 -0.902507 -0.151553
165 N14 digital_ok ee Shape 16.033747 16.033747 0.422201 0.583348 -0.192305 0.414397 -0.148815 0.543431 0.038552
84 N08 RF_maintenance nn Shape 15.782657 6.745616 15.782657 8.680630 13.332723 8.601748 2.188466 14.312501 1.407303
134 N11 not_connected nn Shape 14.902232 11.902744 14.902232 5.014722 5.409695 1.650359 2.166139 1.517897 1.375109
226 N19 RF_ok nn Shape 14.586218 -0.503603 14.586218 -1.135598 -0.371669 -1.200191 -0.245679 -1.133406 -0.313769
34 N06 not_connected nn Shape 14.275296 11.774837 14.275296 5.705611 5.905405 1.685219 2.189577 1.538889 1.399203
151 N16 digital_ok ee Shape 14.194206 14.194206 -0.451883 -0.725602 1.253052 -0.592276 0.206770 -0.512235 1.328294
16 N01 digital_ok nn Shape 14.109932 0.241798 14.109932 -0.126455 10.867630 -0.003229 2.185598 0.088570 1.393345
80 N11 not_connected nn Shape 14.053940 -0.040852 14.053940 -0.520831 5.854420 -1.435354 2.157871 -0.947741 1.337236
113 N11 not_connected nn Shape 13.825758 11.828940 13.825758 5.395651 5.931878 1.664394 2.169362 1.545323 1.376570
180 N13 RF_maintenance nn Shape 13.760282 0.610921 13.760282 -0.557521 10.921196 -0.509619 2.175564 -0.399286 1.400267
79 N11 not_connected nn Shape 13.495091 0.853912 13.495091 -0.345082 5.934338 -0.751101 2.173872 -0.210948 1.369365
63 N06 not_connected nn Shape 13.473046 -0.901092 13.473046 -1.057143 5.926761 -0.979355 2.214447 -1.103532 1.395178
3 N01 digital_ok nn Shape 13.467374 -0.108770 13.467374 0.485643 10.867247 0.348745 2.197901 0.998305 1.393061
94 N10 digital_ok nn Shape 13.455917 11.155566 13.455917 10.511992 10.710675 1.680503 2.190075 1.541664 1.383810
246 N20 dish_maintenance nn Shape 13.382342 -1.230824 13.382342 -1.119445 5.527042 -1.145230 2.209817 -0.960550 1.383319
142 N13 RF_maintenance nn Shape 13.291008 1.529233 13.291008 0.003850 10.805286 0.081410 2.189485 0.408988 1.393707
211 N20 RF_ok nn Shape 13.190839 0.804431 13.190839 -0.577339 5.953685 -0.900849 2.177483 -0.459655 1.394097
93 N10 digital_ok nn Shape 13.150829 10.537914 13.150829 10.402155 10.879389 1.666999 2.177389 1.550567 1.398037
242 N19 RF_ok ee Shape 13.142431 13.142431 -0.175437 -0.653543 0.620696 -0.680720 -0.498180 -0.664857 -0.086049
5 N01 digital_ok nn Shape 13.076457 10.763186 13.076457 10.325493 10.620885 1.704672 2.218706 1.547578 1.390384
47 N06 not_connected nn Shape 13.034141 11.247089 13.034141 5.604388 5.578721 1.686581 2.164425 1.582736 1.344671
114 N11 not_connected ee Shape 12.927827 12.927827 0.201586 5.550942 -0.686802 1.655472 -0.955923 1.509911 -0.820907
109 N10 digital_ok nn Shape 12.882954 9.565747 12.882954 10.350411 10.584707 1.613408 2.205674 1.355746 1.404527
60 N05 RF_maintenance nn Shape 12.847926 0.267664 12.847926 0.312565 10.782262 2.897387 2.098516 0.744761 1.258859
143 N14 RF_maintenance nn Shape 12.836747 9.525637 12.836747 10.162299 10.788383 1.776069 2.211411 2.896013 1.404444
58 N05 RF_maintenance nn Shape 12.830319 9.381452 12.830319 10.285232 10.784434 1.672634 2.179151 1.559152 1.393725
225 N19 RF_ok nn Shape 12.176756 -0.928597 12.176756 -0.144069 5.638327 -1.151609 1.984435 -0.880441 1.254512
182 N13 digital_ok nn Shape 12.142669 -0.977558 12.142669 -0.280877 10.566852 2.390975 2.208125 -0.904725 1.393776
262 N20 dish_maintenance nn Shape 12.061176 10.431509 12.061176 0.436992 0.330756 0.222330 0.301600 0.768224 0.552319
126 N09 RF_maintenance ee Shape 12.046394 12.046394 1.806771 0.664297 1.274374 2.886890 0.928247 0.924390 1.430871
156 N12 RF_maintenance nn Shape 11.880563 1.381261 11.880563 7.680992 10.615396 6.682456 2.221466 10.771601 1.429405
184 N14 digital_ok ee Shape 11.496222 11.496222 0.129386 6.610477 -0.465903 6.067438 -0.161731 8.368874 -0.231210
112 N10 digital_ok nn Temporal Discontinuties 11.400404 0.459397 1.869009 1.955999 8.932774 1.232346 6.724724 2.089443 11.400404
204 N19 RF_maintenance nn Shape 11.336329 10.902750 11.336329 1.509229 -0.787737 1.026752 -0.203452 2.339520 -0.574700
124 N09 digital_ok ee Power 10.558078 10.557091 0.058668 10.558078 1.006188 1.657846 0.460577 1.532386 1.108122
17 N01 digital_ok nn Temporal Discontinuties 10.480718 -0.048742 1.407700 0.975813 8.667479 0.564167 6.955114 1.484707 10.480718
59 N05 RF_maintenance ee Shape 10.398894 10.398894 0.210318 9.906968 0.910165 1.641179 0.782107 1.512745 1.028745
92 N10 RF_maintenance ee Power 10.296240 9.919498 0.043341 10.296240 0.646464 1.703329 0.584990 1.545766 0.758707
127 N10 digital_ok ee Power 10.284545 9.666879 0.883773 10.284545 2.903554 1.692982 2.832847 1.555780 3.348504
243 N19 RF_ok ee Shape 10.243988 10.243988 -0.633511 0.033631 -0.659318 1.458094 -0.731567 -0.203432 -0.336907
155 N12 RF_maintenance ee Power 10.136062 9.566303 -0.267275 10.136062 -0.432558 1.701702 0.832291 1.567490 0.091042
131 N11 not_connected nn Shape 10.064696 -1.045887 10.064696 -0.774571 5.634508 -1.206642 2.371067 -1.217809 2.340328
136 N12 digital_ok ee Power 10.007336 8.892742 0.622804 10.007336 0.055000 1.693070 -0.021789 1.562817 0.324874
