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Audio Classification
Transformers
Safetensors
audio-spectrogram-transformer
Generated from Trainer
Model card Files
xet
Community
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your-username/my-awesome-audio-model

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Files changed (5) hide show
  1. README.md +51 -0
  2. config.json +1018 -0
  3. model.safetensors +3 -0
  4. preprocessor_config.json +13 -0
  5. training_args.bin +3 -0
README.md ADDED
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+ ---
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+ library_name: transformers
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+ license: bsd-3-clause
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+ base_model: MIT/ast-finetuned-audioset-10-10-0.4593
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+ tags:
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+ - generated_from_trainer
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+ model-index:
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+ - name: results
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+ results: []
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+ ---
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+
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+ <!-- This model card has been generated automatically according to the information the Trainer had access to. You
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+ should probably proofread and complete it, then remove this comment. -->
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+
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+ # results
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+
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+ This model is a fine-tuned version of [MIT/ast-finetuned-audioset-10-10-0.4593](https://huggingface.co/MIT/ast-finetuned-audioset-10-10-0.4593) on the None dataset.
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+
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+ ## Model description
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+
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+ More information needed
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+
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+ ## Intended uses & limitations
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+
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+ More information needed
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+
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+ ## Training and evaluation data
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+
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+ More information needed
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+
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+ ## Training procedure
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+
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+ ### Training hyperparameters
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+
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+ The following hyperparameters were used during training:
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+ - learning_rate: 5e-05
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+ - train_batch_size: 16
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+ - eval_batch_size: 8
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+ - seed: 42
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+ - distributed_type: tpu
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+ - optimizer: Use OptimizerNames.ADAMW_TORCH_FUSED with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
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+ - lr_scheduler_type: linear
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+ - lr_scheduler_warmup_ratio: 0.1
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+ - num_epochs: 10
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+
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+ ### Framework versions
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+
