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 = "2459961"
data_path = "/mnt/sn1/2459961"
In [4]:
from astropy.time import Time
utc = Time(JD, format='jd').datetime
print(f'Date: {utc.month}-{utc.day}-{utc.year}')

Date: 1-16-2023
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/sn1/2459961 on JD 2459961...
Found auto_metrics results file at /mnt/sn1/2459961/zen.2459961.21314.sum.auto_metrics.h5.
Found 1850 extracted autocorrelation files.
In [6]:
# load auto_metrics and define use someful quantities
am = load_metric_file(auto_metrics_file)
mean_round_modz_cut = am['parameters']['mean_round_modz_cut']
ex_ants = am['ex_ants']['r2_ex_ants']
ants = sorted(set(bl[0] for bl in am['modzs']['r2_shape_modzs']))

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

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

Summary Plots and Tables¶

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

ex_ants: [3, 4, 9, 15, 16, 18, 20, 27, 28, 29, 32, 34, 36, 37, 38, 40, 42, 43, 47, 50, 51, 52, 54, 55, 56, 57, 58, 59, 60, 63, 65, 68, 71, 72, 74, 77, 78, 79, 80, 81, 82, 84, 87, 92, 94, 96, 97, 101, 103, 104, 106, 108, 109, 110, 111, 113, 114, 117, 121, 122, 123, 126, 128, 131, 132, 133, 135, 136, 142, 143, 145, 146, 147, 148, 149, 151, 155, 156, 159, 161, 165, 170, 173, 179, 180, 182, 185, 189, 192, 193, 200, 201, 205, 207, 208, 209, 210, 224, 225, 226, 228, 240, 241, 242, 243, 244, 246, 262, 320, 329, 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 nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
43 N05 RF_maintenance nn Power inf 219.640349 219.224939 inf inf 6213.759823 6247.588350 708.477829 694.551336
60 N05 RF_maintenance nn Power inf 218.067256 217.533766 inf inf 4719.995403 4061.655368 534.955887 506.306021
68 N03 dish_maintenance nn Power inf 231.157324 230.735614 inf inf 6612.056725 6472.231997 594.230159 576.727171
74 N05 RF_maintenance nn Power inf 232.742300 232.813182 inf inf 8553.979318 8553.171146 875.515371 875.186583
38 N03 digital_ok nn Power inf 232.733085 232.836667 inf inf 6142.665448 6268.243090 504.939340 547.141895
37 N03 digital_ok nn Power inf 229.393958 229.273296 inf inf 8556.175105 8553.885730 876.399434 875.581246
243 N19 RF_ok ee Shape 67.268836 4.662106 67.268836 -1.298008 0.561833 -0.305787 9.311932 -1.129286 3.317615
240 N19 RF_maintenance nn Shape 59.018535 59.018535 21.380917 0.384682 -0.668982 10.858054 7.260969 8.806658 6.738173
77 N06 not_connected ee Shape 50.340155 -0.987029 50.340155 -0.126608 0.035441 -1.306164 26.084777 -0.837892 4.013465
242 N19 RF_ok ee Shape 45.784071 1.453419 45.784071 1.980959 -0.226829 1.669316 27.545004 1.568973 5.836880
108 N09 RF_maintenance nn Shape 36.594548 36.594548 9.834824 1.545487 10.317650 12.298683 12.387042 3.481501 5.511802
104 N08 RF_maintenance nn Shape 35.814167 35.814167 8.358190 7.721295 -1.260337 8.716021 -0.424660 6.016489 -1.544883
200 N18 RF_maintenance nn Shape 35.357975 35.357975 10.993418 -0.239573 4.388678 12.520608 12.485043 4.250247 5.524469
114 N11 not_connected ee Temporal Discontinuties 34.978425 5.813151 5.248659 11.286184 14.818150 16.289815 23.027161 10.044020 34.978425
92 N10 RF_maintenance nn Shape 34.907566 34.907566 33.336789 2.129115 1.307303 13.274074 10.419558 3.291520 2.208261
28 N01 RF_maintenance nn Shape 32.875216 32.875216 15.422847 2.233413 0.302031 12.002081 10.099464 5.937202 2.099320
4 N01 RF_maintenance ee Temporal Variability 25.507504 0.209764 0.098078 1.938773 2.040824 4.844945 25.507504 1.498183 8.359340
18 N01 RF_maintenance nn Shape 25.019146 25.019146 10.440276 -0.535622 10.330961 11.944951 12.420107 5.443864 5.474098
161 N13 digital_ok nn Shape 24.252416 24.252416 -1.122401 -0.276481 0.085384 5.010706 0.016471 0.806404 0.263314
185 N14 digital_ok ee Shape 23.710379 0.639011 23.710379 -1.419143 -0.616943 -0.797945 3.605822 -1.679238 0.919108
110 N10 RF_maintenance nn Shape 20.836565 20.836565 20.349320 14.487383 14.034105 13.593265 12.337859 6.054140 5.374960
106 N09 digital_ok ee Temporal Variability 20.267911 0.456185 2.602507 -0.592915 0.095132 -1.606919 20.267911 -1.084248 -0.127174
15 N01 digital_ok nn Shape 19.484300 19.484300 9.598783 0.631828 9.766117 9.363897 12.346984 3.293374 5.479151
32 N02 RF_maintenance nn Shape 18.556916 18.556916 -0.915009 3.119414 -0.128646 6.877341 0.025701 5.266975 0.616933
165 N14 digital_ok ee Shape 18.512120 0.575846 18.512120 -1.022759 -0.521036 -1.421181 2.450390 -1.037979 0.501821
51 N03 dish_maintenance ee Shape 18.292816 7.455254 18.292816 -0.239230 13.326443 7.452342 12.657256 0.467343 5.835200
159 N13 RF_maintenance nn Shape 17.278167 17.278167 1.038279 -0.819301 -1.380667 8.165249 -1.937767 4.809289 -1.122207
78 N06 not_connected ee Shape 17.209164 -0.470473 17.209164 1.349703 -0.926471 0.276350 2.081432 0.533257 1.081364
151 N16 digital_ok ee Shape 17.031656 2.821617 17.031656 0.606357 -0.271868 -0.258089 4.285118 -0.858925 1.719959
3 N01 digital_ok nn Shape 16.731352 16.731352 9.885552 -0.709680 10.375357 9.001090 12.362287 3.157947 5.504272
36 N03 RF_maintenance ee Shape 14.920515 14.032759 14.920515 13.808146 13.834405 13.775999 12.526796 6.249648 5.528847
57 N04 RF_maintenance ee Shape 14.443677 0.940633 14.443677 0.616228 6.990607 1.345647 7.636626 0.632461 3.513417
84 N08 RF_maintenance nn Power 14.069682 13.120954 11.509903 14.069682 13.392447 13.750922 10.369269 6.173691 3.464150
189 N15 digital_ok nn Temporal Variability 13.840458 10.601414 8.796085 10.873056 9.862013 13.840458 12.518096 6.313235 5.687515
156 N12 RF_maintenance nn Temporal Variability 13.796258 10.478260 4.728853 10.773171 9.196585 13.796258 9.600536 6.232819 1.949247
27 N01 RF_maintenance nn Temporal Variability 13.788927 11.057378 9.311404 10.894979 10.365708 13.788927 12.468966 6.201174 5.570832
262 N20 dish_maintenance nn Temporal Variability 13.785974 6.375663 5.067611 10.127268 9.450105 13.785974 13.381919 6.727073 6.088149
111 N10 digital_ok nn Temporal Variability 13.760080 10.712699 -0.021890 10.874870 0.479807 13.760080 -0.003336 6.208533 1.207765
182 N13 digital_ok nn Temporal Variability 13.756661 11.003090 0.222406 10.759648 -0.673663 13.756661 -0.982226 6.165737 -0.980424
63 N06 not_connected nn Temporal Variability 13.755640 11.604614 -0.401388 5.059828 -0.090390 13.755640 -0.836567 6.146534 -0.766798
173 N16 digital_ok nn Temporal Variability 13.753348 11.989442 11.527272 4.659535 3.940041 13.753348 12.528184 6.334996 5.671554
320 N03 dish_maintenance nn Temporal Variability 13.749823 10.505364 6.395597 7.301001 2.966313 13.749823 2.799053 6.144237 2.782089
109 N10 digital_ok nn Temporal Variability 13.727489 11.323744 9.605652 10.778586 10.341103 13.727489 12.461192 6.161804 5.496392
29 N01 digital_ok nn Temporal Variability 13.726502 11.106749 9.583394 10.503492 9.956947 13.726502 12.407219 6.097368 5.502671
55 N04 digital_ok nn Temporal Variability 13.717184 11.570396 9.551780 10.443476 9.809768 13.717184 12.400577 6.188456 5.506923
142 N13 RF_maintenance nn Temporal Variability 13.716630 11.602811 0.066197 11.056314 -0.433241 13.716630 2.971668 6.148107 3.221933
54 N04 digital_ok nn Temporal Variability 13.711873 11.606319 9.592881 11.152454 10.371194 13.711873 12.438238 6.124162 5.565760
94 N10 digital_ok nn Temporal Variability 13.704461 11.793773 10.304926 10.942367 10.561602 13.704461 12.221553 6.096376 5.508434
34 N06 not_connected nn Temporal Variability 13.704166 12.508450 10.960059 5.053832 4.634039 13.704166 12.376991 6.092530 5.500185
180 N13 RF_maintenance nn Temporal Variability 13.698841 11.858172 -0.922402 11.208590 -1.500733 13.698841 -0.710518 6.231865 -0.355140
58 N05 RF_maintenance nn Temporal Variability 13.698314 11.514302 9.482293 11.041254 10.266648 13.698314 12.371574 6.167942 5.580470
47 N06 not_connected nn Temporal Variability 13.690322 11.824045 10.662498 4.667877 4.443458 13.690322 12.399321 6.102815 5.547471
128 N10 digital_ok nn Temporal Variability 13.674162 11.041017 9.551783 11.034557 10.457160 13.674162 12.310455 6.118467 5.480136
80 N11 not_connected nn Temporal Variability 13.670141 12.259597 -0.330839 5.004148 0.089001 13.670141 0.654780 6.115425 -0.000084
117 N07 RF_maintenance nn Temporal Variability 13.666377 12.382915 10.446544 11.449168 10.482995 13.666377 12.307128 6.196039 5.483345
79 N11 not_connected nn Temporal Variability 13.658717 12.056870 1.262935 5.099273 -1.417469 13.658717 -1.715415 6.067644 -0.456380
56 N04 digital_ok nn Temporal Variability 13.657910 12.598201 -0.520424 11.302481 0.626954 13.657910 0.185850 6.114031 0.740935
113 N11 not_connected nn Temporal Variability 13.656831 12.107889 11.038951 5.103253 4.283929 13.656831 12.288873 6.087905 5.491829
96 N11 not_connected nn Temporal Variability 13.625474 11.954573 10.739066 5.216082 4.493230 13.625474 12.318271 6.089628 5.512809
246 N20 RF_maintenance ee Shape 13.624726 11.969377 13.624726 -0.042633 -0.976514 10.267319 9.289615 3.820294 2.668853
72 N04 digital_ok nn Temporal Variability 13.618961 12.513784 10.112162 11.484671 10.778935 13.618961 12.278391 6.096434 5.473995
143 N14 digital_ok nn Temporal Variability 13.613040 11.764202 -0.966884 11.165517 1.176010 13.613040 1.201362 6.211330 0.956286
42 N04 digital_ok nn Temporal Variability 13.601977 12.363903 10.611010 11.462973 10.689888 13.601977 12.287360 6.110649 5.469463
81 N07 digital_ok nn Temporal Variability 13.582589 11.851160 0.482257 9.660156 0.262043 13.582589 3.381429 6.137160 2.255663
225 N19 RF_ok nn Temporal Variability 13.239214 11.698483 2.005514 4.817115 1.046333 13.239214 -0.200070 5.605667 0.450446
50 N03 RF_maintenance nn Temporal Discontinuties 13.225388 9.918598 0.531279 1.472426 0.320952 10.737924 5.044743 13.225388 5.107322
208 N20 dish_maintenance nn Temporal Variability 13.075044 7.421342 5.152289 11.157910 9.470757 13.075044 12.459648 8.368307 5.987401
209 N20 dish_maintenance nn Temporal Variability 12.965637 6.725077 4.830230 9.603845 9.212884 12.965637 12.173071 6.583319 5.734202
155 N12 RF_maintenance ee Temporal Variability 12.478801 -0.600947 9.157794 -1.497248 10.060293 2.559400 12.478801 0.783525 5.568765
9 N02 digital_ok ee Temporal Variability 12.449387 -1.229566 3.832490 -0.470338 8.426657 1.377919 12.449387 1.465229 5.712533
136 N12 digital_ok ee Temporal Variability 12.426976 -0.520789 9.023757 -0.416937 9.900205 3.417184 12.426976 0.813136 5.566258
40 N04 digital_ok ee Temporal Variability 12.414319 -0.740429 9.261377 0.478090 9.960103 -0.288638 12.414319 0.344369 5.522821
133 N11 not_connected ee Temporal Variability 12.372398 -0.350981 11.154626 -1.500886 4.235342 -1.317553 12.372398 -1.103448 5.431546
170 N15 digital_ok ee Temporal Variability 12.370641 -0.171310 10.854648 -1.176350 10.673764 -1.526749 12.370641 -1.145415 5.607417
16 N01 digital_ok ee Temporal Variability 12.344677 -0.481449 9.673325 0.905619 10.340638 0.896851 12.344677 1.506807 5.499568
146 N14 digital_ok ee Temporal Variability 12.334860 -0.475280 10.686636 -0.147162 4.245896 -1.458262 12.334860 -1.262134 5.455583
59 N05 RF_maintenance ee Temporal Variability 12.257433 -0.519237 10.068700 2.030199 9.839717 0.911972 12.257433 2.293612 5.520937
145 N14 RF_maintenance nn Temporal Variability 11.513245 -0.001862 -1.215009 3.232089 -0.980427 11.513245 -0.339121 3.196451 -0.875816
131 N11 not_connected nn Temporal Variability 10.985940 9.770207 -0.509966 4.789258 0.059182 10.985940 -1.537130 2.686885 -0.951366
192 N16 digital_ok nn Temporal Variability 10.955502 4.026090 3.084292 5.325997 5.511052 10.955502 9.402207 5.382122 4.784557
82 N07 RF_maintenance nn Temporal Variability 10.925161 7.838612 -1.503552 8.755225 0.431996 10.925161 1.399591 2.529859 0.706293
224 N19 RF_ok nn Temporal Variability 10.745713 3.740300 3.520628 5.309684 5.729231 10.745713 10.031264 5.351420 4.994224
126 N09 RF_maintenance ee Temporal Discontinuties 10.456486 4.605561 5.002454 1.354141 -1.058284 0.415966 9.982565 0.949987 10.456486
228 N20 RF_maintenance nn Shape 10.227110 10.227110 9.980298 -0.254644 -0.473380 7.712038 7.081885 7.514499 4.774058
193 N16 digital_ok ee Temporal Variability 9.584831 0.410584 3.510091 2.016624 5.596325 1.969602 9.584831 1.491182 4.864021
226 N19 RF_ok nn Shape 9.432887 9.432887 0.348451 1.306567 0.315158 5.758710 -1.538469 1.756073 -0.393516
201 N18 RF_maintenance nn Temporal Variability 8.750433 2.691324 0.497784 4.630850 3.487192 8.750433 4.991237 4.629897 2.734848
210 N20 dish_maintenance nn Shape 8.617392 8.617392 8.296702 -1.118201 -1.209448 -1.190363 -1.101286 -1.442808 -1.132219
65 N03 digital_ok nn Temporal Variability 8.266474 1.184976 1.490654 1.058501 0.412343 8.266474 4.501164 4.518790 3.052735
121 N08 digital_ok nn Temporal Variability 8.263501 4.798790 3.995414 5.594830 -0.222296 8.263501 0.294071 6.435508 1.189951
97 N11 not_connected nn Temporal Variability 6.924067 3.477528 1.113959 1.490334 -0.031484 6.924067 2.357499 2.762711 1.550543
241 N19 RF_ok nn Shape 6.920074 6.920074 3.495473 0.573443 -0.675228 0.363789 -0.422920 1.001741 -0.458964
87 N08 RF_maintenance nn Shape 6.915526 6.915526 3.819403 -0.610584 -0.704210 -0.566336 -0.520013 -0.715611 -0.734933
123 N08 digital_ok nn Shape 6.712800 6.712800 4.949764 0.891653 0.791452 0.814831 -0.181118 0.991004 0.715175
101 N08 digital_ok nn Shape 6.390308 6.390308 5.686077 1.070295 -0.560405 1.650940 0.404195 1.789021 -0.166421
122 N08 digital_ok ee Shape 5.787284 5.474231 5.787284 0.973257 -0.025352 0.287750 0.223196 1.021274 -0.051304
207 N19 RF_ok nn Shape 5.482025 5.482025 3.593750 -1.103188 1.649767 2.499512 1.018081 -0.782411 1.232436
52 N03 RF_maintenance ee Shape 5.377498 4.909025 5.377498 0.330398 -0.492756 1.885487 0.843423 1.013032 0.163977
71 N04 digital_ok ee Shape 5.276158 -0.888392 5.276158 0.945489 0.574531 0.626146 0.748628 0.675200 0.690430
205 N19 RF_ok nn Shape 5.246494 5.246494 3.494552 -0.375132 0.282260 -1.046743 -0.277762 -0.709496 -0.047658
244 N20 RF_maintenance ee Shape 4.978404 2.734474 4.978404 -0.797980 1.538864 -1.260478 4.742301 -0.821492 -0.020009
103 N08 digital_ok ee Power 4.974571 3.652730 1.324210 -1.307864 4.974571 -0.889866 2.012260 -1.036045 3.864952
135 N12 RF_maintenance ee Temporal Variability 4.442861 -1.491560 -0.224815 -1.412926 -0.446179 0.105002 4.442861 0.607940 3.001293
20 N02 digital_ok ee Temporal Discontinuties 4.330825 -0.740376 0.247157 -1.040826 2.379968 -1.262358 2.217954 -0.525451 4.330825
132 N11 not_connected ee Temporal Variability 4.275181 1.347456 0.084794 -1.435022 -0.756795 -2.088195 4.275181 -1.498552 -1.278355
171 N16 digital_ok nn Shape 3.968397 3.968397 2.322151 0.112911 -1.332048 0.790642 -1.808135 -0.992050 -1.077247
325 N09 dish_ok nn Temporal Variability 3.338441 -0.251542 -0.213507 -1.050831 1.549053 3.338441 0.469794 1.149220 -0.044590
245 N20 RF_ok nn Shape 3.280415 3.280415 1.655007 -0.941860 0.334327 -1.193771 -0.662671 -1.094907 -0.178523
7 N02 digital_ok nn Temporal Variability 3.112542 -0.904018 -0.722799 -0.353121 -1.089756 3.112542 0.450785 2.077771 1.524481
227 N20 RF_ok ee Shape 3.111332 1.542668 3.111332 0.293730 -1.392567 -0.444178 0.149848 -0.306557 -0.182830
67 N03 digital_ok nn Temporal Variability 3.103263 0.496811 -0.303002 0.690543 -0.865017 3.103263 0.064503 2.062626 -0.222998
5 N01 digital_ok ee Temporal Discontinuties 3.022258 0.404011 0.515398 0.231857 0.310580 2.712183 2.545559 2.373476 3.022258
183 N13 digital_ok nn Shape 2.971537 2.971537 -0.535228 0.690005 -0.167805 0.204829 -0.245141 0.660713 -0.002694
206 N19 RF_ok ee Power 2.967966 1.980427 2.115244 -0.641052 2.967966 -1.391054 1.992915 -0.624160 2.316903
324 N04 not_connected ee Shape 2.890312 2.835414 2.890312 1.896520 1.464226 0.865141 0.535719 0.381015 0.361517
120 N08 RF_maintenance ee Temporal Discontinuties 2.836526 2.003328 1.305697 -0.764356 2.834855 -0.285991 2.016936 -0.823214 2.836526
86 N08 digital_ok ee Temporal Variability 2.622369 -0.956588 0.708798 1.772526 1.301118 1.458776 2.622369 2.478860 0.831046
261 N20 RF_ok nn Shape 2.607564 2.607564 1.866850 -0.295234 0.910116 -0.418546 0.245898 -0.166626 0.280624
85 N08 digital_ok ee Power 2.562246 0.738597 -0.489884 1.499632 2.562246 1.293195 0.993757 1.549120 1.896295
93 N10 digital_ok ee Temporal Discontinuties 2.528406 -0.123660 0.397875 -1.010884 2.089593 -0.967258 1.615515 -1.199066 2.528406
21 N02 digital_ok nn Temporal Variability 2.485949 0.006627 0.383644 0.128128 -0.646320 2.485949 -0.321184 1.711710 1.082117
41 N04 digital_ok nn Temporal Discontinuties 2.470755 -0.364882 1.234326 0.134568 -0.036873 0.258544 0.309963 2.470755 0.276581
69 N04 digital_ok nn Temporal Variability 2.433890 -0.949382 0.493271 0.859306 0.187349 2.433890 0.285907 1.007426 0.368469
223 N19 RF_ok ee Shape 2.414020 2.281749 2.414020 -0.808882 -1.165588 0.776911 -1.476148 -1.198265 -0.916532
17 N01 digital_ok nn Shape 2.358636 2.358636 0.909008 0.400810 0.451306 0.206630 0.691904 0.598528 1.155314
8 N02 RF_maintenance nn Temporal Discontinuties 2.349947 -0.816779 -0.016885 0.024286 -0.624812 2.047882 1.489480 2.349947 1.954442
166 N14 RF_maintenance nn Shape 2.236066 2.236066 0.199392 -0.175889 -0.932504 0.329463 0.446831 -0.251438 -0.842505
48 N06 not_connected nn Power 2.142178 0.154823 0.316373 2.142178 0.642008 1.385625 -1.351007 1.195839 -0.653188
191 N15 digital_ok ee Temporal Discontinuties 2.104856 0.175860 -1.077377 -0.251079 1.381349 -1.104346 0.615989 -0.084061 2.104856
125 N09 RF_maintenance ee Shape 2.102234 -0.259558 2.102234 0.783895 -0.434183 0.206265 -0.954209 0.248010 -0.818015
31 N02 digital_ok ee Temporal Discontinuties 2.096402 -0.260737 1.743896 0.971337 1.252092 1.598670 1.480195 1.092008 2.096402
157 N12 digital_ok nn Temporal Variability 1.999487 -0.182545 -0.128452 0.731068 0.001864 1.999487 0.658730 1.850458 0.873760
187 N14 digital_ok nn Power 1.981848 0.857291 0.570770 1.981848 -1.111350 1.504257 -0.692501 1.832460 -0.950167
53 N03 digital_ok nn Shape 1.973490 1.973490 1.399767 0.412413 0.320759 1.217603 0.360783 1.009962 0.851943
49 N06 not_connected ee Temporal Variability 1.923432 -0.209578 0.519195 -0.223326 -1.019358 -1.474184 1.923432 -0.374611 0.002694
202 N18 digital_ok ee Power 1.879173 1.157171 -0.296486 -1.030215 1.879173 -1.238978 0.817025 0.208682 1.147573
237 N18 RF_ok ee Shape 1.793191 0.897489 1.793191 -1.441395 0.069118 -2.282205 0.786983 -1.561171 -0.680979
139 N13 RF_maintenance ee Power 1.792800 0.672259 0.449785 -0.822875 1.792800 -2.650218 0.044497 -1.278290 1.209434
107 N09 digital_ok ee Shape 1.758651 1.367147 1.758651 -0.373802 -0.018408 -0.710023 -0.394368 -0.468309 0.227566
229 N20 RF_maintenance ee Power 1.757602 -0.011481 -0.477956 1.620961 1.757602 1.223155 0.630942 0.817615 0.722682
35 N06 not_connected ee Power 1.676007 0.387352 -0.395262 -1.151946 1.676007 -1.483092 -0.110026 -0.019111 0.237584
73 N05 RF_maintenance nn Shape 1.635268 1.635268 -1.290318 -1.428071 -1.323475 -0.875625 0.283158 -1.914005 -1.436020
