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diagnostic.md

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Diagnostic & Quality Report

Scores

Diagnostic

Overall score: 100.00%

Property Score
0 Data Validity 1
1 Data Structure 1

Quality

Overall score: 61.24%

Property Score
0 Column Shapes 0.742563
1 Column Pair Trends 0.48231

By column:

Column Metric Score
0 device_id TVComplement 0.872066
1 timestamp TVComplement 0.990704
2 temperature KSComplement 0.94265
3 humidity KSComplement 0.923113
4 precipitation_accumulated KSComplement 0.865448
5 wind_speed KSComplement 0.570663
6 wind_gust KSComplement 0.376241
7 wind_direction KSComplement 0.969749
8 illuminance KSComplement 0.361903
9 solar_irradiance KSComplement 0.247834
10 fo_uv KSComplement 0.436742
11 uv_index TVComplement 0.999527
12 precipitation_rate KSComplement 0.0204821
13 pressure KSComplement 0.79833
14 model TVComplement 1
15 name TVComplement 0.873799
16 utc_datetime KSComplement 0.800693
17 cell_id TVComplement 0.874902
18 lat KSComplement 0.922956
19 lon KSComplement 0.757366
20 rn TVComplement 0.988656

Sample synthetic data

device_id timestamp temperature humidity precipitation_accumulated wind_speed wind_gust wind_direction illuminance solar_irradiance fo_uv uv_index precipitation_rate pressure model name utc_datetime cell_id lat lon rn
0 593b07c0-5050-11ed-960f-d7d4cf200cc9 1706486512000 1.02153 47 740.512 0.415032 1.3047 146 4 0.02 1 0 3.64 1030.12 WS1000 Wonderful Seafoam Barometric 2024-01-29 00:01:42 87194a7a3ffffff 55.2813 69.7748 7
1 a0a7a210-511f-11ed-960b-b351f0b0cc44 1706486448000 -3.28186 95 202.398 2.3683e-05 0.51163 26 2672 4.55 522 0 0.87 1016.26 WS1000 Curly Tomato Climate 2024-01-29 00:00:51 872888b9affffff 35.8199 46.9732 3
2 7cc0cfc0-d8d4-11ec-960f-d7d4cf200cc9 1706486448000 9.42757 76 357.427 0.23023 1.45846 133 5264 12.72 1 0 0.12 1014.06 WS1000 Rich Sandstone Duststorm 2024-01-29 00:01:03 87194dc42ffffff 44.9339 -66.452 5
3 f57b6290-5124-11ed-960b-b351f0b0cc44 1706486528000 -6.66564 73 857.514 0.940109 2.23794 82 0 0.01 0 0 4.38 1020.69 WS1000 Old Magnolia Rainstorm 2024-01-29 00:01:23 8729a1d21ffffff 49.1938 99.2478 8
4 e5b61e70-4e88-11ed-960f-d7d4cf200cc9 1706486448000 10.5048 24 376.247 0.0151904 0.62935 239 901545 797.39 15126 0 0.45 978.096 WS1000 Narrow Mercurial Sunrise 2024-01-29 00:01:12 87ad368daffffff 48.7096 -101.81 5
5 77548ea0-4f58-11ed-9972-4f669f2d96bd 1706486496000 25.787 93 3974.72 0.0051592 0.581282 59 360956 536.02 46370 0 4.82 1026.51 WS1000 Nice Sapphire Altocumulus 2024-01-29 00:00:30 871f8e6c6ffffff 43.8934 -103.819 7
6 7a9798d0-1dcd-11ed-960f-d7d4cf200cc9 1706486528000 12.7222 52 692.835 6.75775 8.36108 24 931 2.58 55 0 4.34 1014.67 WS1000 Flaky Pewter Easterlies 2024-01-29 00:00:49 871f8d051ffffff 45.3093 25.9098 8
7 06756c60-1c7a-11ed-960f-d7d4cf200cc9 1706486512000 5.35957 21 190.69 0.0858518 0.581952 47 328614 225.17 14839 0 2.51 990.623 WS1000 Nutty Currant Condensation 2024-01-29 00:01:09 871fa199dffffff 50.1266 -119.904 8
8 0ae952e0-1ddb-11ed-960b-b351f0b0cc44 1706486496000 1.62991 71 812.074 0.00024448 0.513053 16 76671 76.26 1032 0 0.54 1015.78 WS1000 Fun Midnight Easterlies 2024-01-29 00:00:43 8728d16ceffffff 48.437 91.9055 7
9 1d7777a0-5122-11ed-960b-b351f0b0cc44 1706486544000 10.2068 99 17.6145 3.48855 5.53494 105 4466 10.95 20 0 1.86 994.151 WS1000 Melted Brick Twister 2024-01-29 00:01:44 870981c49ffffff 25.8645 -40.0334 10

Plots

Column plots

device_id

timestamp

temperature

humidity

precipitation_accumulated

wind_speed

wind_gust

wind_direction

illuminance

solar_irradiance

fo_uv

uv_index

precipitation_rate

pressure

model

name

utc_datetime

cell_id

lat

lon

rn