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+ - Transformers 4.57.1
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+ - Pytorch 2.8.0+cpu
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+ - Datasets 4.3.0
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+ - Tokenizers 0.22.1
config.json ADDED
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1
+ {
2
+ "architectures": [
3
+ "ASTForAudioClassification"
4
+ ],
5
+ "attention_probs_dropout_prob": 0.0,
6
+ "dtype": "float32",
7
+ "frequency_stride": 10,
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+ "hidden_act": "gelu",
9
+ "hidden_dropout_prob": 0.0,
10
+ "hidden_size": 768,
11
+ "id2label": {
12
+ "0": "HORYU-4 Telemetry",
13
+ "1": "Gandalf MDT",
14
+ "2": "Golay Paging (GSC)",
15
+ "3": "Milstar",
16
+ "4": "DCF77",
17
+ "5": "Coherent CW",
18
+ "6": "ISCAT",
19
+ "7": "ELEKTRO-L GGAK-E Direct Broadcast",
20
+ "8": "Automatic Dependent Surveillance-Broadcast (ADS-B)",
21
+ "9": "Distress Radiobeacon (Digital)",
22
+ "10": "SKiYMET",
23
+ "11": "Lockheed Martin LMS-6 (Radiosonde)",
24
+ "12": "Motorola MOSCAD SCADA telemetry",
25
+ "13": "Inmarsat IsatM2M",
26
+ "14": "STANAG 4539",
27
+ "15": "EIA",
28
+ "16": "Israeli Intelligence VFT",
29
+ "17": "Thales Syst\u00e8me 3000 Skyhopper",
30
+ "18": "ROS",
31
+ "19": "CIS-48",
32
+ "20": "WSPR",
33
+ "21": "Adam H Image Capable Digital Mode (AHICDM)",
34
+ "22": "Slow-Scan Television (SSTV)",
35
+ "23": "Project 25 (P25)",
36
+ "24": "HD Radio (AM)",
37
+ "25": "ProVoice",
38
+ "26": "FreeDV plus Video",
39
+ "27": "Inmarsat-D(D+) Downlink",
40
+ "28": "PRC-16",
41
+ "29": "GRAVES",
42
+ "30": "Radio Data Link Access Procedure (RD-LAP)",
43
+ "31": "'Vario' Airplane Data Controller",
44
+ "32": "Positive Train Control (PTC)",
45
+ "33": "FLEX",
46
+ "34": "Meteomodem M10 Weather Balloon (Radiosonde)",
47
+ "35": "DominoF",
48
+ "36": "PACTOR I",
49
+ "37": "Eurobalise downlink",
50
+ "38": "ISM Band Weather sensor",
51
+ "39": "ARQ-E(E3)",
52
+ "40": "CIS MFSK-68",
53
+ "41": "Radar altimeter",
54
+ "42": "ASCII",
55
+ "43": "DisplayPort Interference",
56
+ "44": "WinDRM",
57
+ "45": "Duga 3",
58
+ "46": "29B6 'Kontayner' OTH Radar",
59
+ "47": "CIS-112",
60
+ "48": "SSTV",
61
+ "49": "ARQ-M2-242",
62
+ "50": "High Speed USB Noise",
63
+ "51": "The Pip",
64
+ "52": "MPT 1327",
65
+ "53": "RS80",
66
+ "54": "ARQ6-90",
67
+ "55": "Digital-Coded Squelch (DCS)",
68
+ "56": "PLUTO II OTH Radar",
69
+ "57": "ARQ-M2-342",
70
+ "58": "European Radio Message System (ERMES)",
71
+ "59": "Digital Audio Broadcasting (DAB)",
72
+ "60": "Factory installed alarm system Land Rover Discovery 4",
73
+ "61": "Gonets",
74
+ "62": "CIS-3000",
75
+ "63": "LoJack",
76
+ "64": "Primary Aeronautical Surveillance Radar",
77
+ "65": "ARQ-M4-342",
78
+ "66": "Lentus",
79
+ "67": "DUP-ARQ-2",
80
+ "68": "Inmarsat-C TDM",
81
+ "69": "AIST 2D",
82
+ "70": "CCIR Selcall",
83
+ "71": "GYN2 GBR",
84
+ "72": "CRY2001 Voice Scrambler",
85
+ "73": "RWM",
86
+ "74": "JT65",
87
+ "75": "CIS OFDM HDR Modem",
88
+ "76": "Pursuit Wireless Car Key",
89
+ "77": "LTE Uplink",
90
+ "78": "Toyota Car Key",
91
+ "79": "Adam H Secure Communication (AHSC)",
92
+ "80": "Automatic Link Establishment (3G ALE ARCS)",
93
+ "81": "BPM",
94
+ "82": "Mazielka (X06)",
95
+ "83": "NFM Voice",
96
+ "84": "WWVB",
97
+ "85": "Russian OTH 'Ghadir' type",
98
+ "86": "ZVEI Selcall",
99
+ "87": "BMW Key-Code signal",
100
+ "88": "'OTH-SW' OTH Radar",
101
+ "89": "Japan Military 8-Channel FSK",
102
+ "90": "ISM Band device",
103
+ "91": "Orbcomm",
104
+ "92": "Distress Radiobeacon (Analog)",
105
+ "93": "Primex Wireless Time Sync",
106
+ "94": "Saab Grintek MHF-50 MFSK Modem",
107
+ "95": "OrbComm Mobile Telephony",
108
+ "96": "CIS-1280",
109
+ "97": "Digital Dispatch Systems MDT",
110
+ "98": "Acer X222W monitor, sleep pulse",
111
+ "99": "PAX",
112
+ "100": "IS-54 & IS-136 D-AMPS",
113
+ "101": "CDMA2000 (3G physical layer)",
114
+ "102": "D-STAR",
115
+ "103": "High Frequency Active Auroral Research Program (HAARP)",
116
+ "104": "FEC-A",
117
+ "105": "Induction cooker interference",
118
+ "106": "PACTOR III",
119
+ "107": "Automatic Packet Reporting System (APRS)",
120
+ "108": "HC-ARQ",
121
+ "109": "GMDSS Digital Selective Calling",
122
+ "110": "Radio Telephone Network C (C-Netz)",
123
+ "111": "LoRa",
124
+ "112": "VARA HF",
125
+ "113": "Thales SALAMANDRE (HFXL)",
126
+ "114": "HNG-FEC",
127
+ "115": "VDEW",
128
+ "116": "FSQ",
129
+ "117": "Vaisala RS92-KL Weather Balloon (Radiosonde)",
130
+ "118": "ARQ-N",
131
+ "119": "Enhanced Digital Access Communications System (EDACS)",
132
+ "120": "WiMAX",
133
+ "121": "STP403 Bus PIT System",
134
+ "122": "Mazda SKE126-01 Key Fob",
135
+ "123": "Denso 4EA Key Fob",
136
+ "124": "Futuba RC Controller",
137
+ "125": "Continuous Tone-Coded Squelch System (CTCSS)",
138
+ "126": "Contestia",
139
+ "127": "CIS MFSK-21-13",
140
+ "128": "Emergency Alert System (EAS)",
141
+ "129": "Marconi Selenia 25-Tone Modem",
142
+ "130": "CIS 3xBaudot-50 VFT",
143
+ "131": "NML",
144
+ "132": "Canadian Meteor Orbit Radar (CMOR)",
145
+ "133": "Automatic Vehicle Monitoring (AVM)",
146
+ "134": "XMPP trails",
147
+ "135": "North Korean Siren Jammer",
148
+ "136": "Chinese 4+4",
149
+ "137": "POL-ARQ",
150
+ "138": "Chinese-64 MFSK",
151
+ "139": "SP-14 (XP)",
152
+ "140": "ICV",
153
+ "141": "Piccolo",
154
+ "142": "The Alarm",
155
+ "143": "Driftnet Buoy Radio Beacon",
156
+ "144": "CIS-300",
157
+ "145": "Ionosonde",
158
+ "146": "STANAG 4415",
159
+ "147": "Next Generation Digital Narrowband (NXDN)",
160
+ "148": "MONITOR-2(RS39S)",
161
+ "149": "Russian MFSK-OFDM-chirp hybrid modem",
162
+ "150": "SIGFOX",
163
+ "151": "MOBITEX",
164
+ "152": "RDL",
165
+ "153": "CIS-128",
166
+ "154": "MIL-STD-188-110 Appendix A 16-Tone",
167
+ "155": "MSF",
168
+ "156": "Polish Intelligence 100bd 625Hz FSK",
169
+ "157": "Jindalee Operational Radar Network (JORN)",
170
+ "158": "Total Access Communication System (TACS)",
171
+ "159": "RTTYM",
172
+ "160": "Digisonde",
173
+ "161": "Russian overhead power line telemetry system",
174
+ "162": "Binary Interchange of Information and Signaling (BIIS)",
175
+ "163": "Ultra Low Latency (ULL) Electronic Trading Network",
176
+ "164": "3G WCDMA",
177
+ "165": "802.11n",
178
+ "166": "MSM-1250 Modem",
179
+ "167": "The Goose",
180
+ "168": "TDF",
181
+ "169": "Grimeton Radio (SAQ)",
182
+ "170": "STANAG 4285",
183
+ "171": "Distributed Power Unit (DPU)",
184
+ "172": "STANAG 4529",
185
+ "173": "Beta",
186
+ "174": "Wireless Hydrophone System (WHS)",
187
+ "175": "CODAR",
188
+ "176": "STANAG 4481",
189
+ "177": "Morse Code (CW)",
190
+ "178": "MIL-STD-188-110 Serial",
191
+ "179": "FUNcube-1 Telemetry",
192
+ "180": "Sonne",
193
+ "181": "GOES Data Collection System (DCS)",
194
+ "182": "FST4",
195
+ "183": "CBET",
196
+ "184": "B-Netz",
197
+ "185": "TWINPLEX",
198
+ "186": "Single frequency russian overhead power line telemetry system",
199
+ "187": "FreeDV COHPSK",
200
+ "188": "China digital radio (CDR)",
201
+ "189": "Tactical Air Navigation System (TACAN)",
202
+ "190": "G-TOR",
203
+ "191": "IRA-ARQ",
204
+ "192": "4G LTE Network",
205
+ "193": "MDC1200",
206
+ "194": "National Public Alerting System (NPAS)",
207
+ "195": "FLASH-OFDM",
208
+ "196": "High Frequency Data and Voice Link (HFDVL)",
209
+ "197": "SNOTEL (Snow Telemetry)",
210
+ "198": "Iranian Navy QPSK Modem",
211
+ "199": "Chinese Multitonal Jammer",
212
+ "200": "Cuban Jammer",
213
+ "201": "FSK441",
214
+ "202": "Iridium",
215
+ "203": "CIS-8181",
216
+ "204": "Pager SSTV",
217
+ "205": "MODAT",
218
+ "206": "AUTOSPEC",
219
+ "207": "Israeli Navy Hybrid Modem (188-110 MOD)",
220
+ "208": "Coherent BPSK",
221
+ "209": "Vaisala RS92-SGP Weather Balloon (Radiosonde)",
222
+ "210": "Federal Signal Modem-MSK",
223
+ "211": "Smart TV Interference",
224
+ "212": "UK AM Data System (UK-AMDS)",
225
+ "213": "MIL-STD-188-110 Appendix B 39-Tone",
226
+ "214": "LORAN",
227
+ "215": "Integrated Digital Enhanced Network (iDEN)",
228
+ "216": "Ionized Meteor Trails",
229
+ "217": "Q15X25",
230
+ "218": "Olivia",
231
+ "219": "Thales Syst\u00e8me 3000 Voice Scrambler",
232
+ "220": "M20 Radiosonde",
233
+ "221": "IMet-1 RS Radiosonde",
234
+ "222": "Link-11",
235
+ "223": "Nissan Car Key",
236
+ "224": "Chinese 30-tone OFDM modem",
237
+ "225": "Nokia Adaptive Message Terminal",
238
+ "226": "John Deere RTK Radio 450",
239
+ "227": "Datawell Buoy HF Link",
240
+ "228": "ECG Telemetry",
241
+ "229": "CLOVER-II",
242
+ "230": "Wettersonde E084 (Radiosonde)",
243
+ "231": "Nordic Mobile Telephone (NMT)",
244
+ "232": "Digital Enhanced Cordless Telecommunications (DECT)",
245
+ "233": "BPC",
246
+ "234": "SAS/SRC",
247
+ "235": "CIS-11",
248
+ "236": "High Frequency Data Link (HFDL)",
249
+ "237": "FST4W",
250
+ "238": "MIL-STD-110-342",
251
+ "239": "Accurate positioning by Low Frequencies (ALF)",
252
+ "240": "ARQ6-98",
253
+ "241": "Lightning Sferics",
254
+ "242": "Single Sideband Voice",
255
+ "243": "CAS-4A/B Satellite Telemetry",
256
+ "244": "STANAG 4197",
257
+ "245": "OpenSky",
258
+ "246": "LTE-M",
259
+ "247": "Amplitude Modulation Signalling System (AMSS)",
260
+ "248": "FT8",
261
+ "249": "CHIP",
262
+ "250": "Multi Frequency Shift Keying (MFSK)",
263
+ "251": "Chinese Firedrake Jammer",
264
+ "252": "RBU",
265
+ "253": "DB0UPB research beacon",
266
+ "254": "Redundant Digital File Transfer (RDFT)",
267
+ "255": "CIS 3x144 VFT",
268
+ "256": "SAS3",
269
+ "257": "Yugoslavian 20-Tone Modem",
270
+ "258": "Multitone Paging",
271
+ "259": "GRAW DFM-09 Weather Balloon (Radiosonde)",
272
+ "260": "Portable Traffic Lights",
273
+ "261": "Phase Shift Keying (PSK)",
274
+ "262": "NPM",
275
+ "263": "Kia SVI-JFRGE04 Key Fob",
276
+ "264": "Pulse Coded Modulated (PCM) RC Toy",
277
+ "265": "JS8",
278
+ "266": "CHU",
279
+ "267": "Bluetooth",
280
+ "268": "CDMA420",
281
+ "269": "HP Laptop",
282
+ "270": "Non-Directional Beacon (NDB)",
283
+ "271": "UTC (Coordinated Universal Time) Time Standard",
284
+ "272": "North Korean Noise Jammer",
285
+ "273": "JT6M",
286
+ "274": "Automatic Link Set-up (ALIS)",
287
+ "275": "FM Broadcast Radio",
288
+ "276": "Digital Private Mobile Radio (dPMR)",
289
+ "277": "Autocab",
290
+ "278": "Digital Video Broadcasting \u2014 Terrestrial (DVB-T)",
291
+ "279": "PACTOR IV",
292
+ "280": "Motorola ASTRO 25 HPD Air Interface",
293
+ "281": "Hellschreiber",
294
+ "282": "SI-ARQ",
295
+ "283": "Jim Creek (NLK)",
296
+ "284": "Chilean Naval Time Signal",
297
+ "285": "KG-STV",
298
+ "286": "OPERA Beacon and Data",
299
+ "287": "SI-FEC",
300
+ "288": "Automatic Picture Transmission (APT)",
301
+ "289": "ILS Marker Beacon",
302
+ "290": "MSK144",
303
+ "291": "MPT1394 Keyfob",
304
+ "292": "GM2100 (R&S)",
305
+ "293": "THOR",
306
+ "294": "Hyundai Mobis RKE-4F16 Key Fob",
307
+ "295": "Russian Intelligence 200bd 1000Hz FSK",
308
+ "296": "Meteosat WEFAX",
309
+ "297": "ReFLEX",
310
+ "298": "ARGOS A-DCS",
311
+ "299": "The 'Air Horn'",
312
+ "300": "RUM-MOI FEC",
313
+ "301": "HFGCS (High Frequency Global Communications System)",
314
+ "302": "MFJ-269C Antenna SWR Analyzer",
315
+ "303": "EEA",
316
+ "304": "Vaisala RS41-SG Weather Balloon (Radiosonde)",
317
+ "305": "SITOR-A",
318
+ "306": "Instrument Landing System",
319
+ "307": "Radio Data System (RDS)",
320
+ "308": "HD Radio (FM)",
321
+ "309": "CIS-36-50",
322
+ "310": "Chinese 'Foghorn' OTH radar",
323
+ "311": "Automatic Identification System (AIS)",
324
+ "312": "Alps Electric Co. TWB1U840 Key Fob",
325
+ "313": "Glenayre Paging Link",
326
+ "314": "Tire Pressure Monitoring System (TPMS)",
327
+ "315": "SITOR-B",
328
+ "316": "CIS-40.5",
329
+ "317": "VHF Data Link - Mode 2 (VDL-M2)",
330
+ "318": "THROB",
331
+ "319": "SkyOFDM",
332
+ "320": "CIS FTM-4",
333
+ "321": "Snap Circuits SCROV-10 Remote Control",
334
+ "322": "Secondary surveillance radar (SSR)",
335
+ "323": "Logic Trunked Radio (LTR)",
336
+ "324": "BR-6028",
337
+ "325": "Meteomodem PilotSonde Weather Balloon",
338
+ "326": "ICARUS (International Cooperation for Animal Research Using Space)",
339
+ "327": "POCSAG",
340
+ "328": "Transit 5B-5",
341
+ "329": "Serdolik",
342
+ "330": "Automated Train Control System (ATCS)",
343
+ "331": "PACTOR II",
344
+ "332": "AMSAT-P3D",
345
+ "333": "5G \"New Radio\" cellular network - Downlink",
346
+ "334": "1G Advanced Mobile Phone System (AMPS)",
347
+ "335": "WEFAX",
348
+ "336": "Ground-Based Augmentation System (GBAS)",
349
+ "337": "RAC-ARQ",
350
+ "338": "JTMS",
351
+ "339": "The Buzzer (ZhUOZ MDZhB UZB76)",
352
+ "340": "Yaesu System Fusion",
353
+ "341": "Improved Automatic Link Set-up (ALIS-2)",
354
+ "342": "Yugoslavian 16-Tone Modem",
355
+ "343": "2G CDMA (IS-95)",
356
+ "344": "PSK2K",
357
+ "345": "CIS-14",
358
+ "346": "SAS2",
359
+ "347": "77Ya6 'Voronezh' radar",
360
+ "348": "CIS MFSK-20 XPA",
361
+ "349": "Q-MAC HF Modem",
362
+ "350": "Delfi-C3 Telemetry",
363
+ "351": "BALDR Weather Sensor Telemetry",
364
+ "352": "GSM TCH traffic channels non frequency hopping",
365
+ "353": "MRZ-N1 Weather Balloon (radiosonde)",
366
+ "354": "Horus Binary 4FSK - v2",
367
+ "355": "MMP-4800",
368
+ "356": "Japanese Slot Machine (XSL)",
369
+ "357": "Coquelet",
370
+ "358": "Global System for Mobile Communications (GSM)",
371
+ "359": "Switching Electronic Interference",
372
+ "360": "Kiwi",
373
+ "361": "Dual Tone Multi Frequency (DTMF)",
374
+ "362": "UIC 751-3",
375
+ "363": "\u00c9lectricit\u00e9 de France HNZ",
376
+ "364": "CIS MFSK-16 XPB",
377
+ "365": "49MHz RC Car Controller",
378
+ "366": "PAL Broadcast",
379
+ "367": "Global Positioning System (GPS)",
380
+ "368": "NATEL",
381
+ "369": "Supervisory Control And Data Acquisition (SCADA)",
382
+ "370": "Automatic Link Establishment (2G ALE)",
383
+ "371": "MD-674",
384
+ "372": "RUM-FEC",
385
+ "373": "Panther-H Modem",
386
+ "374": "Thales Syst\u00e8me 3000 HF Modem",
387
+ "375": "NOV",
388
+ "376": "GOES Rebroadcast (GRB)",
389
+ "377": "CCIR 493-4 Selcall",
390
+ "378": "DominoEX",
391
+ "379": "NB-IOT",
392
+ "380": "VEZHA-S",
393
+ "381": "DUP-ARQ",
394
+ "382": "NTSC Broadcast",
395
+ "383": "Siemens CHX-200 FSK Modem",
396
+ "384": "Aprizesat",
397
+ "385": "RFID",
398
+ "386": "MD-522",
399
+ "387": "UK GOV MIL WINDRM51",
400
+ "388": "Motorola SECURENET",
401
+ "389": "JT4",
402
+ "390": "Digital Mobile Radio (DMR)",
403
+ "391": "End of Train Device (EOTD)",
404
+ "392": "Electric Fence Remote Control",
405
+ "393": "CLOVER-I",
406
+ "394": "QO-100-modem",
407
+ "395": "EFR Teleswitch",
408
+ "396": "RTS-9TS Russian spacecraft telemetry system",
409
+ "397": "NOAA Direct Sounder Broadcast (DSB)",
410
+ "398": "LEOSAR Downlink",
411
+ "399": "HC-265 Voice Scrambler",
412
+ "400": "Terrestrial Trunked Radio (TETRA)",
413
+ "401": "UHF Vehicle Location System",
414
+ "402": "Amplitude Modulation (AM)",
415
+ "403": "Q65",
416
+ "404": "Chinese 160kHz-wide OTH radar",
417
+ "405": "CIS-20",
418
+ "406": "CLOVER 2000",
419
+ "407": "VISEL",
420
+ "408": "DoD Fire Alarm Control Panel",
421
+ "409": "SWED-ARQ",
422
+ "410": "Graw DFM-17 (Radiosonde)",
423
+ "411": "JT9",
424
+ "412": "SiriusXM Satellite Radio",
425
+ "413": "CIS 3x100 VFT",
426
+ "414": "CIS-50-50",
427
+ "415": "TT2300",
428
+ "416": "Microsonde Mark II Weather Balloon - LORAN-C signal (Radiosonde)",
429
+ "417": "Emergency Managers Weather Information Network (EMWIN) - Repeater",
430
+ "418": "T-230-1A 'Mahovik'",
431
+ "419": "Rain Master sprinkler control",
432
+ "420": "PACKET",
433
+ "421": "MT63",
434
+ "422": "CV-786",
435
+ "423": "Aircraft Communications Addressing and Reporting System (ACARS)",
436
+ "424": "VOICE",
437
+ "425": "SPREAD",
438
+ "426": "Frequency Division Multiplex Digital Voice (FDMDV)",
439
+ "427": "Yachta T-219 Voice Scrambler",
440
+ "428": "STANAG 5065",
441
+ "429": "SHR",
442
+ "430": "CompuLert",
443
+ "431": "NWC",
444
+ "432": "Codan Data Modem",
445
+ "433": "OFDM NBTV",
446
+ "434": "Siemens 1.5T MRI Scanner",
447
+ "435": "One Beep, Two Beeps",
448
+ "436": "DUP-FEC-2",
449
+ "437": "Israeli VFT",
450
+ "438": "AKKORD-SS-PD",
451
+ "439": "FM NBTV",
452
+ "440": "ALE-400",
453
+ "441": "Russian Diplo VFT PSK 64Bd",
454
+ "442": "CIS-16",
455
+ "443": "Powerline Over Ethernet",
456
+ "444": "DeltaFix",
457
+ "445": "ICAO Selcal",
458
+ "446": "WLO",
459
+ "447": "JJY",
460
+ "448": "Schneider Trio E-Series Modem",
461
+ "449": "SuperDARN (Super Dual Auroral Radar Network)",
462
+ "450": "PI4",
463
+ "451": "RF heating and welding interference",
464
+ "452": "Radio Teletype (RTTY)",
465
+ "453": "Motorola Type II",
466
+ "454": "Modernised High Frequency Communications System (MHFCS)",
467
+ "455": "Radioteknicheskaya Systema Dalyoloiy Navigatsii (RSDN-20)",
468
+ "456": "North Korean Diplo PSK",
469
+ "457": "PSK-AM",
470
+ "458": "2006 Kia Grand Carnival Keyfob",
471
+ "459": "Digital Radio Mondiale (DRM)",
472
+ "460": "North Korean Diplo FSK",
473
+ "461": "OOK RC Car Remote Control",
474
+ "462": "Robust PACKET",
475
+ "463": "AFSK Paging Link",
476
+ "464": "Graw DFM-06 Weather Balloon (Radiosonde)",
477
+ "465": "'Ghadir' OTH Radar",
478
+ "466": "Tetrapol",
479
+ "467": "Wireless Smart Utility Networks (Wi-SUN)",
480
+ "468": "HyperFix",
481
+ "469": "CCITT",
482
+ "470": "FT4",
483
+ "471": "Globe Wireless HF Network",
484
+ "472": "Inmarsat Aero",
485
+ "473": "Visonic MCT-201",
486
+ "474": "Automatic Transmitter Identification System (ATIS)",
487
+ "475": "Digital NBTV",
488
+ "476": "PSK Paging link",
489
+ "477": "CIS-12",
490
+ "478": "CLOVER 2500",
491
+ "479": "Digital Audio Broadcasting Plus (DAB+)",
492
+ "480": "CIS MFSK-16 XPA2",
493
+ "481": "ARQ-M4-242",
494
+ "482": "VHF Omnidirectional Range (VOR)",
495
+ "483": "Vietnamese Siren Jammer",
496
+ "484": "MDC-4800",
497
+ "485": "WinLink Global Email Radio System (WGERS)",
498
+ "486": "Wireless Temperature Sensor",
499
+ "487": "Relocatable Over-the-Horizon Radar (ROTHR)",
500
+ "488": "M17 RF Protocol",
501
+ "489": "Differential Global Positioning System (DGPS)",
502
+ "490": "8PSK",
503
+ "491": "Link-11 (UHF)",
504
+ "492": "Broadband Global Area Network (BGAN)",
505
+ "493": "EURO",
506
+ "494": "COFDMTV"
507
+ },
508
+ "initializer_range": 0.02,
509
+ "intermediate_size": 3072,
510
+ "label2id": {
511
+ "'Ghadir' OTH Radar": 465,
512
+ "'OTH-SW' OTH Radar": 88,
513
+ "'Vario' Airplane Data Controller": 31,
514
+ "1G Advanced Mobile Phone System (AMPS)": 334,
515
+ "2006 Kia Grand Carnival Keyfob": 458,
516
+ "29B6 'Kontayner' OTH Radar": 46,
517
+ "2G CDMA (IS-95)": 343,
518
+ "3G WCDMA": 164,
519
+ "49MHz RC Car Controller": 365,
520
+ "4G LTE Network": 192,
521
+ "5G \"New Radio\" cellular network - Downlink": 333,
522
+ "77Ya6 'Voronezh' radar": 347,
523
+ "802.11n": 165,
524
+ "8PSK": 490,
525
+ "AFSK Paging Link": 463,
526
+ "AIST 2D": 69,
527
+ "AKKORD-SS-PD": 438,
528
+ "ALE-400": 440,
529
+ "AMSAT-P3D": 332,
530
+ "ARGOS A-DCS": 298,
531
+ "ARQ-E(E3)": 39,
532
+ "ARQ-M2-242": 49,
533
+ "ARQ-M2-342": 57,
534
+ "ARQ-M4-242": 481,
535
+ "ARQ-M4-342": 65,
536
+ "ARQ-N": 118,
537
+ "ARQ6-90": 54,
538
+ "ARQ6-98": 240,
539
+ "ASCII": 42,
540
+ "AUTOSPEC": 206,
541
+ "Accurate positioning by Low Frequencies (ALF)": 239,
542
+ "Acer X222W monitor, sleep pulse": 98,
543
+ "Adam H Image Capable Digital Mode (AHICDM)": 21,
544
+ "Adam H Secure Communication (AHSC)": 79,
545
+ "Aircraft Communications Addressing and Reporting System (ACARS)": 423,
546
+ "Alps Electric Co. TWB1U840 Key Fob": 312,
547
+ "Amplitude Modulation (AM)": 402,
548
+ "Amplitude Modulation Signalling System (AMSS)": 247,
549
+ "Aprizesat": 384,
550
+ "Autocab": 277,
551
+ "Automated Train Control System (ATCS)": 330,
552
+ "Automatic Dependent Surveillance-Broadcast (ADS-B)": 8,
553
+ "Automatic Identification System (AIS)": 311,
554
+ "Automatic Link Establishment (2G ALE)": 370,
555
+ "Automatic Link Establishment (3G ALE ARCS)": 80,
556
+ "Automatic Link Set-up (ALIS)": 274,
557
+ "Automatic Packet Reporting System (APRS)": 107,
558
+ "Automatic Picture Transmission (APT)": 288,
559
+ "Automatic Transmitter Identification System (ATIS)": 474,
560
+ "Automatic Vehicle Monitoring (AVM)": 133,
561
+ "B-Netz": 184,
562
+ "BALDR Weather Sensor Telemetry": 351,
563
+ "BMW Key-Code signal": 87,
564
+ "BPC": 233,
565
+ "BPM": 81,
566
+ "BR-6028": 324,
567
+ "Beta": 173,
568
+ "Binary Interchange of Information and Signaling (BIIS)": 162,
569
+ "Bluetooth": 267,
570
+ "Broadband Global Area Network (BGAN)": 492,
571
+ "CAS-4A/B Satellite Telemetry": 243,
572
+ "CBET": 183,
573
+ "CCIR 493-4 Selcall": 377,
574
+ "CCIR Selcall": 70,
575
+ "CCITT": 469,
576
+ "CDMA2000 (3G physical layer)": 101,
577
+ "CDMA420": 268,
578
+ "CHIP": 249,
579
+ "CHU": 266,
580
+ "CIS 3x100 VFT": 413,
581
+ "CIS 3x144 VFT": 255,
582
+ "CIS 3xBaudot-50 VFT": 130,
583
+ "CIS FTM-4": 320,
584
+ "CIS MFSK-16 XPA2": 480,
585
+ "CIS MFSK-16 XPB": 364,
586
+ "CIS MFSK-20 XPA": 348,
587
+ "CIS MFSK-21-13": 127,
588
+ "CIS MFSK-68": 40,
589
+ "CIS OFDM HDR Modem": 75,
590
+ "CIS-11": 235,
591
+ "CIS-112": 47,
592
+ "CIS-12": 477,
593
+ "CIS-128": 153,
594
+ "CIS-1280": 96,
595
+ "CIS-14": 345,
596
+ "CIS-16": 442,
597
+ "CIS-20": 405,
598
+ "CIS-300": 144,
599
+ "CIS-3000": 62,
600
+ "CIS-36-50": 309,
601
+ "CIS-40.5": 316,
602
+ "CIS-48": 19,
603
+ "CIS-50-50": 414,
604
+ "CIS-8181": 203,
605
+ "CLOVER 2000": 406,
606
+ "CLOVER 2500": 478,
607
+ "CLOVER-I": 393,
608
+ "CLOVER-II": 229,
609
+ "CODAR": 175,
610
+ "COFDMTV": 494,
611
+ "CRY2001 Voice Scrambler": 72,
612
+ "CV-786": 422,
613
+ "Canadian Meteor Orbit Radar (CMOR)": 132,
614
+ "Chilean Naval Time Signal": 284,
615
+ "China digital radio (CDR)": 188,
616
+ "Chinese 'Foghorn' OTH radar": 310,
617
+ "Chinese 160kHz-wide OTH radar": 404,
618
+ "Chinese 30-tone OFDM modem": 224,
619
+ "Chinese 4+4": 136,
620
+ "Chinese Firedrake Jammer": 251,
621
+ "Chinese Multitonal Jammer": 199,
622
+ "Chinese-64 MFSK": 138,
623
+ "Codan Data Modem": 432,
624
+ "Coherent BPSK": 208,
625
+ "Coherent CW": 5,
626
+ "CompuLert": 430,
627
+ "Contestia": 126,
628
+ "Continuous Tone-Coded Squelch System (CTCSS)": 125,
629
+ "Coquelet": 357,
630
+ "Cuban Jammer": 200,
631
+ "D-STAR": 102,
632
+ "DB0UPB research beacon": 253,
633
+ "DCF77": 4,
634
+ "DUP-ARQ": 381,
635
+ "DUP-ARQ-2": 67,
636
+ "DUP-FEC-2": 436,
637
+ "Datawell Buoy HF Link": 227,
638
+ "Delfi-C3 Telemetry": 350,
639
+ "DeltaFix": 444,
640
+ "Denso 4EA Key Fob": 123,
641
+ "Differential Global Positioning System (DGPS)": 489,
642
+ "Digisonde": 160,
643
+ "Digital Audio Broadcasting (DAB)": 59,
644
+ "Digital Audio Broadcasting Plus (DAB+)": 479,
645
+ "Digital Dispatch Systems MDT": 97,
646
+ "Digital Enhanced Cordless Telecommunications (DECT)": 232,
647
+ "Digital Mobile Radio (DMR)": 390,
648
+ "Digital NBTV": 475,
649
+ "Digital Private Mobile Radio (dPMR)": 276,
650
+ "Digital Radio Mondiale (DRM)": 459,
651
+ "Digital Video Broadcasting \u2014 Terrestrial (DVB-T)": 278,
652
+ "Digital-Coded Squelch (DCS)": 55,
653
+ "DisplayPort Interference": 43,
654
+ "Distress Radiobeacon (Analog)": 92,
655
+ "Distress Radiobeacon (Digital)": 9,
656
+ "Distributed Power Unit (DPU)": 171,
657
+ "DoD Fire Alarm Control Panel": 408,
658
+ "DominoEX": 378,
659
+ "DominoF": 35,
660
+ "Driftnet Buoy Radio Beacon": 143,
661
+ "Dual Tone Multi Frequency (DTMF)": 361,
662
+ "Duga 3": 45,
663
+ "ECG Telemetry": 228,
664
+ "EEA": 303,
665
+ "EFR Teleswitch": 395,
666
+ "EIA": 15,
667
+ "ELEKTRO-L GGAK-E Direct Broadcast": 7,
668
+ "EURO": 493,
669
+ "Electric Fence Remote Control": 392,
670
+ "Emergency Alert System (EAS)": 128,
671
+ "Emergency Managers Weather Information Network (EMWIN) - Repeater": 417,
672
+ "End of Train Device (EOTD)": 391,
673
+ "Enhanced Digital Access Communications System (EDACS)": 119,
674
+ "Eurobalise downlink": 37,
675
+ "European Radio Message System (ERMES)": 58,
676
+ "FEC-A": 104,
677
+ "FLASH-OFDM": 195,
678
+ "FLEX": 33,
679
+ "FM Broadcast Radio": 275,
680
+ "FM NBTV": 439,
681
+ "FSK441": 201,
682
+ "FSQ": 116,
683
+ "FST4": 182,
684
+ "FST4W": 237,
685
+ "FT4": 470,
686
+ "FT8": 248,
687
+ "FUNcube-1 Telemetry": 179,
688
+ "Factory installed alarm system Land Rover Discovery 4": 60,
689
+ "Federal Signal Modem-MSK": 210,
690
+ "FreeDV COHPSK": 187,
691
+ "FreeDV plus Video": 26,
692
+ "Frequency Division Multiplex Digital Voice (FDMDV)": 426,
693
+ "Futuba RC Controller": 124,
694
+ "G-TOR": 190,
695
+ "GM2100 (R&S)": 292,
696
+ "GMDSS Digital Selective Calling": 109,
697
+ "GOES Data Collection System (DCS)": 181,
698
+ "GOES Rebroadcast (GRB)": 376,
699
+ "GRAVES": 29,
700
+ "GRAW DFM-09 Weather Balloon (Radiosonde)": 259,
701
+ "GSM TCH traffic channels non frequency hopping": 352,
702
+ "GYN2 GBR": 71,
703
+ "Gandalf MDT": 1,
704
+ "Glenayre Paging Link": 313,
705
+ "Global Positioning System (GPS)": 367,
706
+ "Global System for Mobile Communications (GSM)": 358,
707
+ "Globe Wireless HF Network": 471,
708
+ "Golay Paging (GSC)": 2,
709
+ "Gonets": 61,
710
+ "Graw DFM-06 Weather Balloon (Radiosonde)": 464,
711
+ "Graw DFM-17 (Radiosonde)": 410,
712
+ "Grimeton Radio (SAQ)": 169,
713
+ "Ground-Based Augmentation System (GBAS)": 336,
714
+ "HC-265 Voice Scrambler": 399,
715
+ "HC-ARQ": 108,
716
+ "HD Radio (AM)": 24,
717
+ "HD Radio (FM)": 308,
718
+ "HFGCS (High Frequency Global Communications System)": 301,
719
+ "HNG-FEC": 114,
720
+ "HORYU-4 Telemetry": 0,
721
+ "HP Laptop": 269,
722
+ "Hellschreiber": 281,
723
+ "High Frequency Active Auroral Research Program (HAARP)": 103,
724
+ "High Frequency Data Link (HFDL)": 236,
725
+ "High Frequency Data and Voice Link (HFDVL)": 196,
726
+ "High Speed USB Noise": 50,
727
+ "Horus Binary 4FSK - v2": 354,
728
+ "HyperFix": 468,
729
+ "Hyundai Mobis RKE-4F16 Key Fob": 294,
730
+ "ICAO Selcal": 445,
731
+ "ICARUS (International Cooperation for Animal Research Using Space)": 326,
732
+ "ICV": 140,
733
+ "ILS Marker Beacon": 289,
734
+ "IMet-1 RS Radiosonde": 221,
735
+ "IRA-ARQ": 191,
736
+ "IS-54 & IS-136 D-AMPS": 100,
737
+ "ISCAT": 6,
738
+ "ISM Band Weather sensor": 38,
739
+ "ISM Band device": 90,
740
+ "Improved Automatic Link Set-up (ALIS-2)": 341,
741
+ "Induction cooker interference": 105,
742
+ "Inmarsat Aero": 472,
743
+ "Inmarsat IsatM2M": 13,
744
+ "Inmarsat-C TDM": 68,
745
+ "Inmarsat-D(D+) Downlink": 27,
746
+ "Instrument Landing System": 306,
747
+ "Integrated Digital Enhanced Network (iDEN)": 215,
748
+ "Ionized Meteor Trails": 216,
749
+ "Ionosonde": 145,
750
+ "Iranian Navy QPSK Modem": 198,
751
+ "Iridium": 202,
752
+ "Israeli Intelligence VFT": 16,
753
+ "Israeli Navy Hybrid Modem (188-110 MOD)": 207,
754
+ "Israeli VFT": 437,
755
+ "JJY": 447,
756
+ "JS8": 265,
757
+ "JT4": 389,
758
+ "JT65": 74,
759
+ "JT6M": 273,
760
+ "JT9": 411,
761
+ "JTMS": 338,
762
+ "Japan Military 8-Channel FSK": 89,
763
+ "Japanese Slot Machine (XSL)": 356,
764
+ "Jim Creek (NLK)": 283,
765
+ "Jindalee Operational Radar Network (JORN)": 157,
766
+ "John Deere RTK Radio 450": 226,
767
+ "KG-STV": 285,
768
+ "Kia SVI-JFRGE04 Key Fob": 263,
769
+ "Kiwi": 360,
770
+ "LEOSAR Downlink": 398,
771
+ "LORAN": 214,
772
+ "LTE Uplink": 77,
773
+ "LTE-M": 246,
774
+ "Lentus": 66,
775
+ "Lightning Sferics": 241,
776
+ "Link-11": 222,
777
+ "Link-11 (UHF)": 491,
778
+ "LoJack": 63,
779
+ "LoRa": 111,
780
+ "Lockheed Martin LMS-6 (Radiosonde)": 11,
781
+ "Logic Trunked Radio (LTR)": 323,
782
+ "M17 RF Protocol": 488,
783
+ "M20 Radiosonde": 220,
784
+ "MD-522": 386,
785
+ "MD-674": 371,
786
+ "MDC-4800": 484,
787
+ "MDC1200": 193,
788
+ "MFJ-269C Antenna SWR Analyzer": 302,
789
+ "MIL-STD-110-342": 238,
790
+ "MIL-STD-188-110 Appendix A 16-Tone": 154,
791
+ "MIL-STD-188-110 Appendix B 39-Tone": 213,
792
+ "MIL-STD-188-110 Serial": 178,
793
+ "MMP-4800": 355,
794
+ "MOBITEX": 151,
795
+ "MODAT": 205,
796
+ "MONITOR-2(RS39S)": 148,
797
+ "MPT 1327": 52,
798
+ "MPT1394 Keyfob": 291,
799
+ "MRZ-N1 Weather Balloon (radiosonde)": 353,
800
+ "MSF": 155,
801
+ "MSK144": 290,
802
+ "MSM-1250 Modem": 166,
803
+ "MT63": 421,
804
+ "Marconi Selenia 25-Tone Modem": 129,
805
+ "Mazda SKE126-01 Key Fob": 122,
806
+ "Mazielka (X06)": 82,
807
+ "Meteomodem M10 Weather Balloon (Radiosonde)": 34,
808
+ "Meteomodem PilotSonde Weather Balloon": 325,
809
+ "Meteosat WEFAX": 296,
810
+ "Microsonde Mark II Weather Balloon - LORAN-C signal (Radiosonde)": 416,
811
+ "Milstar": 3,
812
+ "Modernised High Frequency Communications System (MHFCS)": 454,
813
+ "Morse Code (CW)": 177,
814
+ "Motorola ASTRO 25 HPD Air Interface": 280,
815
+ "Motorola MOSCAD SCADA telemetry": 12,
816
+ "Motorola SECURENET": 388,
817
+ "Motorola Type II": 453,
818
+ "Multi Frequency Shift Keying (MFSK)": 250,
819
+ "Multitone Paging": 258,
820
+ "NATEL": 368,
821
+ "NB-IOT": 379,
822
+ "NFM Voice": 83,
823
+ "NML": 131,
824
+ "NOAA Direct Sounder Broadcast (DSB)": 397,
825
+ "NOV": 375,
826
+ "NPM": 262,
827
+ "NTSC Broadcast": 382,
828
+ "NWC": 431,
829
+ "National Public Alerting System (NPAS)": 194,
830
+ "Next Generation Digital Narrowband (NXDN)": 147,
831
+ "Nissan Car Key": 223,
832
+ "Nokia Adaptive Message Terminal": 225,
833
+ "Non-Directional Beacon (NDB)": 270,
834
+ "Nordic Mobile Telephone (NMT)": 231,
835
+ "North Korean Diplo FSK": 460,
836
+ "North Korean Diplo PSK": 456,
837
+ "North Korean Noise Jammer": 272,
838
+ "North Korean Siren Jammer": 135,
839
+ "OFDM NBTV": 433,
840
+ "OOK RC Car Remote Control": 461,
841
+ "OPERA Beacon and Data": 286,
842
+ "Olivia": 218,
843
+ "One Beep, Two Beeps": 435,
844
+ "OpenSky": 245,
845
+ "OrbComm Mobile Telephony": 95,
846
+ "Orbcomm": 91,
847
+ "PACKET": 420,
848
+ "PACTOR I": 36,
849
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