61 N06 not_connected ee Shape 1.511940 -0.672669 1.511940 -1.349863 -0.650628 -2.496978 0.002404 -1.555310 -1.093713
222 N18 RF_ok ee Shape 1.447467 -0.855588 1.447467 0.311916 -0.244642 -1.482180 -1.046085 -0.629493 -0.891220
90 N09 RF_maintenance nn Power 1.377150 -0.912912 -0.238602 1.377150 0.942273 -0.002404 -0.832707 0.918018 0.463250
19 N02 digital_ok ee Shape 1.375936 -0.330588 1.375936 -0.529102 -1.204951 1.124079 0.879686 0.057484 -0.420167
211 N20 RF_ok ee Shape 1.375742 -0.166090 1.375742 0.187646 -1.230416 -0.884998 -1.392006 -0.659841 -1.214100
221 N18 RF_ok ee Shape 1.351979 0.177532 1.351979 -0.557335 -1.437470 -2.278956 -1.627572 -1.424663 -0.889334
89 N09 RF_maintenance ee Shape 1.337768 0.575039 1.337768 0.911113 0.065976 0.628327 -0.841422 0.575838 -0.269690
62 N06 not_connected nn Power 1.265797 -1.068013 0.307486 1.265797 -0.589553 0.463006 -0.828816 0.441420 -1.006457
158 N12 digital_ok nn Temporal Discontinuties 1.264059 -0.932162 -0.303304 -0.454784 0.072755 0.561697 0.300800 1.264059 0.624705
124 N09 digital_ok nn Shape 1.201342 1.201342 0.120587 0.812897 0.059908 0.202236 -0.065480 0.656121 -0.096089
238 N18 RF_ok ee Power 1.111775 0.901431 -0.550821 0.400426 1.111775 -0.630962 -0.438153 -0.543164 0.223624
118 N07 digital_ok nn Temporal Discontinuties 1.075230 0.694521 0.652448 0.676647 -0.113866 0.466311 -0.211905 1.075230 -0.027930
10 N02 digital_ok nn Temporal Discontinuties 1.051960 -0.207697 0.175431 -1.368379 -1.454818 0.740013 0.135365 1.051960 0.565163
95 N11 not_connected nn Power 1.031844 -0.316088 1.003707 1.031844 -1.028855 -0.326741 -1.876527 0.166486 -1.364950
64 N06 not_connected nn Temporal Discontinuties 0.987564 -0.202561 -0.721633 -0.945605 -0.832213 0.139822 -0.633428 0.987564 0.083501
137 N07 RF_maintenance ee Shape 0.987538 0.334228 0.987538 -1.427133 0.528073 -1.690180 -0.376623 -1.383214 0.889598
164 N14 digital_ok nn Temporal Variability 0.955211 0.158301 -1.302249 0.073946 0.683397 0.955211 0.896890 0.213365 0.803423
45 N05 digital_ok nn Shape 0.944051 0.944051 0.676312 0.641342 0.148170 -0.113622 0.076511 0.718104 0.217664
163 N14 digital_ok nn Shape 0.934974 0.934974 0.763144 0.432096 -0.202718 0.264938 -0.291037 0.621141 -0.173090
88 N09 digital_ok nn Temporal Variability 0.913545 0.109854 -0.474989 0.698113 0.522284 0.913545 -1.341740 0.572913 0.304750
181 N13 digital_ok nn Temporal Variability 0.911499 -0.810395 -0.706614 0.311700 0.091225 0.911499 0.056708 0.618699 0.178071
83 N07 digital_ok nn Temporal Discontinuties 0.906070 0.281392 -0.473965 0.490234 0.345756 0.385764 -0.507349 0.906070 0.496309
141 N13 digital_ok nn Power 0.901228 -1.165031 -0.776598 0.901228 -0.069091 -0.894213 0.576716 0.052732 -0.002874
167 N15 digital_ok nn Temporal Variability 0.891551 -0.679312 -0.618091 -0.105234 -1.299173 0.891551 0.648778 -0.279189 -1.248759
66 N03 digital_ok ee Temporal Variability 0.805414 -0.270004 0.253397 -1.176592 -1.259563 -0.182207 0.805414 -1.060015 -0.668003
22 N06 not_connected ee Power 0.741988 -0.037561 -0.883043 0.510905 0.741988 -1.027234 0.422225 -0.473291 -0.490895
162 N13 digital_ok ee Temporal Variability 0.711959 -1.072186 -0.361192 -1.205319 -0.885190 0.468315 0.711959 -1.768910 -0.862130
190 N15 digital_ok nn Power 0.672335 -1.555658 -1.490479 0.672335 -0.604715 -0.732501 -0.959837 -0.222105 -0.550850
127 N10 digital_ok ee Power 0.648215 0.060893 0.628821 0.428656 0.648215 -0.193703 -0.019709 0.213332 0.475009
112 N10 digital_ok ee Temporal Variability 0.631424 -1.268822 -0.771954 0.328033 0.345469 -0.374145 0.631424 0.312555 0.606281
144 N14 digital_ok nn Temporal Discontinuties 0.629523 0.071173 0.485717 0.576866 -1.006846 -0.086196 -0.334851 0.629523 -0.889794
150 N15 digital_ok ee Shape 0.618919 -0.861311 0.618919 -1.232995 -0.908563 -0.746893 -0.111046 -1.928425 -1.587647
220 N18 RF_maintenance ee Power 0.592445 -0.651098 0.051156 -0.098647 0.592445 -0.400861 -1.117713 -0.865150 -0.042745
30 N01 digital_ok nn Power 0.585658 0.248875 -0.628350 0.585658 0.252465 0.229718 0.165781 0.371236 0.402875
102 N08 RF_maintenance ee Temporal Variability 0.522247 -0.147743 -0.919692 -0.792692 -1.500090 -0.537646 0.522247 -0.390069 -1.381778
168 N15 digital_ok ee Temporal Discontinuties 0.501531 -0.527495 -0.756659 -0.282704 0.432690 -0.446419 0.344221 -0.515619 0.501531
186 N14 digital_ok ee Temporal Variability 0.354797 -1.163760 -0.333451 -0.395504 -1.462437 0.054030 0.354797 -1.199328 -1.305736
160 N13 digital_ok nn Temporal Variability 0.320690 -0.798749 0.042125 -0.549285 -0.299987 0.320690 -0.364845 -0.279289 0.071549
46 N05 RF_maintenance nn Shape 0.268185 0.268185 -0.585571 -0.865749 -0.881818 -0.669634 -0.040762 -1.735299 -0.406774
239 N18 RF_ok nn Power 0.260125 -1.171521 -0.328135 0.260125 -0.001864 -0.671549 -1.363631 -0.524590 -0.610951
70 N04 digital_ok nn Temporal Discontinuties 0.222300 -1.443981 -0.006627 0.192671 -0.050953 -0.373876 -0.455240 0.222300 -0.282593
105 N09 digital_ok nn Power 0.212753 -0.396314 -0.543854 0.212753 -0.262800 -0.691000 -0.596298 -0.290044 -0.710948
140 N13 digital_ok nn Power 0.055921 -0.381746 -0.269271 0.055921 -0.976878 -1.866885 -0.835225 -0.854997 -0.556320
184 N14 digital_ok ee Temporal Discontinuties 0.053715 -0.327028 -0.023147 -0.449005 -0.689125 -1.061851 -0.005669 0.037430 0.053715
169 N15 digital_ok ee Temporal Variability -0.015548 -0.689370 -0.507594 -1.375490 -0.803937 -0.333339 -0.015548 -1.903264 -0.867288
91 N09 digital_ok ee Power -0.105329 -0.140325 -0.814587 -0.325435 -0.105329 -1.611268 -1.392483 -0.782134 -0.394192
115 N11 not_connected ee Temporal Discontinuties -0.302114 -0.830900 -0.634781 -0.367583 -0.845088 -1.914989 -0.453129 -0.499878 -0.302114
44 N05 digital_ok ee Power -0.324944 -0.991579 -1.318390 -0.504806 -0.324944 -0.677432 -1.315358 -0.723147 -1.291561
147 N15 digital_ok nn Shape nan nan nan inf inf nan nan nan nan
148 N15 digital_ok nn Shape nan nan nan inf inf nan nan nan nan
149 N15 digital_ok nn Shape nan nan nan inf inf nan nan nan nan
179 N12 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan
329 N12 dish_maintenance nn Shape nan nan nan inf inf nan nan nan nan
333 N12 dish_maintenance nn Shape nan nan nan inf inf nan nan nan nan
In [14]:
def Flag_Bar_Chart():
    plt.figure(figsize=(8, 4), dpi=100)

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

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

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

Figure 2: Flagging Rationale Summary¶

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

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

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

Figure 3: Flagging Rationale Correlations¶

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

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

Figure 4: Outliers in Autocorrelation Shape¶

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

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

Figure 5: Outliers in Autocorrelation Power¶

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

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

Figure 6: Outliers in Autocorrelation Temporal Variability¶

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

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

Figure 7: Outliers in Autocorrelation Temporal Discontinuities¶

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

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

Figure 8: Average Good Autocorrelations and Flags¶

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

In [26]:
Avg_Auto_Plot()

Per-Antenna Plots¶

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

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

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

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

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

        # plot spectra and waterfalls
        fig, axes = plt.subplots(2, 6, figsize=(18, 5.5), dpi=(50 * (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 43: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
43 N05 RF_maintenance nn Power inf 219.640349 219.224939 inf inf 6213.759823 6247.588350 708.477829 694.551336

Antenna 60: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
60 N05 RF_maintenance nn Power inf 218.067256 217.533766 inf inf 4719.995403 4061.655368 534.955887 506.306021

Antenna 68: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
68 N03 dish_maintenance nn Power inf 231.157324 230.735614 inf inf 6612.056725 6472.231997 594.230159 576.727171

Antenna 74: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
74 N05 RF_maintenance nn Power inf 232.742300 232.813182 inf inf 8553.979318 8553.171146 875.515371 875.186583

Antenna 38: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
38 N03 digital_ok nn Power inf 232.733085 232.836667 inf inf 6142.665448 6268.243090 504.939340 547.141895

Antenna 37: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
37 N03 digital_ok nn Power inf 229.393958 229.273296 inf inf 8556.175105 8553.885730 876.399434 875.581246

Antenna 243: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
243 N19 RF_ok ee Shape 67.268836 4.662106 67.268836 -1.298008 0.561833 -0.305787 9.311932 -1.129286 3.317615

Antenna 240: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
240 N19 RF_maintenance nn Shape 59.018535 59.018535 21.380917 0.384682 -0.668982 10.858054 7.260969 8.806658 6.738173

Antenna 77: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
77 N06 not_connected ee Shape 50.340155 -0.987029 50.340155 -0.126608 0.035441 -1.306164 26.084777 -0.837892 4.013465

Antenna 242: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
242 N19 RF_ok ee Shape 45.784071 1.453419 45.784071 1.980959 -0.226829 1.669316 27.545004 1.568973 5.836880

Antenna 108: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
108 N09 RF_maintenance nn Shape 36.594548 36.594548 9.834824 1.545487 10.317650 12.298683 12.387042 3.481501 5.511802

Antenna 104: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
104 N08 RF_maintenance nn Shape 35.814167 35.814167 8.358190 7.721295 -1.260337 8.716021 -0.424660 6.016489 -1.544883

Antenna 200: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
200 N18 RF_maintenance nn Shape 35.357975 35.357975 10.993418 -0.239573 4.388678 12.520608 12.485043 4.250247 5.524469

Antenna 114: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
114 N11 not_connected ee Temporal Discontinuties 34.978425 5.813151 5.248659 11.286184 14.818150 16.289815 23.027161 10.044020 34.978425

Antenna 92: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
92 N10 RF_maintenance nn Shape 34.907566 34.907566 33.336789 2.129115 1.307303 13.274074 10.419558 3.291520 2.208261

Antenna 28: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 32.875216 32.875216 15.422847 2.233413 0.302031 12.002081 10.099464 5.937202 2.099320

Antenna 4: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance ee Temporal Variability 25.507504 0.209764 0.098078 1.938773 2.040824 4.844945 25.507504 1.498183 8.359340

Antenna 18: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Shape 25.019146 25.019146 10.440276 -0.535622 10.330961 11.944951 12.420107 5.443864 5.474098

Antenna 161: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
161 N13 digital_ok nn Shape 24.252416 24.252416 -1.122401 -0.276481 0.085384 5.010706 0.016471 0.806404 0.263314

Antenna 185: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
185 N14 digital_ok ee Shape 23.710379 0.639011 23.710379 -1.419143 -0.616943 -0.797945 3.605822 -1.679238 0.919108

Antenna 110: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Shape 20.836565 20.836565 20.349320 14.487383 14.034105 13.593265 12.337859 6.054140 5.374960

Antenna 106: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Temporal Variability 20.267911 0.456185 2.602507 -0.592915 0.095132 -1.606919 20.267911 -1.084248 -0.127174

Antenna 15: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
15 N01 digital_ok nn Shape 19.484300 19.484300 9.598783 0.631828 9.766117 9.363897 12.346984 3.293374 5.479151

Antenna 32: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Shape 18.556916 18.556916 -0.915009 3.119414 -0.128646 6.877341 0.025701 5.266975 0.616933

Antenna 165: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
165 N14 digital_ok ee Shape 18.512120 0.575846 18.512120 -1.022759 -0.521036 -1.421181 2.450390 -1.037979 0.501821

Antenna 51: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 dish_maintenance ee Shape 18.292816 7.455254 18.292816 -0.239230 13.326443 7.452342 12.657256 0.467343 5.835200

Antenna 159: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
159 N13 RF_maintenance nn Shape 17.278167 17.278167 1.038279 -0.819301 -1.380667 8.165249 -1.937767 4.809289 -1.122207

Antenna 78: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 17.209164 -0.470473 17.209164 1.349703 -0.926471 0.276350 2.081432 0.533257 1.081364

Antenna 151: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
151 N16 digital_ok ee Shape 17.031656 2.821617 17.031656 0.606357 -0.271868 -0.258089 4.285118 -0.858925 1.719959

Antenna 3: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
3 N01 digital_ok nn Shape 16.731352 16.731352 9.885552 -0.709680 10.375357 9.001090 12.362287 3.157947 5.504272

Antenna 36: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 14.920515 14.032759 14.920515 13.808146 13.834405 13.775999 12.526796 6.249648 5.528847

Antenna 57: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance ee Shape 14.443677 0.940633 14.443677 0.616228 6.990607 1.345647 7.636626 0.632461 3.513417

Antenna 84: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
84 N08 RF_maintenance nn Power 14.069682 13.120954 11.509903 14.069682 13.392447 13.750922 10.369269 6.173691 3.464150

Antenna 189: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
189 N15 digital_ok nn Temporal Variability 13.840458 10.601414 8.796085 10.873056 9.862013 13.840458 12.518096 6.313235 5.687515

Antenna 156: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance nn Temporal Variability 13.796258 10.478260 4.728853 10.773171 9.196585 13.796258 9.600536 6.232819 1.949247

Antenna 27: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Temporal Variability 13.788927 11.057378 9.311404 10.894979 10.365708 13.788927 12.468966 6.201174 5.570832

Antenna 262: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
262 N20 dish_maintenance nn Temporal Variability 13.785974 6.375663 5.067611 10.127268 9.450105 13.785974 13.381919 6.727073 6.088149

Antenna 111: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Temporal Variability 13.760080 10.712699 -0.021890 10.874870 0.479807 13.760080 -0.003336 6.208533 1.207765

Antenna 182: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
182 N13 digital_ok nn Temporal Variability 13.756661 11.003090 0.222406 10.759648 -0.673663 13.756661 -0.982226 6.165737 -0.980424

Antenna 63: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
63 N06 not_connected nn Temporal Variability 13.755640 11.604614 -0.401388 5.059828 -0.090390 13.755640 -0.836567 6.146534 -0.766798

Antenna 173: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
173 N16 digital_ok nn Temporal Variability 13.753348 11.989442 11.527272 4.659535 3.940041 13.753348 12.528184 6.334996 5.671554

Antenna 320: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
320 N03 dish_maintenance nn Temporal Variability 13.749823 10.505364 6.395597 7.301001 2.966313 13.749823 2.799053 6.144237 2.782089

Antenna 109: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Temporal Variability 13.727489 11.323744 9.605652 10.778586 10.341103 13.727489 12.461192 6.161804 5.496392

Antenna 29: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
29 N01 digital_ok nn Temporal Variability 13.726502 11.106749 9.583394 10.503492 9.956947 13.726502 12.407219 6.097368 5.502671

Antenna 55: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
55 N04 digital_ok nn Temporal Variability 13.717184 11.570396 9.551780 10.443476 9.809768 13.717184 12.400577 6.188456 5.506923

Antenna 142: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
142 N13 RF_maintenance nn Temporal Variability 13.716630 11.602811 0.066197 11.056314 -0.433241 13.716630 2.971668 6.148107 3.221933

Antenna 54: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Temporal Variability 13.711873 11.606319 9.592881 11.152454 10.371194 13.711873 12.438238 6.124162 5.565760

Antenna 94: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 digital_ok nn Temporal Variability 13.704461 11.793773 10.304926 10.942367 10.561602 13.704461 12.221553 6.096376 5.508434

Antenna 34: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
34 N06 not_connected nn Temporal Variability 13.704166 12.508450 10.960059 5.053832 4.634039 13.704166 12.376991 6.092530 5.500185

Antenna 180: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
180 N13 RF_maintenance nn Temporal Variability 13.698841 11.858172 -0.922402 11.208590 -1.500733 13.698841 -0.710518 6.231865 -0.355140

Antenna 58: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
58 N05 RF_maintenance nn Temporal Variability 13.698314 11.514302 9.482293 11.041254 10.266648 13.698314 12.371574 6.167942 5.580470

Antenna 47: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
47 N06 not_connected nn Temporal Variability 13.690322 11.824045 10.662498 4.667877 4.443458 13.690322 12.399321 6.102815 5.547471

Antenna 128: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
128 N10 digital_ok nn Temporal Variability 13.674162 11.041017 9.551783 11.034557 10.457160 13.674162 12.310455 6.118467 5.480136

Antenna 80: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
80 N11 not_connected nn Temporal Variability 13.670141 12.259597 -0.330839 5.004148 0.089001 13.670141 0.654780 6.115425 -0.000084

Antenna 117: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 RF_maintenance nn Temporal Variability 13.666377 12.382915 10.446544 11.449168 10.482995 13.666377 12.307128 6.196039 5.483345

Antenna 79: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
79 N11 not_connected nn Temporal Variability 13.658717 12.056870 1.262935 5.099273 -1.417469 13.658717 -1.715415 6.067644 -0.456380

Antenna 56: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
56 N04 digital_ok nn Temporal Variability 13.657910 12.598201 -0.520424 11.302481 0.626954 13.657910 0.185850 6.114031 0.740935

Antenna 113: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
113 N11 not_connected nn Temporal Variability 13.656831 12.107889 11.038951 5.103253 4.283929 13.656831 12.288873 6.087905 5.491829

Antenna 96: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
96 N11 not_connected nn Temporal Variability 13.625474 11.954573 10.739066 5.216082 4.493230 13.625474 12.318271 6.089628 5.512809

Antenna 246: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
246 N20 RF_maintenance ee Shape 13.624726 11.969377 13.624726 -0.042633 -0.976514 10.267319 9.289615 3.820294 2.668853

Antenna 72: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
72 N04 digital_ok nn Temporal Variability 13.618961 12.513784 10.112162 11.484671 10.778935 13.618961 12.278391 6.096434 5.473995

Antenna 143: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 digital_ok nn Temporal Variability 13.613040 11.764202 -0.966884 11.165517 1.176010 13.613040 1.201362 6.211330 0.956286

Antenna 42: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Temporal Variability 13.601977 12.363903 10.611010 11.462973 10.689888 13.601977 12.287360 6.110649 5.469463

Antenna 81: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
81 N07 digital_ok nn Temporal Variability 13.582589 11.851160 0.482257 9.660156 0.262043 13.582589 3.381429 6.137160 2.255663

Antenna 225: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
225 N19 RF_ok nn Temporal Variability 13.239214 11.698483 2.005514 4.817115 1.046333 13.239214 -0.200070 5.605667 0.450446

Antenna 50: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
50 N03 RF_maintenance nn Temporal Discontinuties 13.225388 9.918598 0.531279 1.472426 0.320952 10.737924 5.044743 13.225388 5.107322

Antenna 208: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
208 N20 dish_maintenance nn Temporal Variability 13.075044 7.421342 5.152289 11.157910 9.470757 13.075044 12.459648 8.368307 5.987401

Antenna 209: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
209 N20 dish_maintenance nn Temporal Variability 12.965637 6.725077 4.830230 9.603845 9.212884 12.965637 12.173071 6.583319 5.734202

Antenna 155: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
155 N12 RF_maintenance ee Temporal Variability 12.478801 -0.600947 9.157794 -1.497248 10.060293 2.559400 12.478801 0.783525 5.568765

Antenna 9: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
9 N02 digital_ok ee Temporal Variability 12.449387 -1.229566 3.832490 -0.470338 8.426657 1.377919 12.449387 1.465229 5.712533

Antenna 136: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 N12 digital_ok ee Temporal Variability 12.426976 -0.520789 9.023757 -0.416937 9.900205 3.417184 12.426976 0.813136 5.566258

Antenna 40: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
40 N04 digital_ok ee Temporal Variability 12.414319 -0.740429 9.261377 0.478090 9.960103 -0.288638 12.414319 0.344369 5.522821

Antenna 133: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
133 N11 not_connected ee Temporal Variability 12.372398 -0.350981 11.154626 -1.500886 4.235342 -1.317553 12.372398 -1.103448 5.431546

Antenna 170: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
170 N15 digital_ok ee Temporal Variability 12.370641 -0.171310 10.854648 -1.176350 10.673764 -1.526749 12.370641 -1.145415 5.607417

Antenna 16: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
16 N01 digital_ok ee Temporal Variability 12.344677 -0.481449 9.673325 0.905619 10.340638 0.896851 12.344677 1.506807 5.499568

Antenna 146: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
146 N14 digital_ok ee Temporal Variability 12.334860 -0.475280 10.686636 -0.147162 4.245896 -1.458262 12.334860 -1.262134 5.455583

Antenna 59: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
59 N05 RF_maintenance ee Temporal Variability 12.257433 -0.519237 10.068700 2.030199 9.839717 0.911972 12.257433 2.293612 5.520937

Antenna 145: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 11.513245 -0.001862 -1.215009 3.232089 -0.980427 11.513245 -0.339121 3.196451 -0.875816

Antenna 131: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
131 N11 not_connected nn Temporal Variability 10.985940 9.770207 -0.509966 4.789258 0.059182 10.985940 -1.537130 2.686885 -0.951366

Antenna 192: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
192 N16 digital_ok nn Temporal Variability 10.955502 4.026090 3.084292 5.325997 5.511052 10.955502 9.402207 5.382122 4.784557

Antenna 82: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
82 N07 RF_maintenance nn Temporal Variability 10.925161 7.838612 -1.503552 8.755225 0.431996 10.925161 1.399591 2.529859 0.706293

Antenna 224: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
224 N19 RF_ok nn Temporal Variability 10.745713 3.740300 3.520628 5.309684 5.729231 10.745713 10.031264 5.351420 4.994224

Antenna 126: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Temporal Discontinuties 10.456486 4.605561 5.002454 1.354141 -1.058284 0.415966 9.982565 0.949987 10.456486

Antenna 228: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
228 N20 RF_maintenance nn Shape 10.227110 10.227110 9.980298 -0.254644 -0.473380 7.712038 7.081885 7.514499 4.774058

Antenna 193: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
193 N16 digital_ok ee Temporal Variability 9.584831 0.410584 3.510091 2.016624 5.596325 1.969602 9.584831 1.491182 4.864021

Antenna 226: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
226 N19 RF_ok nn Shape 9.432887 9.432887 0.348451 1.306567 0.315158 5.758710 -1.538469 1.756073 -0.393516

Antenna 201: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
201 N18 RF_maintenance nn Temporal Variability 8.750433 2.691324 0.497784 4.630850 3.487192 8.750433 4.991237 4.629897 2.734848

Antenna 210: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
210 N20 dish_maintenance nn Shape 8.617392 8.617392 8.296702 -1.118201 -1.209448 -1.190363 -1.101286 -1.442808 -1.132219

Antenna 65: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
65 N03 digital_ok nn Temporal Variability 8.266474 1.184976 1.490654 1.058501 0.412343 8.266474 4.501164 4.518790 3.052735

Antenna 121: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
121 N08 digital_ok nn Temporal Variability 8.263501 4.798790 3.995414 5.594830 -0.222296 8.263501 0.294071 6.435508 1.189951

Antenna 97: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
97 N11 not_connected nn Temporal Variability 6.924067 3.477528 1.113959 1.490334 -0.031484 6.924067 2.357499 2.762711 1.550543

Antenna 241: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
241 N19 RF_ok nn Shape 6.920074 6.920074 3.495473 0.573443 -0.675228 0.363789 -0.422920 1.001741 -0.458964

Antenna 87: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance nn Shape 6.915526 6.915526 3.819403 -0.610584 -0.704210 -0.566336 -0.520013 -0.715611 -0.734933

Antenna 123: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 N08 digital_ok nn Shape 6.712800 6.712800 4.949764 0.891653 0.791452 0.814831 -0.181118 0.991004 0.715175

Antenna 101: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
101 N08 digital_ok nn Shape 6.390308 6.390308 5.686077 1.070295 -0.560405 1.650940 0.404195 1.789021 -0.166421

Antenna 122: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
122 N08 digital_ok ee Shape 5.787284 5.474231 5.787284 0.973257 -0.025352 0.287750 0.223196 1.021274 -0.051304

Antenna 207: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
207 N19 RF_ok nn Shape 5.482025 5.482025 3.593750 -1.103188 1.649767 2.499512 1.018081 -0.782411 1.232436

Antenna 52: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
52 N03 RF_maintenance ee Shape 5.377498 4.909025 5.377498 0.330398 -0.492756 1.885487 0.843423 1.013032 0.163977

Antenna 71: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
71 N04 digital_ok ee Shape 5.276158 -0.888392 5.276158 0.945489 0.574531 0.626146 0.748628 0.675200 0.690430

Antenna 205: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
205 N19 RF_ok nn Shape 5.246494 5.246494 3.494552 -0.375132 0.282260 -1.046743 -0.277762 -0.709496 -0.047658

Antenna 244: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
244 N20 RF_maintenance ee Shape 4.978404 2.734474 4.978404 -0.797980 1.538864 -1.260478 4.742301 -0.821492 -0.020009

Antenna 103: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
103 N08 digital_ok ee Power 4.974571 3.652730 1.324210 -1.307864 4.974571 -0.889866 2.012260 -1.036045 3.864952

Antenna 135: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
135 N12 RF_maintenance ee Temporal Variability 4.442861 -1.491560 -0.224815 -1.412926 -0.446179 0.105002 4.442861 0.607940 3.001293

Antenna 20: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
20 N02 digital_ok ee Temporal Discontinuties 4.330825 -0.740376 0.247157 -1.040826 2.379968 -1.262358 2.217954 -0.525451 4.330825

Antenna 132: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
132 N11 not_connected ee Temporal Variability 4.275181 1.347456 0.084794 -1.435022 -0.756795 -2.088195 4.275181 -1.498552 -1.278355

Antenna 171: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
171 N16 digital_ok nn Shape 3.968397 3.968397 2.322151 0.112911 -1.332048 0.790642 -1.808135 -0.992050 -1.077247

Antenna 325: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
325 N09 dish_ok nn Temporal Variability 3.338441 -0.251542 -0.213507 -1.050831 1.549053 3.338441 0.469794 1.149220 -0.044590

Antenna 245: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
245 N20 RF_ok nn Shape 3.280415 3.280415 1.655007 -0.941860 0.334327 -1.193771 -0.662671 -1.094907 -0.178523

Antenna 7: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
7 N02 digital_ok nn Temporal Variability 3.112542 -0.904018 -0.722799 -0.353121 -1.089756 3.112542 0.450785 2.077771 1.524481

Antenna 227: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
227 N20 RF_ok ee Shape 3.111332 1.542668 3.111332 0.293730 -1.392567 -0.444178 0.149848 -0.306557 -0.182830

Antenna 67: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
67 N03 digital_ok nn Temporal Variability 3.103263 0.496811 -0.303002 0.690543 -0.865017 3.103263 0.064503 2.062626 -0.222998

Antenna 5: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
5 N01 digital_ok ee Temporal Discontinuties 3.022258 0.404011 0.515398 0.231857 0.310580 2.712183 2.545559 2.373476 3.022258

Antenna 183: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
183 N13 digital_ok nn Shape 2.971537 2.971537 -0.535228 0.690005 -0.167805 0.204829 -0.245141 0.660713 -0.002694

Antenna 206: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
206 N19 RF_ok ee Power 2.967966 1.980427 2.115244 -0.641052 2.967966 -1.391054 1.992915 -0.624160 2.316903

Antenna 324: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
324 N04 not_connected ee Shape 2.890312 2.835414 2.890312 1.896520 1.464226 0.865141 0.535719 0.381015 0.361517

Antenna 120: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
120 N08 RF_maintenance ee Temporal Discontinuties 2.836526 2.003328 1.305697 -0.764356 2.834855 -0.285991 2.016936 -0.823214 2.836526

Antenna 86: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
86 N08 digital_ok ee Temporal Variability 2.622369 -0.956588 0.708798 1.772526 1.301118 1.458776 2.622369 2.478860 0.831046

Antenna 261: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
261 N20 RF_ok nn Shape 2.607564 2.607564 1.866850 -0.295234 0.910116 -0.418546 0.245898 -0.166626 0.280624

Antenna 85: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
85 N08 digital_ok ee Power 2.562246 0.738597 -0.489884 1.499632 2.562246 1.293195 0.993757 1.549120 1.896295

Antenna 93: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
93 N10 digital_ok ee Temporal Discontinuties 2.528406 -0.123660 0.397875 -1.010884 2.089593 -0.967258 1.615515 -1.199066 2.528406

Antenna 21: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
21 N02 digital_ok nn Temporal Variability 2.485949 0.006627 0.383644 0.128128 -0.646320 2.485949 -0.321184 1.711710 1.082117

Antenna 41: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
41 N04 digital_ok nn Temporal Discontinuties 2.470755 -0.364882 1.234326 0.134568 -0.036873 0.258544 0.309963 2.470755 0.276581

Antenna 69: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
69 N04 digital_ok nn Temporal Variability 2.433890 -0.949382 0.493271 0.859306 0.187349 2.433890 0.285907 1.007426 0.368469

Antenna 223: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
223 N19 RF_ok ee Shape 2.414020 2.281749 2.414020 -0.808882 -1.165588 0.776911 -1.476148 -1.198265 -0.916532

Antenna 17: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
17 N01 digital_ok nn Shape 2.358636 2.358636 0.909008 0.400810 0.451306 0.206630 0.691904 0.598528 1.155314

Antenna 8: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
8 N02 RF_maintenance nn Temporal Discontinuties 2.349947 -0.816779 -0.016885 0.024286 -0.624812 2.047882 1.489480 2.349947 1.954442

Antenna 166: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance nn Shape 2.236066 2.236066 0.199392 -0.175889 -0.932504 0.329463 0.446831 -0.251438 -0.842505

Antenna 48: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
48 N06 not_connected nn Power 2.142178 0.154823 0.316373 2.142178 0.642008 1.385625 -1.351007 1.195839 -0.653188

Antenna 191: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
191 N15 digital_ok ee Temporal Discontinuties 2.104856 0.175860 -1.077377 -0.251079 1.381349 -1.104346 0.615989 -0.084061 2.104856

Antenna 125: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance ee Shape 2.102234 -0.259558 2.102234 0.783895 -0.434183 0.206265 -0.954209 0.248010 -0.818015

Antenna 31: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
31 N02 digital_ok ee Temporal Discontinuties 2.096402 -0.260737 1.743896 0.971337 1.252092 1.598670 1.480195 1.092008 2.096402

Antenna 157: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
157 N12 digital_ok nn Temporal Variability 1.999487 -0.182545 -0.128452 0.731068 0.001864 1.999487 0.658730 1.850458 0.873760

Antenna 187: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
187 N14 digital_ok nn Power 1.981848 0.857291 0.570770 1.981848 -1.111350 1.504257 -0.692501 1.832460 -0.950167

Antenna 53: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
53 N03 digital_ok nn Shape 1.973490 1.973490 1.399767 0.412413 0.320759 1.217603 0.360783 1.009962 0.851943

Antenna 49: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
49 N06 not_connected ee Temporal Variability 1.923432 -0.209578 0.519195 -0.223326 -1.019358 -1.474184 1.923432 -0.374611 0.002694

Antenna 202: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
202 N18 digital_ok ee Power 1.879173 1.157171 -0.296486 -1.030215 1.879173 -1.238978 0.817025 0.208682 1.147573

Antenna 237: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
237 N18 RF_ok ee Shape 1.793191 0.897489 1.793191 -1.441395 0.069118 -2.282205 0.786983 -1.561171 -0.680979

Antenna 139: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
139 N13 RF_maintenance ee Power 1.792800 0.672259 0.449785 -0.822875 1.792800 -2.650218 0.044497 -1.278290 1.209434

Antenna 107: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
107 N09 digital_ok ee Shape 1.758651 1.367147 1.758651 -0.373802 -0.018408 -0.710023 -0.394368 -0.468309 0.227566

Antenna 229: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
229 N20 RF_maintenance ee Power 1.757602 -0.011481 -0.477956 1.620961 1.757602 1.223155 0.630942 0.817615 0.722682

Antenna 35: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
35 N06 not_connected ee Power 1.676007 0.387352 -0.395262 -1.151946 1.676007 -1.483092 -0.110026 -0.019111 0.237584

Antenna 73: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance nn Shape 1.635268 1.635268 -1.290318 -1.428071 -1.323475 -0.875625 0.283158 -1.914005 -1.436020

Antenna 61: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
61 N06 not_connected ee Shape 1.511940 -0.672669 1.511940 -1.349863 -0.650628 -2.496978 0.002404 -1.555310 -1.093713

Antenna 222: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
222 N18 RF_ok ee Shape 1.447467 -0.855588 1.447467 0.311916 -0.244642 -1.482180 -1.046085 -0.629493 -0.891220

Antenna 90: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance nn Power 1.377150 -0.912912 -0.238602 1.377150 0.942273 -0.002404 -0.832707 0.918018 0.463250

Antenna 19: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
19 N02 digital_ok ee Shape 1.375936 -0.330588 1.375936 -0.529102 -1.204951 1.124079 0.879686 0.057484 -0.420167

Antenna 211: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
211 N20 RF_ok ee Shape 1.375742 -0.166090 1.375742 0.187646 -1.230416 -0.884998 -1.392006 -0.659841 -1.214100

Antenna 221: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
221 N18 RF_ok ee Shape 1.351979 0.177532 1.351979 -0.557335 -1.437470 -2.278956 -1.627572 -1.424663 -0.889334

Antenna 89: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
89 N09 RF_maintenance ee Shape 1.337768 0.575039 1.337768 0.911113 0.065976 0.628327 -0.841422 0.575838 -0.269690

Antenna 62: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
62 N06 not_connected nn Power 1.265797 -1.068013 0.307486 1.265797 -0.589553 0.463006 -0.828816 0.441420 -1.006457

Antenna 158: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 digital_ok nn Temporal Discontinuties 1.264059 -0.932162 -0.303304 -0.454784 0.072755 0.561697 0.300800 1.264059 0.624705

Antenna 124: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
124 N09 digital_ok nn Shape 1.201342 1.201342 0.120587 0.812897 0.059908 0.202236 -0.065480 0.656121 -0.096089

Antenna 238: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
238 N18 RF_ok ee Power 1.111775 0.901431 -0.550821 0.400426 1.111775 -0.630962 -0.438153 -0.543164 0.223624

Antenna 118: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
118 N07 digital_ok nn Temporal Discontinuties 1.075230 0.694521 0.652448 0.676647 -0.113866 0.466311 -0.211905 1.075230 -0.027930

Antenna 10: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
10 N02 digital_ok nn Temporal Discontinuties 1.051960 -0.207697 0.175431 -1.368379 -1.454818 0.740013 0.135365 1.051960 0.565163

Antenna 95: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
95 N11 not_connected nn Power 1.031844 -0.316088 1.003707 1.031844 -1.028855 -0.326741 -1.876527 0.166486 -1.364950

Antenna 64: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
64 N06 not_connected nn Temporal Discontinuties 0.987564 -0.202561 -0.721633 -0.945605 -0.832213 0.139822 -0.633428 0.987564 0.083501

Antenna 137: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
137 N07 RF_maintenance ee Shape 0.987538 0.334228 0.987538 -1.427133 0.528073 -1.690180 -0.376623 -1.383214 0.889598

Antenna 164: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
164 N14 digital_ok nn Temporal Variability 0.955211 0.158301 -1.302249 0.073946 0.683397 0.955211 0.896890 0.213365 0.803423

Antenna 45: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 digital_ok nn Shape 0.944051 0.944051 0.676312 0.641342 0.148170 -0.113622 0.076511 0.718104 0.217664

Antenna 163: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
163 N14 digital_ok nn Shape 0.934974 0.934974 0.763144 0.432096 -0.202718 0.264938 -0.291037 0.621141 -0.173090

Antenna 88: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
88 N09 digital_ok nn Temporal Variability 0.913545 0.109854 -0.474989 0.698113 0.522284 0.913545 -1.341740 0.572913 0.304750

Antenna 181: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
181 N13 digital_ok nn Temporal Variability 0.911499 -0.810395 -0.706614 0.311700 0.091225 0.911499 0.056708 0.618699 0.178071

Antenna 83: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
83 N07 digital_ok nn Temporal Discontinuties 0.906070 0.281392 -0.473965 0.490234 0.345756 0.385764 -0.507349 0.906070 0.496309

Antenna 141: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
141 N13 digital_ok nn Power 0.901228 -1.165031 -0.776598 0.901228 -0.069091 -0.894213 0.576716 0.052732 -0.002874

Antenna 167: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
167 N15 digital_ok nn Temporal Variability 0.891551 -0.679312 -0.618091 -0.105234 -1.299173 0.891551 0.648778 -0.279189 -1.248759

Antenna 66: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
66 N03 digital_ok ee Temporal Variability 0.805414 -0.270004 0.253397 -1.176592 -1.259563 -0.182207 0.805414 -1.060015 -0.668003

Antenna 22: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
22 N06 not_connected ee Power 0.741988 -0.037561 -0.883043 0.510905 0.741988 -1.027234 0.422225 -0.473291 -0.490895

Antenna 162: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Temporal Variability 0.711959 -1.072186 -0.361192 -1.205319 -0.885190 0.468315 0.711959 -1.768910 -0.862130

Antenna 190: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
190 N15 digital_ok nn Power 0.672335 -1.555658 -1.490479 0.672335 -0.604715 -0.732501 -0.959837 -0.222105 -0.550850

Antenna 127: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
127 N10 digital_ok ee Power 0.648215 0.060893 0.628821 0.428656 0.648215 -0.193703 -0.019709 0.213332 0.475009

Antenna 112: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
112 N10 digital_ok ee Temporal Variability 0.631424 -1.268822 -0.771954 0.328033 0.345469 -0.374145 0.631424 0.312555 0.606281

Antenna 144: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Temporal Discontinuties 0.629523 0.071173 0.485717 0.576866 -1.006846 -0.086196 -0.334851 0.629523 -0.889794

Antenna 150: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 digital_ok ee Shape 0.618919 -0.861311 0.618919 -1.232995 -0.908563 -0.746893 -0.111046 -1.928425 -1.587647

Antenna 220: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
220 N18 RF_maintenance ee Power 0.592445 -0.651098 0.051156 -0.098647 0.592445 -0.400861 -1.117713 -0.865150 -0.042745

Antenna 30: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok nn Power 0.585658 0.248875 -0.628350 0.585658 0.252465 0.229718 0.165781 0.371236 0.402875

Antenna 102: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
102 N08 RF_maintenance ee Temporal Variability 0.522247 -0.147743 -0.919692 -0.792692 -1.500090 -0.537646 0.522247 -0.390069 -1.381778

Antenna 168: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
168 N15 digital_ok ee Temporal Discontinuties 0.501531 -0.527495 -0.756659 -0.282704 0.432690 -0.446419 0.344221 -0.515619 0.501531

Antenna 186: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
186 N14 digital_ok ee Temporal Variability 0.354797 -1.163760 -0.333451 -0.395504 -1.462437 0.054030 0.354797 -1.199328 -1.305736

Antenna 160: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Temporal Variability 0.320690 -0.798749 0.042125 -0.549285 -0.299987 0.320690 -0.364845 -0.279289 0.071549

Antenna 46: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
46 N05 RF_maintenance nn Shape 0.268185 0.268185 -0.585571 -0.865749 -0.881818 -0.669634 -0.040762 -1.735299 -0.406774

Antenna 239: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
239 N18 RF_ok nn Power 0.260125 -1.171521 -0.328135 0.260125 -0.001864 -0.671549 -1.363631 -0.524590 -0.610951

Antenna 70: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
70 N04 digital_ok nn Temporal Discontinuties 0.222300 -1.443981 -0.006627 0.192671 -0.050953 -0.373876 -0.455240 0.222300 -0.282593

Antenna 105: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
105 N09 digital_ok nn Power 0.212753 -0.396314 -0.543854 0.212753 -0.262800 -0.691000 -0.596298 -0.290044 -0.710948

Antenna 140: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
140 N13 digital_ok nn Power 0.055921 -0.381746 -0.269271 0.055921 -0.976878 -1.866885 -0.835225 -0.854997 -0.556320

Antenna 184: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
184 N14 digital_ok ee Temporal Discontinuties 0.053715 -0.327028 -0.023147 -0.449005 -0.689125 -1.061851 -0.005669 0.037430 0.053715

Antenna 169: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
169 N15 digital_ok ee Temporal Variability -0.015548 -0.689370 -0.507594 -1.375490 -0.803937 -0.333339 -0.015548 -1.903264 -0.867288

Antenna 91: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
91 N09 digital_ok ee Power -0.105329 -0.140325 -0.814587 -0.325435 -0.105329 -1.611268 -1.392483 -0.782134 -0.394192

Antenna 115: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
115 N11 not_connected ee Temporal Discontinuties -0.302114 -0.830900 -0.634781 -0.367583 -0.845088 -1.914989 -0.453129 -0.499878 -0.302114

Antenna 44: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
44 N05 digital_ok ee Power -0.324944 -0.991579 -1.318390 -0.504806 -0.324944 -0.677432 -1.315358 -0.723147 -1.291561

Antenna 147: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
147 N15 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 148: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
148 N15 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 149: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
149 N15 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 179: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
179 N12 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 329: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 333: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
333 N12 dish_maintenance nn 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 [ ]: