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ADE2016 Dataset analysis (automatic) report

Dataset stats

  • Estimotes/Sensortags Thursday: 811/60

  • Estimotes/Sensortags Friday: 556/61

  • Estimotes/Sensortags: 812/109

  • Packets/Copies (> 100ms criteria) Thursday: 6896252/14720392

  • Packets/Copies (> 100ms criteria) Friday: 7758473/10965277

  • Packets/Copies (> 1s criteria) Thursday: 2483302/19133342

  • Packets/Copies (> 1s criteria) Friday: 3002246/15721504

Dataset description (after 16:00)

Stats

Total number of packets+copies/packets

  • Thursday: 15395356/5365372

  • Friday: 14721130/6417852

Packets/copies received per Pi

  • pi01: 237393/608476

  • pi03: 703904/1056965

  • pi04: 239727/970463

  • pi07: 642466/1197326

  • pi08: 786314/3115882

  • pi10: 617024/3140477

  • pi11: 1551013/3613372

  • pi12: 631602/1757542

  • pi13: 476912/1611053

  • pi15: 1168945/3263126

  • pi16: 222937/1025860

  • pi17: 187957/474952

  • pi18: 331955/852403

  • pi20: 28636/498403

  • pi21: 124420/509947

  • pi22: 2912641/4588967

  • pi23: 919378/1831272

Packets/copies received per Pi (Estimotes and Sensortags only)

  • pi01: 83168/197428

  • pi03: 240610/327774

  • pi04: 158456/410119

  • pi07: 427957/572370

  • pi08: 707061/1704242

  • pi10: 550958/1573507

  • pi11: 1248066/2047018

  • pi12: 293635/574916

  • pi13: 234098/610378

  • pi15: 914593/1653861

  • pi16: 152186/457949

  • pi17: 126418/229658

  • pi18: 234610/488553

  • pi20: 13238/244415

  • pi21: 70234/249374

  • pi22: 2229459/2799389

  • pi23: 143884/374497

Packets/copies received per type

  • 0x0000: 7455/21784

  • 0x0001: 91/96

  • 0x0003: 689/3166

  • 0x0010: 206/292

  • 0x004C: 3068421/12431261

  • 0x0057: 70/147

  • 0x0059: 6/10

  • 0x006B: 227/435

  • 0x0075: 138/281

  • 0x0087: 15733/551100

  • 0x00C4: 250382/392423

  • 0x00D0: 5/9

  • 0x00DF: 592/828

  • 0x0110: 356/671

  • 0x012D: 57219/61778

  • 0x0157: 635/1027

  • 0x0180: 670/1035

  • 0x01C8: 8025/8026

  • 0x0201: 4/6

  • 0x0241: 8/16

  • 0x02F2: 489/839

  • 0x02F9: 48/85

  • 0x0300: 80975/554698

  • 0x0A0E: 5/7

  • 0x2400: 0/6

  • 0x3300: 1690/2709

  • 0x3845: 1/2

  • 0x4858: 2/4

  • 0x4D32: 29/248

  • 0x6D6F: 48/64

  • 0x7500: 7942/17524

  • 0x7800: 141/169

  • 0x8700: 4345/23069

  • 0xFF90: 9/19

  • 0xFFF0: 109/114

  • estimote-iBeacon: 1457752/1930792

  • estimote-nearable: 4453025/5861168

  • sensortag: 1917854/6723488

  • unknown: 447828/1527090

System/Noise packets

  • Thursday: 3435497/1929875

  • Friday: 4393134/2024718

Sensortag/Estimote packets

  • Thursday: 960093/2475404

  • Friday: 957761/3435373

Mean/Max packets per minute

  • Thursday: 11896.61/19179.00

  • Friday: 13124.44/25292.00

Mean/Max sensors per minute

  • Thursday: 393.67/692.00

  • Friday: 435.55/569.00

Figure: Packets vs. packets + copies

Packets vs. packets + copies

Figure: System (Estimote & Sensortag) packets vs. Noise packets

System (Estimote & Sensortag) packets vs. Noise packets

Figure: System (Estimote & Sensortag) bytes vs. Noise bytes

System (Estimote & Sensortag) bytes vs. Noise bytes

Figure: Estimote packets vs. Sensortag packets

Estimote packets vs. Sensortag packets

Figure: Estimote vs. Sensortag sensors seen per minute

Estimote vs. Sensortag sensors seen per minute

Figure: Estimote vs. Sensortag sensors seen per minute in the Overdrive room

Estimote vs. Sensortag sensors seen per minute in the Overdrive room

Figure: Packets received per PI, including copies

Packets received per PI, including copies

Figure: Estimote and Sensortag packets received per PI, including copies

Estimote and Sensortag packets received per PI, including copies

Figure: Packets received per type, including copies

Packets received per type, including copies

BLE Model statistics

Figure: Distribution of packets received vs. their RSSI

Distribution of packets received vs. their RSSI

Figure: Distribution of packets received per pi vs. their RSSI

Distribution of packets received per pi vs. their RSSI

Stats

RSSI value with more packets received: Int64Index([-95], dtype='int64', name=u'rssi')

Time between packets of the same type

Figure: CDF of the time between consecutive packets received from the same sensor filtering deltas < 1s

CDF of the time between consecutive packets received from the same sensor filtering deltas < 1s

Stats (delta < 1s)

('Friday', 'estimote-nearable'):

  • 100% 89546.97
  • 90% 10.43
  • 75% 5.20
  • 50% 2.60
  • 25% 1.31

('Friday', 'sensortag'):

  • 100% 78710.14
  • 90% 4.02
  • 75% 2.00
  • 50% 1.01
  • 25% 1.01

('Thursday', 'estimote-nearable'):

  • 100% 12140.61
  • 90% 12.99
  • 75% 5.21
  • 50% 2.60
  • 25% 1.31

('Thursday', 'sensortag'):

  • 100% 9749.60
  • 90% 3.02
  • 75% 2.01
  • 50% 1.01
  • 25% 1.01

FoR clustering

Figure: Clustering of FoR paths by pi on Friday

Clustering of FoR paths by pi on Friday

Figure: Heatmap of FoR paths by pi on Friday

Heatmap of FoR paths by pi on Friday

Figure: Clustering of FoR paths by pi on Thursday

Clustering of FoR paths by pi on Thursday

Figure: Heatmap of FoR paths by pi on Thursday

Heatmap of FoR paths by pi on Thursday

Figure: Clustering of FoR paths by room on Friday

Clustering of FoR paths by room on Friday

Figure: Heatmap of FoR paths by room on Friday

Heatmap of FoR paths by room on Friday

Figure: Clustering of FoR paths by room on Thursday

Clustering of FoR paths by room on Thursday

Figure: Heatmap of FoR paths by room on Thursday

Heatmap of FoR paths by room on Thursday