54 N04 digital_ok ee Shape 9.078616 9.078616 4.814586 1.182817 -0.321725 0.877269 1.011782 0.796212 0.000092
121 N08 digital_ok nn Temporal Variability 8.550355 1.430147 5.700370 1.631343 5.992127 0.008173 8.550355 0.560973 7.989116
87 N08 RF_maintenance nn Shape 6.779795 3.521338 6.779795 0.222325 0.068124 0.190402 0.136837 0.460163 0.212305
101 N08 digital_ok nn Shape 6.690382 4.885774 6.690382 0.222786 1.220881 0.051803 0.807639 0.361725 1.374913
36 N03 RF_maintenance nn Shape 6.296459 5.523709 6.296459 1.152455 0.900300 0.907626 0.898492 1.747090 1.173618
90 N09 RF_maintenance ee Temporal Variability 5.439923 -0.024682 -0.286854 0.179261 -1.069732 5.439923 1.037578 0.287955 -0.712590
122 N08 digital_ok ee Shape 5.439058 5.439058 5.285808 -0.515546 -0.839538 -0.453530 -0.218850 -0.450491 -0.584938
9 N02 digital_ok ee Temporal Discontinuties 5.102690 0.417335 -0.630237 3.175121 -0.375407 3.025438 -0.167899 5.102690 0.056978
70 N04 digital_ok nn Temporal Discontinuties 5.064633 0.332340 0.404389 1.466801 2.915686 1.091269 2.193484 1.479247 5.064633
144 N14 digital_ok nn Temporal Variability 4.994795 -0.376474 1.116113 -0.330905 3.226443 -0.218189 4.994795 -0.234201 3.369847
187 N14 digital_ok ee Temporal Variability 4.859072 0.458981 -1.121661 0.666285 -0.661144 4.859072 -0.108533 0.750185 -0.763172
333 N12 dish_maintenance nn Shape 4.643531 2.045688 4.643531 -0.074409 -0.524152 0.032392 -0.555887 1.046624 0.408234
52 N03 RF_maintenance ee Shape 4.475204 4.475204 4.410058 0.657547 0.377816 0.489518 0.406000 0.922224 0.455702
31 N02 digital_ok ee Temporal Variability 4.050060 1.641234 -0.515351 1.372408 1.518650 4.050060 0.810107 3.486777 1.750529
224 N19 RF_ok ee Shape 3.922419 3.922419 3.576627 2.993757 2.720243 1.285592 1.487818 1.384066 1.140093
120 N08 RF_maintenance ee Temporal Discontinuties 3.910013 2.155265 1.382672 2.755104 -0.424501 2.045787 -0.107581 3.910013 -0.194970
103 N08 digital_ok nn Shape 3.888760 2.010769 3.888760 1.595542 -0.985971 3.770235 0.013934 -0.035598 -0.576825
205 N19 RF_ok ee Power 3.825011 3.753117 -0.206310 3.825011 -0.488674 1.960753 -0.343290 3.051080 -0.193856
106 N09 digital_ok ee Temporal Variability 3.737172 2.271496 2.181897 0.839626 0.189609 3.737172 -0.232404 1.192635 0.229999
192 N16 digital_ok nn Shape 3.730846 1.475750 3.730846 1.856198 2.770907 1.575620 1.568916 0.207631 1.166443
173 N16 digital_ok nn Shape 3.634725 3.350726 3.634725 2.640172 2.687365 1.055619 1.537792 1.194403 1.135709
325 N09 dish_ok nn Temporal Variability 3.629945 -0.118724 -1.071455 0.136123 -0.680407 -0.823540 3.629945 -0.511348 0.683060
181 N13 digital_ok nn Temporal Variability 3.587589 0.043903 0.187903 1.272784 1.250746 1.077117 3.587589 1.599934 1.993042
193 N16 digital_ok ee Shape 3.570462 3.570462 3.121056 2.793025 2.508161 1.138512 1.398082 1.260714 1.030852
45 N05 digital_ok nn Shape 3.348755 0.450693 3.348755 0.904233 1.015036 0.345389 0.626651 1.093832 1.293175
71 N04 digital_ok ee Shape 3.101389 3.101389 -0.431511 -0.282982 0.378402 -0.314830 0.127496 -0.278045 0.497067
123 N08 digital_ok nn Shape 3.074538 3.021696 3.074538 2.315732 0.897475 0.719134 -0.232096 1.058657 0.198498
139 N13 RF_maintenance nn Temporal Variability 3.059580 0.257706 0.478016 0.349848 -0.913829 -0.962183 3.059580 -0.343207 -0.727690
206 N19 RF_ok nn Power 2.984790 -0.155407 2.267201 0.445384 2.984790 0.859239 1.298520 0.377403 2.423381
30 N01 digital_ok ee Temporal Variability 2.898544 0.671092 -0.190008 0.684223 -0.725350 2.898544 -0.167754 1.040381 -0.477704
72 N04 digital_ok ee Temporal Discontinuties 2.875084 0.004621 0.253690 2.600776 1.166402 1.527285 1.224682 2.875084 2.636916
21 N02 digital_ok ee Temporal Variability 2.850019 -0.043543 -0.242364 0.230182 0.510191 2.850019 0.411966 0.528994 0.857426
56 N04 digital_ok nn Temporal Discontinuties 2.848028 -0.628297 0.417073 -1.157781 2.550069 -0.954736 2.279431 -1.147224 2.848028
85 N08 digital_ok nn Shape 2.817954 0.897160 2.817954 -0.373051 -0.640013 -1.212791 -0.268154 -0.913815 -0.451569
61 N06 not_connected nn Temporal Variability 2.650261 0.605954 -1.093657 0.684781 -0.272190 0.246769 2.650261 0.597903 0.006075
201 N18 RF_maintenance nn Shape 2.611912 0.913163 2.611912 1.521950 2.336375 -0.152247 1.141771 0.414687 0.958401
227 N20 RF_ok ee Power 2.578153 1.978980 0.024360 2.578153 -0.477722 0.944435 1.736573 2.377104 -0.100368
329 N12 dish_maintenance ee Temporal Variability 2.540670 0.846211 0.971656 -0.003030 -1.109384 2.540670 -0.851919 -0.495768 0.034225
135 N12 RF_maintenance nn Temporal Variability 2.496059 -0.441497 -0.964835 -0.532496 -0.678120 0.191405 2.496059 0.060803 0.331874
20 N02 digital_ok ee Temporal Variability 2.442624 0.448363 -0.225680 1.363805 -0.412761 2.442624 -0.210345 1.966468 -0.104929
50 N03 RF_maintenance nn Temporal Discontinuties 2.205282 0.972183 1.548935 0.486984 1.788262 0.434103 1.250129 0.889907 2.205282
183 N13 digital_ok nn Shape 2.180482 0.102741 2.180482 0.265720 0.627354 0.020150 0.173514 0.356641 0.668372
97 N11 not_connected nn Temporal Variability 2.165862 -0.634939 1.503546 -1.174476 0.779552 -0.970219 2.165862 -0.633037 1.304382
41 N04 digital_ok ee Temporal Discontinuties 2.105032 0.144752 1.573526 1.562542 1.521275 0.938687 0.942455 2.105032 1.623168
19 N02 digital_ok ee Temporal Variability 2.087917 -0.571934 -0.676106 -0.107927 0.168944 2.087917 -0.665459 1.176748 -0.344405
51 N03 dish_maintenance ee Temporal Discontinuties 2.014174 1.861760 1.481130 0.387818 -0.278178 0.499990 0.425905 2.014174 -0.058321
245 N20 RF_ok nn Shape 1.876041 -0.998871 1.876041 0.099561 -1.078473 -1.096103 -1.201506 -0.680654 -0.856506
67 N03 digital_ok nn Temporal Discontinuties 1.874444 -0.257297 0.477333 -0.287255 1.601798 -0.347287 1.072255 -0.113873 1.874444
140 N13 digital_ok ee Temporal Variability 1.852688 1.260163 -1.232689 -0.093609 -0.747376 1.852688 -0.526562 0.732920 -0.469516
38 N03 digital_ok nn Shape 1.843078 -0.672875 1.843078 -0.097274 0.193438 0.043468 -0.199815 0.034657 0.393264
69 N04 digital_ok ee Temporal Discontinuties 1.796716 0.207606 0.242219 1.399248 -0.449815 0.837163 0.317885 1.796716 -0.316579
7 N02 digital_ok nn Temporal Variability 1.737149 -0.654048 -0.487968 -0.457821 0.097967 -0.363510 1.737149 0.101864 0.539450
107 N09 digital_ok ee Shape 1.715408 1.715408 -0.052343 0.090412 -0.387446 0.766490 -0.165548 0.204125 -0.218810
164 N14 digital_ok nn Temporal Discontinuties 1.703651 -0.400426 0.128552 0.788409 1.528052 1.543090 1.143920 0.965749 1.703651
166 N14 digital_ok ee Temporal Discontinuties 1.689557 -0.260798 -0.960572 1.168147 0.003030 0.701676 -0.903081 1.689557 -0.456441
125 N09 RF_maintenance nn Shape 1.637823 0.561551 1.637823 1.297752 1.325553 1.327912 0.781316 1.591343 1.361605
207 N19 RF_ok nn Shape 1.636687 -1.341710 1.636687 -1.135204 0.200843 -1.196403 -0.179704 -0.959889 0.244819
73 N05 RF_maintenance nn Shape 1.613209 -0.431475 1.613209 -0.444044 -0.022098 -0.411522 0.218195 -0.406822 -0.006075
324 N04 not_connected nn Shape 1.561940 1.378544 1.561940 0.273499 0.612537 -0.749992 -0.371564 -0.394407 -0.145195
223 N19 RF_ok nn Temporal Variability 1.486294 -1.149664 -1.521116 -0.366258 -1.178377 -0.656989 1.486294 -0.393422 -0.413936
237 N18 RF_ok ee Shape 1.447707 1.447707 -0.313628 0.828503 -0.766958 -0.137155 -0.395493 0.796378 -0.427269
86 N08 digital_ok nn Shape 1.393082 0.767760 1.393082 -0.114848 -0.286236 0.784465 -0.110376 -0.218660 0.206741
95 N11 not_connected nn Shape 1.383111 1.329037 1.383111 -1.092794 0.065373 0.625597 0.044298 -0.451012 0.136889
157 N12 digital_ok nn Temporal Discontinuties 1.366620 0.283631 0.357225 0.711242 1.116248 0.333173 0.627940 1.018352 1.366620
88 N09 digital_ok nn Temporal Discontinuties 1.354292 0.479836 1.055423 0.897943 1.275894 0.237380 0.462335 1.215073 1.354292
105 N09 digital_ok nn Temporal Discontinuties 1.346573 -0.165727 0.592474 0.690204 1.302616 0.289535 0.490924 0.956119 1.346573
244 N20 RF_maintenance ee Shape 1.329186 1.329186 -0.622572 0.078758 -0.923941 -0.528394 -0.825976 0.085124 -0.526853
89 N09 RF_maintenance nn Temporal Discontinuties 1.306780 1.039907 1.051657 0.825129 1.243821 0.369087 0.441841 0.991699 1.306780
91 N09 digital_ok ee Temporal Discontinuties 1.277405 -0.468980 -0.505330 1.042100 0.800983 0.489998 0.167658 1.277405 0.827036
163 N14 digital_ok nn Shape 1.260892 0.759860 1.260892 0.486807 0.813402 0.137777 0.448386 0.663727 0.942515
40 N04 digital_ok ee Shape 1.210296 1.210296 0.551793 0.197974 -0.450893 0.231941 0.114448 0.360778 0.854015
320 N03 dish_maintenance ee Power 1.188309 1.182387 0.309826 1.188309 0.500690 -0.377816 -0.694951 -0.008970 -0.181239
171 N16 digital_ok ee Power 1.153554 -0.381146 -1.213242 1.153554 -1.191354 0.106496 -1.182523 1.107770 -0.859972
43 N05 RF_maintenance nn Temporal Discontinuties 1.151787 -1.082211 -0.176735 -0.858398 1.028296 -1.032180 0.540527 -1.175409 1.151787
240 N19 RF_maintenance ee Shape 1.134644 1.134644 0.444198 0.304834 -1.122389 0.073700 -0.984391 0.392222 -0.651788
53 N03 digital_ok nn Shape 1.106375 0.539265 1.106375 0.231384 -0.753401 0.569755 -0.278022 0.519760 -0.834210
49 N06 not_connected ee Temporal Discontinuties 1.067219 -0.965654 -0.044827 0.657321 -0.960275 0.111267 -0.404067 1.067219 -0.632774
8 N02 RF_maintenance nn Temporal Discontinuties 0.984687 0.365142 -0.863079 0.259262 0.504663 0.219446 0.497158 0.750710 0.984687
202 N18 digital_ok nn Temporal Discontinuties 0.881820 -0.003320 0.491276 0.405443 -0.219624 -0.850836 -0.144004 -0.357619 0.881820
62 N06 not_connected ee Temporal Variability 0.830804 0.108752 -0.255477 0.517194 0.249416 0.830804 -0.796489 0.324442 -0.297242
145 N14 digital_ok nn Shape 0.826137 -0.577772 0.826137 0.054750 -0.202647 -0.130144 0.506972 0.235725 -0.091640
110 N10 RF_maintenance ee Temporal Variability 0.824160 0.629052 0.250586 -0.329546 0.046430 0.824160 0.242314 0.022141 0.138887
221 N18 RF_ok ee Temporal Variability 0.779313 -1.130698 -0.333593 -1.051015 -1.176406 0.779313 -1.052508 -0.897690 -0.864431
42 N04 digital_ok nn Temporal Discontinuties 0.670254 0.446842 0.418460 -0.133127 -0.581084 0.225571 0.016267 0.098437 0.670254
48 N06 not_connected nn Power 0.611148 -0.338597 -0.063416 -1.063404 0.611148 -0.728365 -0.434334 -1.068714 -0.075914
141 N13 digital_ok ee Temporal Discontinuties 0.531992 -0.653254 -1.049557 0.330251 -0.127588 0.027962 -1.007075 0.531992 -0.453247
179 N12 RF_maintenance nn Temporal Variability 0.505761 -0.205272 -0.721664 0.274789 -0.503645 0.051399 0.505761 0.449055 -0.185396
29 N01 digital_ok ee Temporal Variability 0.496826 -1.065340 -0.967667 -0.222625 -0.355633 0.496826 -0.234443 -0.188279 -0.142380
132 N11 not_connected nn Shape 0.490593 -1.097636 0.490593 -1.030823 -0.614065 -0.605485 -0.625913 -1.149552 -0.302755
160 N13 digital_ok ee Temporal Discontinuties 0.450901 -0.590260 -0.502731 0.238594 -0.097503 0.040743 0.135959 0.450901 0.143039
229 N20 RF_maintenance nn Power 0.446292 -0.641161 0.008478 -0.071768 0.446292 -1.179167 -0.656359 -0.811488 -0.234062
158 N12 digital_ok nn Shape 0.431972 -0.553745 0.431972 -0.785610 -0.846248 -0.449824 -0.299956 -0.577428 -0.253116
64 N06 not_connected nn Temporal Discontinuties 0.404926 -1.207256 -0.936477 -1.092944 -0.051204 -0.992283 -0.330896 -0.633526 0.404926
185 N14 RF_maintenance ee Shape 0.401932 0.401932 -0.292460 -1.034620 0.076631 -0.584417 -0.024265 -0.946360 0.188007
238 N18 RF_ok ee Power 0.268815 -0.386262 0.220648 0.268815 0.096556 -1.020014 -0.719378 -0.509677 -0.456742
74 N05 RF_maintenance nn Temporal Discontinuties 0.245198 -1.195192 -0.375923 -0.767574 0.083829 -1.209967 -0.001039 -1.147741 0.245198
46 N05 RF_maintenance ee Temporal Discontinuties 0.229116 -0.497474 -1.105448 0.086054 -1.177660 -0.031940 -0.641950 0.229116 -0.808886
44 N05 digital_ok nn Temporal Discontinuties 0.219286 -1.305641 -0.272813 -1.151492 0.098550 -0.811865 0.063951 -1.191591 0.219286
35 N06 not_connected ee Power 0.200183 -0.494957 -0.378163 0.200183 -0.944133 -0.107266 -0.671100 -0.678727 -0.322048
222 N18 RF_ok ee Shape 0.074505 0.074505 -0.976334 -0.890954 -0.509452 -1.034948 -1.195070 -1.191530 -0.792606
133 N11 not_connected ee Shape 0.072165 0.072165 -0.816347 -0.632797 -0.915972 -0.677881 -1.167217 -0.437658 -0.828012
57 N04 RF_maintenance nn Shape 0.003320 -0.271195 0.003320 -0.911663 -0.269185 -0.735858 -0.111206 -1.173774 -0.065498
102 N08 RF_maintenance nn Temporal Variability 0.001039 -1.193171 -0.160782 -1.187099 -0.670862 -0.610575 0.001039 -1.117924 -0.419770
128 N10 digital_ok ee Shape -0.022768 -0.022768 -0.662829 -0.425853 -0.723066 -0.428324 -0.475982 -0.388555 -0.809081
10 N02 digital_ok nn Temporal Discontinuties -0.049038 -0.790550 -0.598977 -0.822437 -0.646461 -0.700359 -0.095888 -0.915493 -0.049038
228 N20 RF_maintenance ee Power -0.060060 -1.026953 -0.519128 -0.060060 -0.690411 -1.129610 -0.654928 -0.746739 -0.412107
239 N18 RF_ok nn Power -0.149039 -0.577196 -0.617027 -0.441343 -0.149039 -1.285627 -0.498828 -0.980023 -0.546487
261 N20 RF_ok nn Shape -0.215833 -1.084972 -0.215833 -0.537785 -0.789241 -1.050111 -1.032888 -1.072663 -0.807312
162 N13 digital_ok nn Temporal Variability -0.252626 -0.925480 -1.028351 -0.621003 -1.125328 -0.753853 -0.252626 -1.032466 -0.774194
186 N14 digital_ok ee Power -0.314833 -1.350677 -1.026848 -0.314833 -0.802905 -1.145878 -1.134438 -0.864807 -0.816484
115 N11 not_connected ee Temporal Discontinuties -0.417776 -0.847141 -1.195892 -0.847793 -0.490558 -0.765360 -1.123512 -0.417776 -0.695869
220 N18 RF_maintenance ee Power -0.421892 -0.640962 -0.933165 -0.421892 -0.900645 -1.276681 -1.038813 -0.990674 -0.925696
241 N19 RF_ok nn Power -0.465045 -1.562401 -0.660619 -0.960365 -0.465045 -1.258618 -1.192181 -1.191409 -0.766307
146 N14 digital_ok nn Shape -0.546163 -0.752950 -0.546163 -0.950190 -1.144557 -0.979837 -1.055812 -0.829138 -0.875300
22 N06 not_connected nn Temporal Discontinuties -0.625919 -1.286722 -0.698137 -0.627663 -0.664791 -1.057584 -0.886982 -0.898479 -0.625919
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
150 N15 digital_ok ee Shape nan nan nan inf inf nan nan nan nan
167 N15 digital_ok ee Shape nan nan nan inf inf nan nan nan nan
168 N15 digital_ok ee Shape nan nan nan inf inf nan nan nan nan
169 N15 digital_ok ee Shape nan nan nan inf inf nan nan nan nan
170 N15 digital_ok ee Shape nan nan nan inf inf nan nan nan nan
189 N15 digital_ok ee Shape nan nan nan inf inf nan nan nan nan
190 N15 digital_ok ee Shape nan nan nan inf inf nan nan nan nan
191 N15 digital_ok ee Shape nan nan nan inf inf nan nan nan nan
208 N20 dish_maintenance ee Shape nan nan nan inf inf nan nan nan nan
209 N20 dish_maintenance ee Shape nan nan nan inf inf nan nan nan nan
210 N20 dish_maintenance 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]:
198
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 137: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nn Shape 49.709502 18.237957 49.709502 25.197270 23.791486 6.533137 4.844244 14.919422 11.628674

Antenna 55: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 49.535804 -0.661003 49.535804 0.127485 7.774218 -0.430324 2.365691 -0.035720 1.198583

Antenna 82: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 44.204976 18.336796 44.204976 25.111602 21.831407 7.495091 4.620972 19.410961 10.409084

Antenna 27: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 39.959619 7.073126 39.959619 9.587160 5.678321 2.805861 3.357368 4.720895 4.882891

Antenna 104: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 38.270191 7.476817 38.270191 0.080557 6.709507 1.024301 5.268320 0.019626 8.168442

Antenna 108: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nn Shape 35.210516 10.159886 35.210516 10.322721 1.884613 1.684544 1.205884 1.552029 0.999100

Antenna 77: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 35.206942 35.206942 14.509826 -0.045015 -0.747214 3.177220 -0.520710 0.340987 -0.271385

Antenna 81: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 ee Shape 33.606473 33.606473 32.322443 22.833876 22.486082 3.200117 5.194490 8.794396 9.814410

Antenna 200: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nn Shape 32.502808 11.547872 32.502808 5.527276 0.288893 1.704222 0.837328 1.554608 0.608571

Antenna 161: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 31.983252 -0.558060 31.983252 0.681702 0.678922 0.304269 -0.156340 0.950852 0.436161

Antenna 83: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 30.274867 14.832980 30.274867 19.485054 19.607193 2.314077 2.621953 6.465981 7.838774

Antenna 117: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Power 26.190580 17.550506 24.892738 22.184571 26.190580 3.737291 6.532412 9.074560 19.156034

Antenna 32: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 24.040145 24.022311 24.040145 0.039770 0.549769 0.649488 1.432456 -0.106719 0.749324

Antenna 68: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 ee Shape 23.892073 23.892073 -0.384084 13.237981 0.252299 1.654360 -0.581116 1.454752 -0.258071

Antenna 37: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 22.761175 1.614379 22.761175 -1.101887 13.320661 -0.833744 2.209637 -1.039696 1.335092

Antenna 118: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nn Power 22.166818 17.616667 15.178145 20.169439 22.166818 2.496095 2.802672 8.344004 9.955280

Antenna 65: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 21.870799 21.870799 20.454484 13.117610 13.031264 1.733202 2.248234 1.531005 1.443756

Antenna 28: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 21.499732 10.049314 21.499732 10.234690 4.052288 1.706008 2.392412 1.564409 3.189876

Antenna 66: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nn Shape 20.506385 1.080662 20.506385 1.456078 13.198208 -0.039879 2.137959 0.688625 1.249204

Antenna 111: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 ee Shape 19.641720 19.641720 11.904055 1.742573 10.665355 1.138090 2.158864 1.908681 1.297721

Antenna 96: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 19.329809 -0.282600 19.329809 0.314604 -0.599637 -0.969396 -0.289452 -0.538169 -0.270313

Antenna 18: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 19.281741 10.875139 19.281741 10.353910 1.177913 1.700403 1.673778 1.540287 1.569464

Antenna 78: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 18.796444 18.796444 -0.240543 0.024371 0.448334 -0.317374 -0.651036 0.297504 -0.142799

Antenna 159: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 17.769404 1.344207 17.769404 -0.295525 0.028845 -0.428143 0.008134 -0.400412 0.224471

Antenna 15: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 17.769278 17.769278 0.674700 0.287915 -0.148653 0.740259 0.066360 0.368842 0.060996

Antenna 4: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nn Shape 17.133412 -0.815131 17.133412 -1.124831 -0.643171 -0.866540 -0.191192 -0.902507 -0.151553

Antenna 165: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 16.033747 16.033747 0.422201 0.583348 -0.192305 0.414397 -0.148815 0.543431 0.038552

Antenna 84: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nn Shape 15.782657 6.745616 15.782657 8.680630 13.332723 8.601748 2.188466 14.312501 1.407303

Antenna 134: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
134 N11 not_connected nn Shape 14.902232 11.902744 14.902232 5.014722 5.409695 1.650359 2.166139 1.517897 1.375109

Antenna 226: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 14.586218 -0.503603 14.586218 -1.135598 -0.371669 -1.200191 -0.245679 -1.133406 -0.313769

Antenna 34: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 14.275296 11.774837 14.275296 5.705611 5.905405 1.685219 2.189577 1.538889 1.399203

Antenna 151: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 14.194206 14.194206 -0.451883 -0.725602 1.253052 -0.592276 0.206770 -0.512235 1.328294

Antenna 16: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nn Shape 14.109932 0.241798 14.109932 -0.126455 10.867630 -0.003229 2.185598 0.088570 1.393345

Antenna 80: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 14.053940 -0.040852 14.053940 -0.520831 5.854420 -1.435354 2.157871 -0.947741 1.337236

Antenna 113: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 13.825758 11.828940 13.825758 5.395651 5.931878 1.664394 2.169362 1.545323 1.376570

Antenna 180: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 13.760282 0.610921 13.760282 -0.557521 10.921196 -0.509619 2.175564 -0.399286 1.400267

Antenna 79: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 13.495091 0.853912 13.495091 -0.345082 5.934338 -0.751101 2.173872 -0.210948 1.369365

Antenna 63: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 13.473046 -0.901092 13.473046 -1.057143 5.926761 -0.979355 2.214447 -1.103532 1.395178

Antenna 3: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nn Shape 13.467374 -0.108770 13.467374 0.485643 10.867247 0.348745 2.197901 0.998305 1.393061

Antenna 94: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 13.455917 11.155566 13.455917 10.511992 10.710675 1.680503 2.190075 1.541664 1.383810

Antenna 246: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 dish_maintenance nn Shape 13.382342 -1.230824 13.382342 -1.119445 5.527042 -1.145230 2.209817 -0.960550 1.383319

Antenna 142: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 13.291008 1.529233 13.291008 0.003850 10.805286 0.081410 2.189485 0.408988 1.393707

Antenna 211: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nn Shape 13.190839 0.804431 13.190839 -0.577339 5.953685 -0.900849 2.177483 -0.459655 1.394097

Antenna 93: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nn Shape 13.150829 10.537914 13.150829 10.402155 10.879389 1.666999 2.177389 1.550567 1.398037

Antenna 242: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 13.142431 13.142431 -0.175437 -0.653543 0.620696 -0.680720 -0.498180 -0.664857 -0.086049

Antenna 5: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 13.076457 10.763186 13.076457 10.325493 10.620885 1.704672 2.218706 1.547578 1.390384

Antenna 47: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 13.034141 11.247089 13.034141 5.604388 5.578721 1.686581 2.164425 1.582736 1.344671

Antenna 114: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 12.927827 12.927827 0.201586 5.550942 -0.686802 1.655472 -0.955923 1.509911 -0.820907

Antenna 109: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 12.882954 9.565747 12.882954 10.350411 10.584707 1.613408 2.205674 1.355746 1.404527

Antenna 60: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 12.847926 0.267664 12.847926 0.312565 10.782262 2.897387 2.098516 0.744761 1.258859

Antenna 143: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 RF_maintenance nn Shape 12.836747 9.525637 12.836747 10.162299 10.788383 1.776069 2.211411 2.896013 1.404444

Antenna 58: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 12.830319 9.381452 12.830319 10.285232 10.784434 1.672634 2.179151 1.559152 1.393725

Antenna 225: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 12.176756 -0.928597 12.176756 -0.144069 5.638327 -1.151609 1.984435 -0.880441 1.254512

Antenna 182: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 12.142669 -0.977558 12.142669 -0.280877 10.566852 2.390975 2.208125 -0.904725 1.393776

Antenna 262: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 12.061176 10.431509 12.061176 0.436992 0.330756 0.222330 0.301600 0.768224 0.552319

Antenna 126: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 12.046394 12.046394 1.806771 0.664297 1.274374 2.886890 0.928247 0.924390 1.430871

Antenna 156: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 11.880563 1.381261 11.880563 7.680992 10.615396 6.682456 2.221466 10.771601 1.429405

Antenna 184: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 11.496222 11.496222 0.129386 6.610477 -0.465903 6.067438 -0.161731 8.368874 -0.231210

Antenna 112: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Discontinuties 11.400404 0.459397 1.869009 1.955999 8.932774 1.232346 6.724724 2.089443 11.400404

Antenna 204: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
204 N19 RF_maintenance nn Shape 11.336329 10.902750 11.336329 1.509229 -0.787737 1.026752 -0.203452 2.339520 -0.574700

Antenna 124: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 ee Power 10.558078 10.557091 0.058668 10.558078 1.006188 1.657846 0.460577 1.532386 1.108122

Antenna 17: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Temporal Discontinuties 10.480718 -0.048742 1.407700 0.975813 8.667479 0.564167 6.955114 1.484707 10.480718

Antenna 59: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 10.398894 10.398894 0.210318 9.906968 0.910165 1.641179 0.782107 1.512745 1.028745

Antenna 92: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 ee Power 10.296240 9.919498 0.043341 10.296240 0.646464 1.703329 0.584990 1.545766 0.758707

Antenna 127: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Power 10.284545 9.666879 0.883773 10.284545 2.903554 1.692982 2.832847 1.555780 3.348504

Antenna 243: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 10.243988 10.243988 -0.633511 0.033631 -0.659318 1.458094 -0.731567 -0.203432 -0.336907

Antenna 155: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Power 10.136062 9.566303 -0.267275 10.136062 -0.432558 1.701702 0.832291 1.567490 0.091042

Antenna 131: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 10.064696 -1.045887 10.064696 -0.774571 5.634508 -1.206642 2.371067 -1.217809 2.340328

Antenna 136: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Power 10.007336 8.892742 0.622804 10.007336 0.055000 1.693070 -0.021789 1.562817 0.324874

Antenna 54: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 9.078616 9.078616 4.814586 1.182817 -0.321725 0.877269 1.011782 0.796212 0.000092

Antenna 121: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Variability 8.550355 1.430147 5.700370 1.631343 5.992127 0.008173 8.550355 0.560973 7.989116

Antenna 87: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 6.779795 3.521338 6.779795 0.222325 0.068124 0.190402 0.136837 0.460163 0.212305

Antenna 101: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 6.690382 4.885774 6.690382 0.222786 1.220881 0.051803 0.807639 0.361725 1.374913

Antenna 36: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 6.296459 5.523709 6.296459 1.152455 0.900300 0.907626 0.898492 1.747090 1.173618

Antenna 90: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 ee Temporal Variability 5.439923 -0.024682 -0.286854 0.179261 -1.069732 5.439923 1.037578 0.287955 -0.712590

Antenna 122: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 ee Shape 5.439058 5.439058 5.285808 -0.515546 -0.839538 -0.453530 -0.218850 -0.450491 -0.584938

Antenna 9: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Discontinuties 5.102690 0.417335 -0.630237 3.175121 -0.375407 3.025438 -0.167899 5.102690 0.056978

Antenna 70: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Discontinuties 5.064633 0.332340 0.404389 1.466801 2.915686 1.091269 2.193484 1.479247 5.064633

Antenna 144: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 4.994795 -0.376474 1.116113 -0.330905 3.226443 -0.218189 4.994795 -0.234201 3.369847

Antenna 187: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 ee Temporal Variability 4.859072 0.458981 -1.121661 0.666285 -0.661144 4.859072 -0.108533 0.750185 -0.763172

Antenna 333: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nn Shape 4.643531 2.045688 4.643531 -0.074409 -0.524152 0.032392 -0.555887 1.046624 0.408234

Antenna 52: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 4.475204 4.475204 4.410058 0.657547 0.377816 0.489518 0.406000 0.922224 0.455702

Antenna 31: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 ee Temporal Variability 4.050060 1.641234 -0.515351 1.372408 1.518650 4.050060 0.810107 3.486777 1.750529

Antenna 224: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 ee Shape 3.922419 3.922419 3.576627 2.993757 2.720243 1.285592 1.487818 1.384066 1.140093

Antenna 120: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Discontinuties 3.910013 2.155265 1.382672 2.755104 -0.424501 2.045787 -0.107581 3.910013 -0.194970

Antenna 103: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nn Shape 3.888760 2.010769 3.888760 1.595542 -0.985971 3.770235 0.013934 -0.035598 -0.576825

Antenna 205: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 ee Power 3.825011 3.753117 -0.206310 3.825011 -0.488674 1.960753 -0.343290 3.051080 -0.193856

Antenna 106: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 3.737172 2.271496 2.181897 0.839626 0.189609 3.737172 -0.232404 1.192635 0.229999

Antenna 192: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 3.730846 1.475750 3.730846 1.856198 2.770907 1.575620 1.568916 0.207631 1.166443

Antenna 173: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 3.634725 3.350726 3.634725 2.640172 2.687365 1.055619 1.537792 1.194403 1.135709

Antenna 325: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nn Temporal Variability 3.629945 -0.118724 -1.071455 0.136123 -0.680407 -0.823540 3.629945 -0.511348 0.683060

Antenna 181: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nn Temporal Variability 3.587589 0.043903 0.187903 1.272784 1.250746 1.077117 3.587589 1.599934 1.993042

Antenna 193: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 3.570462 3.570462 3.121056 2.793025 2.508161 1.138512 1.398082 1.260714 1.030852

Antenna 45: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 3.348755 0.450693 3.348755 0.904233 1.015036 0.345389 0.626651 1.093832 1.293175

Antenna 71: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 3.101389 3.101389 -0.431511 -0.282982 0.378402 -0.314830 0.127496 -0.278045 0.497067

Antenna 123: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 3.074538 3.021696 3.074538 2.315732 0.897475 0.719134 -0.232096 1.058657 0.198498

Antenna 139: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nn Temporal Variability 3.059580 0.257706 0.478016 0.349848 -0.913829 -0.962183 3.059580 -0.343207 -0.727690

Antenna 206: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nn Power 2.984790 -0.155407 2.267201 0.445384 2.984790 0.859239 1.298520 0.377403 2.423381

Antenna 30: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 2.898544 0.671092 -0.190008 0.684223 -0.725350 2.898544 -0.167754 1.040381 -0.477704

Antenna 72: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 ee Temporal Discontinuties 2.875084 0.004621 0.253690 2.600776 1.166402 1.527285 1.224682 2.875084 2.636916

Antenna 21: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 ee Temporal Variability 2.850019 -0.043543 -0.242364 0.230182 0.510191 2.850019 0.411966 0.528994 0.857426

Antenna 56: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Discontinuties 2.848028 -0.628297 0.417073 -1.157781 2.550069 -0.954736 2.279431 -1.147224 2.848028

Antenna 85: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 2.817954 0.897160 2.817954 -0.373051 -0.640013 -1.212791 -0.268154 -0.913815 -0.451569

Antenna 61: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nn Temporal Variability 2.650261 0.605954 -1.093657 0.684781 -0.272190 0.246769 2.650261 0.597903 0.006075

Antenna 201: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 2.611912 0.913163 2.611912 1.521950 2.336375 -0.152247 1.141771 0.414687 0.958401

Antenna 227: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Power 2.578153 1.978980 0.024360 2.578153 -0.477722 0.944435 1.736573 2.377104 -0.100368

Antenna 329: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 2.540670 0.846211 0.971656 -0.003030 -1.109384 2.540670 -0.851919 -0.495768 0.034225

Antenna 135: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nn Temporal Variability 2.496059 -0.441497 -0.964835 -0.532496 -0.678120 0.191405 2.496059 0.060803 0.331874

Antenna 20: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Variability 2.442624 0.448363 -0.225680 1.363805 -0.412761 2.442624 -0.210345 1.966468 -0.104929

Antenna 50: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Discontinuties 2.205282 0.972183 1.548935 0.486984 1.788262 0.434103 1.250129 0.889907 2.205282

Antenna 183: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nn Shape 2.180482 0.102741 2.180482 0.265720 0.627354 0.020150 0.173514 0.356641 0.668372

Antenna 97: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 2.165862 -0.634939 1.503546 -1.174476 0.779552 -0.970219 2.165862 -0.633037 1.304382

Antenna 41: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Temporal Discontinuties 2.105032 0.144752 1.573526 1.562542 1.521275 0.938687 0.942455 2.105032 1.623168

Antenna 19: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 ee Temporal Variability 2.087917 -0.571934 -0.676106 -0.107927 0.168944 2.087917 -0.665459 1.176748 -0.344405

Antenna 51: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Discontinuties 2.014174 1.861760 1.481130 0.387818 -0.278178 0.499990 0.425905 2.014174 -0.058321

Antenna 245: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 1.876041 -0.998871 1.876041 0.099561 -1.078473 -1.096103 -1.201506 -0.680654 -0.856506

Antenna 67: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Temporal Discontinuties 1.874444 -0.257297 0.477333 -0.287255 1.601798 -0.347287 1.072255 -0.113873 1.874444

Antenna 140: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 ee Temporal Variability 1.852688 1.260163 -1.232689 -0.093609 -0.747376 1.852688 -0.526562 0.732920 -0.469516

Antenna 38: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 1.843078 -0.672875 1.843078 -0.097274 0.193438 0.043468 -0.199815 0.034657 0.393264

Antenna 69: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Temporal Discontinuties 1.796716 0.207606 0.242219 1.399248 -0.449815 0.837163 0.317885 1.796716 -0.316579

Antenna 7: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Variability 1.737149 -0.654048 -0.487968 -0.457821 0.097967 -0.363510 1.737149 0.101864 0.539450

Antenna 107: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 1.715408 1.715408 -0.052343 0.090412 -0.387446 0.766490 -0.165548 0.204125 -0.218810

Antenna 164: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nn Temporal Discontinuties 1.703651 -0.400426 0.128552 0.788409 1.528052 1.543090 1.143920 0.965749 1.703651

Antenna 166: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 digital_ok ee Temporal Discontinuties 1.689557 -0.260798 -0.960572 1.168147 0.003030 0.701676 -0.903081 1.689557 -0.456441

Antenna 125: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 1.637823 0.561551 1.637823 1.297752 1.325553 1.327912 0.781316 1.591343 1.361605

Antenna 207: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nn Shape 1.636687 -1.341710 1.636687 -1.135204 0.200843 -1.196403 -0.179704 -0.959889 0.244819

Antenna 73: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nn Shape 1.613209 -0.431475 1.613209 -0.444044 -0.022098 -0.411522 0.218195 -0.406822 -0.006075

Antenna 324: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nn Shape 1.561940 1.378544 1.561940 0.273499 0.612537 -0.749992 -0.371564 -0.394407 -0.145195

Antenna 223: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nn Temporal Variability 1.486294 -1.149664 -1.521116 -0.366258 -1.178377 -0.656989 1.486294 -0.393422 -0.413936

Antenna 237: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 1.447707 1.447707 -0.313628 0.828503 -0.766958 -0.137155 -0.395493 0.796378 -0.427269

Antenna 86: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nn Shape 1.393082 0.767760 1.393082 -0.114848 -0.286236 0.784465 -0.110376 -0.218660 0.206741

Antenna 95: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 1.383111 1.329037 1.383111 -1.092794 0.065373 0.625597 0.044298 -0.451012 0.136889

Antenna 157: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 1.366620 0.283631 0.357225 0.711242 1.116248 0.333173 0.627940 1.018352 1.366620

Antenna 88: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Discontinuties 1.354292 0.479836 1.055423 0.897943 1.275894 0.237380 0.462335 1.215073 1.354292

Antenna 105: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Temporal Discontinuties 1.346573 -0.165727 0.592474 0.690204 1.302616 0.289535 0.490924 0.956119 1.346573

Antenna 244: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 1.329186 1.329186 -0.622572 0.078758 -0.923941 -0.528394 -0.825976 0.085124 -0.526853

Antenna 89: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nn Temporal Discontinuties 1.306780 1.039907 1.051657 0.825129 1.243821 0.369087 0.441841 0.991699 1.306780

Antenna 91: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 1.277405 -0.468980 -0.505330 1.042100 0.800983 0.489998 0.167658 1.277405 0.827036

Antenna 163: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 1.260892 0.759860 1.260892 0.486807 0.813402 0.137777 0.448386 0.663727 0.942515

Antenna 40: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 1.210296 1.210296 0.551793 0.197974 -0.450893 0.231941 0.114448 0.360778 0.854015

Antenna 320: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 ee Power 1.188309 1.182387 0.309826 1.188309 0.500690 -0.377816 -0.694951 -0.008970 -0.181239

Antenna 171: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 ee Power 1.153554 -0.381146 -1.213242 1.153554 -1.191354 0.106496 -1.182523 1.107770 -0.859972

Antenna 43: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Temporal Discontinuties 1.151787 -1.082211 -0.176735 -0.858398 1.028296 -1.032180 0.540527 -1.175409 1.151787

Antenna 240: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 ee Shape 1.134644 1.134644 0.444198 0.304834 -1.122389 0.073700 -0.984391 0.392222 -0.651788

Antenna 53: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 1.106375 0.539265 1.106375 0.231384 -0.753401 0.569755 -0.278022 0.519760 -0.834210

Antenna 49: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Discontinuties 1.067219 -0.965654 -0.044827 0.657321 -0.960275 0.111267 -0.404067 1.067219 -0.632774

Antenna 8: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 0.984687 0.365142 -0.863079 0.259262 0.504663 0.219446 0.497158 0.750710 0.984687

Antenna 202: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nn Temporal Discontinuties 0.881820 -0.003320 0.491276 0.405443 -0.219624 -0.850836 -0.144004 -0.357619 0.881820

Antenna 62: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 ee Temporal Variability 0.830804 0.108752 -0.255477 0.517194 0.249416 0.830804 -0.796489 0.324442 -0.297242

Antenna 145: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 digital_ok nn Shape 0.826137 -0.577772 0.826137 0.054750 -0.202647 -0.130144 0.506972 0.235725 -0.091640

Antenna 110: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 ee Temporal Variability 0.824160 0.629052 0.250586 -0.329546 0.046430 0.824160 0.242314 0.022141 0.138887

Antenna 221: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 0.779313 -1.130698 -0.333593 -1.051015 -1.176406 0.779313 -1.052508 -0.897690 -0.864431

Antenna 42: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Temporal Discontinuties 0.670254 0.446842 0.418460 -0.133127 -0.581084 0.225571 0.016267 0.098437 0.670254

Antenna 48: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Power 0.611148 -0.338597 -0.063416 -1.063404 0.611148 -0.728365 -0.434334 -1.068714 -0.075914

Antenna 141: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Discontinuties 0.531992 -0.653254 -1.049557 0.330251 -0.127588 0.027962 -1.007075 0.531992 -0.453247

Antenna 179: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 0.505761 -0.205272 -0.721664 0.274789 -0.503645 0.051399 0.505761 0.449055 -0.185396

Antenna 29: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 ee Temporal Variability 0.496826 -1.065340 -0.967667 -0.222625 -0.355633 0.496826 -0.234443 -0.188279 -0.142380

Antenna 132: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nn Shape 0.490593 -1.097636 0.490593 -1.030823 -0.614065 -0.605485 -0.625913 -1.149552 -0.302755

Antenna 160: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 ee Temporal Discontinuties 0.450901 -0.590260 -0.502731 0.238594 -0.097503 0.040743 0.135959 0.450901 0.143039

Antenna 229: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Power 0.446292 -0.641161 0.008478 -0.071768 0.446292 -1.179167 -0.656359 -0.811488 -0.234062

Antenna 158: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 0.431972 -0.553745 0.431972 -0.785610 -0.846248 -0.449824 -0.299956 -0.577428 -0.253116

Antenna 64: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 0.404926 -1.207256 -0.936477 -1.092944 -0.051204 -0.992283 -0.330896 -0.633526 0.404926

Antenna 185: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 RF_maintenance ee Shape 0.401932 0.401932 -0.292460 -1.034620 0.076631 -0.584417 -0.024265 -0.946360 0.188007

Antenna 238: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 0.268815 -0.386262 0.220648 0.268815 0.096556 -1.020014 -0.719378 -0.509677 -0.456742

Antenna 74: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nn Temporal Discontinuties 0.245198 -1.195192 -0.375923 -0.767574 0.083829 -1.209967 -0.001039 -1.147741 0.245198

Antenna 46: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Discontinuties 0.229116 -0.497474 -1.105448 0.086054 -1.177660 -0.031940 -0.641950 0.229116 -0.808886

Antenna 44: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nn Temporal Discontinuties 0.219286 -1.305641 -0.272813 -1.151492 0.098550 -0.811865 0.063951 -1.191591 0.219286

Antenna 35: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 0.200183 -0.494957 -0.378163 0.200183 -0.944133 -0.107266 -0.671100 -0.678727 -0.322048

Antenna 222: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 ee Shape 0.074505 0.074505 -0.976334 -0.890954 -0.509452 -1.034948 -1.195070 -1.191530 -0.792606

Antenna 133: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 0.072165 0.072165 -0.816347 -0.632797 -0.915972 -0.677881 -1.167217 -0.437658 -0.828012

Antenna 57: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nn Shape 0.003320 -0.271195 0.003320 -0.911663 -0.269185 -0.735858 -0.111206 -1.173774 -0.065498

Antenna 102: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nn Temporal Variability 0.001039 -1.193171 -0.160782 -1.187099 -0.670862 -0.610575 0.001039 -1.117924 -0.419770

Antenna 128: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 ee Shape -0.022768 -0.022768 -0.662829 -0.425853 -0.723066 -0.428324 -0.475982 -0.388555 -0.809081

Antenna 10: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nn Temporal Discontinuties -0.049038 -0.790550 -0.598977 -0.822437 -0.646461 -0.700359 -0.095888 -0.915493 -0.049038

Antenna 228: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 ee Power -0.060060 -1.026953 -0.519128 -0.060060 -0.690411 -1.129610 -0.654928 -0.746739 -0.412107

Antenna 239: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 -0.149039 -0.577196 -0.617027 -0.441343 -0.149039 -1.285627 -0.498828 -0.980023 -0.546487

Antenna 261: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 -0.215833 -1.084972 -0.215833 -0.537785 -0.789241 -1.050111 -1.032888 -1.072663 -0.807312

Antenna 162: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nn Temporal Variability -0.252626 -0.925480 -1.028351 -0.621003 -1.125328 -0.753853 -0.252626 -1.032466 -0.774194

Antenna 186: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Power -0.314833 -1.350677 -1.026848 -0.314833 -0.802905 -1.145878 -1.134438 -0.864807 -0.816484

Antenna 115: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Discontinuties -0.417776 -0.847141 -1.195892 -0.847793 -0.490558 -0.765360 -1.123512 -0.417776 -0.695869

Antenna 220: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 -0.421892 -0.640962 -0.933165 -0.421892 -0.900645 -1.276681 -1.038813 -0.990674 -0.925696

Antenna 241: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Power -0.465045 -1.562401 -0.660619 -0.960365 -0.465045 -1.258618 -1.192181 -1.191409 -0.766307

Antenna 146: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nn Shape -0.546163 -0.752950 -0.546163 -0.950190 -1.144557 -0.979837 -1.055812 -0.829138 -0.875300

Antenna 22: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Discontinuties -0.625919 -1.286722 -0.698137 -0.627663 -0.664791 -1.057584 -0.886982 -0.898479 -0.625919

Antenna 147: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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

Antenna 150: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 ee Shape nan nan nan inf inf nan nan nan nan

Antenna 167: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape nan nan nan inf inf nan nan nan nan

Antenna 168: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape nan nan nan inf inf nan nan nan nan

Antenna 169: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 ee Shape nan nan nan inf inf nan nan nan nan

Antenna 170: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape nan nan nan inf inf nan nan nan nan

Antenna 189: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 ee Shape nan nan nan inf inf nan nan nan nan

Antenna 190: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 ee Shape nan nan nan inf inf nan nan nan nan

Antenna 191: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape nan nan nan inf inf nan nan nan nan

Antenna 208: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 ee Shape nan nan nan inf inf nan nan nan nan

Antenna 209: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 ee Shape nan nan nan inf inf nan nan nan nan

Antenna 210: 2460026

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nan nan nan inf inf nan nan nan nan
In [31]:
from hera_qm import __version__
print(__version__)

2.0.5.dev13+gd6c757c
In [ ]: