{ "schema_version": 1, "measured_at": "2026-08-03T09:18:57.411690+00:00", "harness": "external/tvws-sensing/scripts/train_model.py", "args": { "epochs": 30, "batch_size": 32, "samples_per_class": 2000, "learning_rate": 0.001, "checkpoint_dir": "~/Ulap/model-artifacts/tvws-retrain-2026-08-03/checkpoints-seed7", "seed": 7, "snr_min": -10, "snr_max": 30, "precompute": false, "patience": 30, "save_every_epoch": true, "num_workers": 6, "ota_dir": "../../benchmarks/datasets/ota/nairobi-region-2026-07-29", "ota_records": 20, "run_json": "../../benchmarks/reports/tvws-retrain-seed7-2026-08-03.json" }, "device": "cuda", "torch_version": "2.13.0+cu130", "synthetic_history": { "metrics": [ { "epoch": 1, "train_loss": 0.9645320517676217, "train_accuracy": 0.5745238095238095, "val_loss": 1.587069748044014, "val_accuracy": 0.49722222222222223, "learning_rate": 0.001, "epoch_time_seconds": 16.154661893844604 }, { "epoch": 2, "train_loss": 0.6715071018536886, "train_accuracy": 0.7239285714285715, "val_loss": 0.7764892084317074, "val_accuracy": 0.6844444444444444, "learning_rate": 0.001, "epoch_time_seconds": 16.609864711761475 }, { "epoch": 3, "train_loss": 0.4101649028346652, "train_accuracy": 0.8470238095238095, "val_loss": 0.26630095259182984, "val_accuracy": 0.9005555555555556, "learning_rate": 0.001, "epoch_time_seconds": 16.340644598007202 }, { "epoch": 4, "train_loss": 0.2552727383091336, "train_accuracy": 0.901547619047619, "val_loss": 0.48385549722446336, "val_accuracy": 0.8405555555555555, "learning_rate": 0.001, "epoch_time_seconds": 16.340699434280396 }, { "epoch": 5, "train_loss": 0.20280585242169244, "train_accuracy": 0.9252380952380952, "val_loss": 0.5377837465579312, "val_accuracy": 0.8322222222222222, "learning_rate": 0.001, "epoch_time_seconds": 16.15785050392151 }, { "epoch": 6, "train_loss": 0.18615489921399525, "train_accuracy": 0.9313095238095238, "val_loss": 0.2733404554654327, "val_accuracy": 0.9061111111111111, "learning_rate": 0.001, "epoch_time_seconds": 16.289026260375977 }, { "epoch": 7, "train_loss": 0.15727642945590473, "train_accuracy": 0.9439285714285715, "val_loss": 0.24951823143107402, "val_accuracy": 0.9055555555555556, "learning_rate": 0.001, "epoch_time_seconds": 16.299736738204956 }, { "epoch": 8, "train_loss": 0.1378308415200029, "train_accuracy": 0.950952380952381, "val_loss": 0.22407632436344607, "val_accuracy": 0.92, "learning_rate": 0.001, "epoch_time_seconds": 16.184035778045654 }, { "epoch": 9, "train_loss": 0.11835782871537265, "train_accuracy": 0.9571428571428572, "val_loss": 0.33635449803899975, "val_accuracy": 0.8677777777777778, "learning_rate": 0.001, "epoch_time_seconds": 16.060827016830444 }, { "epoch": 10, "train_loss": 0.0895268389174626, "train_accuracy": 0.9692857142857143, "val_loss": 0.22049482916067872, "val_accuracy": 0.9277777777777778, "learning_rate": 0.001, "epoch_time_seconds": 19.447362661361694 }, { "epoch": 11, "train_loss": 0.0895266414965902, "train_accuracy": 0.9680952380952381, "val_loss": 0.24617238425216378, "val_accuracy": 0.9177777777777778, "learning_rate": 0.001, "epoch_time_seconds": 25.008557558059692 }, { "epoch": 12, "train_loss": 0.08370903719039191, "train_accuracy": 0.9701190476190477, "val_loss": 1.2709871881869104, "val_accuracy": 0.6372222222222222, "learning_rate": 0.001, "epoch_time_seconds": 27.5506489276886 }, { "epoch": 13, "train_loss": 0.07528922936036474, "train_accuracy": 0.9720238095238095, "val_loss": 0.3097271332845816, "val_accuracy": 0.9, "learning_rate": 0.0005, "epoch_time_seconds": 51.33106803894043 }, { "epoch": 14, "train_loss": 0.028788099760367048, "train_accuracy": 0.9910714285714286, "val_loss": 0.2738655459924808, "val_accuracy": 0.9177777777777778, "learning_rate": 0.0005, "epoch_time_seconds": 17.019837617874146 }, { "epoch": 15, "train_loss": 0.01587696595206147, "train_accuracy": 0.9958333333333333, "val_loss": 0.31180500798910443, "val_accuracy": 0.9233333333333333, "learning_rate": 0.0005, "epoch_time_seconds": 17.036577701568604 }, { "epoch": 16, "train_loss": 0.017195468083068374, "train_accuracy": 0.9955952380952381, "val_loss": 0.3291493252494062, "val_accuracy": 0.9266666666666666, "learning_rate": 0.00025, "epoch_time_seconds": 19.187955379486084 }, { "epoch": 17, "train_loss": 0.007880328218674376, "train_accuracy": 0.9978571428571429, "val_loss": 0.30160332175308013, "val_accuracy": 0.9244444444444444, "learning_rate": 0.00025, "epoch_time_seconds": 17.07465434074402 }, { "epoch": 18, "train_loss": 0.003889959878399081, "train_accuracy": 0.9995238095238095, "val_loss": 0.3116597280276215, "val_accuracy": 0.9233333333333333, "learning_rate": 0.00025, "epoch_time_seconds": 21.07538938522339 }, { "epoch": 19, "train_loss": 0.0037918649955896574, "train_accuracy": 0.9994047619047619, "val_loss": 0.3314022367834372, "val_accuracy": 0.9233333333333333, "learning_rate": 0.000125, "epoch_time_seconds": 25.372701406478882 }, { "epoch": 20, "train_loss": 0.002020395869954622, "train_accuracy": 1.0, "val_loss": 0.3287891818884721, "val_accuracy": 0.9255555555555556, "learning_rate": 0.000125, "epoch_time_seconds": 26.402234077453613 }, { "epoch": 21, "train_loss": 0.001807393009907433, "train_accuracy": 1.0, "val_loss": 0.3120838017607134, "val_accuracy": 0.9288888888888889, "learning_rate": 0.000125, "epoch_time_seconds": 26.467729806900024 }, { "epoch": 22, "train_loss": 0.0011430473125628418, "train_accuracy": 1.0, "val_loss": 0.33327306082756775, "val_accuracy": 0.9277777777777778, "learning_rate": 0.000125, "epoch_time_seconds": 25.054954528808594 }, { "epoch": 23, "train_loss": 0.0010034354477067523, "train_accuracy": 1.0, "val_loss": 0.33207808463740446, "val_accuracy": 0.9283333333333333, "learning_rate": 0.000125, "epoch_time_seconds": 28.003613471984863 }, { "epoch": 24, "train_loss": 0.0010694558981672994, "train_accuracy": 1.0, "val_loss": 0.32218061795826847, "val_accuracy": 0.925, "learning_rate": 6.25e-05, "epoch_time_seconds": 24.268751859664917 }, { "epoch": 25, "train_loss": 0.002163803476806996, "train_accuracy": 0.9995238095238095, "val_loss": 0.34555145099080015, "val_accuracy": 0.9238888888888889, "learning_rate": 6.25e-05, "epoch_time_seconds": 16.5238299369812 }, { "epoch": 26, "train_loss": 0.0010285364368575669, "train_accuracy": 1.0, "val_loss": 0.33214485680141176, "val_accuracy": 0.9277777777777778, "learning_rate": 6.25e-05, "epoch_time_seconds": 16.17562770843506 }, { "epoch": 27, "train_loss": 0.000794932249534343, "train_accuracy": 1.0, "val_loss": 0.34572390387475027, "val_accuracy": 0.9316666666666666, "learning_rate": 6.25e-05, "epoch_time_seconds": 16.344776391983032 }, { "epoch": 28, "train_loss": 0.002034119068024059, "train_accuracy": 0.9997619047619047, "val_loss": 0.3664043284638643, "val_accuracy": 0.9261111111111111, "learning_rate": 6.25e-05, "epoch_time_seconds": 16.07823634147644 }, { "epoch": 29, "train_loss": 0.0029911914141571502, "train_accuracy": 0.9994047619047619, "val_loss": 0.32115390115068293, "val_accuracy": 0.9261111111111111, "learning_rate": 6.25e-05, "epoch_time_seconds": 16.219440937042236 }, { "epoch": 30, "train_loss": 0.0014379498097003393, "train_accuracy": 1.0, "val_loss": 0.3336460355144744, "val_accuracy": 0.9316666666666666, "learning_rate": 3.125e-05, "epoch_time_seconds": 16.07955813407898 } ], "best_val_accuracy": 0.9316666666666666, "best_epoch": 27, "total_time_seconds": 648.6729846000671 }, "synthetic_test": { "accuracy": 0.93, "per_class_accuracy": { "ATSC": 0.9666666666666667, "DVB-T": 0.8066666666666666, "ISDB-T": 0.9066666666666666, "Wireless Mic": 0.9966666666666667, "Noise": 0.9033333333333333, "Unknown": 1.0 }, "note": "Held-out split of the SAME generator that produced the training set. It cannot detect a leak it shares." }, "ota_trajectory": [ { "channels": [ { "file": "uhf25_506MHz_occupied.npy", "uhf_channel": 25, "centre_mhz": 506, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "ISDB-T": 20 }, "occupied": 0, "nearest_correct_count": 0, "mean_confidence": 0.611495, "mean_confidence_on_vacant_calls": 0.611495, "probabilities": [ [ 1.618145870452281e-05, 0.3825429379940033, 0.6135745048522949, 4.165584357451735e-07, 0.0038659735582768917, 2.705575911218978e-15 ], [ 3.0248000257415697e-05, 0.38493612408638, 0.6097742915153503, 8.53113647281134e-07, 0.005258428398519754, 1.1541797994229185e-14 ], [ 2.1577299776254222e-05, 0.3829383850097656, 0.6126341819763184, 6.907323495397577e-07, 0.004405151586979628, 4.447673867792818e-15 ], [ 1.0556041161180474e-05, 0.38231852650642395, 0.6145508289337158, 3.449908945185598e-07, 0.0031197993084788322, 7.862534628493576e-16 ], [ 2.2128165255708154e-06, 0.3723416030406952, 0.6262422800064087, 1.2751621625284315e-07, 0.0014138006372377276, 1.2661002645207115e-17 ], [ 6.679159560007975e-05, 0.3881678581237793, 0.6040648221969604, 1.4394798881767201e-06, 0.007699167355895042, 9.036757345030899e-14 ], [ 5.371266524889506e-06, 0.3761661648750305, 0.6216240525245667, 1.3904541162901296e-07, 0.0022042386699467897, 2.0191265670693612e-16 ], [ 7.821207645974937e-07, 0.3733895421028137, 0.6257492303848267, 4.7778975442724914e-08, 0.0008604552131146193, 9.33166333861258e-19 ], [ 2.7436823074822314e-05, 0.3866307735443115, 0.6082912683486938, 4.90681713927188e-07, 0.005049993749707937, 1.2269607666025653e-14 ], [ 0.0006625442765653133, 0.40294235944747925, 0.5712104439735413, 6.249021680559963e-06, 0.0251784585416317, 3.291845268593718e-11 ], [ 7.611316050315509e-06, 0.3761613667011261, 0.6212149262428284, 2.1921350423781405e-07, 0.0026159260887652636, 4.076809809199942e-16 ], [ 3.835538882412948e-05, 0.39549365639686584, 0.5984811782836914, 1.02127614809433e-06, 0.0059857359156012535, 1.931678626190987e-14 ], [ 8.886981959221885e-06, 0.3829059302806854, 0.614213228225708, 3.7443933820213715e-07, 0.0028716055676341057, 4.478620534158109e-16 ], [ 2.6383215299574658e-05, 0.3870088458061218, 0.6080522537231445, 7.482686328330601e-07, 0.004911753349006176, 7.511140045709814e-15 ], [ 4.072386218467727e-05, 0.39017510414123535, 0.6036819815635681, 1.1113685332020395e-06, 0.006100979633629322, 2.192373344499232e-14 ], [ 1.363819683319889e-05, 0.38158097863197327, 0.6149079203605652, 4.148997163611057e-07, 0.003497148398309946, 1.5700906583375539e-15 ], [ 5.273057468002662e-06, 0.3813941478729248, 0.6164021492004395, 1.7720661560360895e-07, 0.002198251895606518, 1.5047782506456e-16 ], [ 3.489416485535912e-05, 0.38748013973236084, 0.6068397760391235, 7.358049174399639e-07, 0.005644440650939941, 1.853708565769871e-14 ], [ 4.048491518915398e-06, 0.37853744626045227, 0.6195338368415833, 2.3526332881829148e-07, 0.0019244551658630371, 5.088451499828948e-17 ], [ 4.419747710926458e-06, 0.3791300356388092, 0.6188543438911438, 2.1299892694059963e-07, 0.002011016011238098, 7.413469258897072e-17 ] ] }, { "file": "uhf32_562MHz_occupied.npy", "uhf_channel": 32, "centre_mhz": 562, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "ISDB-T": 20 }, "occupied": 1, "nearest_correct_count": 0, "mean_confidence": 0.609623, "mean_confidence_on_vacant_calls": 0.603594, "probabilities": [ [ 0.041795097291469574, 0.16970045864582062, 0.6799340844154358, 0.0003244136169087142, 0.10824541747570038, 5.003998353458883e-07 ], [ 0.008425670675933361, 0.24998009204864502, 0.6830654144287109, 5.3093281167093664e-05, 0.0584758035838604, 4.395026564907312e-09 ], [ 0.04663391783833504, 0.19305293262004852, 0.6407895684242249, 0.00024265730462502688, 0.11928042769432068, 5.464402192956186e-07 ], [ 0.002203316194936633, 0.38856515288352966, 0.560382604598999, 5.786936526419595e-06, 0.048843108117580414, 7.366798143726427e-11 ], [ 0.009564070031046867, 0.20488014817237854, 0.7241584062576294, 0.0001176355654024519, 0.061279796063899994, 6.0218545705481574e-09 ], [ 0.01014623697847128, 0.2434684783220291, 0.6769127249717712, 7.826150249456987e-05, 0.0693943053483963, 6.294301080345122e-09 ], [ 0.0029087697621434927, 0.3323182165622711, 0.6170198917388916, 1.1637369425443467e-05, 0.04774152487516403, 1.8736549811659842e-10 ], [ 0.004361478611826897, 0.36047178506851196, 0.5706267952919006, 1.2577024790516589e-05, 0.06452735513448715, 3.8422737214105496e-10 ], [ 0.002757730893790722, 0.32850220799446106, 0.6233274936676025, 1.4192833987181075e-05, 0.045398369431495667, 1.7802945229128397e-10 ], [ 0.0025423127226531506, 0.3763943314552307, 0.5682069063186646, 7.845468644518405e-06, 0.052848588675260544, 1.0400998118331728e-10 ], [ 0.0006772028864361346, 0.4413411617279053, 0.5266283750534058, 1.938858986250125e-06, 0.03135130554437637, 3.043395613647193e-12 ], [ 0.026080356910824776, 0.19066321849822998, 0.6918917894363403, 0.00020372922881506383, 0.0911608338356018, 9.879366302811832e-08 ], [ 0.006846914999186993, 0.3178127408027649, 0.6016477346420288, 3.142980858683586e-05, 0.0736612007021904, 1.3533192344539202e-09 ], [ 0.006825901102274656, 0.30172425508499146, 0.6222271919250488, 3.054429544135928e-05, 0.06919218599796295, 1.5027337152417886e-09 ], [ 0.0008038475061766803, 0.43306103348731995, 0.5306026935577393, 2.0086147287656786e-06, 0.035530369728803635, 5.518627221867689e-12 ], [ 0.004695940762758255, 0.31696444749832153, 0.6152566075325012, 2.0629357095458545e-05, 0.06306227296590805, 5.150383453056406e-10 ], [ 0.00568920373916626, 0.3385969400405884, 0.5835520625114441, 1.636800152482465e-05, 0.07214543968439102, 1.0037487507830178e-09 ], [ 0.0028862403705716133, 0.3667634427547455, 0.5731807351112366, 9.775013495527674e-06, 0.05715978518128395, 1.5165678435291596e-10 ], [ 0.007114643231034279, 0.3633945882320404, 0.5410218238830566, 1.6750294889789075e-05, 0.08845219016075134, 1.3370067275531028e-09 ], [ 0.003337027970701456, 0.3735085129737854, 0.5620207190513611, 8.901129149307963e-06, 0.06112479045987129, 2.333047921521114e-10 ] ] }, { "file": "uhf33_570MHz_occupied.npy", "uhf_channel": 33, "centre_mhz": 570, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "ISDB-T": 20 }, "occupied": 0, "nearest_correct_count": 0, "mean_confidence": 0.565117, "mean_confidence_on_vacant_calls": 0.565117, "probabilities": [ [ 9.130263606493827e-06, 0.42340895533561707, 0.5712487101554871, 1.2401275739648554e-07, 0.00533303152769804, 4.386587757460969e-16 ], [ 6.475399277405813e-05, 0.43661001324653625, 0.5489320158958435, 7.47551951008063e-07, 0.014392399229109287, 4.8569885635098287e-14 ], [ 3.605615347623825e-06, 0.4161829948425293, 0.580491304397583, 1.0489542034974875e-07, 0.0033220353070646524, 2.4552922535364478e-17 ], [ 0.0005016920040361583, 0.4525880813598633, 0.5066219568252563, 2.748979795796913e-06, 0.040285490453243256, 9.884427477901969e-12 ], [ 3.901571744790999e-06, 0.4206639230251312, 0.5757679343223572, 9.830190350612611e-08, 0.0035641868598759174, 3.209364162010201e-17 ], [ 6.7371238401392475e-06, 0.41750311851501465, 0.5779792070388794, 1.4786185431603371e-07, 0.004510717466473579, 1.4173178636768573e-16 ], [ 1.0245102203043643e-05, 0.42184293270111084, 0.5725268125534058, 1.3388090280841425e-07, 0.0056198774836957455, 5.924384014135032e-16 ], [ 3.96182804252021e-06, 0.4250921905040741, 0.5711835026741028, 7.996703033086305e-08, 0.003720221109688282, 3.6956381669672595e-17 ], [ 2.1612569980788976e-05, 0.43105602264404297, 0.5606003403663635, 2.6266260988450085e-07, 0.00832176674157381, 3.5185087943244778e-15 ], [ 5.864475951966597e-06, 0.41664665937423706, 0.5791692137718201, 1.1742913841317204e-07, 0.004178152419626713, 1.1603839187148622e-16 ], [ 2.407643842161633e-05, 0.4291885495185852, 0.5622246861457825, 3.3146014288831793e-07, 0.008562366478145123, 4.4162883324817305e-15 ], [ 3.656753324321471e-05, 0.43480390310287476, 0.5541109442710876, 2.873398443625774e-07, 0.011048296466469765, 1.8247442741385102e-14 ], [ 1.345487999060424e-05, 0.42788195610046387, 0.5655949711799622, 1.5341001358137873e-07, 0.006509480066597462, 1.2612483638458879e-15 ], [ 2.320257408428006e-06, 0.41389819979667664, 0.5834175944328308, 5.2344333312248637e-08, 0.0026818003971129656, 9.784157810253841e-18 ], [ 7.337926490436075e-06, 0.4280995726585388, 0.5668821334838867, 1.0269767614090597e-07, 0.0050108362920582294, 2.336110780478052e-16 ], [ 2.4907263650675304e-05, 0.4321049749851227, 0.5589233040809631, 2.5371497258674935e-07, 0.008946512825787067, 6.218069712826766e-15 ], [ 6.37001903669443e-07, 0.4055452048778534, 0.5930386781692505, 1.998981424833346e-08, 0.0014154904056340456, 3.6991504068674326e-19 ], [ 0.0001950938458321616, 0.4481157064437866, 0.5258670449256897, 1.6314860431521083e-06, 0.025820545852184296, 6.711445635354529e-13 ], [ 1.531444286229089e-05, 0.4294751286506653, 0.5633678436279297, 1.677859273740978e-07, 0.007141557522118092, 1.6810846910754549e-15 ], [ 1.07895675682812e-06, 0.41369757056236267, 0.5843868851661682, 3.204168308457156e-08, 0.0019143818644806743, 1.2789216260538294e-18 ] ] }, { "file": "uhf35_586MHz_occupied.npy", "uhf_channel": 35, "centre_mhz": 586, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "ISDB-T": 20 }, "occupied": 0, "nearest_correct_count": 0, "mean_confidence": 0.549456, "mean_confidence_on_vacant_calls": 0.549456, "probabilities": [ [ 4.109465589863248e-05, 0.4215891659259796, 0.5718611478805542, 1.0395802974016988e-06, 0.00650761928409338, 1.7243952644377565e-14 ], [ 9.881336154649034e-05, 0.4187454581260681, 0.5712790489196777, 2.2294855170912342e-06, 0.00987450685352087, 1.5134494677458699e-13 ], [ 0.0007748525240458548, 0.4390770494937897, 0.5324038863182068, 6.0488578128570225e-06, 0.02773815207183361, 2.6175917336446197e-11 ], [ 1.346021963399835e-05, 0.41673216223716736, 0.579545795917511, 5.418279442892526e-07, 0.003707976546138525, 9.269775050029373e-16 ], [ 2.6334622816648334e-05, 0.42011237144470215, 0.5747032761573792, 9.121730499828118e-07, 0.005157085135579109, 4.772700314928553e-15 ], [ 0.0006068669608794153, 0.42873549461364746, 0.5463674068450928, 7.011505658738315e-06, 0.024283191189169884, 1.4056099166548375e-11 ], [ 9.139339090324938e-05, 0.4263997972011566, 0.5639526844024658, 2.0911738829454407e-06, 0.009554080665111542, 1.0825419201462502e-13 ], [ 0.0002041908446699381, 0.433576762676239, 0.5516206622123718, 2.3556569885840872e-06, 0.01459595374763012, 9.69008944265437e-13 ], [ 0.00012068189971614629, 0.4372289180755615, 0.5512325763702393, 2.4918169856391614e-06, 0.01141534373164177, 1.9331225801968305e-13 ], [ 0.00010407617810415104, 0.4307694435119629, 0.5586326718330383, 1.3235467122285627e-06, 0.010492523200809956, 2.0324226242957044e-13 ], [ 0.0002365698164794594, 0.4281945824623108, 0.5560277104377747, 3.482295596768381e-06, 0.015537680126726627, 1.3387011768214996e-12 ], [ 0.00013309640053194016, 0.43223804235458374, 0.5560064315795898, 2.8976398880331544e-06, 0.011619571596384048, 2.442563566771444e-13 ], [ 0.00020637035777326673, 0.445149302482605, 0.5397161841392517, 2.487521442162688e-06, 0.01492568664252758, 8.549443705069271e-13 ], [ 0.0004133479087613523, 0.44008272886276245, 0.5393379330635071, 4.342602551332675e-06, 0.020161669701337814, 4.84915840121003e-12 ], [ 0.00011008750880137086, 0.4309568703174591, 0.5581199526786804, 2.122079195032711e-06, 0.010810989886522293, 1.7792737498200512e-13 ], [ 0.000891737756319344, 0.43891432881355286, 0.530013918876648, 5.451629476738162e-06, 0.030174495652318, 4.01205180189379e-11 ], [ 0.000463493459392339, 0.4410000443458557, 0.5365787148475647, 3.851399469567696e-06, 0.021953929215669632, 7.178424087789237e-12 ], [ 0.000786357035394758, 0.44020169973373413, 0.5304616689682007, 6.7767882683256175e-06, 0.02854357473552227, 2.3008697377924214e-11 ], [ 0.001000292133539915, 0.44216424226760864, 0.5249565839767456, 7.176231974881375e-06, 0.0318717323243618, 4.642192880099927e-11 ], [ 0.0014231048990041018, 0.44520169496536255, 0.5162919163703918, 8.20984769234201e-06, 0.03707503527402878, 1.0965593710832167e-10 ] ] }, { "file": "uhf39_618MHz_occupied.npy", "uhf_channel": 39, "centre_mhz": 618, "label": "unlabelled", "excluded_from_scoring": true, "records": 20, "class_counts": { "ISDB-T": 2, "DVB-T": 8, "Noise": 7, "ATSC": 2, "Unknown": 1 }, "occupied": 1, "nearest_correct_count": 8, "mean_confidence": 0.519774, "mean_confidence_on_vacant_calls": 0.508226, "probabilities": [ [ 2.539613524277229e-05, 0.4557682275772095, 0.5289967060089111, 3.456755592878835e-08, 0.01520966924726963, 1.7052958573232982e-14 ], [ 3.679779911180958e-05, 0.46160903573036194, 0.519930362701416, 5.295374094771432e-08, 0.018423719331622124, 4.0536614998943135e-14 ], [ 0.0037432198878377676, 0.4411890506744385, 0.33805692195892334, 2.339895672776038e-06, 0.21700851619243622, 1.9580703725097237e-09 ], [ 0.00033219295437447727, 0.4770510494709015, 0.46274229884147644, 3.467258693490294e-07, 0.059874098747968674, 7.51139775378995e-12 ], [ 0.0023111868649721146, 0.4580110013484955, 0.37139806151390076, 1.8385775319984532e-06, 0.16827788949012756, 6.317045775361407e-10 ], [ 0.0035606243181973696, 0.44237440824508667, 0.34266215562820435, 2.327671154489508e-06, 0.21140050888061523, 1.7895472881335195e-09 ], [ 0.239294171333313, 0.16255006194114685, 0.07138349115848541, 2.3921067622723058e-05, 0.5267332792282104, 1.5060994883242529e-05 ], [ 0.08269323408603668, 0.24428430199623108, 0.10016565769910812, 8.831329068925697e-06, 0.5728471279144287, 8.950598271439958e-07 ], [ 0.054198868572711945, 0.27636611461639404, 0.12693235278129578, 8.038103260332718e-06, 0.5424941778182983, 3.9312442368100164e-07 ], [ 0.7391932606697083, 0.03529355674982071, 0.07097280025482178, 0.0009911421220749617, 0.15115387737751007, 0.002395354676991701 ], [ 0.012936091981828213, 0.37188857793807983, 0.2352822870016098, 4.410489509609761e-06, 0.3798885643482208, 2.797161791079361e-08 ], [ 0.04982665926218033, 0.2665412724018097, 0.1242774948477745, 6.5645504037092905e-06, 0.5593475699424744, 3.6863971786260663e-07 ], [ 0.008565776981413364, 0.4144299030303955, 0.271364688873291, 4.655489192373352e-06, 0.3056350648403168, 7.02910529781775e-09 ], [ 0.06876085698604584, 4.7123789954639506e-06, 0.0007227623136714101, 0.052162207663059235, 0.00017345830565318465, 0.8781759738922119 ], [ 0.14925378561019897, 0.22029197216033936, 0.13872753083705902, 3.771999399759807e-05, 0.4916819930076599, 7.009350156295113e-06 ], [ 0.010058385320007801, 0.3981604278087616, 0.2607010304927826, 4.033771347167203e-06, 0.33107614517211914, 1.3787960106981245e-08 ], [ 0.22017231583595276, 0.15221893787384033, 0.04886946082115173, 1.2534270354080945e-05, 0.5787205100059509, 6.2400558817898855e-06 ], [ 0.00856598187237978, 0.4302874207496643, 0.2774644196033478, 2.6825821350939805e-06, 0.2836795151233673, 8.130808915041143e-09 ], [ 0.0058831218630075455, 0.43907782435417175, 0.2935405969619751, 2.3649170088901883e-06, 0.26149609684944153, 2.9716566984916426e-09 ], [ 0.5768902897834778, 0.047428812831640244, 0.06192268803715706, 0.00025627270224504173, 0.31283456087112427, 0.0006673730676993728 ] ] } ], "scored_records": 80, "scored_records_occupied": 1, "scored_channels": 4, "scored_channels_all_vacant": 3, "scored_channels_all_occupied": 0, "epoch": 1, "synthetic_val_accuracy": 0.49722222222222223, "synthetic_val_loss": 1.587069748044014, "synthetic_train_accuracy": 0.5745238095238095, "scoring_seconds": 0.32 }, { "channels": [ { "file": "uhf25_506MHz_occupied.npy", "uhf_channel": 25, "centre_mhz": 506, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "ISDB-T": 18, "ATSC": 2 }, "occupied": 5, "nearest_correct_count": 0, "mean_confidence": 0.612883, "mean_confidence_on_vacant_calls": 0.556731, "probabilities": [ [ 0.3013671338558197, 0.1303071230649948, 0.537891149520874, 0.004737596493214369, 0.025696761906147003, 3.086183539835474e-07 ], [ 0.2414364218711853, 0.18894994258880615, 0.5379906296730042, 0.003120853565633297, 0.028502067551016808, 1.633360824371266e-07 ], [ 0.2798370122909546, 0.10791690647602081, 0.5849227905273438, 0.009398521855473518, 0.017924532294273376, 1.5632555516731372e-07 ], [ 0.21921861171722412, 0.20398756861686707, 0.5355346202850342, 0.0017384057864546776, 0.03952036052942276, 4.406707887483208e-07 ], [ 0.0430237352848053, 0.1626850962638855, 0.7786312699317932, 0.004047716502100229, 0.011612131260335445, 4.8566199950528244e-08 ], [ 0.43168675899505615, 0.10028808563947678, 0.441122829914093, 0.006249808706343174, 0.020652497187256813, 1.0033513575535835e-07 ], [ 0.06062765792012215, 0.2677018940448761, 0.6476189494132996, 0.0018687611445784569, 0.02218257635831833, 1.5562429211968265e-07 ], [ 0.018939023837447166, 0.24313798546791077, 0.7220481038093567, 0.0009006464970298111, 0.014974243007600307, 3.871264553367837e-08 ], [ 0.26714247465133667, 0.12264696508646011, 0.5783793926239014, 0.004570418037474155, 0.027260364964604378, 3.540669979429367e-07 ], [ 0.8889245986938477, 0.013989262282848358, 0.08508390933275223, 0.0026753810234367847, 0.009326743893325329, 1.1213586503799888e-07 ], [ 0.13804827630519867, 0.23602424561977386, 0.5719967484474182, 0.0008360359934158623, 0.05309399217367172, 6.423426270885102e-07 ], [ 0.46948227286338806, 0.1286529153585434, 0.36132803559303284, 0.0021085699554532766, 0.03842752054333687, 6.713864877383457e-07 ], [ 0.07715699076652527, 0.13286039233207703, 0.7720582485198975, 0.005020702723413706, 0.012903654016554356, 3.3982381353325763e-08 ], [ 0.3321072459220886, 0.1681986302137375, 0.4653334617614746, 0.0030818318482488394, 0.03127847611904144, 4.209440760405414e-07 ], [ 0.44173046946525574, 0.0680040717124939, 0.4637088477611542, 0.011607780121266842, 0.014948760159313679, 6.930559237616762e-08 ], [ 0.19841128587722778, 0.11776451021432877, 0.6599521040916443, 0.008478682488203049, 0.015393342822790146, 9.867022043863471e-08 ], [ 0.11174297332763672, 0.17413340508937836, 0.6870046257972717, 0.0026909681037068367, 0.024427590891718864, 4.618839852810197e-07 ], [ 0.30608394742012024, 0.1801912784576416, 0.4710787236690521, 0.0017729485407471657, 0.04087257757782936, 5.07702225149842e-07 ], [ 0.07445476204156876, 0.20785199105739594, 0.6989507079124451, 0.0030898803379386663, 0.015652623027563095, 6.156806620083444e-08 ], [ 0.1005653366446495, 0.13279765844345093, 0.7450254559516907, 0.004433280788362026, 0.01717817410826683, 8.050871258546977e-08 ] ] }, { "file": "uhf32_562MHz_occupied.npy", "uhf_channel": 32, "centre_mhz": 562, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "ATSC": 20 }, "occupied": 18, "nearest_correct_count": 0, "mean_confidence": 0.844342, "mean_confidence_on_vacant_calls": 0.694907, "probabilities": [ [ 0.9478244781494141, 0.0007988468860276043, 0.011076383292675018, 0.030726781114935875, 0.00871637649834156, 0.0008571789949201047 ], [ 0.8984897136688232, 0.0023803359363228083, 0.03242389112710953, 0.04843713343143463, 0.01778773032128811, 0.00048122895532287657 ], [ 0.9449207782745361, 0.0009782516863197088, 0.013748804107308388, 0.030257755890488625, 0.009560304693877697, 0.0005340895149856806 ], [ 0.8560428619384766, 0.004069465212523937, 0.05573464557528496, 0.06404682248830795, 0.01980726234614849, 0.0002989121130667627 ], [ 0.8697466254234314, 0.0018223412334918976, 0.032480742782354355, 0.08531980961561203, 0.010468563996255398, 0.0001619340619072318 ], [ 0.9151774644851685, 0.002436141949146986, 0.02945147082209587, 0.03370906040072441, 0.018818490207195282, 0.000407465297030285 ], [ 0.8031889796257019, 0.004805111326277256, 0.07084530591964722, 0.10499848425388336, 0.01602272130548954, 0.00013945788668934256 ], [ 0.8662697672843933, 0.004394297022372484, 0.0583806037902832, 0.04998718947172165, 0.020725155249238014, 0.00024307738931383938 ], [ 0.791227400302887, 0.007054571062326431, 0.10618233680725098, 0.07608792185783386, 0.019402461126446724, 4.532111779553816e-05 ], [ 0.8257483839988708, 0.00720597431063652, 0.07729655504226685, 0.06929221004247665, 0.020352106541395187, 0.00010471778659848496 ], [ 0.6912619471549988, 0.03252139687538147, 0.19572575390338898, 0.025656016543507576, 0.05481559783220291, 1.9308268747408874e-05 ], [ 0.8291608691215515, 0.0014889694284647703, 0.027699237689375877, 0.1345052719116211, 0.006929625757038593, 0.00021598610328510404 ], [ 0.8777939677238464, 0.003922857344150543, 0.04599492996931076, 0.054549429565668106, 0.01752535253763199, 0.00021358125377446413 ], [ 0.8696504235267639, 0.003959096502512693, 0.05970956012606621, 0.04681398347020149, 0.019795818254351616, 7.107225974323228e-05 ], [ 0.6985528469085693, 0.021720556542277336, 0.18967440724372864, 0.05918276682496071, 0.03084404394030571, 2.5435308998567052e-05 ], [ 0.8350865244865417, 0.008729475550353527, 0.08900004625320435, 0.0374884158372879, 0.02963848039507866, 5.702751150238328e-05 ], [ 0.8809617757797241, 0.005216850433498621, 0.057743173092603683, 0.038286734372377396, 0.017744777724146843, 4.67112404294312e-05 ], [ 0.7771372199058533, 0.013858625665307045, 0.14254333078861237, 0.04112997651100159, 0.025319430977106094, 1.1456948413979262e-05 ], [ 0.8405327796936035, 0.004321064800024033, 0.06791786104440689, 0.06961724162101746, 0.017514385282993317, 9.661581862019375e-05 ], [ 0.868069589138031, 0.0077437288127839565, 0.06593609601259232, 0.022285213693976402, 0.035856228321790695, 0.00010911481513176113 ] ] }, { "file": "uhf33_570MHz_occupied.npy", "uhf_channel": 33, "centre_mhz": 570, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "ISDB-T": 17, "ATSC": 3 }, "occupied": 10, "nearest_correct_count": 0, "mean_confidence": 0.708065, "mean_confidence_on_vacant_calls": 0.596177, "probabilities": [ [ 0.25823405385017395, 0.056497734040021896, 0.6351246237754822, 0.005101119168102741, 0.04504243656992912, 1.2986351549670871e-08 ], [ 0.5435101985931396, 0.01513059251010418, 0.40603312849998474, 0.01868559420108795, 0.016640428453683853, 3.736811748922264e-09 ], [ 0.10072752088308334, 0.015900006517767906, 0.834280252456665, 0.04194721579551697, 0.007144999224692583, 9.650605869993e-10 ], [ 0.7973187565803528, 0.012355027720332146, 0.1672840118408203, 0.006202853750437498, 0.016839340329170227, 6.8140018072426756e-09 ], [ 0.11391864717006683, 0.025635484606027603, 0.8247715830802917, 0.02412252128124237, 0.011551810428500175, 1.1374079456061281e-09 ], [ 0.1372218132019043, 0.012386048212647438, 0.7675648331642151, 0.07661891728639603, 0.006208316422998905, 6.686494136154408e-10 ], [ 0.25951671600341797, 0.039019692689180374, 0.6555913686752319, 0.007921664044260979, 0.037950605154037476, 1.0441745246225764e-08 ], [ 0.15684834122657776, 0.017194917425513268, 0.7843741178512573, 0.030096003785729408, 0.011486689560115337, 1.5827141819357848e-09 ], [ 0.23721662163734436, 0.02278849668800831, 0.6902530193328857, 0.03358624130487442, 0.016155589371919632, 4.807009457152844e-09 ], [ 0.13167378306388855, 0.019535332918167114, 0.8042045831680298, 0.03431877866387367, 0.010267561301589012, 1.6638482813746691e-09 ], [ 0.3176918029785156, 0.026072070002555847, 0.6115170121192932, 0.026318306103348732, 0.018400773406028748, 6.27537977138104e-09 ], [ 0.4212026596069336, 0.05437001213431358, 0.42665112018585205, 0.0018871445208787918, 0.09588899463415146, 5.928727375703602e-08 ], [ 0.3286460041999817, 0.02240673452615738, 0.6093282699584961, 0.014516285620629787, 0.025102676823735237, 9.547155954692244e-09 ], [ 0.0859893262386322, 0.022658400237560272, 0.8615678548812866, 0.01853673718869686, 0.011247683316469193, 1.3175548430055528e-09 ], [ 0.1963024139404297, 0.0400003120303154, 0.7250114679336548, 0.00969563890248537, 0.02899016998708248, 5.109523915081127e-09 ], [ 0.3681650757789612, 0.0843801498413086, 0.4487415850162506, 0.0016221534460783005, 0.09709096699953079, 4.388150642853361e-08 ], [ 0.03375204652547836, 0.02923780120909214, 0.9180336594581604, 0.009231471456587315, 0.009745059534907341, 5.853565410163242e-10 ], [ 0.6701675057411194, 0.027110494673252106, 0.2690069377422333, 0.005435419734567404, 0.02827959507703781, 6.979744338053706e-09 ], [ 0.2594921588897705, 0.029405998066067696, 0.6708829998970032, 0.01379330549389124, 0.02642553672194481, 6.357268933498972e-09 ], [ 0.06595373898744583, 0.023636383935809135, 0.8824096322059631, 0.018784167245030403, 0.009216089732944965, 4.659245766980291e-10 ] ] }, { "file": "uhf35_586MHz_occupied.npy", "uhf_channel": 35, "centre_mhz": 586, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "ISDB-T": 10, "ATSC": 10 }, "occupied": 5, "nearest_correct_count": 0, "mean_confidence": 0.606206, "mean_confidence_on_vacant_calls": 0.549236, "probabilities": [ [ 0.3188701570034027, 0.14999257028102875, 0.49450239539146423, 0.0032425292301923037, 0.03339170664548874, 6.472391760325991e-07 ], [ 0.26490750908851624, 0.06049596145749092, 0.6298727989196777, 0.035517629235982895, 0.009205931797623634, 1.9320231103847618e-07 ], [ 0.6491422653198242, 0.05873391404747963, 0.25650355219841003, 0.004394736140966415, 0.031222961843013763, 2.5031638415384805e-06 ], [ 0.11186586320400238, 0.11895743012428284, 0.7473062872886658, 0.01148669421672821, 0.010383673943579197, 6.24119280701052e-08 ], [ 0.14068232476711273, 0.11866895109415054, 0.7174199819564819, 0.011039791628718376, 0.012188860215246677, 6.119040563135059e-08 ], [ 0.6641672253608704, 0.08049137145280838, 0.2131509929895401, 0.0016329865902662277, 0.04055558890104294, 1.761809699019068e-06 ], [ 0.3263762891292572, 0.08206194639205933, 0.5623352527618408, 0.009047307074069977, 0.020178984850645065, 2.391652742517181e-07 ], [ 0.5207046866416931, 0.13022559881210327, 0.28527602553367615, 0.0011524348519742489, 0.06263868510723114, 2.537458613005583e-06 ], [ 0.34825947880744934, 0.10202539712190628, 0.5189293026924133, 0.008426053449511528, 0.02235948108136654, 3.543520961102331e-07 ], [ 0.3182416260242462, 0.17981496453285217, 0.4464123249053955, 0.0012533991830423474, 0.054276805371046066, 8.59505234984681e-07 ], [ 0.4944439232349396, 0.06692799925804138, 0.4084199368953705, 0.007676699198782444, 0.022530943155288696, 4.758472016419546e-07 ], [ 0.4173916280269623, 0.11607538908720016, 0.42379677295684814, 0.004558086860924959, 0.03817657381296158, 1.474846158089349e-06 ], [ 0.38870832324028015, 0.11832098662853241, 0.4478992223739624, 0.003261617152020335, 0.041808854788541794, 1.0557444056757959e-06 ], [ 0.567588210105896, 0.09226109087467194, 0.29217198491096497, 0.0029155865777283907, 0.04505930095911026, 3.804493417192134e-06 ], [ 0.4012320041656494, 0.0929207131266594, 0.47162091732025146, 0.007717219181358814, 0.026508349925279617, 7.826354817552783e-07 ], [ 0.712164044380188, 0.08018172532320023, 0.10560370236635208, 0.00029880774673074484, 0.1017446517944336, 7.069403181958478e-06 ], [ 0.6716840267181396, 0.09302584826946259, 0.15302985906600952, 0.0005584657192230225, 0.0816977247595787, 4.0904933484853245e-06 ], [ 0.8251113891601562, 0.0396251417696476, 0.08966517448425293, 0.0014786620158702135, 0.04408787190914154, 3.187048059771769e-05 ], [ 0.6754428744316101, 0.07145198434591293, 0.18295305967330933, 0.001318293041549623, 0.06882049888372421, 1.3205832146923058e-05 ], [ 0.8835684657096863, 0.020931493490934372, 0.057284045964479446, 0.0011439863592386246, 0.03699151426553726, 8.045472350204363e-05 ] ] }, { "file": "uhf39_618MHz_occupied.npy", "uhf_channel": 39, "centre_mhz": 618, "label": "unlabelled", "excluded_from_scoring": true, "records": 20, "class_counts": { "Noise": 1, "ATSC": 14, "Unknown": 5 }, "occupied": 13, "nearest_correct_count": 0, "mean_confidence": 0.882457, "mean_confidence_on_vacant_calls": 0.847582, "probabilities": [ [ 0.3228272497653961, 0.061506856232881546, 0.028033459559082985, 4.5660890464205295e-06, 0.5876272320747375, 5.755962320108665e-07 ], [ 0.5557494759559631, 0.035738714039325714, 0.024703003466129303, 9.037576091941446e-06, 0.3837994337081909, 2.791659881040687e-07 ], [ 0.8284527063369751, 0.008430403657257557, 0.005720410495996475, 2.893975306506036e-06, 0.15739350020885468, 5.557166105063516e-08 ], [ 0.7633280158042908, 0.024398230016231537, 0.01353408768773079, 7.03904015608714e-06, 0.19873245060443878, 1.5083041660091112e-07 ], [ 0.9181423783302307, 0.0047963690012693405, 0.009673846885561943, 1.8479124264558777e-05, 0.06736890971660614, 3.942756165997707e-08 ], [ 0.8648399114608765, 0.007700882386416197, 0.005464770365506411, 3.522196493577212e-06, 0.12199094891548157, 5.620455922894507e-08 ], [ 0.08723768591880798, 1.0848395959328627e-06, 7.985657248354983e-06, 0.004521834198385477, 0.00015773670747876167, 0.9080736041069031 ], [ 0.8770478367805481, 0.00011283047933829948, 0.0009233125019818544, 0.01024822797626257, 0.005177434999495745, 0.10649044066667557 ], [ 0.9608374834060669, 0.00038226667675189674, 0.004347172565758228, 0.01564548723399639, 0.005630779545754194, 0.013156733475625515 ], [ 0.018444299697875977, 1.0074437284401938e-07, 8.329741945090063e-07, 0.002029114868491888, 2.246967051178217e-05, 0.9795031547546387 ], [ 0.9140008091926575, 0.005884827580302954, 0.017408493906259537, 0.00010009798279497772, 0.06260016560554504, 5.6884750847530086e-06 ], [ 0.9505121111869812, 0.00013108736311551183, 0.0008985777385532856, 0.014667445793747902, 0.006600671447813511, 0.02719017304480076 ], [ 0.887584924697876, 0.005868262145668268, 0.08047608286142349, 0.013748194091022015, 0.012257599271833897, 6.495202251244336e-05 ], [ 0.013456106185913086, 7.382176647752203e-08, 9.906489140121266e-07, 0.002197693334892392, 8.57318354974268e-06, 0.9843364953994751 ], [ 0.973854124546051, 0.000626522465609014, 0.0031946657691150904, 0.0025787882041186094, 0.01083725318312645, 0.00890868529677391 ], [ 0.9617650508880615, 0.0036258262116461992, 0.016067517921328545, 0.0015991977415978909, 0.016914330422878265, 2.8212270990479738e-05 ], [ 0.06392554938793182, 1.0407625268271659e-06, 6.5883064053195994e-06, 0.003768601920455694, 0.00012146241351729259, 0.9321768283843994 ], [ 0.9746929407119751, 0.0007945934194140136, 0.002255540806800127, 0.00015173542487900704, 0.02208208292722702, 2.3165030142990872e-05 ], [ 0.8410168290138245, 0.005761926528066397, 0.0056725176982581615, 8.20237401057966e-05, 0.14738653600215912, 8.015301136765629e-05 ], [ 0.012736904434859753, 4.746885551298874e-08, 3.684567673190031e-07, 0.001641835318878293, 1.4574394299415872e-05, 0.9856063723564148 ] ] } ], "scored_records": 80, "scored_records_occupied": 38, "scored_channels": 4, "scored_channels_all_vacant": 0, "scored_channels_all_occupied": 0, "epoch": 2, "synthetic_val_accuracy": 0.6844444444444444, "synthetic_val_loss": 0.7764892084317074, "synthetic_train_accuracy": 0.7239285714285715, "scoring_seconds": 0.3 }, { "channels": [ { "file": "uhf25_506MHz_occupied.npy", "uhf_channel": 25, "centre_mhz": 506, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "DVB-T": 12, "ISDB-T": 8 }, "occupied": 2, "nearest_correct_count": 12, "mean_confidence": 0.601616, "mean_confidence_on_vacant_calls": 0.58287, "probabilities": [ [ 0.007264438085258007, 0.5833923816680908, 0.4053042232990265, 0.0011817174963653088, 0.002857295563444495, 4.710785983519372e-09 ], [ 0.002184550976380706, 0.8174800276756287, 0.17685671150684357, 0.00039244015351869166, 0.00308629940263927, 6.069882929615744e-10 ], [ 0.029427682980895042, 0.29642438888549805, 0.6668747663497925, 0.001091279205866158, 0.006181833799928427, 6.043193501170663e-09 ], [ 0.0026681863237172365, 0.7231816649436951, 0.27030277252197266, 0.00022090240963734686, 0.0036265086382627487, 1.2164250717816572e-09 ], [ 0.006828424986451864, 0.45971575379371643, 0.5293929576873779, 0.002126638311892748, 0.0019362142775207758, 1.66781444210784e-09 ], [ 0.07147786021232605, 0.4539569318294525, 0.46837514638900757, 0.0007183001143857837, 0.0054718246683478355, 2.0765442698689185e-08 ], [ 0.0030956531409174204, 0.6000550985336304, 0.3933964967727661, 0.0014549369225278497, 0.0019977851770818233, 1.1262446530935222e-09 ], [ 0.0011400091461837292, 0.6525930166244507, 0.3405803442001343, 0.004927886184304953, 0.0007587847067043185, 1.5203641123839873e-10 ], [ 0.026965804398059845, 0.5633609294891357, 0.40546977519989014, 0.0012699960498139262, 0.002933412091806531, 1.8460477591020208e-08 ], [ 0.06364535540342331, 0.6704767346382141, 0.245647132396698, 9.169163968181238e-05, 0.020138463005423546, 6.006870307828649e-07 ], [ 0.02740882895886898, 0.5754975080490112, 0.39370208978652954, 0.001368734985589981, 0.002022800501435995, 2.3881289834548625e-08 ], [ 0.2923678159713745, 0.08647848665714264, 0.6165151000022888, 0.003960308153182268, 0.0006777052767574787, 5.075591502645693e-07 ], [ 0.0023912370670586824, 0.5453349351882935, 0.445508748292923, 0.00046302785631269217, 0.006302056834101677, 2.576100721629615e-10 ], [ 0.03439640253782272, 0.5904656052589417, 0.3713756799697876, 0.0017187895718961954, 0.002043549669906497, 9.082727459031048e-09 ], [ 0.06083276867866516, 0.41530489921569824, 0.5175541639328003, 0.000736570858862251, 0.005571590270847082, 1.265957561003006e-08 ], [ 0.012720923870801926, 0.47434353828430176, 0.5066584348678589, 0.004521714057773352, 0.001755339908413589, 2.1042019682226965e-08 ], [ 0.010393714532256126, 0.4760209023952484, 0.5087899565696716, 0.0033402726985514164, 0.0014550895430147648, 5.256178603474382e-09 ], [ 0.07379982620477676, 0.3007144331932068, 0.6197590827941895, 0.0016547070117667317, 0.004071877803653479, 2.6052644486185272e-08 ], [ 0.0013914859155192971, 0.6632381081581116, 0.3320836126804352, 0.0005683326744474471, 0.0027185226790606976, 1.4955552074535916e-10 ], [ 0.015330861322581768, 0.613323986530304, 0.368712842464447, 0.001445626374334097, 0.0011866915738210082, 5.878207698373217e-09 ] ] }, { "file": "uhf32_562MHz_occupied.npy", "uhf_channel": 32, "centre_mhz": 562, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "Noise": 20 }, "occupied": 0, "nearest_correct_count": 0, "mean_confidence": 0.66948, "mean_confidence_on_vacant_calls": 0.66948, "probabilities": [ [ 0.08485902100801468, 0.03797798231244087, 0.15430709719657898, 0.00010403996566310525, 0.7227514386177063, 4.796788743988145e-07 ], [ 0.025681739673018456, 0.057834405452013016, 0.1393967568874359, 4.21211079810746e-05, 0.7770447731018066, 8.67638760837508e-08 ], [ 0.040171947330236435, 0.0272623673081398, 0.113984115421772, 1.2629887351067737e-05, 0.8185686469078064, 2.3063937248934963e-07 ], [ 0.0158926360309124, 0.09377735108137131, 0.15090259909629822, 8.531237654096913e-06, 0.7394188642501831, 7.642126931273197e-09 ], [ 0.1059006080031395, 0.07714052498340607, 0.18013307452201843, 2.045235851255711e-05, 0.6368051767349243, 1.0888923895890912e-07 ], [ 0.017635837197303772, 0.07218662649393082, 0.17153283953666687, 3.146913877571933e-05, 0.7386131882667542, 3.4793799841281725e-08 ], [ 0.01638980582356453, 0.07415962964296341, 0.20250026881694794, 4.073031232110225e-05, 0.7069094777107239, 1.7298175336577515e-08 ], [ 0.012460305355489254, 0.09611769765615463, 0.20480698347091675, 2.943099389085546e-05, 0.6865856647491455, 3.610943100085251e-09 ], [ 0.043589942157268524, 0.061450280249118805, 0.18058089911937714, 1.8675653336686082e-05, 0.7143601179122925, 4.089219629577201e-08 ], [ 0.02267851121723652, 0.10047497600317001, 0.1288275122642517, 8.64919820742216e-06, 0.7480103373527527, 8.950648222594282e-09 ], [ 0.04249278083443642, 0.24261516332626343, 0.28263726830482483, 6.999993638601154e-05, 0.43218478560447693, 7.947724145473956e-10 ], [ 0.1396494358778, 0.08580992370843887, 0.1918761134147644, 7.194988575065508e-05, 0.5825924873352051, 1.2066821852840803e-07 ], [ 0.10301133990287781, 0.1792059689760208, 0.16545765101909637, 3.3029278711183e-05, 0.552291989326477, 5.499605748582326e-08 ], [ 0.08852297067642212, 0.1307874619960785, 0.1720142513513565, 8.058777893893421e-05, 0.6085946559906006, 2.1794772209204893e-08 ], [ 0.09150050580501556, 0.13784657418727875, 0.2896789014339447, 8.85168046806939e-05, 0.48088550567626953, 4.550769538980148e-09 ], [ 0.0684395283460617, 0.08313850313425064, 0.15282152593135834, 6.154649599920958e-05, 0.6955388188362122, 2.5428066763311108e-08 ], [ 0.057118214666843414, 0.04681321978569031, 0.2161324918270111, 2.8495156584540382e-05, 0.6799075603485107, 3.642436752215872e-08 ], [ 0.041505973786115646, 0.11830279976129532, 0.1730276495218277, 2.15848813240882e-05, 0.6671420335769653, 4.86279372324816e-09 ], [ 0.04985801875591278, 0.06442872434854507, 0.12667632102966309, 2.3156402676249854e-05, 0.7590137124061584, 7.999096851563081e-08 ], [ 0.09164813905954361, 0.0776270255446434, 0.18826699256896973, 7.188735617091879e-05, 0.6423859000205994, 3.3641534002981643e-08 ] ] }, { "file": "uhf33_570MHz_occupied.npy", "uhf_channel": 33, "centre_mhz": 570, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "ISDB-T": 20 }, "occupied": 20, "nearest_correct_count": 0, "mean_confidence": 0.922395, "mean_confidence_on_vacant_calls": null, "probabilities": [ [ 0.004835054744035006, 0.11438747495412827, 0.8551353812217712, 0.0007858812459744513, 0.024856174364686012, 2.0719659321599693e-10 ], [ 0.0038554889615625143, 0.02916118875145912, 0.953545093536377, 0.0022575920447707176, 0.011180629953742027, 1.4446235874210345e-10 ], [ 0.0013370182132348418, 0.07733331620693207, 0.9083507061004639, 0.001770709757693112, 0.01120823435485363, 2.6004455533357174e-11 ], [ 0.017859332263469696, 0.0980101078748703, 0.8382493853569031, 0.0012435331009328365, 0.04463757202029228, 1.3597072801019294e-08 ], [ 0.000994084170088172, 0.060279302299022675, 0.9314306378364563, 0.0021692707668989897, 0.005126780830323696, 6.183932272502135e-12 ], [ 0.00118091213516891, 0.023312807083129883, 0.9658774733543396, 0.005144869908690453, 0.004483919125050306, 3.042348274348572e-12 ], [ 0.015046247281134129, 0.053596336394548416, 0.9126672148704529, 0.0022139488719403744, 0.016476208344101906, 2.088328537874773e-10 ], [ 0.0009849496418610215, 0.05341583862900734, 0.9328415989875793, 0.001472186646424234, 0.011285402812063694, 8.772853971050765e-12 ], [ 0.0033748780842870474, 0.045678794384002686, 0.9154900908470154, 0.0010904239024966955, 0.03436578810214996, 4.645068010789011e-11 ], [ 0.002628893591463566, 0.030333196744322777, 0.9538012742996216, 0.0020430367439985275, 0.011193680576980114, 2.1419515466858385e-11 ], [ 0.0038204810116440058, 0.10497774928808212, 0.8749589920043945, 0.0011939618270844221, 0.015048759058117867, 1.1389204856993018e-10 ], [ 0.013621312566101551, 0.07961492240428925, 0.865626871585846, 0.00036945013562217355, 0.040767427533864975, 9.524068200761349e-10 ], [ 0.0032660372089594603, 0.05829991400241852, 0.9206744432449341, 0.0012160732876509428, 0.016543565317988396, 9.001799999852622e-11 ], [ 0.00482871662825346, 0.022641288116574287, 0.9604570865631104, 0.009231050498783588, 0.0028419496957212687, 9.408155678125585e-12 ], [ 0.002508254023268819, 0.04946155473589897, 0.931941032409668, 0.0008725796942599118, 0.015216609463095665, 1.920080414108405e-11 ], [ 0.02069268561899662, 0.024641362950205803, 0.9443628191947937, 0.0031236871145665646, 0.007179421838372946, 5.213244280710683e-10 ], [ 0.0003426829061936587, 0.0769057497382164, 0.9156011939048767, 0.002837345702573657, 0.0043130856938660145, 3.7784678814586914e-13 ], [ 0.004629097413271666, 0.04118648171424866, 0.9398840665817261, 0.002071575727313757, 0.012228799052536488, 8.852792943159216e-10 ], [ 0.010992273688316345, 0.011738243512809277, 0.9688037037849426, 0.0035491816233843565, 0.004916477482765913, 3.176847673813654e-10 ], [ 0.0006669041467830539, 0.031627506017684937, 0.9582045078277588, 0.004418466240167618, 0.005082573276013136, 2.2896189610065176e-13 ] ] }, { "file": "uhf35_586MHz_occupied.npy", "uhf_channel": 35, "centre_mhz": 586, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "DVB-T": 14, "ISDB-T": 6 }, "occupied": 2, "nearest_correct_count": 14, "mean_confidence": 0.590257, "mean_confidence_on_vacant_calls": 0.571082, "probabilities": [ [ 0.015352262184023857, 0.6347069144248962, 0.34556683897972107, 0.0022460310719907284, 0.00212765671312809, 3.057295998587506e-07 ], [ 0.010637097992002964, 0.5751112103462219, 0.4092705547809601, 0.00195318809710443, 0.0030276565812528133, 3.627090165991831e-07 ], [ 0.25986719131469727, 0.4425743818283081, 0.28944075107574463, 0.0016765259206295013, 0.0063511948101222515, 8.996010001283139e-05 ], [ 0.00849209912121296, 0.30162322521209717, 0.6832863688468933, 0.005641438998281956, 0.0009568487876094878, 3.7139301412025816e-08 ], [ 0.012000824324786663, 0.5148642063140869, 0.4634897708892822, 0.008350775577127934, 0.0012941781897097826, 3.17553912054791e-07 ], [ 0.055048611015081406, 0.7797322273254395, 0.1543148308992386, 0.00010201620898442343, 0.010797042399644852, 5.207346475799568e-06 ], [ 0.04698232188820839, 0.19009700417518616, 0.7459472417831421, 0.015700027346611023, 0.0012719928054139018, 1.369088067804114e-06 ], [ 0.026547549292445183, 0.6334206461906433, 0.3296903371810913, 0.0012360912514850497, 0.009102655574679375, 2.7060125376010546e-06 ], [ 0.02118409052491188, 0.47208189964294434, 0.4965221583843231, 0.006275820080190897, 0.003933871630579233, 2.1863897927687503e-06 ], [ 0.012583105824887753, 0.6867814064025879, 0.2963961064815521, 0.0018402347341179848, 0.00239862990565598, 4.977915182280412e-07 ], [ 0.08216185867786407, 0.5541399121284485, 0.35574454069137573, 0.00112145917955786, 0.006822849623858929, 9.383188626088668e-06 ], [ 0.10876204818487167, 0.4164700508117676, 0.46725040674209595, 0.0022441530600190163, 0.005258582532405853, 1.4740675396751612e-05 ], [ 0.026904724538326263, 0.657598614692688, 0.3089018166065216, 0.0012036937987431884, 0.005388557445257902, 2.619307224449585e-06 ], [ 0.09251812845468521, 0.6150233745574951, 0.28381672501564026, 0.0012561220210045576, 0.007352941203862429, 3.262973768869415e-05 ], [ 0.02963714674115181, 0.43279075622558594, 0.5301921963691711, 0.0024698495399206877, 0.0049067833460867405, 3.300750449852785e-06 ], [ 0.13313773274421692, 0.4895893335342407, 0.35893580317497253, 0.0018601410556584597, 0.0163562148809433, 0.00012072039680788293 ], [ 0.1548479050397873, 0.6665588021278381, 0.16736942529678345, 0.0016311646904796362, 0.00946046132594347, 0.00013221647532191128 ], [ 0.10447043925523758, 0.3634432256221771, 0.5153665542602539, 0.001977797830477357, 0.014599359594285488, 0.00014265037316363305 ], [ 0.08128838241100311, 0.5567278265953064, 0.3459002673625946, 0.000625353422947228, 0.015434947796165943, 2.320027670066338e-05 ], [ 0.15797856450080872, 0.5597541332244873, 0.2556588649749756, 0.001194479176774621, 0.025253813713788986, 0.0001601479307282716 ] ] }, { "file": "uhf39_618MHz_occupied.npy", "uhf_channel": 39, "centre_mhz": 618, "label": "unlabelled", "excluded_from_scoring": true, "records": 20, "class_counts": { "Noise": 1, "ATSC": 15, "Unknown": 4 }, "occupied": 13, "nearest_correct_count": 0, "mean_confidence": 0.89427, "mean_confidence_on_vacant_calls": 0.764141, "probabilities": [ [ 0.060768090188503265, 0.09516340494155884, 0.060059789568185806, 2.638700493662327e-07, 0.7840082049369812, 2.3751645983338676e-07 ], [ 0.552359402179718, 0.0423259511590004, 0.053118232637643814, 6.234874376787047e-07, 0.3521946966648102, 1.0517825330680353e-06 ], [ 0.9483123421669006, 0.0031241036485880613, 0.004581389483064413, 1.8247758362122113e-06, 0.04395521432161331, 2.510669582989067e-05 ], [ 0.658795952796936, 0.013149595819413662, 0.04512634128332138, 3.585136312267423e-07, 0.28292712569236755, 5.910056302127487e-07 ], [ 0.996616780757904, 0.00010741560981841758, 0.0016208055894821882, 5.622603680421889e-07, 0.0016529654385522008, 1.5989149915185408e-06 ], [ 0.9757575392723083, 0.0007772271055728197, 0.0035488703288137913, 7.852814860598301e-07, 0.019892631098628044, 2.299248990311753e-05 ], [ 0.3192034959793091, 9.056361705006566e-06, 3.266861676820554e-05, 0.0016673044301569462, 0.0016049869591370225, 0.6774824261665344 ], [ 0.995578944683075, 5.976452484901529e-06, 6.44104802631773e-05, 4.143427577218972e-05, 0.0006248014396987855, 0.003684376599267125 ], [ 0.9889589548110962, 9.163307367998641e-06, 0.00019218202214688063, 0.0001869871630333364, 0.0007131583988666534, 0.009939545765519142 ], [ 0.21344268321990967, 6.261920498218387e-05, 0.00015791425539646298, 0.0014919707318767905, 0.006235934793949127, 0.7786088585853577 ], [ 0.969491183757782, 0.00033605023054406047, 0.0028130554128438234, 0.0001722640881780535, 0.02248574234545231, 0.0047016567550599575 ], [ 0.9920257925987244, 1.4735192053194623e-05, 0.00012569331738632172, 7.170762546593323e-05, 0.001712804427370429, 0.006049113813787699 ], [ 0.9454286694526672, 0.00016283357399515808, 0.04945056140422821, 0.0003515779972076416, 0.004497399087995291, 0.00010899546032305807 ], [ 0.02107715792953968, 1.055907716818183e-07, 8.023508826227044e-07, 0.0011204067850485444, 1.2877712833869737e-05, 0.9777886271476746 ], [ 0.987647294998169, 0.00015236208855640143, 0.0008505326695740223, 0.0001427078532287851, 0.0029711108654737473, 0.008236007764935493 ], [ 0.99873286485672, 6.977978773647919e-05, 0.0004851321573369205, 2.606417183415033e-06, 0.0007001857738941908, 9.387599675392266e-06 ], [ 0.8315132856369019, 4.787253055837937e-05, 0.00015930566587485373, 0.0006065932684578001, 0.005102912429720163, 0.1625700742006302 ], [ 0.9602024555206299, 0.0005317791947163641, 0.008379128761589527, 6.682662933599204e-05, 0.030107419937849045, 0.0007123338291421533 ], [ 0.9461507797241211, 0.0008375219185836613, 0.008742156438529491, 8.145635547407437e-06, 0.04417561739683151, 8.578767301514745e-05 ], [ 0.07080752402544022, 3.791043855017051e-05, 5.7986679166788235e-05, 0.0022815961856395006, 0.006868125405162573, 0.9199468493461609 ] ] } ], "scored_records": 80, "scored_records_occupied": 24, "scored_channels": 4, "scored_channels_all_vacant": 1, "scored_channels_all_occupied": 1, "epoch": 3, "synthetic_val_accuracy": 0.9005555555555556, "synthetic_val_loss": 0.26630095259182984, "synthetic_train_accuracy": 0.8470238095238095, "scoring_seconds": 0.32 }, { "channels": [ { "file": "uhf25_506MHz_occupied.npy", "uhf_channel": 25, "centre_mhz": 506, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "DVB-T": 20 }, "occupied": 18, "nearest_correct_count": 20, "mean_confidence": 0.794202, "mean_confidence_on_vacant_calls": 0.632783, "probabilities": [ [ 0.0018019124399870634, 0.7043177485466003, 0.24357721209526062, 1.4847926195216132e-06, 0.050301652401685715, 1.7284099498859895e-12 ], [ 0.00025108258705586195, 0.9127650856971741, 0.07199673354625702, 6.055516905689728e-07, 0.014986427500844002, 1.709159479527586e-13 ], [ 0.0013615377247333527, 0.8068161010742188, 0.1709432601928711, 1.6415388017776422e-06, 0.020877500995993614, 3.6531931993377675e-12 ], [ 0.0010565683478489518, 0.7431622743606567, 0.21385660767555237, 9.7407462362753e-07, 0.04192350059747696, 1.1632478834344706e-12 ], [ 0.001226047519594431, 0.7170522212982178, 0.2606971263885498, 1.284257450606674e-06, 0.021023353561758995, 2.1373354475162643e-12 ], [ 0.0025340269785374403, 0.7599403262138367, 0.20840418338775635, 2.183441893066629e-06, 0.02911929413676262, 9.528770134048514e-12 ], [ 0.0009064486366696656, 0.7875298857688904, 0.19109243154525757, 1.137833464781579e-06, 0.020470039919018745, 9.130328871426174e-13 ], [ 0.0007738362182863057, 0.7817705869674683, 0.1997976452112198, 1.1099305083916988e-06, 0.01765686459839344, 8.219820765882624e-13 ], [ 0.0006470505613833666, 0.8806608319282532, 0.0949225053191185, 5.743825681747694e-07, 0.023769089952111244, 6.765178695022911e-12 ], [ 0.005264556035399437, 0.9209967851638794, 0.04400709271430969, 1.674298800935503e-06, 0.029729917645454407, 5.683908899101198e-09 ], [ 0.002453860128298402, 0.7472590208053589, 0.22433382272720337, 1.1002824749084539e-06, 0.025952210649847984, 2.371729375394427e-11 ], [ 0.0026943227276206017, 0.8628364205360413, 0.11834907531738281, 1.1503917676236597e-06, 0.016119034960865974, 2.600672455166375e-11 ], [ 0.0008154211682267487, 0.686674177646637, 0.2806262671947479, 1.4355504163177102e-06, 0.0318826325237751, 5.082790742114152e-13 ], [ 0.0014187396736815572, 0.8418383002281189, 0.13851533830165863, 1.4936011893951218e-06, 0.018226146697998047, 1.366891409088078e-12 ], [ 0.000527988828253001, 0.903620183467865, 0.07227012515068054, 1.245634734914347e-06, 0.023580458015203476, 2.9696614091412332e-12 ], [ 0.0007278243429027498, 0.8989570736885071, 0.08812739700078964, 1.0629570397213683e-06, 0.012186655774712563, 4.931415952674767e-12 ], [ 0.0014960352564230561, 0.700021505355835, 0.2702021598815918, 1.533297790956567e-06, 0.028278784826397896, 5.529679145133137e-12 ], [ 0.002104409970343113, 0.7409961223602295, 0.2096119225025177, 1.0831370218511438e-06, 0.04728647693991661, 8.100850719394703e-12 ], [ 0.0010813141707330942, 0.5788912773132324, 0.3671521842479706, 1.8914198562924867e-06, 0.05287341773509979, 4.783356328218191e-13 ], [ 0.00032538906089030206, 0.9079359173774719, 0.08187351375818253, 6.761343911421136e-07, 0.009864558465778828, 1.2886879063866985e-12 ] ] }, { "file": "uhf32_562MHz_occupied.npy", "uhf_channel": 32, "centre_mhz": 562, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "ATSC": 15, "Noise": 4, "ISDB-T": 1 }, "occupied": 2, "nearest_correct_count": 0, "mean_confidence": 0.531192, "mean_confidence_on_vacant_calls": 0.499528, "probabilities": [ [ 0.6290174126625061, 0.10970772802829742, 0.17252175509929657, 9.307162144978065e-06, 0.08874373137950897, 4.556433808033944e-08 ], [ 0.5682855844497681, 0.10092886537313461, 0.16700901091098785, 6.2425770011032e-06, 0.16377027332782745, 5.674192493643204e-08 ], [ 0.5024905800819397, 0.09932980686426163, 0.24307528138160706, 8.313187208841555e-06, 0.15509599447250366, 4.425229960247634e-08 ], [ 0.6679941415786743, 0.07194926589727402, 0.19164559245109558, 2.7480816697789123e-06, 0.06840823590755463, 3.257300651426931e-09 ], [ 0.9000705480575562, 0.026954587548971176, 0.05860559642314911, 1.7423691360818339e-06, 0.014367429539561272, 7.812969826659355e-09 ], [ 0.5730365514755249, 0.12183757871389389, 0.13635824620723724, 2.1038488284830237e-06, 0.16876544058322906, 2.3119589798170637e-08 ], [ 0.41400906443595886, 0.1722612977027893, 0.23797626793384552, 3.1647487048758194e-06, 0.17575021088123322, 2.9490698771894586e-09 ], [ 0.6022656559944153, 0.07581047713756561, 0.20519545674324036, 3.4451959436410107e-06, 0.11672502011060715, 3.6300045191950403e-09 ], [ 0.4654328525066376, 0.1389661431312561, 0.22152316570281982, 4.847012405662099e-06, 0.17407304048538208, 1.3175097457462925e-08 ], [ 0.632044792175293, 0.07974477112293243, 0.16870105266571045, 1.5732739484519698e-06, 0.11950777471065521, 5.0031090381708054e-09 ], [ 0.22015242278575897, 0.15021395683288574, 0.30923154950141907, 2.8495276183093665e-06, 0.3203992545604706, 5.32389743401751e-10 ], [ 0.5854669809341431, 0.12662680447101593, 0.2111397683620453, 1.2383529792714398e-05, 0.07675404101610184, 1.1503557217906746e-08 ], [ 0.30926835536956787, 0.12252738326787949, 0.22820039093494415, 5.9236754168523476e-06, 0.3399980068206787, 1.379958725067354e-08 ], [ 0.3938087224960327, 0.1391986608505249, 0.26763540506362915, 1.543886901345104e-05, 0.1993417888879776, 3.493006106580765e-09 ], [ 0.7322673797607422, 0.05724122375249863, 0.15104371309280396, 2.3382679046335397e-06, 0.05944535881280899, 9.025057368106104e-10 ], [ 0.11156939715147018, 0.15268395841121674, 0.26699596643447876, 5.653564130625455e-06, 0.46874505281448364, 2.059349579752734e-09 ], [ 0.2873958945274353, 0.10504382848739624, 0.28842610120773315, 7.5592688517645e-06, 0.3191266655921936, 2.666107334903245e-09 ], [ 0.14984586834907532, 0.14136680960655212, 0.38661056756973267, 1.3104004210617859e-05, 0.32216373085975647, 2.2081898809478417e-10 ], [ 0.4337860345840454, 0.13546666502952576, 0.23106272518634796, 5.356896508601494e-06, 0.1996791809797287, 7.168691862347032e-09 ], [ 0.6889888048171997, 0.06727461516857147, 0.13201911747455597, 2.097881861118367e-06, 0.11171536892652512, 3.946083459993588e-09 ] ] }, { "file": "uhf33_570MHz_occupied.npy", "uhf_channel": 33, "centre_mhz": 570, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "ISDB-T": 19, "Noise": 1 }, "occupied": 4, "nearest_correct_count": 0, "mean_confidence": 0.621882, "mean_confidence_on_vacant_calls": 0.58492, "probabilities": [ [ 0.00020752675482071936, 0.1899280548095703, 0.5924332141876221, 5.730010798288276e-06, 0.21742549538612366, 8.122383160887514e-16 ], [ 0.0007210876210592687, 0.19543834030628204, 0.46017342805862427, 9.189644515572581e-06, 0.3436580002307892, 4.868671519544718e-14 ], [ 0.00012621500354725868, 0.23371723294258118, 0.673427939414978, 1.3024105101067107e-05, 0.0927155539393425, 9.536858434932945e-17 ], [ 0.0006746523431502283, 0.3391234576702118, 0.31543847918510437, 4.6188259148038924e-05, 0.34471723437309265, 2.6716031730628087e-13 ], [ 0.00013472446880768985, 0.18626146018505096, 0.6635518074035645, 6.459057203755947e-06, 0.15004552900791168, 1.645993466029469e-16 ], [ 0.00010188227315666154, 0.18931597471237183, 0.7176454663276672, 2.154038884327747e-05, 0.09291510283946991, 2.052334030545323e-17 ], [ 0.0002608118229545653, 0.17664527893066406, 0.6006852984428406, 3.4806644180207513e-06, 0.22240516543388367, 3.015739682987479e-15 ], [ 0.00014246620412450284, 0.1502295434474945, 0.6809635758399963, 4.245101536071161e-06, 0.16866011917591095, 1.4174421392920873e-16 ], [ 0.0001382534101139754, 0.2020120918750763, 0.6580054759979248, 1.6243080608546734e-05, 0.1398279219865799, 1.284376174954193e-16 ], [ 0.00018888706108555198, 0.2091676890850067, 0.6562292575836182, 1.174571934825508e-05, 0.13440246880054474, 3.0700815052350523e-16 ], [ 0.00024623284116387367, 0.24206064641475677, 0.5714882016181946, 1.3741952898271848e-05, 0.1861911565065384, 1.3057415222574986e-15 ], [ 0.0003160368069075048, 0.17975202202796936, 0.4264492094516754, 1.8979474134539487e-06, 0.39348089694976807, 1.5373153325424355e-14 ], [ 0.0001988568837987259, 0.16400280594825745, 0.6478789448738098, 4.125387476960896e-06, 0.18791520595550537, 7.677188467162166e-16 ], [ 9.023085294757038e-05, 0.13658128678798676, 0.7964470982551575, 1.7672267858870327e-05, 0.06686370819807053, 8.260654076511837e-18 ], [ 0.00027950870571658015, 0.13874493539333344, 0.6896784901618958, 3.5325156204635277e-06, 0.17129355669021606, 5.542018518667864e-16 ], [ 0.00022512293071486056, 0.26491355895996094, 0.517850935459137, 6.588589712919202e-06, 0.21700382232666016, 1.5501923720988926e-15 ], [ 7.86049640737474e-05, 0.1512281745672226, 0.7705933451652527, 8.103533218672965e-06, 0.0780918300151825, 1.1602658138670019e-17 ], [ 0.00030951682128943503, 0.25440382957458496, 0.5686085224151611, 2.164491161238402e-05, 0.17665651440620422, 1.9445083377815165e-15 ], [ 0.00029283956973813474, 0.21304702758789062, 0.6065824031829834, 7.812137482687831e-06, 0.1800699234008789, 2.070725564284827e-15 ], [ 9.121069160755724e-05, 0.12819795310497284, 0.7942273020744324, 9.593625691195484e-06, 0.07747391611337662, 5.662282903496989e-18 ] ] }, { "file": "uhf35_586MHz_occupied.npy", "uhf_channel": 35, "centre_mhz": 586, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "DVB-T": 20 }, "occupied": 20, "nearest_correct_count": 20, "mean_confidence": 0.908272, "mean_confidence_on_vacant_calls": null, "probabilities": [ [ 0.004988053347915411, 0.9196290373802185, 0.0642528235912323, 2.7696345568983816e-05, 0.011102304793894291, 7.465073004198075e-09 ], [ 0.0050749401561915874, 0.9245578050613403, 0.054157502949237823, 1.0740701327449642e-05, 0.01619904860854149, 4.725430713392598e-09 ], [ 0.004891955293715, 0.9550074934959412, 0.0309225395321846, 1.970618723134976e-05, 0.009158380329608917, 3.044846152988612e-08 ], [ 0.005004871170967817, 0.8635902404785156, 0.11764048039913177, 1.7312997442786582e-05, 0.01374710351228714, 1.1636859253982834e-09 ], [ 0.005002195946872234, 0.8103519678115845, 0.16184963285923004, 3.9793278119759634e-05, 0.02275635115802288, 1.5469049374772226e-09 ], [ 0.0036700055934488773, 0.9721112847328186, 0.016752440482378006, 2.194612352468539e-05, 0.007444207090884447, 6.838197919023514e-08 ], [ 0.008885246701538563, 0.9114320278167725, 0.06966033577919006, 5.495136429090053e-05, 0.009967425838112831, 1.4455321384332365e-08 ], [ 0.025580136105418205, 0.7579375505447388, 0.11621017754077911, 4.597491351887584e-05, 0.10022595524787903, 1.729792131754948e-07 ], [ 0.008621779270470142, 0.9320588707923889, 0.04293157905340195, 6.316291546681896e-05, 0.016324635595083237, 3.403728143780427e-08 ], [ 0.004804590716958046, 0.8896724581718445, 0.0840369388461113, 9.055145710590295e-06, 0.02147691324353218, 9.057325556227624e-09 ], [ 0.011457996442914009, 0.9615183472633362, 0.02089688926935196, 1.9455856090644374e-05, 0.0061072371900081635, 1.0007312312154681e-07 ], [ 0.009574840776622295, 0.9476187229156494, 0.03508136048913002, 9.039894212037325e-05, 0.007634609472006559, 1.4008801940690319e-07 ], [ 0.0034686345607042313, 0.9696913361549377, 0.017860611900687218, 1.0918862244579941e-05, 0.00896853394806385, 3.062184461555262e-08 ], [ 0.021396148949861526, 0.9060805439949036, 0.04968598857522011, 9.889775537885725e-05, 0.022737938910722733, 4.0334117556994897e-07 ], [ 0.004797520115971565, 0.9686184525489807, 0.019322695210576057, 3.303755511296913e-05, 0.007228308357298374, 3.609219589861823e-08 ], [ 0.008506703190505505, 0.9548640847206116, 0.01683948189020157, 1.0780530828924384e-05, 0.019778214395046234, 6.711179025842284e-07 ], [ 0.009233958087861538, 0.9504982233047485, 0.019761329516768456, 3.851906149066053e-05, 0.020466327667236328, 1.5787603615535772e-06 ], [ 0.05122242495417595, 0.76600182056427, 0.07650487124919891, 1.3356357158045284e-05, 0.10625479370355606, 2.7115995635540457e-06 ], [ 0.018406115472316742, 0.8903148770332336, 0.05865304917097092, 3.492146424832754e-05, 0.03259050473570824, 4.866217864218925e-07 ], [ 0.018688702955842018, 0.9138754606246948, 0.034499429166316986, 4.442978388397023e-05, 0.03289005160331726, 1.9990227428934304e-06 ] ] }, { "file": "uhf39_618MHz_occupied.npy", "uhf_channel": 39, "centre_mhz": 618, "label": "unlabelled", "excluded_from_scoring": true, "records": 20, "class_counts": { "Noise": 3, "ATSC": 15, "Unknown": 2 }, "occupied": 13, "nearest_correct_count": 0, "mean_confidence": 0.896228, "mean_confidence_on_vacant_calls": 0.781456, "probabilities": [ [ 0.000855441321618855, 0.029298508539795876, 0.0238433089107275, 1.1415055567454147e-09, 0.946002721786499, 4.113415164042067e-10 ], [ 0.06542954593896866, 0.038028277456760406, 0.04054443538188934, 9.868855954664468e-08, 0.855997622013092, 8.912674331895687e-08 ], [ 0.8326370716094971, 0.01653483510017395, 0.004674872849136591, 3.5284776913613314e-06, 0.14612725377082825, 2.241411857539788e-05 ], [ 0.1639266461133957, 0.024806033819913864, 0.058720190078020096, 2.053134267043788e-06, 0.7525444030761719, 6.619591772505373e-07 ], [ 0.9939071536064148, 0.0005661005270667374, 0.00041657788096927106, 1.653691924730083e-06, 0.005105291958898306, 3.2530206226510927e-06 ], [ 0.9161518812179565, 0.013405042700469494, 0.00174224772490561, 1.5745947166578844e-05, 0.06839671730995178, 0.00028835266130045056 ], [ 0.9194271564483643, 5.453683479572646e-05, 0.00018364610150456429, 0.00027787790168076754, 8.877514483174309e-05, 0.07996790111064911 ], [ 0.9990758895874023, 3.753300188691355e-05, 3.058448783122003e-06, 6.949651378818089e-06, 3.837277745333267e-06, 0.0008726756204850972 ], [ 0.9771950840950012, 1.453862751077395e-06, 5.613089524558745e-05, 0.0011975840898230672, 2.2654743588645943e-05, 0.021527115255594254 ], [ 0.6790224313735962, 0.00041608611354604363, 0.00016677979147061706, 0.00034777005203068256, 0.0007757459534332156, 0.3192712068557739 ], [ 0.9804439544677734, 0.005156396888196468, 0.0004033163422718644, 3.0077369956416078e-05, 0.012476547621190548, 0.0014897488290444016 ], [ 0.9650327563285828, 3.823878159892047e-06, 2.1875237507629208e-05, 0.0007105529657565057, 2.9851129511371255e-05, 0.034201186150312424 ], [ 0.9875935912132263, 0.003432485042139888, 0.004589619114995003, 0.00019012413395103067, 0.004178921692073345, 1.5234935744956601e-05 ], [ 0.26024237275123596, 2.0827012122026645e-05, 4.3105748773086816e-05, 0.0009252589079551399, 1.7593234588275664e-05, 0.7387508749961853 ], [ 0.9982635378837585, 7.540887600043789e-05, 1.8091348465532064e-05, 1.2828796570829581e-05, 1.8516062482376583e-05, 0.0016115795588120818 ], [ 0.9995436072349548, 1.861915188783314e-05, 0.00022297055693343282, 3.166395117659704e-06, 0.00020895588386338204, 2.6275486106897006e-06 ], [ 0.6468012928962708, 1.6642545233480632e-05, 8.352534496225417e-05, 0.0009768116287887096, 9.73818896454759e-05, 0.3520243167877197 ], [ 0.8890089988708496, 0.0023792972788214684, 0.01131375040858984, 3.629162529250607e-05, 0.09643714874982834, 0.0008244711789302528 ], [ 0.9960945248603821, 4.8975813115248457e-05, 0.0004275987157598138, 2.7682632207870483e-05, 0.0030408091843128204, 0.00036046281456947327 ], [ 0.14626629650592804, 4.762710887007415e-05, 0.00016149718430824578, 0.0015118186129257083, 0.0009377127280458808, 0.8510751128196716 ] ] } ], "scored_records": 80, "scored_records_occupied": 44, "scored_channels": 4, "scored_channels_all_vacant": 0, "scored_channels_all_occupied": 1, "epoch": 4, "synthetic_val_accuracy": 0.8405555555555555, "synthetic_val_loss": 0.48385549722446336, "synthetic_train_accuracy": 0.901547619047619, "scoring_seconds": 0.32 }, { "channels": [ { "file": "uhf25_506MHz_occupied.npy", "uhf_channel": 25, "centre_mhz": 506, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "DVB-T": 6, "ATSC": 14 }, "occupied": 13, "nearest_correct_count": 6, "mean_confidence": 0.795494, "mean_confidence_on_vacant_calls": 0.60232, "probabilities": [ [ 0.3769349157810211, 0.47155526280403137, 0.14109991490840912, 0.0002970705390907824, 0.010112226009368896, 6.244553674150666e-07 ], [ 0.10622677206993103, 0.8594893217086792, 0.03153941035270691, 0.0001966880081454292, 0.0025475032161921263, 3.3004840815920033e-07 ], [ 0.9836946725845337, 0.008657259866595268, 0.007427551317960024, 4.84300144307781e-05, 0.0001719506981316954, 9.649611598661068e-08 ], [ 0.24142342805862427, 0.7359143495559692, 0.019860655069351196, 4.189651372143999e-05, 0.002759099705144763, 5.291782372296439e-07 ], [ 0.7607860565185547, 0.17226089537143707, 0.06554567068815231, 7.74096479290165e-05, 0.001329913386143744, 1.0888182089274778e-07 ], [ 0.5476247072219849, 0.3960677981376648, 0.04880727827548981, 0.00045809303992427886, 0.007039718329906464, 2.437855755488272e-06 ], [ 0.6314055323600769, 0.30208736658096313, 0.06344106793403625, 0.00016442594642285258, 0.0029014989268034697, 1.2553661576930608e-07 ], [ 0.9508728384971619, 0.04136113077402115, 0.007699587382376194, 1.936275111802388e-05, 4.7005760279716924e-05, 1.3348872229812514e-08 ], [ 0.6889592409133911, 0.27746090292930603, 0.028740713372826576, 7.82046263338998e-05, 0.004758404102176428, 2.5681217721285066e-06 ], [ 0.27776655554771423, 0.6927829384803772, 0.014032242819666862, 0.00017915006901603192, 0.01511938776820898, 0.00011976516543654725 ], [ 0.7753440737724304, 0.14478713274002075, 0.07601484656333923, 5.7429078879067674e-05, 0.003795997239649296, 5.245834131528682e-07 ], [ 0.9999197721481323, 7.482227374566719e-05, 5.332759428711142e-06, 5.291748905733584e-08, 5.586834461723811e-08, 3.295265615932408e-09 ], [ 0.1896030157804489, 0.5716816782951355, 0.2224491834640503, 0.0003286816645413637, 0.01593722775578499, 1.9795221817275888e-07 ], [ 0.9575379490852356, 0.03832384571433067, 0.004058546386659145, 1.3916044736106414e-05, 6.575803854502738e-05, 1.3724731573461213e-08 ], [ 0.9823439121246338, 0.01569441892206669, 0.0018594184657558799, 2.152267006749753e-05, 8.056817023316398e-05, 1.738081891744514e-07 ], [ 0.9147992134094238, 0.0796012133359909, 0.005336673464626074, 2.5289011318818666e-05, 0.0002374963805777952, 1.1228684115849319e-07 ], [ 0.9132485389709473, 0.055101554840803146, 0.030997885391116142, 2.7731537556974217e-05, 0.0006242842646315694, 5.653815904338444e-08 ], [ 0.874734103679657, 0.0878400132060051, 0.03452155739068985, 0.00010314751853002235, 0.0028000483289361, 1.151656420006475e-06 ], [ 0.2505247890949249, 0.6122307181358337, 0.12605053186416626, 0.00028793016099371016, 0.01090584322810173, 1.483566336446529e-07 ], [ 0.9849458932876587, 0.0142159853130579, 0.0008225987548939884, 7.3495411925250664e-06, 8.079824510787148e-06, 3.484112198748335e-08 ] ] }, { "file": "uhf32_562MHz_occupied.npy", "uhf_channel": 32, "centre_mhz": 562, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "ATSC": 19, "Noise": 1 }, "occupied": 19, "nearest_correct_count": 0, "mean_confidence": 0.884086, "mean_confidence_on_vacant_calls": 0.795004, "probabilities": [ [ 0.953403890132904, 0.00036787238786928356, 0.005407443270087242, 5.341906944522634e-05, 0.04073251783847809, 3.479295628494583e-05 ], [ 0.8862525224685669, 0.0014837838243693113, 0.019927414134144783, 2.9416038159979507e-05, 0.09228214621543884, 2.4762970497249626e-05 ], [ 0.9391093254089355, 0.0008521583513356745, 0.006644912995398045, 1.8953951439470984e-05, 0.053347907960414886, 2.6689238438848406e-05 ], [ 0.10555917769670486, 0.0184907428920269, 0.08092553168535233, 1.6822848920128308e-05, 0.7950035333633423, 4.103775609110016e-06 ], [ 0.8431388139724731, 0.008327395655214787, 0.018111219629645348, 1.4158285011944827e-05, 0.13040265440940857, 5.794704975414788e-06 ], [ 0.9934367537498474, 0.0003906167112290859, 0.0017714255955070257, 3.2340853977075312e-06, 0.004395534284412861, 2.382083039265126e-06 ], [ 0.8693654537200928, 0.0027491033542901278, 0.028484147042036057, 1.6737865735194646e-05, 0.09938191622495651, 2.5696149350551423e-06 ], [ 0.8774067759513855, 0.0033051855862140656, 0.03127339854836464, 2.1995623683324084e-05, 0.08799072355031967, 1.9643052837636787e-06 ], [ 0.9689690470695496, 0.0023133133072406054, 0.005480614025145769, 2.348515636185766e-06, 0.023234227672219276, 3.923962594853947e-07 ], [ 0.8108906745910645, 0.009026775136590004, 0.024403586983680725, 1.0036570529337041e-05, 0.1556657999753952, 3.1279362247005338e-06 ], [ 0.7345457673072815, 0.015262478031218052, 0.1072167381644249, 5.1898870879085734e-05, 0.1429225355386734, 6.031090720171051e-07 ], [ 0.9867563247680664, 0.0006742618279531598, 0.0019662834238260984, 6.125912477727979e-06, 0.010593429207801819, 3.541212436175556e-06 ], [ 0.7444220781326294, 0.003831957932561636, 0.03941681981086731, 3.312978151370771e-05, 0.21228982508182526, 6.235691216716077e-06 ], [ 0.9184786677360535, 0.0026998636312782764, 0.04052838310599327, 4.600658212439157e-05, 0.038246627897024155, 4.6011143695068313e-07 ], [ 0.9728183746337891, 0.0007779893348924816, 0.017146823927760124, 3.234468522350653e-06, 0.009253467433154583, 5.961530291642703e-08 ], [ 0.8315169811248779, 0.004636778496205807, 0.04885318875312805, 1.1790358257712796e-05, 0.1149805411696434, 7.567582542833406e-07 ], [ 0.9970109462738037, 8.790974243311211e-05, 0.0016912628198042512, 6.88280294980359e-07, 0.001209052512422204, 2.7386944267959734e-08 ], [ 0.815986156463623, 0.005216089077293873, 0.09705454856157303, 4.8099947889568284e-05, 0.08169493824243546, 1.6483519971188798e-07 ], [ 0.9257959127426147, 0.003920245915651321, 0.020368952304124832, 1.3537660379370209e-05, 0.04989790543913841, 3.5215548450651113e-06 ], [ 0.8174134492874146, 0.004571543540805578, 0.04284169524908066, 7.782740794937126e-06, 0.1351647973060608, 7.167065518842719e-07 ] ] }, { "file": "uhf33_570MHz_occupied.npy", "uhf_channel": 33, "centre_mhz": 570, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "ATSC": 8, "ISDB-T": 12 }, "occupied": 10, "nearest_correct_count": 0, "mean_confidence": 0.691623, "mean_confidence_on_vacant_calls": 0.570608, "probabilities": [ [ 0.6353977918624878, 0.03632928431034088, 0.28015851974487305, 0.0007335360860452056, 0.04738084226846695, 8.499414505536151e-09 ], [ 0.8353539705276489, 0.009884660132229328, 0.14296920597553253, 0.0015772038605064154, 0.010214907117187977, 1.1952523415459382e-08 ], [ 0.07131598144769669, 0.09976021200418472, 0.7727551460266113, 0.002479337155818939, 0.05368926003575325, 2.6317754642235514e-09 ], [ 0.3053244650363922, 0.07924927026033401, 0.23472316563129425, 0.12981300055980682, 0.2508655786514282, 2.4572425900259987e-05 ], [ 0.12464410066604614, 0.006605361122637987, 0.8612493872642517, 0.001024754485115409, 0.0064763762056827545, 5.2413101636616943e-11 ], [ 0.43868646025657654, 0.005450875032693148, 0.5489354133605957, 0.002737747970968485, 0.004189515020698309, 3.4852370989213455e-11 ], [ 0.7023382186889648, 0.007661208976060152, 0.27713286876678467, 0.00047359970631077886, 0.012394067831337452, 1.9658437100389392e-09 ], [ 0.028477966785430908, 0.030504927039146423, 0.8749657273292542, 0.0009858828270807862, 0.06506544351577759, 2.330886039736413e-10 ], [ 0.13035905361175537, 0.0448467954993248, 0.7273162603378296, 0.00469238730147481, 0.09278554469347, 3.2768199265120757e-09 ], [ 0.3818552792072296, 0.02450752630829811, 0.5636335015296936, 0.0009232147131115198, 0.0290804635733366, 1.8132044754537446e-09 ], [ 0.28931429982185364, 0.031947676092386246, 0.6517468690872192, 0.00340531999245286, 0.02358580194413662, 2.286977940357815e-09 ], [ 0.5524247288703918, 0.03750203177332878, 0.2714552581310272, 0.0013168207369744778, 0.13730089366436005, 2.700062680105475e-07 ], [ 0.22475677728652954, 0.015885459259152412, 0.7092322707176208, 0.002095182426273823, 0.04803029075264931, 4.790655427910906e-09 ], [ 0.32053518295288086, 0.006595419254153967, 0.6673921346664429, 0.000840484572108835, 0.004636732395738363, 2.2166799645839674e-11 ], [ 0.22739481925964355, 0.020163075998425484, 0.7154157757759094, 0.00039788553840480745, 0.036628417670726776, 2.76956346745294e-10 ], [ 0.5900025367736816, 0.03236841782927513, 0.344828337430954, 0.0018785034772008657, 0.030922172591090202, 1.8130007717331864e-08 ], [ 0.04381560534238815, 0.012642458081245422, 0.9296874403953552, 0.0005853940965607762, 0.013269154354929924, 8.334810272514481e-12 ], [ 0.10964173823595047, 0.05440202355384827, 0.6837071776390076, 0.022292178124189377, 0.1299566626548767, 2.322988166270079e-07 ], [ 0.9980719089508057, 8.062030974542722e-05, 0.001804353087209165, 7.969530088303145e-06, 3.5099357774015516e-05, 8.6573581636884e-11 ], [ 0.507516622543335, 0.0022906456142663956, 0.4879433512687683, 0.0003535799914970994, 0.0018958107102662325, 2.0209153361178123e-12 ] ] }, { "file": "uhf35_586MHz_occupied.npy", "uhf_channel": 35, "centre_mhz": 586, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "DVB-T": 11, "ATSC": 9 }, "occupied": 6, "nearest_correct_count": 11, "mean_confidence": 0.682764, "mean_confidence_on_vacant_calls": 0.611432, "probabilities": [ [ 0.27589651942253113, 0.688980758190155, 0.03195313364267349, 0.0003572684363462031, 0.002803495153784752, 8.791937034402508e-06 ], [ 0.37444737553596497, 0.581169068813324, 0.03931688144803047, 0.0005157231353223324, 0.004540101625025272, 1.0773730537039228e-05 ], [ 0.9635341167449951, 0.03517857566475868, 0.0010359431616961956, 6.013493475620635e-05, 0.00016772806702647358, 2.3517444788012654e-05 ], [ 0.5651007890701294, 0.3989681005477905, 0.03390658646821976, 0.00023814123414922506, 0.001782147795893252, 4.3038285184593406e-06 ], [ 0.2652815580368042, 0.6982578039169312, 0.033849336206912994, 0.0003672234888654202, 0.0022407604847103357, 3.33521575157647e-06 ], [ 0.35508039593696594, 0.6339772343635559, 0.00603098189458251, 0.00022958066256251186, 0.004436229355633259, 0.0002455100475344807 ], [ 0.9352420568466187, 0.05276745557785034, 0.011631491594016552, 0.0001293780078412965, 0.0002237588632851839, 5.820302703796187e-06 ], [ 0.1136525347828865, 0.8062571287155151, 0.05234016478061676, 0.0007491313735954463, 0.026891376823186874, 0.00010962125088553876 ], [ 0.46740221977233887, 0.43475306034088135, 0.07911355048418045, 0.009539364837110043, 0.008934234268963337, 0.00025751462089829147 ], [ 0.5253413915634155, 0.45772162079811096, 0.014619258232414722, 0.00017869738803710788, 0.0020929083693772554, 4.6182802179828286e-05 ], [ 0.2711154818534851, 0.7179914116859436, 0.008263735100626945, 8.390263246838003e-05, 0.0025154377799481153, 3.0019060432096012e-05 ], [ 0.16349416971206665, 0.7943781614303589, 0.03533137962222099, 0.0014120485866442323, 0.005276581272482872, 0.0001077177221304737 ], [ 0.34640926122665405, 0.6297906637191772, 0.018793810158967972, 0.000520614383276552, 0.004367823246866465, 0.00011790771532105282 ], [ 0.8778409957885742, 0.11296728998422623, 0.005208245012909174, 0.0019385656341910362, 0.0012180531630292535, 0.0008267912780866027 ], [ 0.2708199620246887, 0.659661591053009, 0.05796936899423599, 0.0012678558705374599, 0.010207747109234333, 7.335051486734301e-05 ], [ 0.4447278678417206, 0.5005064010620117, 0.03144065663218498, 0.0007613971247337759, 0.021541142836213112, 0.0010225598234683275 ], [ 0.6823724508285522, 0.2971784174442291, 0.013721284456551075, 0.00023672153474763036, 0.006203207653015852, 0.00028787710471078753 ], [ 0.6497942209243774, 0.3327012062072754, 0.006806171499192715, 0.0004018665349576622, 0.009434373117983341, 0.0008622744935564697 ], [ 0.623960554599762, 0.3214949369430542, 0.03721651807427406, 0.0010320484871044755, 0.015822401270270348, 0.00047353500849567354 ], [ 0.29079994559288025, 0.6537275910377502, 0.020390817895531654, 0.0032289044465869665, 0.027530085295438766, 0.004322684369981289 ] ] }, { "file": "uhf39_618MHz_occupied.npy", "uhf_channel": 39, "centre_mhz": 618, "label": "unlabelled", "excluded_from_scoring": true, "records": 20, "class_counts": { "ATSC": 18, "Unknown": 2 }, "occupied": 18, "nearest_correct_count": 0, "mean_confidence": 0.968376, "mean_confidence_on_vacant_calls": 0.784246, "probabilities": [ [ 0.9993664622306824, 1.706867988104932e-05, 4.954755240760278e-06, 3.915261892473154e-09, 0.0006112998817116022, 1.561888751666629e-07 ], [ 0.9999879598617554, 4.3191150211896456e-07, 8.424572683907172e-07, 1.936661275792062e-09, 1.0770985682029277e-05, 3.761969935567322e-08 ], [ 0.9999926090240479, 9.230816289118593e-08, 8.35165181456432e-08, 8.231852888229696e-08, 4.020154392492259e-06, 3.067468242079485e-06 ], [ 0.9999997615814209, 4.9809960600555314e-09, 2.538156351761245e-08, 1.5336015790623492e-09, 2.682404272036365e-07, 3.539508952599135e-08 ], [ 1.0, 4.457317154260565e-11, 4.974680667402254e-10, 1.0848219544890014e-10, 8.181160748854666e-10, 8.917176996803278e-10 ], [ 0.9999905824661255, 1.7702657260088017e-06, 5.277346559751095e-08, 3.381768820531761e-08, 2.4790085717540933e-06, 5.0758617362589575e-06 ], [ 0.956782877445221, 1.5364113314930705e-09, 3.570386866158515e-07, 0.0001954740728251636, 1.3780917242911528e-06, 0.043020013719797134 ], [ 0.9999986886978149, 3.923342900558069e-11, 4.442536616355852e-10, 3.517081736958971e-08, 3.0410154949755963e-10, 1.2231620303282398e-06 ], [ 0.9999943971633911, 9.90890529350974e-12, 2.9793429945357275e-09, 2.376383889668432e-07, 1.240620606246523e-09, 5.3383782869786955e-06 ], [ 0.3271106481552124, 4.337991413194686e-06, 3.8908165151951835e-06, 0.0009448822820559144, 0.00027630507247522473, 0.6716600060462952 ], [ 0.9999597072601318, 1.787983627821177e-08, 2.128141716184473e-07, 6.057014729776711e-07, 2.0959200810466427e-06, 3.724352063727565e-05 ], [ 0.9999958276748657, 2.980117194684162e-11, 2.58671484232309e-09, 1.72344101656563e-07, 2.5281290394474354e-09, 3.995693077740725e-06 ], [ 0.9999991655349731, 1.773307367614052e-08, 3.3196485560438305e-07, 8.090876946198478e-08, 4.799916908382329e-08, 3.73925047369994e-07 ], [ 0.8477910757064819, 3.772989559669426e-11, 2.227250028852268e-08, 0.0006283995462581515, 8.936949846827247e-09, 0.15158048272132874 ], [ 0.9999902248382568, 3.1331556793467996e-10, 1.9850453725211992e-08, 3.2739771427259257e-07, 9.504443454488865e-09, 9.45812735153595e-06 ], [ 1.0, 1.1114709846937743e-11, 4.068074349605766e-11, 1.7833978738224232e-10, 3.0478175538917185e-11, 4.861500646491379e-10 ], [ 0.995274007320404, 1.1332613070180741e-08, 7.104927703949215e-07, 4.180693576927297e-05, 1.291799435421126e-06, 0.004682206083089113 ], [ 0.9999074935913086, 9.512259424582226e-08, 1.6386480865548947e-06, 2.49661025009118e-06, 6.413528808479896e-06, 8.18323387647979e-05 ], [ 0.999994158744812, 6.431633892134414e-08, 1.8573987858871988e-07, 5.83803583253939e-08, 4.099881152797025e-06, 1.4445647593674948e-06 ], [ 0.10187841951847076, 2.983906099984779e-08, 1.0393063121227897e-06, 0.0012762303231284022, 1.1914109563804232e-05, 0.8968324065208435 ] ] } ], "scored_records": 80, "scored_records_occupied": 48, "scored_channels": 4, "scored_channels_all_vacant": 0, "scored_channels_all_occupied": 0, "epoch": 5, "synthetic_val_accuracy": 0.8322222222222222, "synthetic_val_loss": 0.5377837465579312, "synthetic_train_accuracy": 0.9252380952380952, "scoring_seconds": 0.31 }, { "channels": [ { "file": "uhf25_506MHz_occupied.npy", "uhf_channel": 25, "centre_mhz": 506, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "DVB-T": 8, "ISDB-T": 10, "ATSC": 2 }, "occupied": 4, "nearest_correct_count": 8, "mean_confidence": 0.604972, "mean_confidence_on_vacant_calls": 0.546697, "probabilities": [ [ 0.043219082057476044, 0.6249468922615051, 0.3112456798553467, 0.0005388610879890621, 0.020049510523676872, 7.362576326386261e-09 ], [ 0.18454496562480927, 0.43709275126457214, 0.3740192949771881, 0.0005224890192039311, 0.003820521291345358, 1.1454803328092567e-08 ], [ 0.3160908818244934, 0.08501860499382019, 0.5964289307594299, 0.00046280070091597736, 0.0019987900741398335, 2.670576204621966e-09 ], [ 0.1707840859889984, 0.46443015336990356, 0.3572850823402405, 0.0002707561943680048, 0.007229843642562628, 3.988813901401045e-08 ], [ 0.0650474801659584, 0.309123158454895, 0.6163961291313171, 0.00024554040282964706, 0.00918769184499979, 7.59392815297133e-09 ], [ 0.43398740887641907, 0.1098775789141655, 0.4482036828994751, 0.00043773939250968397, 0.0074935960583388805, 1.6292391435968057e-08 ], [ 0.18845699727535248, 0.17986299097537994, 0.6289066076278687, 0.0012498673750087619, 0.0015235369792208076, 1.9341694912355933e-09 ], [ 0.04386095702648163, 0.43850186467170715, 0.514219343662262, 0.0013566168490797281, 0.0020612336229532957, 2.2198489713076697e-09 ], [ 0.0276446845382452, 0.44865572452545166, 0.45587965846061707, 0.0001877774193417281, 0.06763207912445068, 1.0452976262342872e-08 ], [ 0.2807326912879944, 0.5226709246635437, 0.17475228011608124, 0.0003205517423339188, 0.021521953865885735, 1.638864432607079e-06 ], [ 0.17975695431232452, 0.06000414863228798, 0.7565000653266907, 0.0002358247438678518, 0.003502952866256237, 8.474158263993559e-09 ], [ 0.934669554233551, 0.03366287052631378, 0.031223125755786896, 5.2156068704789504e-05, 0.00039218930760398507, 5.553453163997801e-08 ], [ 0.05942925810813904, 0.28838926553726196, 0.6453172564506531, 0.00044694956159219146, 0.0064172702841460705, 2.3709614271893997e-09 ], [ 0.506793200969696, 0.03042537346482277, 0.4593122601509094, 0.0011706027435138822, 0.0022985634859651327, 2.844657620570956e-09 ], [ 0.027321478351950645, 0.6069546341896057, 0.34675464034080505, 0.0004238885303493589, 0.018545392900705338, 9.307331794161655e-09 ], [ 0.02723846398293972, 0.8682271838188171, 0.10078572481870651, 0.0015119415475055575, 0.0022366836201399565, 8.080194291437692e-09 ], [ 0.08224150538444519, 0.2377605140209198, 0.6656999588012695, 0.00041873721056617796, 0.013879329897463322, 1.109155256528993e-08 ], [ 0.21025916934013367, 0.3333492577075958, 0.44370120763778687, 0.00023498767404817045, 0.012455340474843979, 3.05480938322944e-08 ], [ 0.006142441648989916, 0.7928915023803711, 0.17649579048156738, 0.00010850632679648697, 0.02436172403395176, 7.425356440826647e-10 ], [ 0.0863533765077591, 0.569510281085968, 0.33674079179763794, 0.0004928698181174695, 0.006902693305164576, 2.0926794519482428e-08 ] ] }, { "file": "uhf32_562MHz_occupied.npy", "uhf_channel": 32, "centre_mhz": 562, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "ATSC": 7, "Noise": 13 }, "occupied": 3, "nearest_correct_count": 0, "mean_confidence": 0.554887, "mean_confidence_on_vacant_calls": 0.514553, "probabilities": [ [ 0.4155435860157013, 0.010213361121714115, 0.16947828233242035, 5.17572661919985e-05, 0.4047120213508606, 9.82240180746885e-07 ], [ 0.3485313653945923, 0.03410525992512703, 0.12588344514369965, 2.898818092944566e-05, 0.4914502799510956, 6.327761639113305e-07 ], [ 0.7651137113571167, 0.006337328813970089, 0.09204671531915665, 5.303057696437463e-05, 0.13644832372665405, 8.60516820466728e-07 ], [ 0.20960576832294464, 0.028052395209670067, 0.11313872039318085, 1.595114190422464e-05, 0.6491865515708923, 5.69593225918652e-07 ], [ 0.09544484317302704, 0.04142213612794876, 0.2398308664560318, 2.4549150111852214e-05, 0.6232774257659912, 1.359051822191759e-07 ], [ 0.20415900647640228, 0.023425141349434853, 0.3537522852420807, 2.4090320948744193e-05, 0.41863924264907837, 2.7862338924933283e-07 ], [ 0.0906747505068779, 0.0392850898206234, 0.18108965456485748, 3.291190296295099e-05, 0.6889174580574036, 1.2181736508409813e-07 ], [ 0.5152170658111572, 0.013415896333754063, 0.207795187830925, 4.212379644741304e-05, 0.263529509305954, 1.3631543538394908e-07 ], [ 0.34446457028388977, 0.055788133293390274, 0.20903022587299347, 7.333015673793852e-05, 0.39064353704452515, 1.2441569197108038e-07 ], [ 0.44352394342422485, 0.030556585639715195, 0.12119167298078537, 1.685780443949625e-05, 0.40471068024635315, 2.021813827468577e-07 ], [ 0.0423256978392601, 0.0589180625975132, 0.16967760026454926, 1.4511751032841858e-05, 0.7290641665458679, 7.193905027236269e-09 ], [ 0.16680993139743805, 0.027502665296196938, 0.32782796025276184, 3.879806536133401e-05, 0.477820485830307, 1.6452246143217053e-07 ], [ 0.3495238721370697, 0.023682449012994766, 0.1472543329000473, 3.98298361687921e-05, 0.4794993996620178, 1.512147917992479e-07 ], [ 0.18843263387680054, 0.0690540224313736, 0.236524298787117, 7.652744534425437e-05, 0.5059125423431396, 1.124127457785562e-08 ], [ 0.44030001759529114, 0.021951215341687202, 0.2666269838809967, 5.899887401028536e-05, 0.2710627317428589, 3.677351045894284e-08 ], [ 0.09291872382164001, 0.026491938158869743, 0.2652873396873474, 2.537664295232389e-05, 0.6152764558792114, 1.7901173521295277e-07 ], [ 0.7726194858551025, 0.0036048328038305044, 0.1653619408607483, 3.8002413930371404e-05, 0.058375682681798935, 6.57886118915485e-08 ], [ 0.3195151686668396, 0.05295831337571144, 0.24361832439899445, 5.968275581835769e-05, 0.3838484585285187, 4.194230740495186e-09 ], [ 0.8126184344291687, 0.008059220388531685, 0.09922917932271957, 2.9184622690081596e-05, 0.08006366342306137, 3.841712157282018e-07 ], [ 0.31929564476013184, 0.027857013046741486, 0.1735413819551468, 3.363016730872914e-05, 0.47927239537239075, 3.343175691838951e-08 ] ] }, { "file": "uhf33_570MHz_occupied.npy", "uhf_channel": 33, "centre_mhz": 570, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "ISDB-T": 17, "Noise": 3 }, "occupied": 6, "nearest_correct_count": 0, "mean_confidence": 0.645964, "mean_confidence_on_vacant_calls": 0.584177, "probabilities": [ [ 0.05027318000793457, 0.04062454029917717, 0.5299960374832153, 0.0002462210541125387, 0.3788600265979767, 6.578886740937762e-11 ], [ 0.2126186192035675, 0.033443987369537354, 0.5673245787620544, 0.00044869715929962695, 0.18616409599781036, 3.321294350655535e-10 ], [ 0.019354332238435745, 0.043266698718070984, 0.7823168635368347, 0.0003224835672881454, 0.1547396332025528, 1.9607069440263913e-11 ], [ 0.039406899362802505, 0.05035167187452316, 0.29666557908058167, 0.00023932973272167146, 0.6133365631103516, 3.1094593566649564e-09 ], [ 0.047730639576911926, 0.020052270963788033, 0.8190122246742249, 0.0006386979948729277, 0.11256615817546844, 1.9341488480262292e-11 ], [ 0.04249200224876404, 0.038321271538734436, 0.7969042658805847, 0.0009143751231022179, 0.12136806547641754, 4.748587374009405e-12 ], [ 0.06386967748403549, 0.024111825972795486, 0.666482150554657, 0.000220858768443577, 0.24531547725200653, 5.520720686158498e-11 ], [ 0.03625062108039856, 0.024746492505073547, 0.5338189601898193, 8.601307490607724e-05, 0.40509796142578125, 7.024099357710867e-11 ], [ 0.037143588066101074, 0.03223590925335884, 0.5577483177185059, 0.00022316687682177871, 0.3726489841938019, 2.926470177300189e-11 ], [ 0.05568065121769905, 0.03550339117646217, 0.6489878296852112, 0.00020005716942250729, 0.2596280872821808, 4.266369202365894e-11 ], [ 0.07824227958917618, 0.022592788562178612, 0.8029734492301941, 0.0005985192838124931, 0.09559297561645508, 7.5356207385191e-11 ], [ 0.0791659727692604, 0.03946901112794876, 0.41806939244270325, 8.91290110303089e-05, 0.46320652961730957, 1.1582645953467363e-09 ], [ 0.26460713148117065, 0.011115617118775845, 0.606484055519104, 0.0003071102546527982, 0.11748607456684113, 1.9523450911496099e-10 ], [ 0.05102898180484772, 0.04394393414258957, 0.6611839532852173, 0.0004425813676789403, 0.24340057373046875, 1.22580990497001e-11 ], [ 0.22167108952999115, 0.012688172981142998, 0.6852853894233704, 0.0002380971418460831, 0.08011721074581146, 1.9037250942322004e-11 ], [ 0.05324014648795128, 0.027651535347104073, 0.6997321248054504, 0.0002622503088787198, 0.21911390125751495, 5.0909689658373836e-11 ], [ 0.014867648482322693, 0.033979881554841995, 0.743476390838623, 0.00025196615024469793, 0.2074241042137146, 2.9210240996835335e-12 ], [ 0.15527799725532532, 0.06294979900121689, 0.35429978370666504, 0.001118100481107831, 0.42635440826416016, 3.3485616501849336e-09 ], [ 0.11174514889717102, 0.0454912967979908, 0.5185346007347107, 0.0005946470773778856, 0.3236342966556549, 2.5221549848630787e-10 ], [ 0.08464466035366058, 0.0198722742497921, 0.7961278557777405, 0.0005953190266154706, 0.0987599715590477, 6.108396123985504e-13 ] ] }, { "file": "uhf35_586MHz_occupied.npy", "uhf_channel": 35, "centre_mhz": 586, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "DVB-T": 18, "ATSC": 2 }, "occupied": 18, "nearest_correct_count": 18, "mean_confidence": 0.845853, "mean_confidence_on_vacant_calls": 0.556574, "probabilities": [ [ 0.01014026626944542, 0.9646628499031067, 0.020559635013341904, 0.00021217430185060948, 0.00442482391372323, 1.7614704006518878e-07 ], [ 0.03129427880048752, 0.9410967230796814, 0.02056244947016239, 0.0012681338703259826, 0.005777484271675348, 9.243606768905011e-07 ], [ 0.0804004818201065, 0.8718127012252808, 0.027369720861315727, 0.00013819958257954568, 0.020277053117752075, 1.7377063841195195e-06 ], [ 0.02669151872396469, 0.9161349534988403, 0.049547772854566574, 0.0007931625004857779, 0.006832110695540905, 3.974802780248865e-07 ], [ 0.0065591163001954556, 0.9556687474250793, 0.027971472591161728, 0.0004558166256174445, 0.009344739839434624, 1.1006503797261757e-07 ], [ 0.15757843852043152, 0.7865174412727356, 0.03521999716758728, 0.0002653891278896481, 0.020412210375070572, 6.477892384282313e-06 ], [ 0.5487061738967896, 0.38424649834632874, 0.06183808296918869, 0.002389074768871069, 0.0028151266742497683, 5.010137101635337e-06 ], [ 0.030272848904132843, 0.917495608329773, 0.02393827773630619, 0.0004453875299077481, 0.02784329280257225, 4.581229859468294e-06 ], [ 0.017272409051656723, 0.9319283962249756, 0.02880173921585083, 0.0011168633354827762, 0.020879430696368217, 1.1722087265297887e-06 ], [ 0.07235058397054672, 0.9051614999771118, 0.01884256675839424, 0.0003104146453551948, 0.0033299776259809732, 4.977025582775241e-06 ], [ 0.15262852609157562, 0.7667621374130249, 0.07169859856367111, 0.0009471106459386647, 0.007959502749145031, 4.053711563756224e-06 ], [ 0.014319106005132198, 0.9517078399658203, 0.022468576207756996, 0.0006930725066922605, 0.010809555649757385, 1.8315574834559811e-06 ], [ 0.15276989340782166, 0.7895042300224304, 0.05023973062634468, 0.000278365274425596, 0.0072020357474684715, 5.751671778853051e-06 ], [ 0.7486900091171265, 0.21714907884597778, 0.030474910512566566, 0.001224285108037293, 0.002445474499836564, 1.6315201719407924e-05 ], [ 0.025866031646728516, 0.8682528734207153, 0.07435480505228043, 0.0011102072894573212, 0.03041391633450985, 2.13666044146521e-06 ], [ 0.28187742829322815, 0.5644412040710449, 0.10343440622091293, 0.0005967600154690444, 0.04959213361144066, 5.80477062612772e-05 ], [ 0.020506102591753006, 0.9513804912567139, 0.01781064085662365, 0.00015715317567810416, 0.010141164064407349, 4.418748630996561e-06 ], [ 0.2201821506023407, 0.7554940581321716, 0.013647638261318207, 0.0003244186518713832, 0.010281839407980442, 6.989702524151653e-05 ], [ 0.07351860404014587, 0.8853427767753601, 0.027153255417943, 0.0004414597060531378, 0.013536729849874973, 7.157368145271903e-06 ], [ 0.07195746153593063, 0.8963022232055664, 0.022211406379938126, 0.0004424267099238932, 0.009073683060705662, 1.2802553101209924e-05 ] ] }, { "file": "uhf39_618MHz_occupied.npy", "uhf_channel": 39, "centre_mhz": 618, "label": "unlabelled", "excluded_from_scoring": true, "records": 20, "class_counts": { "ATSC": 18, "Unknown": 2 }, "occupied": 17, "nearest_correct_count": 0, "mean_confidence": 0.925001, "mean_confidence_on_vacant_calls": 0.694636, "probabilities": [ [ 0.7551929950714111, 0.003240176709368825, 0.0019409955712035298, 4.36185345620288e-08, 0.2396257370710373, 7.892362674510878e-08 ], [ 0.8258176445960999, 0.0027977002318948507, 0.0048761265352368355, 3.278021551977872e-07, 0.16650782525539398, 3.8612452613051573e-07 ], [ 0.9979119896888733, 5.231654358794913e-05, 6.022553407092346e-06, 1.1851670933538117e-06, 0.002018992556259036, 9.40307290875353e-06 ], [ 0.99613356590271, 3.618648406700231e-05, 0.00030898131080903113, 1.6963676330306043e-07, 0.003521001199260354, 1.1899567908812969e-07 ], [ 0.9999271631240845, 2.850283635780215e-07, 1.3792255231237505e-06, 5.583246434071043e-07, 6.749771273462102e-05, 3.0956668979342794e-06 ], [ 0.9820833206176758, 0.0005723954527638853, 6.36413533356972e-05, 4.508053734753048e-06, 0.017221704125404358, 5.4391490266425535e-05 ], [ 0.8891656398773193, 1.8116137425749912e-06, 2.7855883672600612e-05, 0.0008641184540465474, 0.0005001630634069443, 0.10944035649299622 ], [ 0.9994775652885437, 9.442767350265058e-07, 3.3003900057337887e-07, 1.3161904462322127e-05, 2.7389023671275936e-05, 0.00048054775106720626 ], [ 0.9998730421066284, 3.214567101395005e-08, 5.420337174655288e-07, 8.812928172119427e-06, 2.618486860228586e-06, 0.00011485857976367697 ], [ 0.46566522121429443, 0.0013321411097422242, 0.0004026842361781746, 0.0004883013316430151, 0.42684030532836914, 0.10527138411998749 ], [ 0.9989843964576721, 6.868125637993217e-05, 4.7511789489362855e-06, 4.396444182930281e-06, 0.0008738107280805707, 6.383361323969439e-05 ], [ 0.9986051917076111, 9.900445974153627e-08, 2.2077297217037994e-06, 3.850273787975311e-05, 4.9041223974199966e-05, 0.0013049236731603742 ], [ 0.9998680353164673, 2.5415825803065673e-05, 7.617210485477699e-06, 1.4656466191809159e-05, 3.197772821295075e-05, 5.230673559708521e-05 ], [ 0.21343877911567688, 4.4647549657383934e-07, 7.769913281663321e-07, 0.0016375852283090353, 7.910100248409435e-05, 0.7848432660102844 ], [ 0.9994499087333679, 8.020846280487604e-07, 3.847768823561637e-07, 1.6949772543739527e-05, 4.866715244133957e-06, 0.0005271009285934269 ], [ 0.9999996423721313, 4.121592400707641e-09, 2.8874469037987183e-08, 8.267929985095179e-08, 8.170296439402591e-08, 1.2312038677464443e-07 ], [ 0.9847286343574524, 1.3245391528471373e-05, 3.3248077670577914e-05, 0.00020845035032834858, 0.0010786117054522038, 0.013937893323600292 ], [ 0.9894900918006897, 1.2059858818247449e-05, 3.759542960324325e-05, 3.636653127614409e-05, 0.00957066286355257, 0.0008531918283551931 ], [ 0.9994113445281982, 2.0481390947679756e-06, 7.196234037110116e-06, 1.9184017219231464e-06, 0.0005635889247059822, 1.3888231478631496e-05 ], [ 0.14379575848579407, 7.233507403725525e-06, 1.607072408660315e-05, 0.00198638578876853, 0.020796218886971474, 0.8333984017372131 ] ] } ], "scored_records": 80, "scored_records_occupied": 31, "scored_channels": 4, "scored_channels_all_vacant": 0, "scored_channels_all_occupied": 0, "epoch": 6, "synthetic_val_accuracy": 0.9061111111111111, "synthetic_val_loss": 0.2733404554654327, "synthetic_train_accuracy": 0.9313095238095238, "scoring_seconds": 0.31 }, { "channels": [ { "file": "uhf25_506MHz_occupied.npy", "uhf_channel": 25, "centre_mhz": 506, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "ISDB-T": 19, "DVB-T": 1 }, "occupied": 18, "nearest_correct_count": 1, "mean_confidence": 0.882653, "mean_confidence_on_vacant_calls": 0.564534, "probabilities": [ [ 8.449233064311557e-06, 0.03641915321350098, 0.9632672667503357, 4.561891910270788e-05, 0.0002596204576548189, 5.991484977423134e-13 ], [ 1.0090458090417087e-05, 0.12417729198932648, 0.8754348754882812, 1.5477842680411413e-05, 0.0003622869262471795, 9.765469682898598e-13 ], [ 1.607020021765493e-05, 0.04952530562877655, 0.9502398371696472, 3.2746989745646715e-05, 0.0001860248448792845, 4.510250679878869e-12 ], [ 1.4144611668598372e-05, 0.07525196671485901, 0.9244298934936523, 7.98400378698716e-06, 0.00029600548441521823, 4.12921563261448e-12 ], [ 3.2756029213487636e-06, 0.021461443975567818, 0.978331983089447, 1.3638235941471066e-05, 0.00018961082969326526, 4.5735106917995164e-14 ], [ 3.1924733775667846e-05, 0.09545303881168365, 0.9041292667388916, 1.8530792658566497e-05, 0.00036731548607349396, 2.314798352998082e-11 ], [ 4.585376245813677e-06, 0.04942726716399193, 0.9504469633102417, 1.3998716895002872e-05, 0.00010718515841290355, 5.790766493705621e-14 ], [ 1.0625918775986065e-06, 0.0557217076420784, 0.9442105293273926, 1.9920835256925784e-05, 4.6825414756312966e-05, 1.0234584752225832e-14 ], [ 2.169588151446078e-05, 0.043202199041843414, 0.9560501575469971, 6.348833267111331e-06, 0.0007195574580691755, 8.128918545236008e-12 ], [ 0.0003463797620497644, 0.13761085271835327, 0.8584014773368835, 3.834310336969793e-05, 0.0036029648035764694, 1.0146750639705715e-07 ], [ 2.409270564385224e-05, 0.04623928293585777, 0.9530177712440491, 9.054904694494326e-06, 0.0007098488276824355, 5.0941364841683434e-12 ], [ 0.00010062760702567175, 0.4039172828197479, 0.5952455997467041, 4.701418220065534e-06, 0.0007318012067116797, 1.9343218693457231e-10 ], [ 7.822797670087311e-06, 0.027787579223513603, 0.9717750549316406, 8.5532383309328e-06, 0.00042108685011044145, 2.3352194201790855e-13 ], [ 1.0540808943915181e-05, 0.03776337578892708, 0.9619880318641663, 1.8453529264661483e-05, 0.00021963474864605814, 3.2250526034449667e-13 ], [ 3.1151390430750325e-05, 0.09364631772041321, 0.905726432800293, 4.3447857024148107e-05, 0.0005526579334400594, 2.7558542253780516e-11 ], [ 1.697343213891145e-05, 0.5338221788406372, 0.46596261858940125, 9.08870279090479e-05, 0.00010737038246588781, 2.3150620309664305e-11 ], [ 1.174328281194903e-05, 0.086626797914505, 0.9130259156227112, 5.835081083205296e-06, 0.0003297305083833635, 1.5123149043824724e-12 ], [ 3.315032518003136e-05, 0.2040584534406662, 0.7949545383453369, 1.5982534023351036e-05, 0.0009378919494338334, 1.6492071597262736e-11 ], [ 5.893323759664781e-06, 0.1033882200717926, 0.8962731957435608, 2.3984675863175653e-05, 0.00030866015003994107, 1.6571825563280879e-13 ], [ 2.2341760995914228e-05, 0.17721685767173767, 0.8222952485084534, 1.0621756700857077e-05, 0.000454907538369298, 1.1827374149508962e-11 ] ] }, { "file": "uhf32_562MHz_occupied.npy", "uhf_channel": 32, "centre_mhz": 562, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "Noise": 4, "ISDB-T": 14, "DVB-T": 2 }, "occupied": 1, "nearest_correct_count": 2, "mean_confidence": 0.560904, "mean_confidence_on_vacant_calls": 0.551146, "probabilities": [ [ 0.01480691134929657, 0.0939798578619957, 0.3290402591228485, 0.0002855586353689432, 0.5618869662284851, 4.122869938782969e-07 ], [ 0.010726572945713997, 0.17245952785015106, 0.4275011420249939, 0.0002881342952605337, 0.3890243470668793, 2.512480534733186e-07 ], [ 0.056912634521722794, 0.1290154606103897, 0.5757872462272644, 0.0009665112011134624, 0.23731519281864166, 3.036760062968824e-06 ], [ 0.012360931374132633, 0.11324073374271393, 0.33481261134147644, 3.209606074960902e-05, 0.5395535826683044, 7.994896833452003e-08 ], [ 0.005683284718543291, 0.44670772552490234, 0.3725508451461792, 8.0472047557123e-05, 0.17497766017913818, 9.667292744097722e-08 ], [ 0.003006750950589776, 0.21644771099090576, 0.6796119809150696, 9.345928992843255e-05, 0.10084009915590286, 2.461880299620134e-08 ], [ 0.0022256230004131794, 0.3347165882587433, 0.4422875940799713, 0.00017624092288315296, 0.22059395909309387, 3.637297574243803e-09 ], [ 0.008557338267564774, 0.05914632976055145, 0.4090505540370941, 5.4795429605292156e-05, 0.5231909155845642, 3.334674758548317e-08 ], [ 0.0074805160984396935, 0.27069106698036194, 0.6099326610565186, 0.0003763196000363678, 0.11151938885450363, 3.2792076609666765e-08 ], [ 0.004156331531703472, 0.14096017181873322, 0.47016090154647827, 6.70084627927281e-05, 0.38465553522109985, 1.0647869252977671e-08 ], [ 0.0006919794250279665, 0.1858317106962204, 0.6192694306373596, 2.6183033696725033e-05, 0.1941806823015213, 1.25115213328586e-11 ], [ 0.011356735602021217, 0.14496055245399475, 0.4935910105705261, 0.000372924143448472, 0.3497180640697479, 6.877206146782555e-07 ], [ 0.004032636992633343, 0.10527154803276062, 0.5140273571014404, 4.689399793278426e-05, 0.3766215145587921, 2.0970909453410513e-09 ], [ 0.002459463197737932, 0.6230021715164185, 0.1765797883272171, 0.0003959404130000621, 0.19756266474723816, 1.717068487394613e-09 ], [ 0.0020387498661875725, 0.061648543924093246, 0.7463080286979675, 3.6368885048432276e-05, 0.18996833264827728, 4.653742391447224e-10 ], [ 0.002139759249985218, 0.15180465579032898, 0.4395669102668762, 5.5110271205194294e-05, 0.4064335525035858, 3.329397424423064e-09 ], [ 0.0060105472803115845, 0.05371878668665886, 0.6530154943466187, 6.412747461581603e-05, 0.28719109296798706, 3.072595688990987e-08 ], [ 0.0020163164008408785, 0.16577671468257904, 0.6549324989318848, 4.527607234194875e-05, 0.17722919583320618, 9.652273424975988e-11 ], [ 0.042878687381744385, 0.23882175981998444, 0.6165974736213684, 0.0007283816230483353, 0.10097306221723557, 6.484931418526685e-07 ], [ 0.0055901906453073025, 0.1475219875574112, 0.26563918590545654, 0.00010098594793817028, 0.5811476707458496, 2.3854749287011145e-09 ] ] }, { "file": "uhf33_570MHz_occupied.npy", "uhf_channel": 33, "centre_mhz": 570, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "ISDB-T": 20 }, "occupied": 13, "nearest_correct_count": 0, "mean_confidence": 0.735561, "mean_confidence_on_vacant_calls": 0.615679, "probabilities": [ [ 7.796899808454327e-06, 0.20269525051116943, 0.7735837697982788, 3.4020467865047976e-05, 0.023679152131080627, 5.060008596681292e-16 ], [ 1.7667714928393252e-05, 0.37919411063194275, 0.6079087257385254, 0.00011064300633734092, 0.012768832966685295, 2.024144300251645e-14 ], [ 3.104616325799725e-06, 0.32751962542533875, 0.6652119755744934, 3.4300483093829826e-05, 0.007230998948216438, 2.898709534648766e-17 ], [ 7.313981768675148e-05, 0.43619489669799805, 0.513814389705658, 6.85491249896586e-05, 0.0498490072786808, 1.1696275892258967e-11 ], [ 1.7760237369657261e-06, 0.17825450003147125, 0.8135395646095276, 3.420394205022603e-05, 0.00816997792571783, 1.061673991220684e-17 ], [ 2.6365366920799715e-06, 0.26269808411598206, 0.7335062026977539, 0.00012661599612329155, 0.003666431177407503, 5.072867417088449e-17 ], [ 8.976781828096136e-06, 0.11559145152568817, 0.8620107769966125, 2.350285831198562e-05, 0.02236531861126423, 1.5862487647184953e-15 ], [ 4.058996182720875e-06, 0.14424988627433777, 0.8422810435295105, 1.5128624909266364e-05, 0.013449898920953274, 3.930409561038795e-17 ], [ 7.195275429694448e-06, 0.3075938820838928, 0.6791725754737854, 7.087977428454906e-05, 0.013155507855117321, 5.420188711073093e-16 ], [ 6.442141511797672e-06, 0.2809179723262787, 0.7104082107543945, 3.568227111827582e-05, 0.008631653152406216, 2.266715223994079e-16 ], [ 5.409046480053803e-06, 0.20750729739665985, 0.7879945039749146, 7.708101475145668e-05, 0.004415743984282017, 1.2294696993681562e-15 ], [ 7.298612035810947e-05, 0.22420501708984375, 0.7072696089744568, 2.0165352907497436e-05, 0.06843216717243195, 1.8074609734256009e-12 ], [ 1.3063422557024751e-05, 0.1036212369799614, 0.8665236234664917, 9.889984539768193e-06, 0.02983219176530838, 1.749110754102395e-15 ], [ 2.6397829060442746e-06, 0.20420540869235992, 0.7895896434783936, 8.384705142816529e-05, 0.006118460558354855, 1.6638807504675606e-17 ], [ 5.869947017345112e-06, 0.17329411208629608, 0.807071328163147, 1.1678737791953608e-05, 0.019616978242993355, 8.663165787408305e-17 ], [ 1.3584824046120048e-05, 0.3640885651111603, 0.615629255771637, 3.1977309845387936e-05, 0.020236633718013763, 5.0325064956751285e-15 ], [ 1.0593145134407678e-06, 0.16982950270175934, 0.8229920268058777, 2.2791629817220382e-05, 0.007154595572501421, 4.0031871033598335e-19 ], [ 3.683633985929191e-05, 0.38979923725128174, 0.5751185417175293, 5.074648288427852e-05, 0.03499462455511093, 2.04992422233978e-13 ], [ 1.9171136955264956e-05, 0.315461665391922, 0.6528977751731873, 7.658646063646302e-05, 0.03154480457305908, 4.8713809238331e-15 ], [ 7.948430038595689e-07, 0.10930855572223663, 0.884698748588562, 5.347893602447584e-05, 0.005938458722084761, 4.1390948167068567e-20 ] ] }, { "file": "uhf35_586MHz_occupied.npy", "uhf_channel": 35, "centre_mhz": 586, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "ISDB-T": 20 }, "occupied": 16, "nearest_correct_count": 0, "mean_confidence": 0.808298, "mean_confidence_on_vacant_calls": 0.642863, "probabilities": [ [ 0.00014621601440012455, 0.291668176651001, 0.7076171636581421, 0.0002987947082147002, 0.0002696240844670683, 1.2340552579814812e-08 ], [ 2.6494502890272997e-05, 0.19737081229686737, 0.802311897277832, 5.955949745839462e-05, 0.0002312228607479483, 1.1357747381479655e-10 ], [ 0.0004851103003602475, 0.24726299941539764, 0.750044584274292, 3.238375575165264e-05, 0.0021748559083789587, 1.1441115788102252e-07 ], [ 5.900922405999154e-05, 0.08345925062894821, 0.9162594079971313, 6.162871432024986e-05, 0.0001606566074769944, 1.5606165248982506e-09 ], [ 2.8231697797309607e-05, 0.09931140393018723, 0.900311291217804, 2.316233621968422e-05, 0.0003259231161791831, 1.0220625040746611e-10 ], [ 0.0008039093227125704, 0.4188871383666992, 0.5783884525299072, 0.00011802949302364141, 0.0018017096444964409, 7.419213261528057e-07 ], [ 0.00012027250340906903, 0.1002502515912056, 0.8992519378662109, 7.649580220459029e-05, 0.0003010225482285023, 5.546134662637314e-09 ], [ 0.00032305289641954005, 0.12312363088130951, 0.8742091059684753, 0.00021913359523750842, 0.002124971244484186, 1.4609121024022897e-07 ], [ 0.00014169493806548417, 0.11722051352262497, 0.8820480108261108, 0.00023843656526878476, 0.00035133655183017254, 1.862393617102498e-08 ], [ 0.00012344736023806036, 0.11919085681438446, 0.8799799680709839, 1.6427280570496805e-05, 0.0006893607787787914, 8.048024469076154e-09 ], [ 0.00014033344632480294, 0.1460121124982834, 0.8532720804214478, 4.6443426981568336e-05, 0.000529120909050107, 5.792100576940129e-09 ], [ 0.00022976119362283498, 0.10785552859306335, 0.8912485837936401, 0.0002836820494849235, 0.00038243518793024123, 5.8429122873349115e-08 ], [ 0.0003095151041634381, 0.36704370379447937, 0.6316207051277161, 8.96596466191113e-05, 0.0009360917028971016, 3.40894956707416e-07 ], [ 0.00043985978118143976, 0.3029504418373108, 0.69593346118927, 0.0001502734376117587, 0.0005254165735095739, 5.51050675312581e-07 ], [ 0.00014824926620349288, 0.06419607251882553, 0.9349154233932495, 0.0002836182829923928, 0.00045662137563340366, 2.48470932717737e-08 ], [ 0.0006138476892374456, 0.21896596252918243, 0.7791385054588318, 3.412117439438589e-05, 0.0012458566343411803, 1.653661684031249e-06 ], [ 0.0005179020809009671, 0.20188374817371368, 0.7963979244232178, 6.449991633417085e-05, 0.0011349112028256059, 1.0682917945814552e-06 ], [ 0.0009339919197373092, 0.331449031829834, 0.665507972240448, 6.03091721131932e-05, 0.0020460854284465313, 2.684937044250546e-06 ], [ 0.0005432310281321406, 0.12117919325828552, 0.8765381574630737, 3.235261101508513e-05, 0.0017066124128177762, 4.4752405869985523e-07 ], [ 0.0015212156577035785, 0.1455061137676239, 0.8509635329246521, 0.0005024931160733104, 0.0014900098321959376, 1.6615031199762598e-05 ] ] }, { "file": "uhf39_618MHz_occupied.npy", "uhf_channel": 39, "centre_mhz": 618, "label": "unlabelled", "excluded_from_scoring": true, "records": 20, "class_counts": { "Noise": 4, "ATSC": 7, "DVB-T": 1, "Unknown": 8 }, "occupied": 7, "nearest_correct_count": 1, "mean_confidence": 0.826062, "mean_confidence_on_vacant_calls": 0.812099, "probabilities": [ [ 0.03308524191379547, 0.062001630663871765, 0.008684434927999973, 1.0860145494007156e-07, 0.896228015422821, 5.69812925732549e-07 ], [ 0.04960820451378822, 0.1575430929660797, 0.020200975239276886, 2.7639730433293153e-06, 0.7726392149925232, 5.792582669528201e-06 ], [ 0.2906447947025299, 0.25953152775764465, 0.0018138764426112175, 1.5414007066283375e-05, 0.44770121574401855, 0.00029309873934835196 ], [ 0.33748874068260193, 0.10320483148097992, 0.022791936993598938, 9.40123209147714e-06, 0.5364833474159241, 2.1783103875350207e-05 ], [ 0.7850745320320129, 0.03941895812749863, 0.0027618668973445892, 3.052941247005947e-05, 0.1725485622882843, 0.00016549832071177661 ], [ 0.18807096779346466, 0.742773711681366, 0.0025333594530820847, 0.00036180258030071855, 0.05157918110489845, 0.014680979773402214 ], [ 0.003555281786248088, 4.2329992311351816e-07, 2.970248544897913e-07, 0.0008454534108750522, 2.94720280180627e-06, 0.9955955147743225 ], [ 0.31081050634384155, 0.000466720579424873, 2.210817729064729e-05, 0.0028041680343449116, 0.0005573890521191061, 0.6853391528129578 ], [ 0.15928074717521667, 7.699333218624815e-05, 4.531022113951622e-06, 0.002073052106425166, 0.00016753515228629112, 0.8383971452713013 ], [ 0.004615698475390673, 0.00011375942267477512, 1.6176029475900577e-06, 0.0007099367794580758, 0.004300583153963089, 0.9902583360671997 ], [ 0.7342649698257446, 0.024501852691173553, 0.0002482844574842602, 0.002393644768744707, 0.010461035184562206, 0.22813017666339874 ], [ 0.15612000226974487, 1.0109005415870342e-05, 6.031966222508345e-06, 0.0018219033954665065, 0.0006007094634696841, 0.84144127368927 ], [ 0.9265245795249939, 0.004924969282001257, 0.003489112015813589, 0.007707218173891306, 0.0020231674425303936, 0.055331043899059296 ], [ 0.00020838863565586507, 3.7238019334751016e-09, 4.143921206178902e-09, 0.0002559574495535344, 2.4044931379307855e-08, 0.9995356798171997 ], [ 0.5717209577560425, 6.385127926478162e-05, 8.66026894073002e-05, 0.0021728978026658297, 0.00013201305409893394, 0.4258235991001129 ], [ 0.9851009249687195, 0.012663713656365871, 8.111909119179472e-05, 0.00025122010265477, 0.0005065675941295922, 0.0013963828096166253 ], [ 0.0164022296667099, 4.543185696093133e-06, 8.370734008167346e-07, 0.0008470193133689463, 3.059480513911694e-05, 0.982714831829071 ], [ 0.8574977517127991, 0.012219533324241638, 0.002037133788689971, 0.0003995662264060229, 0.10631387680768967, 0.02153213508427143 ], [ 0.9327056407928467, 0.009894773364067078, 0.00040412810631096363, 0.0005802606465294957, 0.04277927428483963, 0.01363594364374876 ], [ 0.0004393377748783678, 1.3365657025588007e-07, 1.8018102565520167e-08, 0.0003176727332174778, 4.209896815154934e-06, 0.9992386102676392 ] ] } ], "scored_records": 80, "scored_records_occupied": 48, "scored_channels": 4, "scored_channels_all_vacant": 0, "scored_channels_all_occupied": 0, "epoch": 7, "synthetic_val_accuracy": 0.9055555555555556, "synthetic_val_loss": 0.24951823143107402, "synthetic_train_accuracy": 0.9439285714285715, "scoring_seconds": 0.31 }, { "channels": [ { "file": "uhf25_506MHz_occupied.npy", "uhf_channel": 25, "centre_mhz": 506, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "DVB-T": 20 }, "occupied": 20, "nearest_correct_count": 20, "mean_confidence": 0.983441, "mean_confidence_on_vacant_calls": null, "probabilities": [ [ 0.0007054978050291538, 0.9911267161369324, 0.006179648917168379, 2.7457770102046197e-06, 0.001985404174774885, 5.377364109548921e-10 ], [ 0.0004738161514978856, 0.9922061562538147, 0.0036424649879336357, 2.3490396472425346e-07, 0.0036773192696273327, 1.445622510587441e-10 ], [ 0.0024827001616358757, 0.9685404300689697, 0.02153364196419716, 1.0899553899434977e-06, 0.007442235015332699, 1.2504935975599096e-10 ], [ 0.001243509235791862, 0.9878454804420471, 0.007275879383087158, 4.089234835191746e-07, 0.003634717781096697, 6.83893441877359e-10 ], [ 0.0009166105301119387, 0.9816765785217285, 0.013693505898118019, 1.6099038475658745e-06, 0.0037116920575499535, 2.1798080007684462e-10 ], [ 0.002231472870334983, 0.9775247573852539, 0.009969254024326801, 4.5260424030857394e-07, 0.010274055413901806, 3.0713373511126463e-10 ], [ 0.00037288203020580113, 0.9950982928276062, 0.003532351227477193, 7.7513323049061e-07, 0.0009956150315701962, 8.813885732372739e-11 ], [ 0.00048705501831136644, 0.9928150177001953, 0.005643585231155157, 2.481141336829751e-06, 0.0010517829796299338, 6.599946700269754e-10 ], [ 0.0012212102301418781, 0.9777026772499084, 0.01062928605824709, 4.5184259533925797e-07, 0.010446342639625072, 5.202727137998409e-10 ], [ 0.0010208117309957743, 0.9834907054901123, 0.0030730711296200752, 3.2822885032146587e-07, 0.012415076605975628, 3.2191349585986018e-09 ], [ 0.00302453082986176, 0.9707451462745667, 0.0200608242303133, 1.5264464536812739e-06, 0.006167913321405649, 1.5027213917662152e-09 ], [ 0.003883726429194212, 0.988431990146637, 0.002648615278303623, 2.2594433346512233e-07, 0.005035391077399254, 5.5064690585027165e-09 ], [ 0.001349457073956728, 0.9556580781936646, 0.029575733467936516, 5.132532123752753e-07, 0.013416141271591187, 3.775219720170142e-11 ], [ 0.0033716566395014524, 0.9798172116279602, 0.009254701435565948, 2.2453616566053824e-06, 0.007554245181381702, 1.6752271791986573e-09 ], [ 0.0006618832121603191, 0.9920246601104736, 0.005281989928334951, 5.967569904896664e-07, 0.0020308359526097775, 3.3171773661244686e-10 ], [ 0.0006275026826187968, 0.9949041604995728, 0.0032070812303572893, 2.895538500524708e-06, 0.0012583783827722073, 1.0377689818596991e-09 ], [ 0.0014081790577620268, 0.982890784740448, 0.012379094958305359, 1.3788045407636673e-06, 0.003320590825751424, 4.126163022366569e-10 ], [ 0.0007944231037981808, 0.9926431775093079, 0.0031352369114756584, 8.679451468651678e-08, 0.0034270461183041334, 3.517060809254957e-10 ], [ 0.0009393905056640506, 0.9706858396530151, 0.02136661857366562, 1.3981433539811405e-06, 0.007006772793829441, 1.044754838197548e-10 ], [ 0.0006812735227867961, 0.9930000305175781, 0.004711597226560116, 3.4339581134190666e-07, 0.0016067571705207229, 1.87048668220946e-10 ] ] }, { "file": "uhf32_562MHz_occupied.npy", "uhf_channel": 32, "centre_mhz": 562, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "Noise": 20 }, "occupied": 0, "nearest_correct_count": 0, "mean_confidence": 0.974036, "mean_confidence_on_vacant_calls": 0.974036, "probabilities": [ [ 0.0048751188442111015, 0.003976577427238226, 0.0049599348567426205, 2.526971911720466e-05, 0.9861609935760498, 2.1103887775097974e-06 ], [ 0.002746123820543289, 0.006038823164999485, 0.005702636204659939, 5.356244400900323e-06, 0.9855067729949951, 2.0906523445773928e-07 ], [ 0.029118992388248444, 0.006549390964210033, 0.01194209698587656, 2.43296344706323e-05, 0.9523558020591736, 9.420645255886484e-06 ], [ 0.002191903768107295, 0.003029801184311509, 0.0035160158295184374, 1.4902938119121245e-06, 0.9912598729133606, 8.358609875358525e-07 ], [ 0.0060703144408762455, 0.006840997375547886, 0.012342764995992184, 5.708346179744694e-06, 0.9747398495674133, 3.935848553737742e-07 ], [ 0.005553736351430416, 0.005952933803200722, 0.007474235258996487, 6.5108115450129844e-06, 0.9810106158256531, 1.9496480945235817e-06 ], [ 0.0025186720304191113, 0.006756046786904335, 0.010767491534352303, 1.3048192158748861e-05, 0.9799444675445557, 1.5104630790574447e-07 ], [ 0.004000930581241846, 0.006159550044685602, 0.006159784737974405, 6.075721103115939e-06, 0.9836730360984802, 6.328154995571822e-07 ], [ 0.007432038430124521, 0.008624178357422352, 0.005860406905412674, 4.847023774345871e-06, 0.9780781865119934, 3.266916053235036e-07 ], [ 0.004324400331825018, 0.006267725024372339, 0.005371971055865288, 1.8453429220244288e-06, 0.9840338230133057, 2.521073554362374e-07 ], [ 0.003872718894854188, 0.019044481217861176, 0.00952374842017889, 4.621391781256534e-06, 0.9675544500350952, 7.816521652159736e-09 ], [ 0.0022289876360446215, 0.005561233498156071, 0.005678256973624229, 5.494259767147014e-06, 0.9865257740020752, 3.8225803677960357e-07 ], [ 0.0035738584119826555, 0.008738664910197258, 0.010212219320237637, 1.5231870747811627e-05, 0.9774597883224487, 1.3286395983413968e-07 ], [ 0.0030721756629645824, 0.01153421401977539, 0.009821674786508083, 1.3661706361745019e-05, 0.9755582809448242, 3.7015173148802205e-08 ], [ 0.006486083380877972, 0.01205554511398077, 0.016036080196499825, 1.0914483937085606e-05, 0.9654112458229065, 9.5495245489019e-08 ], [ 0.005830485839396715, 0.011820722371339798, 0.019746648147702217, 1.4705829016747884e-05, 0.9625873565673828, 5.394007018821867e-08 ], [ 0.007345027290284634, 0.00808953121304512, 0.01810370199382305, 1.8482600353308953e-05, 0.966442883014679, 3.8250041711762606e-07 ], [ 0.005182589869946241, 0.014842919073998928, 0.01738452911376953, 1.1784550224547274e-05, 0.9625781774520874, 9.499782294142278e-09 ], [ 0.02427077479660511, 0.011862232349812984, 0.026435809209942818, 3.273299807915464e-05, 0.9373964667320251, 1.9641763628897024e-06 ], [ 0.003561719786375761, 0.007145310286432505, 0.006850920617580414, 4.537200766208116e-06, 0.9824371933937073, 2.426378955533437e-07 ] ] }, { "file": "uhf33_570MHz_occupied.npy", "uhf_channel": 33, "centre_mhz": 570, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "Noise": 18, "ISDB-T": 2 }, "occupied": 0, "nearest_correct_count": 0, "mean_confidence": 0.600922, "mean_confidence_on_vacant_calls": 0.600922, "probabilities": [ [ 0.001287811086513102, 0.084378182888031, 0.19439749419689178, 1.0877834029088262e-06, 0.7199354767799377, 2.264423024089801e-12 ], [ 0.0014096671948209405, 0.1220967248082161, 0.24011768400669098, 1.5346709005825687e-06, 0.6363744139671326, 1.088008806313101e-12 ], [ 0.0017256324645131826, 0.3181925117969513, 0.300860196352005, 7.133245162549429e-06, 0.3792145550251007, 2.694918290260806e-12 ], [ 0.0006202390068210661, 0.07587547600269318, 0.08325237780809402, 6.091663067309128e-07, 0.8402513265609741, 1.0865202834664522e-11 ], [ 0.000797613407485187, 0.22455771267414093, 0.382293164730072, 5.18873639521189e-06, 0.39234626293182373, 2.386431167695352e-13 ], [ 0.0009418554254807532, 0.18167278170585632, 0.4690832793712616, 9.446737749385647e-06, 0.34829264879226685, 1.5676425001859284e-13 ], [ 0.0013346481136977673, 0.07053431868553162, 0.2487986832857132, 1.2849212680521305e-06, 0.6793310642242432, 1.3091796527073263e-12 ], [ 0.0011210941011086106, 0.11481030285358429, 0.23614126443862915, 1.952063939825166e-06, 0.6479253768920898, 1.2353402805906355e-12 ], [ 0.0009612659341655672, 0.07716378569602966, 0.13767802715301514, 1.0212013421551092e-06, 0.7841958999633789, 8.280307862984504e-13 ], [ 0.001031740684993565, 0.13691328465938568, 0.27060896158218384, 1.6993443523460883e-06, 0.5914443135261536, 3.196046942724462e-13 ], [ 0.0008269418030977249, 0.2982715964317322, 0.34158092737197876, 3.7169324968999717e-06, 0.3593168258666992, 1.680954502111462e-13 ], [ 0.0012832159409299493, 0.05199694633483887, 0.1136426031589508, 3.590437529510382e-07, 0.8330768942832947, 1.1055523684022628e-11 ], [ 0.0019673327915370464, 0.09758294373750687, 0.26729655265808105, 2.170208290408482e-06, 0.6331509947776794, 6.692601767915862e-12 ], [ 0.0017084558494389057, 0.20854350924491882, 0.39393699169158936, 9.199163287121337e-06, 0.3958019018173218, 6.79107161130621e-13 ], [ 0.0018455844838172197, 0.09667722135782242, 0.29852601885795593, 3.2368889151257463e-06, 0.6029479503631592, 2.5103567228429435e-12 ], [ 0.0011496644001454115, 0.10720562189817429, 0.20347197353839874, 9.78239313553786e-07, 0.6881718039512634, 2.097145157184399e-12 ], [ 0.0009397668181918561, 0.11904840916395187, 0.2991698384284973, 2.7725882318918593e-06, 0.5808392763137817, 2.8519789069432477e-13 ], [ 0.0009005659376271069, 0.18918417394161224, 0.10562455654144287, 1.7471973023930332e-06, 0.7042889595031738, 1.2454918173199214e-11 ], [ 0.002460869960486889, 0.12178928405046463, 0.3054923713207245, 6.918971848790534e-06, 0.5702505707740784, 6.497242847902651e-12 ], [ 0.001405290444381535, 0.11946716904640198, 0.5104852318763733, 1.4242168617784046e-05, 0.36862802505493164, 4.701801963177474e-14 ] ] }, { "file": "uhf35_586MHz_occupied.npy", "uhf_channel": 35, "centre_mhz": 586, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "DVB-T": 20 }, "occupied": 20, "nearest_correct_count": 20, "mean_confidence": 0.99368, "mean_confidence_on_vacant_calls": null, "probabilities": [ [ 0.0007228570757433772, 0.9957137107849121, 0.0025993003509938717, 5.546387001231778e-06, 0.0009585953666828573, 1.9281452878772143e-08 ], [ 0.0003435515100136399, 0.9945896863937378, 0.003840050660073757, 8.233928383560851e-06, 0.001218598335981369, 1.8327831474707068e-09 ], [ 0.001033982029184699, 0.9912856221199036, 0.0017954526701942086, 7.713537115705549e-07, 0.005884059704840183, 2.62511861137682e-08 ], [ 0.0006397640681825578, 0.9958735108375549, 0.0028853181283921003, 6.243029474717332e-06, 0.0005950795602984726, 1.6027600580059698e-08 ], [ 0.00134017295204103, 0.9917574524879456, 0.004313043784350157, 3.3019223337760195e-06, 0.002585968468338251, 3.873858034353361e-08 ], [ 0.0011301494669169188, 0.9921982884407043, 0.0014707749942317605, 1.0493922673049383e-06, 0.00519975833594799, 2.6846073808428628e-08 ], [ 0.0017369628185406327, 0.9949092268943787, 0.002247905358672142, 2.1444984668050893e-05, 0.001084488700143993, 4.954640431265034e-08 ], [ 0.001534522627480328, 0.9854227304458618, 0.004544919356703758, 4.961084869137267e-06, 0.00849282555282116, 1.2545781657991029e-07 ], [ 0.001326424302533269, 0.9934303164482117, 0.003062615403905511, 2.2534377421834506e-05, 0.002157885115593672, 1.9356404834525165e-07 ], [ 0.003326577600091696, 0.9899488687515259, 0.0037525480147451162, 1.9514862287906e-05, 0.0029520608950406313, 5.302680392560433e-07 ], [ 0.0009131688857451081, 0.9966455101966858, 0.0014318590983748436, 3.602500328270253e-06, 0.0010059140622615814, 4.9501839072263465e-08 ], [ 0.0013295002281665802, 0.9934046864509583, 0.004238113295286894, 2.3851123842177913e-05, 0.00100367097184062, 2.3375238811240706e-07 ], [ 0.0009327002335339785, 0.9969964027404785, 0.0007614263449795544, 2.259535904158838e-06, 0.001307017751969397, 1.836046266134872e-07 ], [ 0.0006660686922259629, 0.9968594312667847, 0.0012239374918863177, 1.8234798062621849e-06, 0.0012488348875194788, 4.260652985976776e-08 ], [ 0.0017147146863862872, 0.9890283346176147, 0.005413317121565342, 9.412129656993784e-06, 0.003834116505458951, 6.292430043686181e-08 ], [ 0.0013276607496663928, 0.9940292835235596, 0.0011854370823130012, 2.9757959509879583e-06, 0.0034541806671768427, 4.346689195244835e-07 ], [ 0.0006574311410076916, 0.9976194500923157, 0.0006439349381253123, 2.023157094299677e-06, 0.0010769732762128115, 1.2760018819335528e-07 ], [ 0.0032762803602963686, 0.9923200011253357, 0.001517527038231492, 8.317280844494235e-06, 0.0028754561208188534, 2.4303665213665226e-06 ], [ 0.0013355107512325048, 0.9945780038833618, 0.0012262631207704544, 5.8481232372287195e-06, 0.002853889251127839, 5.148825721335015e-07 ], [ 0.0008828587015159428, 0.9969894289970398, 0.0007832346600480378, 7.906726750661619e-06, 0.0013354193652048707, 1.0159154726352426e-06 ] ] }, { "file": "uhf39_618MHz_occupied.npy", "uhf_channel": 39, "centre_mhz": 618, "label": "unlabelled", "excluded_from_scoring": true, "records": 20, "class_counts": { "Noise": 8, "Unknown": 7, "ATSC": 5 }, "occupied": 1, "nearest_correct_count": 0, "mean_confidence": 0.848253, "mean_confidence_on_vacant_calls": 0.84165, "probabilities": [ [ 0.0012236604234203696, 0.0012323794653639197, 0.0013098121853545308, 1.0695012236938695e-10, 0.996234118938446, 3.010529603386658e-10 ], [ 0.0013823668705299497, 0.0013509213458746672, 0.002879028907045722, 6.442127387096264e-10, 0.994387686252594, 1.4967029837720247e-09 ], [ 0.08126626908779144, 0.0008906071307137609, 0.0002869465679395944, 1.240126948687248e-06, 0.9175405502319336, 1.4521004231937695e-05 ], [ 0.022441541776061058, 0.0008291910635307431, 0.004924416076391935, 5.0297357390149955e-09, 0.9718047380447388, 9.166738479393644e-09 ], [ 0.2315126359462738, 0.0011248458176851273, 0.002407453954219818, 6.953236152185127e-06, 0.7649075388908386, 4.05263745051343e-05 ], [ 0.060435954481363297, 0.00306094903498888, 0.00018672228907234967, 1.2847857533415663e-06, 0.9362932443618774, 2.1768668375443667e-05 ], [ 0.007040002848953009, 2.4588217684140545e-07, 9.088549268199131e-05, 0.003510148962959647, 0.0001614134234841913, 0.989197313785553 ], [ 0.10637486726045609, 0.00014369434211403131, 0.0001897000620374456, 0.0032715569250285625, 0.06762918084859848, 0.8223909139633179 ], [ 0.05546078830957413, 5.307960009304225e-07, 0.00018195212760474533, 0.005055783316493034, 0.0012219796190038323, 0.9380789995193481 ], [ 0.0027991891838610172, 8.492098459100816e-06, 3.502384788589552e-05, 0.0019778006244450808, 0.010931727476418018, 0.9842478036880493 ], [ 0.6717994809150696, 0.0019678273238241673, 0.0013577225618064404, 0.0001391241530654952, 0.32217422127723694, 0.0025616083294153214 ], [ 0.4925280809402466, 0.00017767646932043135, 0.0018770358292385936, 0.008377567864954472, 0.03504248335957527, 0.46199721097946167 ], [ 0.12051089853048325, 0.002270026598125696, 0.022813091054558754, 0.0006134012946859002, 0.8491466641426086, 0.004645904991775751 ], [ 0.0006748165469616652, 4.0099625842060505e-09, 3.5383851354708895e-05, 0.003138660453259945, 1.2375613778203842e-07, 0.9961509704589844 ], [ 0.5015032291412354, 1.713837446004618e-05, 0.0011890559690073133, 0.005903096869587898, 0.001251528854481876, 0.4901359975337982 ], [ 0.9737011790275574, 4.289012576919049e-05, 0.00012544634228106588, 3.0390257961698808e-05, 0.02581920102238655, 0.0002808695426210761 ], [ 0.016328245401382446, 4.1572204168005555e-07, 0.0010309071512892842, 0.005483393557369709, 0.00022813986288383603, 0.9769288897514343 ], [ 0.42915958166122437, 0.0005539032863453031, 0.018497202545404434, 0.0003306933504063636, 0.5493007302284241, 0.002157882321625948 ], [ 0.6409091353416443, 0.0004074310709256679, 0.0012979945167899132, 9.569757094141096e-05, 0.3547069728374481, 0.002582750516012311 ], [ 0.0006340714171528816, 2.4062308057182236e-07, 4.2669198592193425e-06, 0.001240994082763791, 0.00011549951886991039, 0.9980049729347229 ] ] } ], "scored_records": 80, "scored_records_occupied": 40, "scored_channels": 4, "scored_channels_all_vacant": 2, "scored_channels_all_occupied": 2, "epoch": 8, "synthetic_val_accuracy": 0.92, "synthetic_val_loss": 0.22407632436344607, "synthetic_train_accuracy": 0.950952380952381, "scoring_seconds": 0.32 }, { "channels": [ { "file": "uhf25_506MHz_occupied.npy", "uhf_channel": 25, "centre_mhz": 506, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "DVB-T": 19, "ISDB-T": 1 }, "occupied": 19, "nearest_correct_count": 19, "mean_confidence": 0.905283, "mean_confidence_on_vacant_calls": 0.676088, "probabilities": [ [ 2.9036526029813103e-05, 0.8256289958953857, 0.17241401970386505, 2.5382470994372852e-05, 0.001902507501654327, 4.764752828401164e-11 ], [ 7.54202710595564e-06, 0.9898566007614136, 0.009785455651581287, 1.5598504887748277e-06, 0.0003488477668724954, 2.1256852614920385e-12 ], [ 0.0006901185843162239, 0.3202924132347107, 0.6760883331298828, 0.0003669451689347625, 0.0025621559470891953, 2.7814836545125843e-10 ], [ 3.255258343415335e-05, 0.9723506569862366, 0.027120424434542656, 6.3786760620132554e-06, 0.0004899633931927383, 4.6832052125189705e-11 ], [ 3.920793460565619e-05, 0.8058030605316162, 0.19310510158538818, 3.4278480598004535e-05, 0.0010183784179389477, 6.2153138538634245e-12 ], [ 0.0005119535489939153, 0.8493198156356812, 0.1487760841846466, 7.868809188948944e-05, 0.0013134490000084043, 6.842797439787773e-10 ], [ 1.0174372619076166e-05, 0.946451723575592, 0.05315886810421944, 1.7155840396299027e-05, 0.00036209801328368485, 1.2792840788436455e-12 ], [ 7.33606157155009e-06, 0.9503974318504333, 0.04938027262687683, 1.2518634321168065e-05, 0.00020253361435607076, 4.3507786349344935e-13 ], [ 3.3010841434588656e-05, 0.8740670084953308, 0.1242731511592865, 2.0079261958017014e-05, 0.0016067286487668753, 2.1128250538016147e-10 ], [ 0.0028744859155267477, 0.8742942214012146, 0.11825412511825562, 0.0002214166452176869, 0.004353055730462074, 2.689963366719894e-06 ], [ 0.00012419493577908725, 0.8060168027877808, 0.19270555675029755, 3.640979412011802e-05, 0.0011170415673404932, 1.1437083918819368e-10 ], [ 9.437125117983669e-05, 0.969688355922699, 0.028912285342812538, 1.676810370554449e-06, 0.001303283148445189, 6.456223333728417e-10 ], [ 1.2871387298218906e-05, 0.9633833169937134, 0.03614920377731323, 1.26375116451527e-05, 0.00044200863339938223, 1.5476994685847956e-11 ], [ 0.00010455449228174984, 0.9496474266052246, 0.049353983253240585, 2.339851198485121e-05, 0.0008706275839358568, 4.1370965681020166e-11 ], [ 0.0007036464521661401, 0.9192306995391846, 0.07898300141096115, 9.687192505225539e-05, 0.000985751859843731, 6.727000623207857e-10 ], [ 1.5772888218634762e-05, 0.9878780841827393, 0.011887803673744202, 3.535146788635757e-06, 0.00021483465388882905, 7.589030966148602e-12 ], [ 3.7529705423366977e-06, 0.9826081991195679, 0.01699647307395935, 8.245235676440643e-07, 0.000390774745028466, 1.8352595918674774e-12 ], [ 9.275916090700775e-05, 0.9300036430358887, 0.06810063123703003, 1.8307722712052055e-05, 0.0017846159171313047, 5.24982335381452e-10 ], [ 2.013489938690327e-05, 0.8903765678405762, 0.10904243588447571, 4.505044489633292e-05, 0.0005158933345228434, 1.607446294127346e-11 ], [ 6.844496965641156e-05, 0.9425600171089172, 0.05686270073056221, 1.78804766619578e-05, 0.0004909473354928195, 1.1051898285430184e-10 ] ] }, { "file": "uhf32_562MHz_occupied.npy", "uhf_channel": 32, "centre_mhz": 562, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "ISDB-T": 20 }, "occupied": 11, "nearest_correct_count": 0, "mean_confidence": 0.69755, "mean_confidence_on_vacant_calls": 0.594823, "probabilities": [ [ 0.10135690122842789, 0.0018679925706237555, 0.7447118759155273, 0.000758205249439925, 0.15130335092544556, 1.7054929912774242e-06 ], [ 0.13443540036678314, 0.003905043937265873, 0.7708266377449036, 0.00040207718848250806, 0.09042985737323761, 9.746976274982444e-07 ], [ 0.2297711819410324, 0.008134395815432072, 0.6173376441001892, 0.00020805101667065173, 0.14454807341098785, 6.734629778293311e-07 ], [ 0.1424972116947174, 0.00494332704693079, 0.754266083240509, 6.0964935983065516e-05, 0.09823226928710938, 1.3555458622249716e-07 ], [ 0.1408434361219406, 0.0008274668944068253, 0.8385264873504639, 0.0005272832349874079, 0.019275154918432236, 1.767210306979905e-07 ], [ 0.36731886863708496, 0.003944245632737875, 0.48757779598236084, 0.00025703306891955435, 0.14090144634246826, 6.309001605586673e-07 ], [ 0.24079208076000214, 0.0007177875377237797, 0.7418180704116821, 0.0004857258463744074, 0.01618625409901142, 5.252058699056761e-08 ], [ 0.04448636248707771, 0.003550590481609106, 0.7517153024673462, 0.0001723953610053286, 0.20007504522800446, 2.9790183475597587e-07 ], [ 0.3764946758747101, 0.0016838827868923545, 0.5916514992713928, 0.00017950251640286297, 0.02999035455286503, 5.6543736803860156e-08 ], [ 0.11640462279319763, 0.0034391693770885468, 0.7979709506034851, 0.00021920344443060458, 0.08196595311164856, 1.8181538052886026e-07 ], [ 0.018501870334148407, 0.02229696698486805, 0.5072663426399231, 6.436850526370108e-05, 0.45187047123908997, 3.455357777681911e-09 ], [ 0.09113099426031113, 0.006674447096884251, 0.7843624949455261, 0.0008220609161071479, 0.11700815707445145, 1.7883247664940427e-06 ], [ 0.027685053646564484, 0.005954337306320667, 0.685200572013855, 0.0006525104399770498, 0.28050726652145386, 3.0293284680738e-07 ], [ 0.11656646430492401, 0.01063426025211811, 0.6674444079399109, 0.00046629621647298336, 0.20488852262496948, 1.1379777120623658e-08 ], [ 0.04314575344324112, 0.003954122308641672, 0.8763096928596497, 0.0001775076234480366, 0.0764128640294075, 1.7381251993242586e-08 ], [ 0.02615896612405777, 0.014726934023201466, 0.5879414081573486, 0.00022222597908694297, 0.3709503710269928, 5.400958968948544e-08 ], [ 0.058567289263010025, 0.0036535970866680145, 0.8011592030525208, 0.00019730920030269772, 0.13642250001430511, 7.646248434411973e-08 ], [ 0.0060028983280062675, 0.01848899945616722, 0.6867337226867676, 9.350127220386639e-05, 0.28868091106414795, 4.264389119601475e-10 ], [ 0.42749136686325073, 0.0016766426851972938, 0.5222512483596802, 0.00039611486135981977, 0.048184026032686234, 6.188805059537117e-07 ], [ 0.040013331919908524, 0.007029367610812187, 0.7359249591827393, 0.0002896485384553671, 0.21674253046512604, 1.1277241185325693e-07 ] ] }, { "file": "uhf33_570MHz_occupied.npy", "uhf_channel": 33, "centre_mhz": 570, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "ISDB-T": 19, "DVB-T": 1 }, "occupied": 11, "nearest_correct_count": 1, "mean_confidence": 0.711381, "mean_confidence_on_vacant_calls": 0.531437, "probabilities": [ [ 2.425810271233786e-05, 0.16942620277404785, 0.4465230405330658, 4.344850094639696e-05, 0.3839830756187439, 2.6858745262592354e-13 ], [ 9.198157204082236e-05, 0.031718909740448, 0.806892991065979, 8.485222497256473e-05, 0.1612112671136856, 1.4055095629017522e-11 ], [ 4.910085408482701e-06, 0.3053147494792938, 0.5964677333831787, 2.919578764704056e-05, 0.09818346798419952, 3.1020938449271077e-15 ], [ 0.00010526960249990225, 0.12227155268192291, 0.5577720999717712, 0.0002602872555144131, 0.31959086656570435, 7.366112164675087e-10 ], [ 6.657347512373235e-06, 0.048344455659389496, 0.9164927005767822, 7.510072464356199e-05, 0.03508109599351883, 3.4281354610501275e-15 ], [ 4.919597358821193e-06, 0.4053347408771515, 0.518544614315033, 0.00013019621837884188, 0.07598557323217392, 6.213940003692428e-15 ], [ 1.3047332686255686e-05, 0.016605084761977196, 0.9380089044570923, 2.8598213248187676e-05, 0.045344311743974686, 9.005452362553096e-14 ], [ 1.634618456591852e-05, 0.15861690044403076, 0.5185887217521667, 1.2188544133096002e-05, 0.3227658271789551, 5.1728427449696315e-14 ], [ 1.2999207683606073e-05, 0.20428410172462463, 0.49449026584625244, 5.982093352940865e-05, 0.3011527955532074, 3.6300891220926446e-14 ], [ 1.8836139133782126e-05, 0.07328098267316818, 0.8606482148170471, 0.00012093663099221885, 0.06593106687068939, 5.5398248515652407e-14 ], [ 2.5489975087111816e-05, 0.05902903154492378, 0.865911066532135, 0.00016814962145872414, 0.07486622780561447, 4.914304098206645e-13 ], [ 8.883437112672254e-05, 0.02864917553961277, 0.7775542140007019, 3.017339258803986e-05, 0.1936776041984558, 6.540714497793587e-11 ], [ 1.0859595022338908e-05, 0.04223763570189476, 0.8175413608551025, 1.7456462956033647e-05, 0.1401926577091217, 7.296116835697752e-13 ], [ 1.9491553757688962e-05, 0.07318578660488129, 0.8271284103393555, 3.8567668525502086e-05, 0.09962772578001022, 6.852379229224095e-15 ], [ 1.3901505553803872e-05, 0.2483309805393219, 0.4976355731487274, 1.9349461581441574e-05, 0.254000186920166, 4.841346914292652e-14 ], [ 0.00010310355719411746, 0.4075859785079956, 0.5184580683708191, 0.00015845052257645875, 0.07369442284107208, 1.0287586754698097e-12 ], [ 3.3526944207551423e-06, 0.12173040211200714, 0.7619819045066833, 2.1265090254019015e-05, 0.1162630170583725, 6.063496999622934e-16 ], [ 4.6202691009966657e-05, 0.634454607963562, 0.21961136162281036, 0.00011719781468855217, 0.1457706242799759, 4.09495146125316e-11 ], [ 0.00015324691776186228, 0.03173089399933815, 0.9212568402290344, 8.941413398133591e-05, 0.0467696450650692, 3.6408663627376936e-13 ], [ 4.624061148206238e-06, 0.021856851875782013, 0.9512715935707092, 3.748704330064356e-05, 0.02682941034436226, 5.047173863773572e-17 ] ] }, { "file": "uhf35_586MHz_occupied.npy", "uhf_channel": 35, "centre_mhz": 586, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "DVB-T": 20 }, "occupied": 20, "nearest_correct_count": 20, "mean_confidence": 0.952935, "mean_confidence_on_vacant_calls": null, "probabilities": [ [ 0.00017691247921902686, 0.9530452489852905, 0.04627372696995735, 0.00033154801349155605, 0.00017259802552871406, 3.4506864032834983e-09 ], [ 5.582291487371549e-05, 0.929898202419281, 0.06929948925971985, 0.0001723752066027373, 0.000574075267650187, 1.825299689173221e-09 ], [ 0.00024899799609556794, 0.9792688488960266, 0.01973681151866913, 6.934651173651218e-05, 0.0006758977542631328, 9.877668816216101e-08 ], [ 4.095489202882163e-05, 0.9554983973503113, 0.04407563805580139, 7.98194159870036e-05, 0.0003051791281905025, 1.252303816201561e-09 ], [ 4.2012823541881517e-05, 0.9351082444190979, 0.06419867277145386, 9.465361654292792e-05, 0.0005564873572438955, 8.057933209570933e-10 ], [ 0.0001477197656640783, 0.9771124124526978, 0.020214732736349106, 0.00017769871919881552, 0.0023470676969736814, 2.289356757501082e-07 ], [ 3.0998067813925445e-05, 0.9858629107475281, 0.013759777881205082, 5.199573206482455e-05, 0.0002943363506346941, 8.725796196706881e-10 ], [ 0.0005151511286385357, 0.8799260854721069, 0.11681860685348511, 0.000748316990211606, 0.0019915092270821333, 2.778912175926962e-07 ], [ 0.00010039536573458463, 0.9637570381164551, 0.034969888627529144, 0.0002451653126627207, 0.0009275093907490373, 4.4958181177889855e-08 ], [ 4.830457692150958e-05, 0.9908319115638733, 0.008697541430592537, 2.6279656594851986e-05, 0.0003959976020269096, 1.5348467385933873e-08 ], [ 0.000102236372185871, 0.9828996062278748, 0.016734391450881958, 9.427452459931374e-05, 0.00016943880473263562, 2.4863075154257785e-08 ], [ 0.00011100443953182548, 0.9671782851219177, 0.031522344797849655, 0.000836965860798955, 0.00035135247162543237, 1.0373579328870619e-07 ], [ 0.0002958090335596353, 0.9812343716621399, 0.01794372871518135, 8.041640103328973e-05, 0.0004455908201634884, 8.98592347198246e-08 ], [ 0.0003756763762794435, 0.963468074798584, 0.03482431918382645, 0.0002812049933709204, 0.0010470706038177013, 3.6727076349052368e-06 ], [ 0.00031873572152107954, 0.9346862435340881, 0.06319843232631683, 0.00039229189860634506, 0.0014039124362170696, 2.954256501652708e-07 ], [ 0.0002653775445651263, 0.9239308834075928, 0.07010981440544128, 0.0001558640506118536, 0.005530829541385174, 7.251832357724197e-06 ], [ 0.0017842187080532312, 0.92583829164505, 0.06943411380052567, 0.0012421364663168788, 0.0016919849440455437, 9.263835636375006e-06 ], [ 0.0009311131434515119, 0.9644703269004822, 0.03090752102434635, 0.0007492514559999108, 0.002863217843696475, 7.854911382310092e-05 ], [ 0.0008692580740898848, 0.8938623666763306, 0.10129161179065704, 0.0012290520826354623, 0.0027441163547337055, 3.5938269320467953e-06 ], [ 0.0006080109160393476, 0.9708127975463867, 0.027033766731619835, 0.0006128058885224164, 0.0009221458458341658, 1.0502169061510358e-05 ] ] }, { "file": "uhf39_618MHz_occupied.npy", "uhf_channel": 39, "centre_mhz": 618, "label": "unlabelled", "excluded_from_scoring": true, "records": 20, "class_counts": { "Noise": 1, "ATSC": 14, "Unknown": 5 }, "occupied": 14, "nearest_correct_count": 0, "mean_confidence": 0.923006, "mean_confidence_on_vacant_calls": 0.821832, "probabilities": [ [ 0.09109262377023697, 0.006623809691518545, 0.17168393731117249, 1.0640076197887538e-06, 0.7305958271026611, 2.679985755094094e-06 ], [ 0.8847448229789734, 0.0014564914163202047, 0.08881990611553192, 2.8536069294204935e-05, 0.024879278615117073, 7.09697778802365e-05 ], [ 0.9907735586166382, 1.2177768439869396e-05, 0.001028078724630177, 8.19590495666489e-05, 0.003385717049241066, 0.004718577489256859 ], [ 0.9017799496650696, 5.064956349087879e-05, 0.08786557614803314, 2.2341231669997796e-05, 0.010217375122010708, 6.402820872608572e-05 ], [ 0.9946750402450562, 5.489673185365973e-06, 0.0021270252764225006, 7.70858969190158e-05, 0.0011204147012904286, 0.00199494487605989 ], [ 0.9952517747879028, 0.0001902243820950389, 0.0016014458378776908, 3.7226989661576226e-05, 0.0016905511729419231, 0.001228773733600974 ], [ 0.11203040182590485, 1.720873932242739e-08, 5.5752145271981135e-05, 0.002579804975539446, 2.165940713894088e-06, 0.8853318691253662 ], [ 0.990616500377655, 4.87514517644172e-09, 2.9296013508428587e-06, 0.0001061902949004434, 3.007436362167937e-07, 0.009274001233279705 ], [ 0.9718295335769653, 8.328361889020641e-10, 2.0492549083428457e-05, 0.0002087996545014903, 9.479346658736176e-07, 0.027940209954977036 ], [ 0.2539494037628174, 5.881932452211913e-08, 6.324346031760797e-06, 0.0008219848969019949, 5.3235667110129725e-06, 0.7452168464660645 ], [ 0.9965633749961853, 1.261390139006835e-07, 7.849121175240725e-05, 7.12367836968042e-05, 4.710898792836815e-05, 0.0032395741436630487 ], [ 0.832517683506012, 2.7456392714952926e-09, 1.004061778075993e-05, 0.0009752318146638572, 5.932826638854749e-07, 0.1664964258670807 ], [ 0.9867916107177734, 9.038982966558251e-07, 0.0048009734600782394, 0.00044608229654841125, 6.891306838952005e-05, 0.007891441695392132 ], [ 0.04914824292063713, 6.973462085557713e-11, 3.4442404484025246e-08, 0.00116819073446095, 1.6348442599678492e-09, 0.9496835470199585 ], [ 0.9989701509475708, 1.223560835983406e-10, 2.294221667398233e-05, 0.00012326765863690525, 3.767224754369636e-09, 0.0008836236665956676 ], [ 0.9999251365661621, 1.2801729454281485e-08, 2.0829247660003603e-05, 6.682107596134301e-06, 2.713483354455093e-06, 4.4552631152328104e-05 ], [ 0.2579364776611328, 2.30184671323741e-08, 0.0005357027985155582, 0.002618839032948017, 6.307460353127681e-06, 0.7389026284217834 ], [ 0.9849728345870972, 4.903586614091182e-06, 0.0014893203042447567, 0.000405649101594463, 0.0009687136043794453, 0.012158568948507309 ], [ 0.9997170567512512, 9.919241961142689e-08, 5.030988177168183e-05, 1.367824552289676e-05, 1.1631360393948853e-05, 0.00020713054982479662 ], [ 0.1176421046257019, 5.715230066982713e-09, 1.3550416952057276e-05, 0.0010801752796396613, 3.699386752487044e-06, 0.8812604546546936 ] ] } ], "scored_records": 80, "scored_records_occupied": 61, "scored_channels": 4, "scored_channels_all_vacant": 0, "scored_channels_all_occupied": 1, "epoch": 9, "synthetic_val_accuracy": 0.8677777777777778, "synthetic_val_loss": 0.33635449803899975, "synthetic_train_accuracy": 0.9571428571428572, "scoring_seconds": 0.3 }, { "channels": [ { "file": "uhf25_506MHz_occupied.npy", "uhf_channel": 25, "centre_mhz": 506, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "ISDB-T": 20 }, "occupied": 20, "nearest_correct_count": 0, "mean_confidence": 0.954924, "mean_confidence_on_vacant_calls": null, "probabilities": [ [ 0.0011487104929983616, 0.04916756600141525, 0.9464814066886902, 9.441139263799414e-05, 0.0031079405453056097, 1.6765150379072224e-09 ], [ 0.00039418344385921955, 0.0472973957657814, 0.9519097805023193, 6.939325976418331e-05, 0.000329250207869336, 8.638328941046325e-11 ], [ 0.0007007952663116157, 0.0029172776266932487, 0.9959165453910828, 0.0002094606898026541, 0.0002558592241257429, 2.4415322541493367e-10 ], [ 0.0007978801731951535, 0.029103321954607964, 0.9690649509429932, 4.04237252951134e-05, 0.0009933710098266602, 6.744917402379258e-10 ], [ 0.000966499384958297, 0.004092156421393156, 0.9945624470710754, 0.00013157830107957125, 0.0002473406493663788, 9.350881874370387e-11 ], [ 0.0012097439030185342, 0.016498953104019165, 0.980947732925415, 7.10668318788521e-05, 0.0012725053820759058, 1.5921947094099664e-09 ], [ 0.00040381032158620656, 0.030293546617031097, 0.9688999652862549, 7.260670099640265e-05, 0.0003300656971987337, 8.048524346992991e-11 ], [ 0.00036101529258303344, 0.004600277170538902, 0.9946658611297607, 0.00020833079179283231, 0.00016454000433441252, 1.2477055499893197e-10 ], [ 0.0006736439536325634, 0.008868163451552391, 0.9896039962768555, 5.1847458962583914e-05, 0.0008022717083804309, 1.3306664659040734e-09 ], [ 0.011914935894310474, 0.22533667087554932, 0.7457350492477417, 0.00023257627617567778, 0.01677582412958145, 4.902699402009603e-06 ], [ 0.0011357078328728676, 0.031714390963315964, 0.9661654829978943, 8.791877189651132e-05, 0.0008965662564150989, 1.5538265119019457e-09 ], [ 0.002420441946014762, 0.029948486015200615, 0.966559112071991, 6.404755549738184e-05, 0.0010079063940793276, 8.111067373306469e-09 ], [ 0.00030300585785880685, 0.008522686548531055, 0.9907367825508118, 9.246102126780897e-05, 0.000345066626323387, 2.3367136003926703e-10 ], [ 0.0019285916350781918, 0.0233143400400877, 0.9733332991600037, 0.0005284923245199025, 0.0008952885400503874, 2.108005769940746e-09 ], [ 0.010810746811330318, 0.040077488869428635, 0.9452309608459473, 0.0003079223679378629, 0.003572943154722452, 3.367151180100336e-08 ], [ 0.003059406764805317, 0.12898309528827667, 0.8655098676681519, 0.0022840602323412895, 0.00016351813974324614, 1.5728323532471222e-08 ], [ 0.0004540280206128955, 0.020632779225707054, 0.9782202243804932, 4.295727194403298e-05, 0.0006500737508758903, 1.714108716077689e-10 ], [ 0.0019657928496599197, 0.03009718842804432, 0.9665605425834656, 0.00020548028987832367, 0.0011709081009030342, 3.767113287977963e-09 ], [ 0.0005036441143602133, 0.024328071624040604, 0.9739431142807007, 8.548022015020251e-05, 0.0011397090274840593, 1.4641445000851405e-10 ], [ 0.0012933936668559909, 0.06324741989374161, 0.9344332218170166, 9.785987640498206e-05, 0.0009280720259994268, 3.6481977438995727e-09 ] ] }, { "file": "uhf32_562MHz_occupied.npy", "uhf_channel": 32, "centre_mhz": 562, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "Noise": 14, "ISDB-T": 6 }, "occupied": 4, "nearest_correct_count": 0, "mean_confidence": 0.736832, "mean_confidence_on_vacant_calls": 0.721942, "probabilities": [ [ 0.008827714249491692, 0.0026305706705898046, 0.038865577429533005, 0.00012975827849004418, 0.9495457410812378, 5.486101031237922e-07 ], [ 0.041384391486644745, 0.0011143883457407355, 0.3757587671279907, 0.00040387193439528346, 0.5813363790512085, 2.2436129256675486e-06 ], [ 0.03894207626581192, 0.006594795733690262, 0.20964214205741882, 0.0005951569182798266, 0.7442233562469482, 2.4712965114304097e-06 ], [ 0.017971593886613846, 0.004306491930037737, 0.12151621282100677, 6.27410045126453e-05, 0.8561428189277649, 1.2581620012497297e-07 ], [ 0.01303047314286232, 0.0022801817394793034, 0.3110780715942383, 0.00012173849245300516, 0.6734884977340698, 9.253942039322283e-07 ], [ 0.010469823144376278, 0.0026674603577703238, 0.36427950859069824, 0.00017562821449246258, 0.6224058866500854, 1.6933836377575062e-06 ], [ 0.01815354824066162, 0.0024646606761962175, 0.2763217091560364, 0.00021677433687727898, 0.7028430700302124, 1.845694441726664e-07 ], [ 0.0076753380708396435, 0.002405378734692931, 0.10403203964233398, 4.4378364691510797e-05, 0.8858418464660645, 9.011012025439413e-07 ], [ 0.013955256901681423, 0.004423582926392555, 0.48996099829673767, 0.00015803576388861984, 0.49150174856185913, 3.8705880456291197e-07 ], [ 0.012416835874319077, 0.0027704820968210697, 0.19483478367328644, 0.00024722525267861784, 0.7897304892539978, 2.8162727971903223e-07 ], [ 0.003214652417227626, 0.003738426836207509, 0.5100536942481995, 0.00010609324090182781, 0.4828871488571167, 7.326512285743547e-09 ], [ 0.013318890705704689, 0.002254457212984562, 0.17173203825950623, 0.0001790674723451957, 0.8125134110450745, 2.105096655213856e-06 ], [ 0.003335032844915986, 0.0025637904182076454, 0.31176310777664185, 0.00013965652033220977, 0.6821984052658081, 4.883885296180779e-08 ], [ 0.014428189024329185, 0.0027559620793908834, 0.6910780072212219, 0.0006623145891353488, 0.2910754978656769, 5.678899483996247e-08 ], [ 0.01563311740756035, 0.0028863034676760435, 0.8928698897361755, 0.0004717133997473866, 0.08813891559839249, 7.34181782036103e-08 ], [ 0.006605249363929033, 0.002885369351133704, 0.1941182166337967, 0.000184609554708004, 0.7962062954902649, 3.1213352258419036e-07 ], [ 0.043500933796167374, 0.00048036553198471665, 0.7814183235168457, 0.0007246026070788503, 0.1738734245300293, 2.4167707124433946e-06 ], [ 0.00560731953009963, 0.002738173818215728, 0.7584503889083862, 0.00027201278135180473, 0.23293207585811615, 5.3460622595480345e-09 ], [ 0.021351175382733345, 0.0006725737475790083, 0.752824604511261, 0.0003396158281248063, 0.22481058537960052, 1.4636044625149225e-06 ], [ 0.02351132221519947, 0.0032157760579138994, 0.2108486145734787, 0.00046368525363504887, 0.7619603276252747, 3.0449047017100384e-07 ] ] }, { "file": "uhf33_570MHz_occupied.npy", "uhf_channel": 33, "centre_mhz": 570, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "ISDB-T": 20 }, "occupied": 20, "nearest_correct_count": 0, "mean_confidence": 0.974848, "mean_confidence_on_vacant_calls": null, "probabilities": [ [ 5.762450382462703e-05, 0.0049363840371370316, 0.9591778516769409, 3.0230405172915198e-05, 0.03579792380332947, 1.2452701630277785e-13 ], [ 0.00023438435164280236, 0.011642281897366047, 0.9664115905761719, 0.00010833032138179988, 0.021603448316454887, 1.2792111120374372e-11 ], [ 2.04715379368281e-05, 0.03622515872120857, 0.957306981086731, 0.0001221510028699413, 0.006325285881757736, 1.63472107215807e-14 ], [ 0.00037306651938706636, 0.015222745016217232, 0.9431425929069519, 0.0005797623889520764, 0.04068189486861229, 1.4798326453124844e-10 ], [ 5.257596058072522e-06, 0.000619561702478677, 0.9978406429290771, 4.2594383558025584e-05, 0.0014918309170752764, 1.4744146870551548e-15 ], [ 2.269048673042562e-05, 0.0056761447340250015, 0.989712119102478, 0.0001656867825658992, 0.004423356615006924, 3.4265603185814134e-14 ], [ 9.763632078829687e-06, 0.00031697782105766237, 0.9953075051307678, 8.33485319162719e-06, 0.004357416648417711, 3.953932179497771e-14 ], [ 2.4487562768626958e-05, 0.0034354603849351406, 0.9720645546913147, 2.1302656023181044e-05, 0.024454200640320778, 5.6397323876938854e-14 ], [ 2.3635580873815343e-05, 0.010150128975510597, 0.9626184701919556, 5.076059096609242e-05, 0.027156997472047806, 3.831351604250202e-14 ], [ 2.0508594388957135e-05, 0.00836222991347313, 0.9841873645782471, 5.405011324910447e-05, 0.007375870365649462, 1.616516470649091e-14 ], [ 3.199308048351668e-05, 0.006061247084289789, 0.9887691736221313, 0.00013735542597714812, 0.005000269506126642, 1.3368623428319099e-13 ], [ 0.00013552472228184342, 0.007138335611671209, 0.9505639672279358, 3.0448674806393683e-05, 0.04213164746761322, 8.860011682654267e-12 ], [ 1.2397898899507709e-05, 0.0003309508610982448, 0.9953374862670898, 5.746877377532655e-06, 0.00431329570710659, 2.9267799121768245e-13 ], [ 1.0451429261593148e-05, 0.0019012432312592864, 0.9951823353767395, 3.403685332159512e-05, 0.0028719501569867134, 4.619316624224429e-15 ], [ 3.637224290287122e-05, 0.008386597037315369, 0.9436438679695129, 8.791513209871482e-06, 0.04792430251836777, 7.416408389108661e-14 ], [ 3.419553831918165e-05, 0.0036915461532771587, 0.9835377335548401, 3.0923900339985266e-05, 0.012705657631158829, 3.2950343300218454e-13 ], [ 3.5142793421982788e-06, 0.0006494948174804449, 0.9980370402336121, 5.8433739468455315e-05, 0.0012515197740867734, 2.651848664314197e-16 ], [ 7.540355727542192e-05, 0.03631400689482689, 0.9258642792701721, 7.060712232487276e-05, 0.037675775587558746, 3.1591864541047343e-12 ], [ 0.00012090129894204438, 0.0023972485214471817, 0.9925570487976074, 9.326788131147623e-05, 0.004831485915929079, 2.9594482246764198e-12 ], [ 1.0002960152633023e-05, 0.0010871606646105647, 0.9957062602043152, 3.1193245376925915e-05, 0.0031653991900384426, 2.1740331436033097e-16 ] ] }, { "file": "uhf35_586MHz_occupied.npy", "uhf_channel": 35, "centre_mhz": 586, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "ISDB-T": 19, "DVB-T": 1 }, "occupied": 17, "nearest_correct_count": 1, "mean_confidence": 0.822298, "mean_confidence_on_vacant_calls": 0.563608, "probabilities": [ [ 0.011214837431907654, 0.07959277182817459, 0.905639111995697, 0.0026135689113289118, 0.0009394067456014454, 3.8941720958973747e-07 ], [ 0.0030241392087191343, 0.09386642277240753, 0.9008824229240417, 0.0011902203550562263, 0.0010366475908085704, 1.6081318676697265e-07 ], [ 0.011048524640500546, 0.03384214639663696, 0.9508922696113586, 0.0002973915252368897, 0.003916125278919935, 3.4641197999008e-06 ], [ 0.007306668441742659, 0.06335124373435974, 0.9270306825637817, 0.001722646295093, 0.0005883849808014929, 3.316739878300723e-07 ], [ 0.0027724725659936666, 0.11816119402647018, 0.8762913346290588, 0.0002147705090465024, 0.0025602132081985474, 5.108390865871115e-08 ], [ 0.01070927269756794, 0.2779017388820648, 0.6982826590538025, 0.00038965092971920967, 0.012715913355350494, 7.743559535811073e-07 ], [ 0.008837525732815266, 0.037048470228910446, 0.9494958519935608, 0.003914900589734316, 0.0007027790998108685, 4.762231640143e-07 ], [ 0.005502716172486544, 0.20261619985103607, 0.7849259972572327, 0.0003017774142790586, 0.006652276497334242, 9.507317599855014e-07 ], [ 0.0073524583131074905, 0.12794974446296692, 0.8601709604263306, 0.0007779804873280227, 0.0037481035105884075, 7.464068971785309e-07 ], [ 0.004526501055806875, 0.050723880529403687, 0.9426566362380981, 0.0002756027097348124, 0.0018171826377511024, 2.2904433194526064e-07 ], [ 0.015224264934659004, 0.14395643770694733, 0.8373270630836487, 0.0005613465909846127, 0.002929647918790579, 1.2051311841787538e-06 ], [ 0.01086090411990881, 0.07351478934288025, 0.9112679362297058, 0.0018709072610363364, 0.0024847486056387424, 7.534392807428958e-07 ], [ 0.012626325711607933, 0.15755988657474518, 0.8252044916152954, 0.0007173463818617165, 0.0038884070236235857, 3.5959189972345484e-06 ], [ 0.040624964982271194, 0.1348753422498703, 0.8043198585510254, 0.002258637920022011, 0.01789742335677147, 2.37947915593395e-05 ], [ 0.009710241109132767, 0.060842644423246384, 0.9268795251846313, 0.00076701381476596, 0.0017981850542128086, 2.3215945930132875e-06 ], [ 0.023231536149978638, 0.23208202421665192, 0.7177724242210388, 0.00023796831374056637, 0.02664646878838539, 2.953805415017996e-05 ], [ 0.01806463487446308, 0.15990957617759705, 0.8138753175735474, 0.000464970973553136, 0.007655547931790352, 2.9959361199871637e-05 ], [ 0.02888236753642559, 0.5125948786735535, 0.42682328820228577, 0.0003996324958279729, 0.03124026022851467, 5.9597037761704996e-05 ], [ 0.020013250410556793, 0.14226597547531128, 0.820502519607544, 0.0006801795680075884, 0.016524741426110268, 1.33227640617406e-05 ], [ 0.04842858389019966, 0.45239225029945374, 0.4799456298351288, 0.0023101510014384985, 0.01671835593879223, 0.0002050567272817716 ] ] }, { "file": "uhf39_618MHz_occupied.npy", "uhf_channel": 39, "centre_mhz": 618, "label": "unlabelled", "excluded_from_scoring": true, "records": 20, "class_counts": { "Noise": 5, "ATSC": 10, "Unknown": 5 }, "occupied": 9, "nearest_correct_count": 0, "mean_confidence": 0.828491, "mean_confidence_on_vacant_calls": 0.764596, "probabilities": [ [ 0.00393178965896368, 0.004004293121397495, 0.001410935539752245, 6.933861040891998e-09, 0.9906531572341919, 7.110013910960333e-09 ], [ 0.4172424077987671, 0.039623286575078964, 0.0010514904279261827, 1.5949724456731929e-06, 0.5420776605606079, 3.571678007574519e-06 ], [ 0.08181402087211609, 0.0007936510955914855, 0.00012985234207008034, 3.202901098120492e-06, 0.9172319173812866, 2.7267582481727004e-05 ], [ 0.4514170289039612, 0.0004766739730257541, 0.00838199257850647, 1.8983457721333252e-06, 0.5397206544876099, 1.8063235529552912e-06 ], [ 0.8095077872276306, 0.0005034791538491845, 0.0003303906414657831, 2.0758061509695835e-05, 0.18952901661396027, 0.00010850307444343343 ], [ 0.468523770570755, 0.1984877586364746, 0.00014955928782001138, 0.00011157430708408356, 0.3296266198158264, 0.0031007039360702038 ], [ 0.11101645976305008, 2.9118830298102694e-06, 1.5726867559351376e-06, 0.0019580151420086622, 0.0007394790882244706, 0.8862814903259277 ], [ 0.891452968120575, 8.889620221452788e-05, 3.448793222560198e-06, 0.0009585949592292309, 0.0005976136308163404, 0.10689844936132431 ], [ 0.9079475998878479, 1.0209827223661705e-06, 1.365936554975633e-06, 0.0005602732999250293, 0.0017145393649116158, 0.08977514505386353 ], [ 0.018905090168118477, 2.451473164910567e-06, 7.283385912160156e-07, 0.0006158825708553195, 0.0009383898577652872, 0.9795374870300293 ], [ 0.9925091862678528, 9.103988850256428e-05, 2.2771933799958788e-05, 0.00013770716032013297, 0.004133556038141251, 0.0031059288885444403 ], [ 0.7812106013298035, 0.00014993356307968497, 8.025908027775586e-05, 0.0027608119416981936, 0.02115357294678688, 0.19464483857154846 ], [ 0.9841731786727905, 1.3599116755358409e-05, 0.003001755801960826, 0.0025638786610215902, 0.0009257706115022302, 0.00932183489203453 ], [ 0.013576800003647804, 9.171224490955865e-08, 3.35526202377423e-08, 0.0008682176703587174, 3.606987093007774e-06, 0.9855512380599976 ], [ 0.9913455247879028, 1.650990839152655e-06, 9.283171493734699e-06, 0.00016777371638454497, 0.00018733154865913093, 0.008288457058370113 ], [ 0.9939818978309631, 3.6390789318829775e-05, 3.39190119120758e-05, 3.3362997783115134e-05, 0.005737499333918095, 0.0001769420923665166 ], [ 0.41857630014419556, 3.197295154677704e-05, 7.663610449526459e-05, 0.001615209155716002, 0.03409675136208534, 0.5456030964851379 ], [ 0.8071329593658447, 0.00045627044164575636, 0.0011537600075826049, 0.00023520477407146245, 0.18945156037807465, 0.0015701836673542857 ], [ 0.43084752559661865, 0.00035583824501372874, 7.952802116051316e-05, 2.4836395823513158e-05, 0.5684056282043457, 0.0002866334980353713 ], [ 0.012373070232570171, 4.2050164239526566e-08, 3.208552357136796e-08, 0.0006228804704733193, 3.425757313380018e-05, 0.9869697093963623 ] ] } ], "scored_records": 80, "scored_records_occupied": 61, "scored_channels": 4, "scored_channels_all_vacant": 0, "scored_channels_all_occupied": 2, "epoch": 10, "synthetic_val_accuracy": 0.9277777777777778, "synthetic_val_loss": 0.22049482916067872, "synthetic_train_accuracy": 0.9692857142857143, "scoring_seconds": 0.37 }, { "channels": [ { "file": "uhf25_506MHz_occupied.npy", "uhf_channel": 25, "centre_mhz": 506, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "DVB-T": 20 }, "occupied": 20, "nearest_correct_count": 20, "mean_confidence": 0.989187, "mean_confidence_on_vacant_calls": null, "probabilities": [ [ 0.00017503694107290357, 0.9922682642936707, 0.0069854711182415485, 2.823144313879311e-06, 0.0005683739436790347, 2.6456264956564723e-10 ], [ 6.047089118510485e-05, 0.9952542781829834, 0.004545390605926514, 8.032778850974864e-07, 0.00013904253137297928, 1.743833966116881e-10 ], [ 0.00034006446367129683, 0.9770236611366272, 0.02108875848352909, 3.32063655150705e-06, 0.0015440798597410321, 3.936169168383685e-10 ], [ 9.326607687398791e-05, 0.9950161576271057, 0.004647893365472555, 7.213651542770094e-07, 0.00024197215680032969, 2.0494685115668432e-10 ], [ 0.00017505565483588725, 0.9837055206298828, 0.01557617262005806, 1.4893181514707976e-06, 0.0005416900385171175, 1.789673409469117e-10 ], [ 0.00013918221520725638, 0.9897539615631104, 0.009358176961541176, 8.666003168400493e-07, 0.0007478552870452404, 4.2481640427638467e-10 ], [ 0.00014850051957182586, 0.9917640089988708, 0.007712177000939846, 1.7028119145834353e-06, 0.0003736723738256842, 1.1741094207984304e-10 ], [ 0.0001766906352713704, 0.9871384501457214, 0.012219468131661415, 2.1248865778034087e-06, 0.0004632998025044799, 2.514447816626131e-10 ], [ 0.00024154517450369895, 0.9827094078063965, 0.015841448679566383, 1.586736175340775e-06, 0.0012059418950229883, 5.869252861501195e-10 ], [ 0.0003071812679991126, 0.9949536919593811, 0.0027516756672412157, 3.8815846892248373e-07, 0.0019870796240866184, 4.3828126905509635e-08 ], [ 0.0002726519014686346, 0.9768162965774536, 0.021438542753458023, 1.8016826288658194e-06, 0.0014707563677802682, 3.272359050399132e-10 ], [ 0.00033876410452649, 0.9934746623039246, 0.005758083891123533, 6.54075904549245e-07, 0.00042773186578415334, 4.133903885872314e-09 ], [ 0.00012829179468099028, 0.9819013476371765, 0.01723019964993, 1.6052310911618406e-06, 0.0007385556236840785, 8.381801502865827e-11 ], [ 0.00011107213504146785, 0.9928774237632751, 0.006495859008282423, 2.1656896933563985e-06, 0.0005135007668286562, 7.043420707786296e-11 ], [ 0.00015691450971644372, 0.9952942728996277, 0.0038637190591543913, 8.506246444994758e-07, 0.0006841946742497385, 8.352773472886099e-10 ], [ 0.00020400098583195359, 0.9920772314071655, 0.007453209720551968, 5.326946848072112e-06, 0.0002602435415610671, 2.919746944218815e-10 ], [ 0.00010214735084446147, 0.9936586022377014, 0.006035249680280685, 1.0020803529187106e-06, 0.00020299766038078815, 1.4119648505950266e-10 ], [ 0.00025053235003724694, 0.9846513271331787, 0.013193064369261265, 1.101198449759977e-06, 0.0019039928447455168, 8.915245763851942e-10 ], [ 0.00011445484415162355, 0.9902011752128601, 0.00914777722209692, 1.2150525208198815e-06, 0.0005354275926947594, 1.5705842182356378e-10 ], [ 0.0001575677451910451, 0.9932084679603577, 0.006231664679944515, 7.593132522742962e-07, 0.00040162651566788554, 7.37824690233424e-10 ] ] }, { "file": "uhf32_562MHz_occupied.npy", "uhf_channel": 32, "centre_mhz": 562, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "Noise": 20 }, "occupied": 0, "nearest_correct_count": 0, "mean_confidence": 0.927792, "mean_confidence_on_vacant_calls": 0.927792, "probabilities": [ [ 0.0021447776816785336, 0.005871663801372051, 0.009365973062813282, 8.62320030137198e-06, 0.9826076626777649, 1.3623964605358196e-06 ], [ 0.0026825068052858114, 0.0034325432498008013, 0.02766924537718296, 6.716853476973483e-06, 0.9662078619003296, 1.023685626933002e-06 ], [ 0.007193972822278738, 0.010969278402626514, 0.021876145154237747, 1.7952363123185933e-05, 0.9599385261535645, 4.090207767148968e-06 ], [ 0.002285511465743184, 0.006352701224386692, 0.02510305680334568, 2.700689492485253e-06, 0.9662558436393738, 9.598838346391858e-08 ], [ 0.006384110078215599, 0.006085143890231848, 0.0605805441737175, 1.686013456492219e-05, 0.9269326329231262, 6.94399886924657e-07 ], [ 0.0033793661277741194, 0.004395445808768272, 0.016447419300675392, 4.593115136231063e-06, 0.9757723808288574, 7.299342428268574e-07 ], [ 0.00521397590637207, 0.005326973274350166, 0.05993179231882095, 2.0050736566190608e-05, 0.929506778717041, 4.422406050252903e-07 ], [ 0.001964256865903735, 0.002111162757501006, 0.017296457663178444, 2.8748399927280843e-06, 0.9786246418952942, 6.432264854083769e-07 ], [ 0.0062486217357218266, 0.006175846792757511, 0.04411742463707924, 5.219148533797124e-06, 0.9434525966644287, 2.801096172788675e-07 ], [ 0.002936620032414794, 0.0074683125130832195, 0.039582133293151855, 3.967560587625485e-06, 0.9500088095664978, 1.40109435164959e-07 ], [ 0.0031156570184975863, 0.008503638207912445, 0.11512353271245956, 5.185580903344089e-06, 0.8732519745826721, 1.023549422995984e-08 ], [ 0.0018388442695140839, 0.0033801656682044268, 0.02034483104944229, 4.578559128276538e-06, 0.974431037902832, 5.336604544936563e-07 ], [ 0.0011145630851387978, 0.0035571597982198, 0.030295975506305695, 5.668725407304009e-06, 0.9650266170501709, 6.304679800450685e-08 ], [ 0.002797207795083523, 0.008573241531848907, 0.06526054441928864, 1.5626153981429525e-05, 0.923353374004364, 4.057012503722035e-08 ], [ 0.0032230643555521965, 0.006964398548007011, 0.12856870889663696, 4.997597443434643e-06, 0.8612388968467712, 3.219406607968267e-08 ], [ 0.00147056148853153, 0.005623872857540846, 0.04509423300623894, 6.794637101847911e-06, 0.9478044509887695, 8.904565618195193e-08 ], [ 0.0049258009530603886, 0.002328708302229643, 0.07389296591281891, 1.76267003553221e-05, 0.9188336133956909, 1.3048426126260892e-06 ], [ 0.002692690584808588, 0.009433879517018795, 0.217304527759552, 1.10640175989829e-05, 0.7705577611923218, 6.825655152198351e-09 ], [ 0.0136921601369977, 0.009127400815486908, 0.15045267343521118, 3.6786110285902396e-05, 0.8266888856887817, 2.079714931824128e-06 ], [ 0.005347943399101496, 0.006273535080254078, 0.07301890850067139, 7.680167072976474e-06, 0.9153516888618469, 3.2418020623481425e-07 ] ] }, { "file": "uhf33_570MHz_occupied.npy", "uhf_channel": 33, "centre_mhz": 570, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "ISDB-T": 15, "DVB-T": 4, "Noise": 1 }, "occupied": 7, "nearest_correct_count": 4, "mean_confidence": 0.627041, "mean_confidence_on_vacant_calls": 0.546817, "probabilities": [ [ 0.0002652002149261534, 0.12796887755393982, 0.7121117115020752, 3.229022695450112e-05, 0.1596219390630722, 9.13718861857149e-13 ], [ 0.0005445812712423503, 0.4324294924736023, 0.3941921591758728, 3.438000931055285e-05, 0.17279942333698273, 3.4010429889042015e-11 ], [ 0.0002571034128777683, 0.5449005961418152, 0.4114386737346649, 5.6168246373999864e-05, 0.04334745928645134, 5.417551715396207e-13 ], [ 0.00044252717634662986, 0.7477385401725769, 0.11601804196834564, 2.5020915927598253e-05, 0.13577580451965332, 3.910675394624974e-10 ], [ 0.00015594881551805884, 0.1477852612733841, 0.7234941720962524, 2.0946768927387893e-05, 0.12854373455047607, 2.574756814005541e-13 ], [ 0.00018363012350164354, 0.4026079475879669, 0.534862220287323, 6.891595694469288e-05, 0.062277261167764664, 2.050139300945747e-13 ], [ 0.00044368658564053476, 0.058194201439619064, 0.6734539866447449, 1.2021211659885012e-05, 0.2678961753845215, 5.785285878828761e-12 ], [ 0.0003606363316066563, 0.21851453185081482, 0.6163729429244995, 2.3286560463020578e-05, 0.1647285670042038, 2.4700072716321575e-12 ], [ 0.00028840190498158336, 0.22385111451148987, 0.5882173180580139, 4.1311093809781596e-05, 0.18760186433792114, 6.65962836092493e-13 ], [ 0.00034276716178283095, 0.28581416606903076, 0.6237648725509644, 3.965850919485092e-05, 0.09003860503435135, 1.1210890072180235e-12 ], [ 0.0003415282699279487, 0.2814696729183197, 0.5299896001815796, 2.4409704565186985e-05, 0.18817472457885742, 2.7762154554411556e-12 ], [ 0.0008112723007798195, 0.1673927754163742, 0.3495975732803345, 4.8692236305214465e-06, 0.4821934700012207, 9.780029563977166e-11 ], [ 0.0005210258532315493, 0.3094882369041443, 0.509895920753479, 1.2885610885859933e-05, 0.18008191883563995, 2.0989978852248292e-11 ], [ 0.0002868332085199654, 0.17803391814231873, 0.7020910978317261, 3.651550650829449e-05, 0.11955161392688751, 3.0620346752954775e-13 ], [ 0.000342009705491364, 0.14697401225566864, 0.6267440915107727, 1.758421967679169e-05, 0.22592228651046753, 2.3138396580690834e-12 ], [ 0.0005222991458140314, 0.39231425523757935, 0.4233684837818146, 1.2247937775100581e-05, 0.18378278613090515, 2.099592201487699e-11 ], [ 0.0001349608355667442, 0.08164408802986145, 0.8094743490219116, 2.3006168703432195e-05, 0.10872349888086319, 4.893467223229461e-14 ], [ 0.00023549306206405163, 0.9126952886581421, 0.06501145660877228, 3.1630461307941005e-05, 0.022026093676686287, 4.775983428184638e-11 ], [ 0.0009228259441442788, 0.2523065209388733, 0.5224233269691467, 3.697374268085696e-05, 0.22431033849716187, 1.4994890745745337e-11 ], [ 0.00012681128282565624, 0.05533323436975479, 0.8245947360992432, 2.7187163141206838e-05, 0.11991807073354721, 2.5730648487527416e-14 ] ] }, { "file": "uhf35_586MHz_occupied.npy", "uhf_channel": 35, "centre_mhz": 586, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "DVB-T": 20 }, "occupied": 20, "nearest_correct_count": 20, "mean_confidence": 0.99537, "mean_confidence_on_vacant_calls": null, "probabilities": [ [ 0.0001714765967335552, 0.9982779026031494, 0.0014365888200700283, 3.2703933356970083e-06, 0.00011086904123658314, 1.1167775149090176e-08 ], [ 0.00015614274889230728, 0.9943948984146118, 0.004925556480884552, 3.1758816021465464e-06, 0.000520188536029309, 8.425064534911542e-10 ], [ 0.0008686704095453024, 0.9925761222839355, 0.004105496685951948, 4.4388602873368654e-06, 0.002444959245622158, 2.8960937470401404e-07 ], [ 0.0003770976618397981, 0.9940826296806335, 0.00493475329130888, 3.596983788156649e-06, 0.0006019958527758718, 9.446637250221102e-09 ], [ 0.00022146990522742271, 0.9967077970504761, 0.0028484961949288845, 9.949725381375174e-07, 0.00022129889111965895, 3.924894631524012e-09 ], [ 0.0003461450687609613, 0.9963058233261108, 0.0018447519978508353, 3.041611989829107e-06, 0.001500078127719462, 6.023488907658248e-08 ], [ 0.00027391177718527615, 0.9970859885215759, 0.0024228193797171116, 5.001063072995748e-06, 0.00021234700398053974, 1.3431542988939782e-08 ], [ 0.00047047148109413683, 0.994388997554779, 0.003532585222274065, 2.5870551780826645e-06, 0.001605032361112535, 2.9459999950631754e-07 ], [ 0.0004160517128184438, 0.9950810670852661, 0.003121486399322748, 1.032188993121963e-05, 0.0013709721388295293, 1.2089708434359636e-07 ], [ 0.0005145077593624592, 0.9953872561454773, 0.003616478992626071, 1.2153567467976245e-06, 0.0004806260985787958, 5.903744337842909e-08 ], [ 0.0002468831080477685, 0.998095691204071, 0.0014544859295710921, 1.9714741483767284e-06, 0.00020089303143322468, 2.2307219182948756e-08 ], [ 0.0005460710381157696, 0.9962900876998901, 0.0025925859808921814, 9.118904017668683e-06, 0.0005619580042548478, 6.548916076098976e-08 ], [ 0.0002593172248452902, 0.9976702332496643, 0.0016175302444025874, 2.5183046545862453e-06, 0.00045033518108539283, 1.4028599082394066e-07 ], [ 0.0010038013570010662, 0.9958744645118713, 0.0017462053801864386, 1.6087256881291978e-05, 0.001357776578515768, 1.6239109754678793e-06 ], [ 0.0007020485354587436, 0.9930282235145569, 0.004906422924250364, 6.308252068265574e-06, 0.0013569177826866508, 1.60470619903208e-07 ], [ 0.0016629931051284075, 0.9879141449928284, 0.0035958285443484783, 5.8766008805832826e-06, 0.006812294479459524, 8.81028790900018e-06 ], [ 0.0004467641992960125, 0.9959344863891602, 0.0022911210544407368, 5.067176516604377e-06, 0.0013218526728451252, 6.45595036985469e-07 ], [ 0.0014209217624738812, 0.9948429465293884, 0.0014934124192222953, 5.395427706389455e-06, 0.002231619553640485, 5.805664386571152e-06 ], [ 0.0009067682549357414, 0.9953456521034241, 0.0019464469514787197, 8.14181021269178e-06, 0.0017914981581270695, 1.3915133649788913e-06 ], [ 0.0006614656886085868, 0.998112678527832, 0.00042581482557579875, 7.191641088866163e-06, 0.0007795398123562336, 1.3356609997572377e-05 ] ] }, { "file": "uhf39_618MHz_occupied.npy", "uhf_channel": 39, "centre_mhz": 618, "label": "unlabelled", "excluded_from_scoring": true, "records": 20, "class_counts": { "Noise": 5, "ATSC": 10, "Unknown": 5 }, "occupied": 9, "nearest_correct_count": 0, "mean_confidence": 0.904391, "mean_confidence_on_vacant_calls": 0.913972, "probabilities": [ [ 0.0012145360233262181, 0.01757197454571724, 0.021295707672834396, 1.1848109160439435e-08, 0.9599176645278931, 9.512254095511707e-09 ], [ 0.013150542974472046, 0.013419476337730885, 0.0042870366014540195, 3.2532832960896485e-07, 0.9691425561904907, 1.5741395031909633e-07 ], [ 0.15997563302516937, 0.0019205381395295262, 7.27186634321697e-05, 3.793172800214961e-05, 0.8377701640129089, 0.00022301939316093922 ], [ 0.6307209134101868, 0.004441450349986553, 0.004371341317892075, 1.9897463516826974e-06, 0.3604641556739807, 1.2201303434267174e-07 ], [ 0.07289747148752213, 0.0024377452209591866, 0.0007470117998309433, 9.281110578740481e-06, 0.9238975048065186, 1.0898319487750996e-05 ], [ 0.8349023461341858, 0.009317286312580109, 2.9544115022872575e-05, 2.8468468372011557e-05, 0.15544424951076508, 0.00027814580244012177 ], [ 0.012283430434763432, 2.384100810104428e-07, 8.912995674847934e-09, 0.0005137480911798775, 7.597025251016021e-05, 0.9871266484260559 ], [ 0.8939750790596008, 1.3730302271142136e-05, 5.307041917035349e-09, 0.0013583397958427668, 8.558529953006655e-05, 0.10456731170415878 ], [ 0.760045051574707, 3.0097794478933793e-06, 1.927414494673485e-08, 0.0077337357215583324, 0.001852310379035771, 0.23036588728427887 ], [ 0.011900653131306171, 2.3234454147313954e-06, 9.04501540333058e-09, 0.00027412277995608747, 0.0002784087846521288, 0.9875444173812866 ], [ 0.9682493209838867, 0.00031461394974030554, 6.7783662416331936e-06, 0.00013121917436365038, 0.02901090681552887, 0.002287172246724367 ], [ 0.843198299407959, 2.4309758373419754e-05, 4.280155678770825e-07, 0.001633467385545373, 0.005348308011889458, 0.14979520440101624 ], [ 0.014592980965971947, 0.0027783596888184547, 0.003639401402324438, 0.0009320728131569922, 0.9780232310295105, 3.384802403161302e-05 ], [ 0.010093318298459053, 3.381132529511888e-08, 5.086324070258108e-11, 0.0005827497807331383, 2.357964490329323e-07, 0.9893236756324768 ], [ 0.9845840930938721, 1.1165359865117352e-05, 5.9506458427449616e-08, 0.0009148786775767803, 3.341556657687761e-05, 0.01445637084543705 ], [ 0.9990063309669495, 1.5495701518375427e-05, 2.817017445977399e-07, 3.941171235055663e-05, 0.0008705073269084096, 6.801554991398007e-05 ], [ 0.2067204862833023, 2.9329808626243903e-07, 1.221070977663885e-08, 0.001685646246187389, 7.669704791624099e-05, 0.7915168404579163 ], [ 0.7526078224182129, 0.0022643557749688625, 0.0002464645658619702, 0.00018972558609675616, 0.2431122213602066, 0.0015794762875884771 ], [ 0.9975554943084717, 3.654420288512483e-05, 8.159555022757559e-07, 5.1168830395909026e-05, 0.002226910786703229, 0.000129098683828488 ], [ 0.001159191015176475, 7.573073901312455e-08, 1.5200077307930826e-10, 0.00010773609392344952, 1.93277755897725e-05, 0.9987136125564575 ] ] } ], "scored_records": 80, "scored_records_occupied": 47, "scored_channels": 4, "scored_channels_all_vacant": 1, "scored_channels_all_occupied": 2, "epoch": 11, "synthetic_val_accuracy": 0.9177777777777778, "synthetic_val_loss": 0.24617238425216378, "synthetic_train_accuracy": 0.9680952380952381, "scoring_seconds": 0.56 }, { "channels": [ { "file": "uhf25_506MHz_occupied.npy", "uhf_channel": 25, "centre_mhz": 506, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "ISDB-T": 20 }, "occupied": 17, "nearest_correct_count": 0, "mean_confidence": 0.805603, "mean_confidence_on_vacant_calls": 0.663942, "probabilities": [ [ 0.0003346089506521821, 0.04673277214169502, 0.8842831254005432, 4.093498773727333e-06, 0.06864529103040695, 1.032778029763648e-10 ], [ 0.00025520139024592936, 0.09228873252868652, 0.8485101461410522, 3.3049900594050996e-06, 0.058942582458257675, 3.182601057694079e-11 ], [ 0.0001458509505027905, 0.013660729862749577, 0.9282556176185608, 2.7586861506279092e-06, 0.05793503299355507, 1.9354594316123297e-11 ], [ 0.00032152823405340314, 0.03778243809938431, 0.7630453705787659, 2.9858676953153918e-06, 0.198847696185112, 7.697187331956457e-11 ], [ 0.00021973367256578058, 0.03018493577837944, 0.789162814617157, 1.2055462548232754e-06, 0.18043138086795807, 2.285470770968523e-11 ], [ 0.00036225386429578066, 0.027811992913484573, 0.8122169971466064, 2.2208639620657777e-06, 0.15960659086704254, 2.1036521136164055e-10 ], [ 0.00016985110414680094, 0.0642639547586441, 0.8541408777236938, 3.258329115851666e-06, 0.08142212778329849, 5.000086282513916e-12 ], [ 0.00014434564218390733, 0.06370213627815247, 0.8185747265815735, 2.842731191776693e-06, 0.11757597327232361, 3.080112770739718e-12 ], [ 0.00024346231657546014, 0.04167293384671211, 0.8274105191230774, 2.4307928470079787e-06, 0.1306706815958023, 6.93023000097881e-11 ], [ 0.0020098898094147444, 0.09580130875110626, 0.6449635624885559, 3.826520696748048e-06, 0.2572212517261505, 1.261185360590389e-07 ], [ 0.00020627627964131534, 0.03268405795097351, 0.8018856048583984, 2.0273050722607877e-06, 0.1652219593524933, 1.5531491023845767e-11 ], [ 0.000671077985316515, 0.05556730180978775, 0.8372838497161865, 1.2011644230369711e-06, 0.10647657513618469, 7.167607063429671e-10 ], [ 0.0001507526176283136, 0.03482219949364662, 0.844844400882721, 6.217238023964455e-06, 0.12017644941806793, 9.874653178476578e-12 ], [ 0.00022688659373670816, 0.029993781819939613, 0.9146684408187866, 5.212643827690044e-06, 0.05510563403367996, 2.8960910058994926e-11 ], [ 0.00042857276275753975, 0.04322139173746109, 0.7615530490875244, 2.2891986191098113e-06, 0.194794699549675, 1.8133675117049108e-10 ], [ 0.0003064844640903175, 0.04963456466794014, 0.7473461031913757, 2.3795562356099254e-06, 0.20271049439907074, 3.301486167783807e-11 ], [ 0.0002173696702811867, 0.030979933217167854, 0.8894618153572083, 1.5897583125479287e-06, 0.07933922857046127, 2.730236349501869e-11 ], [ 0.0003560836485121399, 0.040580328553915024, 0.7975865006446838, 1.9887102098437026e-06, 0.16147513687610626, 1.0466641442441471e-10 ], [ 0.0002066025190288201, 0.06294631212949753, 0.6945065855979919, 4.0117611206369475e-06, 0.24233654141426086, 4.899007415015699e-12 ], [ 0.0004006051749456674, 0.09835746884346008, 0.6523566842079163, 1.1948932296945713e-06, 0.24888402223587036, 4.5742527821079904e-11 ] ] }, { "file": "uhf32_562MHz_occupied.npy", "uhf_channel": 32, "centre_mhz": 562, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "ISDB-T": 5, "Noise": 15 }, "occupied": 2, "nearest_correct_count": 0, "mean_confidence": 0.751565, "mean_confidence_on_vacant_calls": 0.753348, "probabilities": [ [ 0.001254668110050261, 0.003616784932091832, 0.7253821492195129, 1.548385807836894e-05, 0.2697305679321289, 3.2327776011698006e-07 ], [ 0.0005568280466832221, 0.010052422061562538, 0.19411572813987732, 7.139425406421651e-07, 0.7952742576599121, 3.363552636415079e-08 ], [ 0.0009095010464079678, 0.01755748689174652, 0.5686770677566528, 4.269896180630894e-06, 0.41285163164138794, 6.968940624574316e-08 ], [ 0.00021878549887333065, 0.014260057359933853, 0.1030043438076973, 5.635722004626587e-07, 0.8825162053108215, 2.3225656953229645e-09 ], [ 0.0006189627456478775, 0.026984859257936478, 0.32921674847602844, 1.9156145754095633e-06, 0.6431773900985718, 1.120851678138024e-08 ], [ 0.00019574024190660566, 0.010421360842883587, 0.08568979799747467, 3.7562131183221936e-07, 0.9036927223205566, 4.888771165667549e-09 ], [ 0.00015515711857005954, 0.009832865558564663, 0.0939548909664154, 3.002604387347674e-07, 0.8960567116737366, 1.1217409223718278e-09 ], [ 0.00034196319757029414, 0.007432140409946442, 0.12885285913944244, 3.590635060390923e-07, 0.8633726239204407, 6.751916803438007e-09 ], [ 0.0004352511605247855, 0.022512370720505714, 0.5101298093795776, 1.1597401226026705e-06, 0.46692144870758057, 2.6113031736940684e-09 ], [ 0.00023532197519671172, 0.00931119080632925, 0.23640525341033936, 6.584700713574421e-07, 0.7540475726127625, 1.4615840759901744e-09 ], [ 0.00017313820717390627, 0.048778731375932693, 0.1363356113433838, 3.4187675623797986e-07, 0.8147121667861938, 1.5698188582380368e-10 ], [ 0.0004941353108733892, 0.008926254697144032, 0.18328975141048431, 1.0317424994354951e-06, 0.8072887063026428, 7.495638243426583e-08 ], [ 0.00018232980801258236, 0.012056967243552208, 0.17395475506782532, 1.0146700333280023e-06, 0.8138049840927124, 1.4056237285231532e-09 ], [ 0.0003223821404390037, 0.05863549932837486, 0.2792649269104004, 3.3215123949048575e-06, 0.6617739200592041, 7.923111056129528e-10 ], [ 0.0004793831321876496, 0.010139521211385727, 0.28320547938346863, 1.1168948503836873e-06, 0.7061744332313538, 8.673770590661434e-10 ], [ 0.00026465338305570185, 0.027574650943279266, 0.14052365720272064, 1.510096467427502e-06, 0.8316355347633362, 5.566078264962471e-09 ], [ 0.0004466595419216901, 0.006834458094090223, 0.5170985460281372, 3.8014643450878793e-06, 0.4756165146827698, 1.397465787533747e-08 ], [ 0.0001536947238491848, 0.025447748601436615, 0.24919594824314117, 2.1177529561100528e-06, 0.7252004742622375, 8.27947987946942e-11 ], [ 0.0014301715418696404, 0.009679559618234634, 0.7456536889076233, 4.393094513943652e-06, 0.24323207139968872, 3.030898199085641e-08 ], [ 0.00026564570725895464, 0.012462004087865353, 0.12164893746376038, 8.611258976998215e-07, 0.8656225800514221, 1.750302791592162e-09 ] ] }, { "file": "uhf33_570MHz_occupied.npy", "uhf_channel": 33, "centre_mhz": 570, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "ISDB-T": 18, "Noise": 2 }, "occupied": 11, "nearest_correct_count": 0, "mean_confidence": 0.739482, "mean_confidence_on_vacant_calls": 0.628804, "probabilities": [ [ 6.031627344782464e-05, 0.033002130687236786, 0.698844850063324, 3.8067180412326707e-06, 0.2680889368057251, 2.206489487378404e-14 ], [ 0.00015574376448057592, 0.019144857302308083, 0.6058185696601868, 1.8272077113579144e-06, 0.37487903237342834, 1.606061963109473e-12 ], [ 2.2594738766201772e-05, 0.03937353566288948, 0.8443838953971863, 4.721836376120336e-06, 0.11621522903442383, 1.1537354247629652e-15 ], [ 0.00010359627776779234, 0.026097582653164864, 0.2547056972980499, 2.2121348592918366e-06, 0.7190908193588257, 8.319403325962593e-12 ], [ 2.414123810012825e-05, 0.025557037442922592, 0.8985809087753296, 7.435893166984897e-06, 0.07583053410053253, 1.9470879766223794e-15 ], [ 5.276007505017333e-05, 0.027687834575772285, 0.8337065577507019, 8.412070201302413e-06, 0.13854439556598663, 2.270343235513759e-14 ], [ 6.002766895107925e-05, 0.026192542165517807, 0.7432446479797363, 1.7422586324755684e-06, 0.23050105571746826, 3.499684334104698e-14 ], [ 6.677963392576203e-05, 0.040191031992435455, 0.6895138025283813, 2.0358452275104355e-06, 0.27022629976272583, 4.457082625067624e-14 ], [ 4.993652692064643e-05, 0.041376061737537384, 0.7553656697273254, 6.876005954836728e-06, 0.2032015174627304, 1.5105512936948624e-14 ], [ 5.171659722691402e-05, 0.027492782101035118, 0.8579474091529846, 6.316819053608924e-06, 0.11450179666280746, 1.2169315576938955e-14 ], [ 8.026742580113932e-05, 0.03388148173689842, 0.7030872106552124, 3.3948026612051763e-06, 0.262947678565979, 7.130152588144534e-14 ], [ 0.00016787047206889838, 0.027006754651665688, 0.4414469599723816, 7.3076341777778e-07, 0.5313777327537537, 3.879805764855915e-12 ], [ 7.537716737715527e-05, 0.029008939862251282, 0.6531829833984375, 1.5367983223768533e-06, 0.3177311420440674, 2.3392699994954913e-13 ], [ 3.1932115234667435e-05, 0.03869977593421936, 0.8045085072517395, 3.5488453704601852e-06, 0.1567562073469162, 1.1909565935641609e-15 ], [ 5.357000918593258e-05, 0.040471151471138, 0.5901317596435547, 1.350179559267417e-06, 0.3693421483039856, 2.518226749901372e-14 ], [ 7.059855852276087e-05, 0.033095065504312515, 0.6086174249649048, 1.3566567531597684e-06, 0.3582155406475067, 7.468929175222933e-14 ], [ 2.0227669665473513e-05, 0.05137596279382706, 0.8260318636894226, 3.2464456580783008e-06, 0.12256869673728943, 4.569985213618102e-16 ], [ 0.00015500362496823072, 0.03868276998400688, 0.5626605749130249, 4.690521109296242e-06, 0.39849695563316345, 1.5708457755045369e-12 ], [ 0.00012834880908485502, 0.00880993902683258, 0.9135817289352417, 1.6260015627267421e-06, 0.0774783045053482, 5.5647777645649946e-14 ], [ 2.7885940653504804e-05, 0.012254121713340282, 0.949965238571167, 2.992767576870392e-06, 0.03774977847933769, 1.206147520668236e-16 ] ] }, { "file": "uhf35_586MHz_occupied.npy", "uhf_channel": 35, "centre_mhz": 586, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "ISDB-T": 19, "DVB-T": 1 }, "occupied": 14, "nearest_correct_count": 1, "mean_confidence": 0.77808, "mean_confidence_on_vacant_calls": 0.621393, "probabilities": [ [ 0.0005676460568793118, 0.11654230207204819, 0.8692089915275574, 4.2051178752444685e-06, 0.013676898553967476, 2.915368835232357e-09 ], [ 0.0008235372370108962, 0.5130326151847839, 0.44715771079063416, 5.897199116589036e-06, 0.03898026794195175, 3.4177418672953763e-09 ], [ 0.0011906144209206104, 0.05791962891817093, 0.875062108039856, 1.0677011232473888e-05, 0.06581693887710571, 3.4356808953361906e-08 ], [ 0.000818625558167696, 0.17104482650756836, 0.7918528318405151, 7.060648385959212e-06, 0.03627660870552063, 2.1607127198564058e-09 ], [ 0.000609676237218082, 0.05707196891307831, 0.9111384749412537, 6.340382242342457e-06, 0.03117351420223713, 1.0959376739450022e-09 ], [ 0.0013628838350996375, 0.1879974752664566, 0.730219304561615, 1.5467374396394007e-05, 0.08040487766265869, 4.460508051806755e-08 ], [ 0.0006356682279147208, 0.0475505031645298, 0.9321579933166504, 5.844780389452353e-06, 0.019649960100650787, 6.081362968757276e-09 ], [ 0.0014108279719948769, 0.17673301696777344, 0.761303186416626, 4.651629296859028e-06, 0.0605483315885067, 4.421036692292546e-08 ], [ 0.001125998329371214, 0.2757633626461029, 0.6390242576599121, 1.3485485396813601e-05, 0.08407290279865265, 1.3735228954203649e-08 ], [ 0.0008150235516950488, 0.06503623723983765, 0.9117986559867859, 3.663211828097701e-06, 0.02234628051519394, 1.2341198285525934e-08 ], [ 0.001290323561988771, 0.09333489090204239, 0.8762105107307434, 8.881894245860167e-06, 0.029155336320400238, 4.4319754977095727e-08 ], [ 0.0012665862450376153, 0.2812420427799225, 0.6693535447120667, 1.2290839549677912e-05, 0.048125531524419785, 1.509052616199824e-08 ], [ 0.0014314132276922464, 0.3342786431312561, 0.6383116245269775, 6.829322956036776e-06, 0.02597140148282051, 6.833160171026975e-08 ], [ 0.0024823767598718405, 0.06306280940771103, 0.8906366229057312, 1.1073410860262811e-05, 0.04380665719509125, 4.322064626194333e-07 ], [ 0.0008962158462963998, 0.08643229305744171, 0.842322051525116, 6.172408120619366e-06, 0.07034318149089813, 1.1699344604210182e-08 ], [ 0.0020471347961574793, 0.044316284358501434, 0.8557700514793396, 5.766377398686018e-06, 0.09786040335893631, 3.005949338330538e-07 ], [ 0.001482946565374732, 0.13812974095344543, 0.7829910516738892, 8.37552852317458e-06, 0.07738779485225677, 1.1443786718245974e-07 ], [ 0.005165887530893087, 0.2255316972732544, 0.6514923572540283, 9.78895513981115e-06, 0.11779796332120895, 2.2787182842876064e-06 ], [ 0.002518393797799945, 0.10191868990659714, 0.8025735020637512, 1.5535553757217713e-05, 0.09297362715005875, 2.085326116230135e-07 ], [ 0.003781126346439123, 0.22561194002628326, 0.6171419024467468, 1.2469823559513316e-05, 0.15345078706741333, 1.7587021829967853e-06 ] ] }, { "file": "uhf39_618MHz_occupied.npy", "uhf_channel": 39, "centre_mhz": 618, "label": "unlabelled", "excluded_from_scoring": true, "records": 20, "class_counts": { "Noise": 11, "ATSC": 9 }, "occupied": 7, "nearest_correct_count": 0, "mean_confidence": 0.849602, "mean_confidence_on_vacant_calls": 0.829096, "probabilities": [ [ 0.0017015849007293582, 0.009351535700261593, 0.05107862874865532, 3.7654457329949764e-09, 0.9378682971000671, 1.0333893740721578e-09 ], [ 0.06277365982532501, 0.02064475789666176, 0.08140739798545837, 2.9004539214838587e-07, 0.8351736068725586, 2.713033211421134e-07 ], [ 0.7167983651161194, 0.0013991011073812842, 0.007046302780508995, 3.0497758984893153e-07, 0.2747555077075958, 4.566613256429264e-07 ], [ 0.582435131072998, 0.002976472955197096, 0.052072674036026, 7.192064117589325e-07, 0.3625149428844452, 1.0671134020867612e-07 ], [ 0.782385528087616, 0.0009825556771829724, 0.006264263764023781, 4.942119176121196e-07, 0.21036690473556519, 3.095593967827881e-07 ], [ 0.25577712059020996, 0.007030977867543697, 0.01265028864145279, 4.1140813777928997e-07, 0.7245395183563232, 1.7360123365506297e-06 ], [ 0.10747531056404114, 0.0005262307822704315, 0.0013043838553130627, 1.4959127838665154e-05, 0.8885287642478943, 0.0021503297612071037 ], [ 0.9937165379524231, 2.952845170511864e-05, 5.589852298726328e-05, 6.876244924569619e-07, 0.006193309556692839, 4.020519554615021e-06 ], [ 0.8158519268035889, 0.00019659337704069912, 0.0013605637941509485, 3.923968961316859e-06, 0.18255554139614105, 3.15000579576008e-05 ], [ 0.007164403330534697, 0.000750712410081178, 0.00031406915513798594, 1.7756146917236038e-06, 0.9911677837371826, 0.00060125847812742 ], [ 0.593312680721283, 0.0015135727589949965, 0.0031476179137825966, 4.388614911476907e-07, 0.4020233154296875, 2.353589479753282e-06 ], [ 0.38513118028640747, 0.0009494401747360826, 0.0016175706405192614, 3.2131258649314987e-06, 0.6122734546661377, 2.507390672690235e-05 ], [ 0.08391648530960083, 0.002535328734666109, 0.008397160097956657, 1.4529559848597273e-06, 0.9051463007926941, 3.3734977478161454e-06 ], [ 0.11862220615148544, 0.0003188693372067064, 0.0002873365010600537, 8.560022979509085e-05, 0.8678802847862244, 0.01280570961534977 ], [ 0.93166184425354, 0.00019059516489505768, 0.0004856150480918586, 2.196925379394088e-06, 0.06765176355838776, 8.003575203474611e-06 ], [ 0.9815095663070679, 0.00010984965047100559, 0.0004025134549010545, 2.3184229291928204e-07, 0.017977707087993622, 9.016105195769342e-08 ], [ 0.14219962060451508, 0.0004731102962978184, 0.0011332816211506724, 8.332818651979323e-06, 0.8554022908210754, 0.0007833376876078546 ], [ 0.005690118297934532, 0.002868718933314085, 0.004473013337701559, 1.6152709747530025e-07, 0.9869639277458191, 4.021536824438954e-06 ], [ 0.9918761253356934, 6.209398998180404e-05, 0.000975157949142158, 5.854697633367323e-07, 0.007085844408720732, 2.521474584682437e-07 ], [ 0.0012103229528293014, 0.000764956115745008, 0.00030620588222518563, 5.164411049918272e-07, 0.9975524544715881, 0.00016554539615754038 ] ] } ], "scored_records": 80, "scored_records_occupied": 44, "scored_channels": 4, "scored_channels_all_vacant": 0, "scored_channels_all_occupied": 0, "epoch": 12, "synthetic_val_accuracy": 0.6372222222222222, "synthetic_val_loss": 1.2709871881869104, "synthetic_train_accuracy": 0.9701190476190477, "scoring_seconds": 0.35 }, { "channels": [ { "file": "uhf25_506MHz_occupied.npy", "uhf_channel": 25, "centre_mhz": 506, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "ISDB-T": 18, "DVB-T": 1, "ATSC": 1 }, "occupied": 12, "nearest_correct_count": 1, "mean_confidence": 0.739362, "mean_confidence_on_vacant_calls": 0.565115, "probabilities": [ [ 0.019585657864809036, 0.07578007876873016, 0.8876075744628906, 9.930493433785159e-06, 0.017016613855957985, 1.4596795949728403e-07 ], [ 0.0356021486222744, 0.08064660429954529, 0.831920862197876, 9.473385944147594e-06, 0.05182085186243057, 4.8782858641516214e-08 ], [ 0.3213399648666382, 0.0031010748352855444, 0.6720275282859802, 1.6616264474578202e-05, 0.003514641895890236, 1.6240186084814923e-07 ], [ 0.07387105375528336, 0.04581410437822342, 0.8467373251914978, 5.531248916668119e-06, 0.033571865409612656, 1.0620539114825078e-07 ], [ 0.19800999760627747, 0.026342662051320076, 0.7555482387542725, 1.5220164186757756e-06, 0.02009747177362442, 1.099122641790018e-07 ], [ 0.12830480933189392, 0.0060362317599356174, 0.8443223834037781, 1.470972529205028e-05, 0.02132118120789528, 7.20031152923184e-07 ], [ 0.18260759115219116, 0.28757521510124207, 0.5048152208328247, 1.57927097461652e-05, 0.024986090138554573, 9.958122859643481e-08 ], [ 0.11106289178133011, 0.02849133312702179, 0.8389123678207397, 4.354583779786481e-06, 0.021528996527194977, 2.994237391362731e-08 ], [ 0.10318353772163391, 0.03419214114546776, 0.6120615005493164, 4.421930498210713e-06, 0.2505579888820648, 3.444037588451465e-07 ], [ 0.07409640401601791, 0.4681224226951599, 0.427038311958313, 5.685761425411329e-05, 0.030498899519443512, 0.00018705993716139346 ], [ 0.08311475068330765, 0.02330617979168892, 0.8694179058074951, 2.8477275009208824e-06, 0.02415820211172104, 1.0931257321544763e-07 ], [ 0.9935546517372131, 0.000431329186540097, 0.005955633707344532, 2.1085092782868742e-07, 5.8058631111634895e-05, 3.3078865868674256e-08 ], [ 0.027242429554462433, 0.004348176531493664, 0.9552615284919739, 6.298211246758001e-06, 0.013141448609530926, 1.550860844190538e-07 ], [ 0.14175015687942505, 0.024218253791332245, 0.8282091021537781, 3.217800258425996e-05, 0.005790292751044035, 2.428171264057255e-08 ], [ 0.3992646336555481, 0.023199664428830147, 0.5658900141716003, 9.429368219571188e-06, 0.0116353714838624, 8.475374784211454e-07 ], [ 0.34491610527038574, 0.058695677667856216, 0.585482656955719, 8.57791837916011e-06, 0.010896886698901653, 1.7834118182236125e-07 ], [ 0.15629611909389496, 0.04063421115279198, 0.754581093788147, 1.3035814845352434e-06, 0.04848705977201462, 1.6620820986190665e-07 ], [ 0.2293124794960022, 0.04012308269739151, 0.6160983443260193, 3.4359595701971557e-06, 0.1144617572426796, 8.569443252781639e-07 ], [ 0.029381804168224335, 0.044841501861810684, 0.8602535128593445, 1.1707252269843593e-05, 0.06551150977611542, 3.026648087711692e-08 ], [ 0.4409985840320587, 0.056192900985479355, 0.49642395973205566, 2.3487532416766044e-06, 0.006381621118634939, 5.439814572127943e-07 ] ] }, { "file": "uhf32_562MHz_occupied.npy", "uhf_channel": 32, "centre_mhz": 562, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "ATSC": 15, "Noise": 5 }, "occupied": 6, "nearest_correct_count": 0, "mean_confidence": 0.677355, "mean_confidence_on_vacant_calls": 0.585723, "probabilities": [ [ 0.9109879732131958, 0.00012375996448099613, 0.027238186448812485, 9.11823553906288e-06, 0.06160956248641014, 3.138206011499278e-05 ], [ 0.4949970543384552, 0.0008693555137142539, 0.056824300438165665, 1.405043576596654e-06, 0.44730085134506226, 6.990345809754217e-06 ], [ 0.5635331273078918, 0.0026849517598748207, 0.14039018750190735, 4.124604402022669e-06, 0.29337331652641296, 1.4314074178400915e-05 ], [ 0.2290247678756714, 0.002020299667492509, 0.058257002383470535, 1.8941760515645e-07, 0.7106973528862, 3.408632665014011e-07 ], [ 0.911435604095459, 0.0004843029018957168, 0.027138393372297287, 4.889214437753253e-07, 0.060939960181713104, 1.2622895155800506e-06 ], [ 0.5209261775016785, 0.0007603013655170798, 0.0573820024728775, 1.0086239399242913e-06, 0.4209267497062683, 3.7270845041348366e-06 ], [ 0.5773770213127136, 0.000815858889836818, 0.1623392105102539, 3.840000317723025e-06, 0.2594614326953888, 2.6365069061284885e-06 ], [ 0.31238698959350586, 0.0008885531569831073, 0.04943836107850075, 4.365758172752976e-07, 0.6372844576835632, 1.1174857945661643e-06 ], [ 0.8835915923118591, 0.00039392075268551707, 0.029012814164161682, 2.84361902913588e-07, 0.08700118213891983, 3.00402717812176e-07 ], [ 0.23845712840557098, 0.001518365810625255, 0.06299293041229248, 4.307058532049268e-07, 0.6970303058624268, 8.185513706848724e-07 ], [ 0.09833654016256332, 0.003009184030815959, 0.11626419425010681, 1.5145222960200044e-06, 0.7823883891105652, 1.3741708926318097e-07 ], [ 0.7945165038108826, 0.00045228516682982445, 0.018564296886324883, 4.2620050066943804e-07, 0.18646259605884552, 3.885360456479248e-06 ], [ 0.5199925303459167, 0.0008057793020270765, 0.15146790444850922, 4.791406809090404e-06, 0.32772690057754517, 2.062909743472119e-06 ], [ 0.5115647912025452, 0.0007597884978167713, 0.17742250859737396, 2.721493274293607e-06, 0.31024935841560364, 8.074480888353719e-07 ], [ 0.6267979145050049, 0.0010724469320848584, 0.07613878697156906, 2.2975056879204203e-07, 0.295990526676178, 1.4629665656684665e-07 ], [ 0.46380436420440674, 0.001643203548155725, 0.11635474860668182, 2.7020603283745004e-06, 0.4181923568248749, 2.6431271180626936e-06 ], [ 0.8840725421905518, 0.00011757390893762931, 0.03529033064842224, 1.0184318171013729e-06, 0.08051548898220062, 3.0711864837940084e-06 ], [ 0.31470367312431335, 0.0013523859670385718, 0.2590450644493103, 1.5932249652905739e-06, 0.42489713430404663, 1.1454317672132674e-07 ], [ 0.9623669385910034, 0.000165722900419496, 0.02242870442569256, 6.121371143308352e-07, 0.0150374136865139, 5.755949814556516e-07 ], [ 0.6688368320465088, 0.0006318556843325496, 0.08788717538118362, 1.6978671055767336e-06, 0.24264147877693176, 9.745308489073068e-07 ] ] }, { "file": "uhf33_570MHz_occupied.npy", "uhf_channel": 33, "centre_mhz": 570, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "ISDB-T": 17, "Noise": 3 }, "occupied": 10, "nearest_correct_count": 0, "mean_confidence": 0.722842, "mean_confidence_on_vacant_calls": 0.602227, "probabilities": [ [ 0.004181320779025555, 0.001907151541672647, 0.6954001188278198, 2.2199913018994266e-06, 0.2985091507434845, 2.836818835394439e-10 ], [ 0.015027311630547047, 0.0012378315441310406, 0.9219937324523926, 1.809218156267889e-05, 0.0617230050265789, 3.003685122848765e-08 ], [ 0.0026907233987003565, 0.003460605861619115, 0.8393309116363525, 2.212913841503905e-06, 0.15451550483703613, 1.9908556747605388e-10 ], [ 0.005343670025467873, 0.002881252206861973, 0.36737874150276184, 7.627466402482241e-05, 0.6243188381195068, 1.232124645866861e-06 ], [ 0.001622674404643476, 0.0030606116633862257, 0.636001706123352, 2.0733498331537703e-06, 0.3593129515647888, 1.2925019388099201e-10 ], [ 0.00271576433442533, 0.0030992755200713873, 0.7887389659881592, 5.411638085206505e-06, 0.20544061064720154, 9.984264803808429e-11 ], [ 0.005089485086500645, 0.00038530968595296144, 0.9248236417770386, 4.8304882511729375e-06, 0.06969669461250305, 1.2881422595256709e-09 ], [ 0.0018565913196653128, 0.0011053158668801188, 0.7519618272781372, 5.429421321423433e-07, 0.24507567286491394, 9.982367710215101e-11 ], [ 0.0017745101358741522, 0.004566553048789501, 0.38859328627586365, 2.0846905499638524e-06, 0.6050634980201721, 9.67289651154779e-11 ], [ 0.0027089836075901985, 0.0012484192848205566, 0.8009302616119385, 2.9081184038659558e-06, 0.19510942697525024, 2.9285879277196614e-10 ], [ 0.0024450235068798065, 0.0020872666500508785, 0.7813136577606201, 6.638910235778894e-06, 0.2141474485397339, 6.591361345620328e-10 ], [ 0.03495369851589203, 0.0017709940439090133, 0.5595173835754395, 1.0055126949737314e-05, 0.40374743938446045, 4.521426717474242e-07 ], [ 0.006907847244292498, 0.0010865594958886504, 0.6165428757667542, 4.941186489304528e-06, 0.3754577338695526, 7.059427709066313e-09 ], [ 0.006088911555707455, 0.0008131752256304026, 0.9387865662574768, 3.182649834343465e-06, 0.05430816113948822, 4.9627676967922696e-11 ], [ 0.001469514681957662, 0.0034778788685798645, 0.6367164254188538, 1.0540302355366293e-06, 0.3583351671695709, 1.306757063668229e-10 ], [ 0.016786515712738037, 0.0017236971762031317, 0.7691769599914551, 9.619163392926566e-06, 0.21230313181877136, 8.315356403443275e-09 ], [ 0.001787235145457089, 0.004213400650769472, 0.46495744585990906, 2.430409722364857e-07, 0.529041588306427, 2.311477398375672e-11 ], [ 0.009907428175210953, 0.020542321726679802, 0.6239590644836426, 4.74393782496918e-05, 0.345543771982193, 2.1984769560390305e-08 ], [ 0.4845021069049835, 0.00038820388726890087, 0.49570631980895996, 5.15801320943865e-06, 0.019398309290409088, 1.975604124737629e-09 ], [ 0.005670917220413685, 0.0008180498261936009, 0.9175207018852234, 1.572835685692553e-06, 0.07598876953125, 1.075893107244097e-11 ] ] }, { "file": "uhf35_586MHz_occupied.npy", "uhf_channel": 35, "centre_mhz": 586, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "ATSC": 6, "ISDB-T": 14 }, "occupied": 5, "nearest_correct_count": 0, "mean_confidence": 0.587809, "mean_confidence_on_vacant_calls": 0.525352, "probabilities": [ [ 0.6365218162536621, 0.08604265004396439, 0.2757357954978943, 3.4850516385631636e-05, 0.0016626156866550446, 2.234029579994967e-06 ], [ 0.10114727914333344, 0.34607774019241333, 0.5377135276794434, 0.0001144670823123306, 0.014946503564715385, 4.770104737872316e-07 ], [ 0.2724723815917969, 0.05238834023475647, 0.6366537809371948, 2.5586832634871826e-05, 0.03845251724123955, 7.4150198088318575e-06 ], [ 0.3187403082847595, 0.30117183923721313, 0.37600216269493103, 1.805463216442149e-05, 0.004066684748977423, 1.017349518406263e-06 ], [ 0.4553247392177582, 0.1471966654062271, 0.3873071074485779, 2.1047946574981324e-05, 0.010149545967578888, 9.174105457532278e-07 ], [ 0.37788867950439453, 0.06937050819396973, 0.4917733073234558, 2.334427335881628e-05, 0.06092457100749016, 1.962050373549573e-05 ], [ 0.6967155337333679, 0.02574934810400009, 0.27627670764923096, 3.663185270852409e-05, 0.0012198233744129539, 1.957675976882456e-06 ], [ 0.0985763892531395, 0.022381871938705444, 0.8383820652961731, 4.3521198676899076e-05, 0.040598295629024506, 1.783684092515614e-05 ], [ 0.2790122926235199, 0.13159134984016418, 0.5629433989524841, 0.0002683444181457162, 0.026152484118938446, 3.219251811970025e-05 ], [ 0.4343324303627014, 0.11543111503124237, 0.4414723217487335, 3.2816853490658104e-05, 0.008717485703527927, 1.3872714589524549e-05 ], [ 0.17969994246959686, 0.117485910654068, 0.6935402154922485, 3.5902099625673145e-05, 0.009217108599841595, 2.093042894557584e-05 ], [ 0.3037293553352356, 0.19791348278522491, 0.48584452271461487, 0.00014013760664965957, 0.012348225340247154, 2.4346878490177915e-05 ], [ 0.7043936848640442, 0.07703889161348343, 0.21378782391548157, 3.710325472638942e-05, 0.00471106031909585, 3.146789822494611e-05 ], [ 0.9009979367256165, 0.003335784887894988, 0.09293413907289505, 0.00014337107131723315, 0.0024994744453579187, 8.923890709411353e-05 ], [ 0.36134305596351624, 0.07369671016931534, 0.5525476932525635, 3.573696085368283e-05, 0.012353179976344109, 2.368917739659082e-05 ], [ 0.206276535987854, 0.05254904553294182, 0.710026741027832, 2.6265524866175838e-05, 0.031064996495842934, 5.643221811624244e-05 ], [ 0.530055046081543, 0.1572117656469345, 0.30888426303863525, 9.636172762839124e-05, 0.0036929063498973846, 5.9618931118166074e-05 ], [ 0.3300095200538635, 0.26559969782829285, 0.3438430726528168, 0.00017695724091026932, 0.05982763320207596, 0.0005431094905361533 ], [ 0.14263387024402618, 0.1003609374165535, 0.7221105098724365, 0.0001246419851668179, 0.03473449870944023, 3.550623659975827e-05 ], [ 0.1355401575565338, 0.33024048805236816, 0.43932151794433594, 0.00023885096015874296, 0.09430541098117828, 0.0003535732685122639 ] ] }, { "file": "uhf39_618MHz_occupied.npy", "uhf_channel": 39, "centre_mhz": 618, "label": "unlabelled", "excluded_from_scoring": true, "records": 20, "class_counts": { "Noise": 2, "ATSC": 14, "Unknown": 4 }, "occupied": 12, "nearest_correct_count": 0, "mean_confidence": 0.833963, "mean_confidence_on_vacant_calls": 0.738426, "probabilities": [ [ 0.47653108835220337, 0.0007069582352414727, 0.0022658093366771936, 1.5233307948392394e-08, 0.5204955339431763, 6.069252549423254e-07 ], [ 0.7124472856521606, 0.0003257173812016845, 0.005601408425718546, 1.5417040799547976e-07, 0.28162235021591187, 3.0436019642365864e-06 ], [ 0.7609855532646179, 0.00017959787510335445, 0.0006940782768651843, 2.4637512979097664e-05, 0.2305113673210144, 0.007604714948683977 ], [ 0.9123536944389343, 2.487072197254747e-05, 0.000647617329377681, 4.726800000298681e-07, 0.08695411682128906, 1.9283743313280866e-05 ], [ 0.6082067489624023, 4.4883567170472816e-05, 0.0009487170609645545, 9.153527571470477e-06, 0.3897726237773895, 0.0010178607190027833 ], [ 0.6459640264511108, 0.13808715343475342, 0.0002463156415615231, 2.7252659492660314e-05, 0.20721928775310516, 0.00845586508512497 ], [ 0.09537941217422485, 4.89458535923859e-08, 8.555874228477478e-05, 0.0009058414143510163, 0.0010684174485504627, 0.902560830116272 ], [ 0.8971389532089233, 3.9118244785640854e-06, 2.939416117442306e-05, 0.00012213950685691088, 0.00797183346003294, 0.09473371505737305 ], [ 0.7100448608398438, 3.216333084310463e-07, 0.000249527336563915, 0.00025287363678216934, 0.009798459708690643, 0.2796539068222046 ], [ 0.00499229459092021, 1.464755587221589e-05, 0.0001740054867696017, 0.00017339522310066968, 0.5096114277839661, 0.4850342273712158 ], [ 0.9984753727912903, 5.986265023238957e-06, 1.0883220056712162e-05, 5.65527489015949e-06, 0.0007176479557529092, 0.0007845524232834578 ], [ 0.94755619764328, 1.2688179822362144e-06, 0.00012279536167625338, 0.00013017184392083436, 0.005606099031865597, 0.04658349230885506 ], [ 0.9896448850631714, 2.404402266620309e-06, 0.000614965392742306, 3.7647456338163465e-05, 0.00764978164806962, 0.0020503774285316467 ], [ 0.09903954714536667, 1.3402853937805048e-07, 0.0003268664877396077, 0.001374924904666841, 0.00011752816499210894, 0.8991411328315735 ], [ 0.986012876033783, 7.314291110560589e-07, 2.4579261662438512e-05, 6.968605157453567e-05, 0.00011563861335162073, 0.013776441104710102 ], [ 0.9999804496765137, 2.2268953348003606e-09, 5.217025034198741e-08, 1.9643401572011499e-07, 3.686056288643158e-06, 1.570200220157858e-05 ], [ 0.1363450288772583, 7.706609039814794e-08, 0.0007692356593906879, 0.0007528287242166698, 0.005454799626022577, 0.8566780090332031 ], [ 0.9893420934677124, 2.2034838309537008e-07, 0.000382972793886438, 6.813694926677272e-05, 0.0005154229002073407, 0.00969123188406229 ], [ 0.867861270904541, 1.3760831279796548e-05, 0.00019966565014328808, 2.5355895559187047e-05, 0.1281457245349884, 0.003754201577976346 ], [ 0.03425147756934166, 2.433592101169779e-07, 1.435144258721266e-05, 0.0003924379707314074, 0.0005911649786867201, 0.9647504091262817 ] ] } ], "scored_records": 80, "scored_records_occupied": 33, "scored_channels": 4, "scored_channels_all_vacant": 0, "scored_channels_all_occupied": 0, "epoch": 13, "synthetic_val_accuracy": 0.9, "synthetic_val_loss": 0.3097271332845816, "synthetic_train_accuracy": 0.9720238095238095, "scoring_seconds": 0.57 }, { "channels": [ { "file": "uhf25_506MHz_occupied.npy", "uhf_channel": 25, "centre_mhz": 506, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "DVB-T": 20 }, "occupied": 20, "nearest_correct_count": 20, "mean_confidence": 0.995868, "mean_confidence_on_vacant_calls": null, "probabilities": [ [ 8.064081157499459e-06, 0.9994799494743347, 0.000492117484100163, 4.4240920260563144e-07, 1.9434279238339514e-05, 2.2525875609247237e-10 ], [ 5.596895334747387e-06, 0.9992349147796631, 0.00072450254810974, 7.794012617523549e-07, 3.415219180169515e-05, 8.863955403004553e-11 ], [ 0.00023930436873342842, 0.9900599718093872, 0.009331867098808289, 3.439721467657364e-06, 0.0003653674211818725, 1.00215780118873e-09 ], [ 5.726404197048396e-05, 0.997319757938385, 0.002401601755991578, 5.059701493337343e-07, 0.00022087458637543023, 7.299018611739427e-10 ], [ 3.621834548539482e-05, 0.9987045526504517, 0.0011665893252938986, 7.97878740854685e-08, 9.255605255020782e-05, 6.33305463626499e-10 ], [ 1.3120916264597327e-05, 0.9989587068557739, 0.0009770130272954702, 8.743569992475386e-07, 5.026423968956806e-05, 1.4935163106244431e-09 ], [ 9.236114237864967e-06, 0.9994611144065857, 0.000516451196745038, 7.667555337320664e-07, 1.2476467418309767e-05, 2.6768405200772172e-11 ], [ 9.540322025713976e-06, 0.9993506073951721, 0.0006216003675945103, 5.195178118810873e-07, 1.7784683222998865e-05, 1.6855379592062292e-10 ], [ 7.721202564425766e-05, 0.9927846193313599, 0.004712602123618126, 3.696795829455368e-07, 0.002425184939056635, 9.047903537506841e-10 ], [ 1.20953836812987e-05, 0.9998917579650879, 7.597639341838658e-05, 7.012241098891536e-07, 1.9337217963766307e-05, 1.1702369562271997e-07 ], [ 0.00042368689901195467, 0.9562712907791138, 0.022377455607056618, 3.950393363538751e-07, 0.020927250385284424, 7.182879624423322e-09 ], [ 0.00014960298722144216, 0.9972591400146484, 0.0025041804183274508, 5.546106081055768e-07, 8.648634684504941e-05, 6.523613649278559e-09 ], [ 4.49680992460344e-05, 0.9959232807159424, 0.003796487580984831, 1.4199741826814716e-06, 0.00023380514176096767, 1.8611925334255375e-09 ], [ 8.664028428029269e-06, 0.999040424823761, 0.0009210031712427735, 1.989883685382665e-06, 2.7834254069603048e-05, 4.81898167203898e-11 ], [ 2.597750790300779e-05, 0.9993274211883545, 0.0005947379395365715, 7.335405598496436e-07, 5.112307189847343e-05, 5.948345815909306e-09 ], [ 3.404076323931804e-06, 0.9996997117996216, 0.00029205012833699584, 1.2739770909320214e-06, 3.5772870887740282e-06, 1.176239800004808e-10 ], [ 3.611764986999333e-05, 0.9987651109695435, 0.0009346979204565287, 5.0415714270002354e-08, 0.000264067406533286, 2.0147870039011195e-09 ], [ 5.581102232099511e-05, 0.9984084963798523, 0.0013601246755570173, 1.730553123024947e-07, 0.00017543413559906185, 2.891579420349899e-09 ], [ 1.5633802831871435e-05, 0.997627317905426, 0.002036099787801504, 3.1214014484248764e-07, 0.0003206665569450706, 1.1043113645747837e-10 ], [ 7.397809895337559e-06, 0.9997909665107727, 0.00018493786046747118, 5.387567725279041e-08, 1.6691425116732717e-05, 1.1636744901011298e-09 ] ] }, { "file": "uhf32_562MHz_occupied.npy", "uhf_channel": 32, "centre_mhz": 562, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "Noise": 20 }, "occupied": 0, "nearest_correct_count": 0, "mean_confidence": 0.943269, "mean_confidence_on_vacant_calls": 0.943269, "probabilities": [ [ 0.0015260061481967568, 0.0011764025548473, 0.013580374419689178, 1.141190205089515e-05, 0.9837042689323425, 1.452956894354429e-06 ], [ 0.0005836489726789296, 0.000901269493624568, 0.008586922660470009, 3.003822826030955e-07, 0.989927351474762, 4.4221178541192785e-07 ], [ 0.0012513139517977834, 0.0020269500091671944, 0.032468970865011215, 6.650182967860019e-06, 0.9642452597618103, 8.005384870557464e-07 ], [ 0.0002934095391537994, 0.0011197401909157634, 0.0040872604586184025, 3.0400840955735475e-08, 0.9944995641708374, 1.3879841276320803e-08 ], [ 0.000982369645498693, 0.001693370402790606, 0.06323236972093582, 5.529279292204592e-07, 0.934091329574585, 1.110946570292981e-07 ], [ 0.0008442443795502186, 0.001473029493354261, 0.01945461332798004, 2.2286084799816308e-07, 0.9782276153564453, 2.9134025680832565e-07 ], [ 0.0023647223133593798, 0.0029129022732377052, 0.09586411714553833, 6.955403023312101e-06, 0.8988510966300964, 2.844696211923292e-07 ], [ 0.00034764144220389426, 0.00083773402730003, 0.00983267929404974, 2.025612673151045e-07, 0.9889816641807556, 7.599554407988762e-08 ], [ 0.0014277875889092684, 0.0025351319927722216, 0.03203536942601204, 1.8634373191162013e-06, 0.9639998078346252, 9.573852111088854e-08 ], [ 0.00026179992710240185, 0.005997666157782078, 0.00769204692915082, 1.5296619437776826e-07, 0.9860483407974243, 2.3719392672205686e-08 ], [ 0.0001969544537132606, 0.005138805136084557, 0.044601909816265106, 4.839426424041449e-07, 0.9500618577003479, 1.697411877721322e-09 ], [ 0.00014754969743080437, 0.0007239533588290215, 0.005693872459232807, 1.1062923732652052e-07, 0.9934344291687012, 1.1023534796095191e-07 ], [ 0.000635935110040009, 0.0015434923116117716, 0.0785491019487381, 5.170308213564567e-06, 0.9192663431167603, 4.858054936107692e-08 ], [ 0.0007997062057256699, 0.0021079019643366337, 0.1090761199593544, 8.565810276195407e-06, 0.8880077004432678, 5.540374559132033e-08 ], [ 0.0003478194121271372, 0.00339312432333827, 0.02291802316904068, 9.471067841104741e-08, 0.9733408689498901, 5.5818714095323685e-09 ], [ 0.00024738963111303747, 0.002586204092949629, 0.03540917858481407, 3.1540184863843024e-07, 0.9617568850517273, 1.2449926423130364e-08 ], [ 0.0010486692190170288, 0.0010757349664345384, 0.07038824260234833, 1.008161007121089e-06, 0.9274861812591553, 1.646889273843044e-07 ], [ 0.0003422040899749845, 0.0027171510737389326, 0.123454749584198, 1.6367944226658437e-06, 0.8734843134880066, 7.421138148444584e-10 ], [ 0.008712277747690678, 0.004886047448962927, 0.22250287234783173, 8.62764227349544e-06, 0.7638899683952332, 2.0936948885719175e-07 ], [ 0.0005911404150538146, 0.0018750954186543822, 0.06545694172382355, 1.1229176379856654e-06, 0.9320757389068604, 1.5503132999583613e-08 ] ] }, { "file": "uhf33_570MHz_occupied.npy", "uhf_channel": 33, "centre_mhz": 570, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "ISDB-T": 12, "DVB-T": 5, "Noise": 3 }, "occupied": 7, "nearest_correct_count": 5, "mean_confidence": 0.649902, "mean_confidence_on_vacant_calls": 0.548404, "probabilities": [ [ 0.00015041290316730738, 0.07262416929006577, 0.5188300609588623, 1.2091648386558518e-05, 0.408383309841156, 2.117771669835067e-12 ], [ 0.0006585702067241073, 0.34725862741470337, 0.5709589123725891, 5.9433885326143354e-05, 0.08106449246406555, 3.50470180654483e-10 ], [ 7.858260505599901e-05, 0.8390114903450012, 0.15160280466079712, 1.3403700904746074e-05, 0.009293672628700733, 2.6790041539326293e-12 ], [ 0.0005271438276395202, 0.2296578735113144, 0.3493100702762604, 0.0004922246444039047, 0.4200127124786377, 3.471511078600997e-08 ], [ 0.00010184835264226422, 0.4652892053127289, 0.4589070677757263, 3.593090150388889e-05, 0.0756659135222435, 1.8852384930934107e-12 ], [ 7.662491407245398e-05, 0.7213776111602783, 0.2245655059814453, 2.5579773136996664e-05, 0.053954705595970154, 1.0910301525071664e-12 ], [ 0.00024369121820200235, 0.012058252468705177, 0.797322690486908, 1.8261907825944945e-05, 0.19035710394382477, 2.5597095623663968e-11 ], [ 0.0003005323524121195, 0.03866388276219368, 0.5643041133880615, 3.9784686123311985e-06, 0.3967275321483612, 5.2123748026100536e-12 ], [ 0.00015046997577883303, 0.2804566025733948, 0.4238922595977783, 6.248151476029307e-05, 0.2954382300376892, 8.132516470145401e-13 ], [ 0.0001869148836703971, 0.25448867678642273, 0.6179072260856628, 4.043771332362667e-05, 0.12737680971622467, 8.321673211630909e-12 ], [ 0.0003136731975246221, 0.1272001713514328, 0.6637502908706665, 5.506834713742137e-05, 0.20868083834648132, 3.154248390258019e-11 ], [ 0.0006383581785485148, 0.00878545269370079, 0.2932549715042114, 6.375854354701005e-06, 0.6973147988319397, 5.732410102154972e-09 ], [ 0.00031240435782819986, 0.041829533874988556, 0.6210442185401917, 9.754060556588229e-06, 0.3368041515350342, 7.023746861900548e-11 ], [ 0.0001171261101262644, 0.04285455867648125, 0.8985400199890137, 2.585924812592566e-05, 0.05846237763762474, 3.6373248163412697e-13 ], [ 0.0002397884672973305, 0.5682471394538879, 0.24397365748882294, 2.185718585678842e-05, 0.18751755356788635, 5.904667813722009e-12 ], [ 0.000614855089224875, 0.3715234398841858, 0.4645109176635742, 0.000144146746606566, 0.16320662200450897, 2.563021461732262e-10 ], [ 0.00013126803969498724, 0.12470639497041702, 0.34197115898132324, 1.6436443956990843e-06, 0.533189594745636, 6.52153081971002e-13 ], [ 7.268867921084166e-05, 0.952523410320282, 0.04342344403266907, 0.00020315885194577277, 0.003777255304157734, 1.2073066157913814e-10 ], [ 0.0009871181100606918, 0.17777076363563538, 0.7858278155326843, 0.0001042389776557684, 0.035310134291648865, 5.94974833290074e-11 ], [ 0.00023563308059237897, 0.034956883639097214, 0.874177873134613, 4.0331251511815935e-05, 0.09058934450149536, 1.2160271704517167e-12 ] ] }, { "file": "uhf35_586MHz_occupied.npy", "uhf_channel": 35, "centre_mhz": 586, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "DVB-T": 20 }, "occupied": 20, "nearest_correct_count": 20, "mean_confidence": 0.999562, "mean_confidence_on_vacant_calls": null, "probabilities": [ [ 3.997115982201649e-06, 0.9999637603759766, 2.92632666969439e-05, 7.362672818089777e-07, 2.234298335679341e-06, 7.533158541406237e-10 ], [ 1.607263811820303e-06, 0.9997934699058533, 0.0001893595908768475, 1.133866476266121e-06, 1.4382236258825287e-05, 2.818161329298796e-11 ], [ 3.652108716778457e-05, 0.9990278482437134, 0.0006875131512060761, 9.48968533975858e-07, 0.00024716576444916427, 1.6200484509454327e-08 ], [ 4.831450496567413e-06, 0.9997360110282898, 0.00024553906405344605, 2.5648421342339134e-07, 1.3402378499449696e-05, 2.04320810270886e-10 ], [ 4.640853148885071e-06, 0.9998422861099243, 0.00013388735533226281, 1.2046562858358811e-07, 1.8999155145138502e-05, 5.870538499763711e-10 ], [ 8.337381586898118e-05, 0.9979187846183777, 0.0006414155941456556, 5.147755928192055e-07, 0.001355807762593031, 7.498742604639119e-08 ], [ 5.8058471950062085e-06, 0.9999078512191772, 8.100557897705585e-05, 2.6670676334106247e-07, 5.149468051968142e-06, 1.1977848712874106e-09 ], [ 3.1482166377827525e-05, 0.9991187453269958, 0.0006226785480976105, 1.8271124417879037e-06, 0.00022528287081513554, 2.8931632201079083e-08 ], [ 4.890916898148134e-06, 0.9998021721839905, 0.00016733762458898127, 1.5790640190971317e-06, 2.4052569642663002e-05, 4.0332750472771295e-09 ], [ 3.098363595199771e-05, 0.9995710253715515, 0.0003630251158028841, 1.0106515446750564e-06, 3.394983650650829e-05, 8.677466745155016e-09 ], [ 2.241411948489258e-06, 0.9999686479568481, 2.7579502784647048e-05, 1.3686373279142572e-07, 1.3869782833353383e-06, 2.689448885817569e-09 ], [ 4.0069508031592704e-06, 0.9999091625213623, 8.007988071767613e-05, 2.794058957533707e-07, 6.509595095849363e-06, 8.658537775652064e-10 ], [ 5.007003892387729e-06, 0.9999399185180664, 4.570110104396008e-05, 6.163156029970196e-08, 9.226519068761263e-06, 4.166810452232994e-09 ], [ 6.812401989009231e-05, 0.9993921518325806, 0.0003651046135928482, 3.626183115557069e-06, 0.00017091330664698035, 9.746619156203451e-08 ], [ 2.385899097134825e-05, 0.9993985891342163, 0.00046831287909299135, 7.473906293853361e-07, 0.00010854484571609646, 1.9498420655850168e-08 ], [ 5.5863874877104536e-05, 0.9992509484291077, 0.0005566106992773712, 8.600495675636921e-07, 0.00013543169188778847, 2.537582872719213e-07 ], [ 2.0943118215654977e-05, 0.9997027516365051, 0.00021691327856387943, 8.68814311161259e-07, 5.846928615937941e-05, 7.05674096934672e-08 ], [ 2.835466875694692e-05, 0.9997115731239319, 0.00016681740817148238, 5.393177389123593e-07, 9.254729957319796e-05, 1.4729033637195244e-07 ], [ 2.2356622139341198e-05, 0.9994920492172241, 0.0003464770270511508, 1.201541408590856e-06, 0.00013787003990728408, 1.5876342018827927e-08 ], [ 1.838436583057046e-05, 0.999783456325531, 0.00011800937500083819, 2.037456170000951e-06, 7.794307020958513e-05, 2.1093444502184866e-07 ] ] }, { "file": "uhf39_618MHz_occupied.npy", "uhf_channel": 39, "centre_mhz": 618, "label": "unlabelled", "excluded_from_scoring": true, "records": 20, "class_counts": { "Noise": 6, "DVB-T": 1, "Unknown": 4, "ATSC": 9 }, "occupied": 9, "nearest_correct_count": 1, "mean_confidence": 0.853275, "mean_confidence_on_vacant_calls": 0.790372, "probabilities": [ [ 0.03539823740720749, 0.0005775954341515899, 0.0007827209774404764, 4.858108582084242e-09, 0.9632413387298584, 2.140882848777892e-08 ], [ 0.432169646024704, 0.0006112745613791049, 0.012041506357491016, 2.764810005828622e-06, 0.5551729202270508, 1.8873327007895568e-06 ], [ 0.30514049530029297, 0.0002356577169848606, 0.0003841667203232646, 1.869827974587679e-05, 0.6939050555229187, 0.0003159487387165427 ], [ 0.22647535800933838, 0.0002164354082196951, 0.0012866492616012692, 3.8493604392897396e-07, 0.7720202207565308, 1.0328287771699252e-06 ], [ 0.3364044427871704, 0.000213563849683851, 0.0005853145266883075, 4.8341822548536584e-05, 0.6626571416854858, 9.114464046433568e-05 ], [ 0.23209883272647858, 0.7607007026672363, 4.047277252539061e-05, 5.677013177773915e-05, 0.006215376313775778, 0.0008878783555701375 ], [ 0.08446614444255829, 8.041717336482179e-08, 8.612530564278131e-07, 0.0026552267372608185, 0.0020489434245973825, 0.9108287692070007 ], [ 0.9877281188964844, 2.921923169196816e-06, 2.092296881528455e-06, 3.797984390985221e-05, 0.01034555770456791, 0.0018833474023267627 ], [ 0.8900385499000549, 3.1870943217882086e-08, 5.3250446399033535e-06, 0.0008438270888291299, 0.006018888670951128, 0.10309335589408875 ], [ 0.014304304495453835, 4.0662114770384505e-05, 0.00018104455375578254, 0.00026900466764345765, 0.8188905715942383, 0.16631436347961426 ], [ 0.9976928234100342, 1.8611048290040344e-05, 4.699965938925743e-05, 4.421318953973241e-05, 0.0020958827808499336, 0.00010156157804885879 ], [ 0.9840313196182251, 2.723581005170672e-08, 2.5610456759750377e-06, 0.0003648445999715477, 0.0006995776784606278, 0.014901645481586456 ], [ 0.8933646082878113, 0.00034655758645385504, 0.0018724054098129272, 0.0007993032922968268, 0.10235947370529175, 0.0012575328582897782 ], [ 0.029710883274674416, 5.828596494339422e-10, 1.9152560071233893e-07, 0.004629047587513924, 2.621461135277059e-06, 0.9656572937965393 ], [ 0.9952633380889893, 2.597980710561387e-07, 1.4641075267718406e-06, 0.00014560940326191485, 3.57139615516644e-05, 0.004553619772195816 ], [ 0.9948611855506897, 5.0372623263683636e-06, 5.68568020753446e-06, 8.891715879144613e-06, 0.005081703886389732, 3.746738002519123e-05 ], [ 0.22590172290802002, 7.216226549644489e-08, 1.9103406884823926e-05, 0.004019311163574457, 0.003110358724370599, 0.7669494152069092 ], [ 0.8677330613136292, 0.00010267474135616794, 0.004150845110416412, 0.0017725977813825011, 0.12015330046415329, 0.006087589543312788 ], [ 0.6155319809913635, 3.631870640674606e-05, 2.1679941710317507e-05, 1.4189241483109072e-05, 0.38420483469963074, 0.00019100603822153062 ], [ 0.029340755194425583, 8.204515467014062e-08, 2.3789597491941095e-07, 0.0010758715216070414, 0.0003477740101516247, 0.9692351222038269 ] ] } ], "scored_records": 80, "scored_records_occupied": 47, "scored_channels": 4, "scored_channels_all_vacant": 1, "scored_channels_all_occupied": 2, "epoch": 14, "synthetic_val_accuracy": 0.9177777777777778, "synthetic_val_loss": 0.2738655459924808, "synthetic_train_accuracy": 0.9910714285714286, "scoring_seconds": 0.35 }, { "channels": [ { "file": "uhf25_506MHz_occupied.npy", "uhf_channel": 25, "centre_mhz": 506, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "DVB-T": 19, "ISDB-T": 1 }, "occupied": 18, "nearest_correct_count": 19, "mean_confidence": 0.928979, "mean_confidence_on_vacant_calls": 0.55653, "probabilities": [ [ 0.00017649824440013617, 0.9965127110481262, 0.003170744050294161, 7.056711638142588e-06, 0.00013300938007887453, 1.6538622915618362e-08 ], [ 0.00024408500757999718, 0.9957348704338074, 0.003374663880094886, 1.769070149748586e-05, 0.000628672307357192, 2.1012983353330128e-08 ], [ 0.002579828491434455, 0.8948116898536682, 0.10063041746616364, 0.00020447738643269986, 0.001773524796590209, 1.396733608771683e-07 ], [ 0.0005170612130314112, 0.9689921736717224, 0.029935043305158615, 2.64622885879362e-05, 0.0005292951827868819, 5.5172261426150726e-08 ], [ 0.0008585607283748686, 0.9654015898704529, 0.033270567655563354, 1.9270519260317087e-05, 0.0004500847135204822, 3.092196365628297e-08 ], [ 0.0004812743281945586, 0.9465469121932983, 0.050756536424160004, 3.260510857217014e-05, 0.0021824997384101152, 1.8858764860851807e-07 ], [ 0.00012813325156457722, 0.9983179569244385, 0.0014892600011080503, 7.820920473022852e-06, 5.679635432898067e-05, 2.8263229534530865e-09 ], [ 0.00048239159514196217, 0.9902607798576355, 0.008810342289507389, 0.00037252591573633254, 7.387174991890788e-05, 3.2767520252718896e-08 ], [ 0.0008687623776495457, 0.9493089318275452, 0.04191499948501587, 3.302244294900447e-05, 0.00787409022450447, 2.057557821899536e-07 ], [ 0.0003505979257170111, 0.9820725321769714, 0.005890010390430689, 1.2494128895923495e-05, 0.011665268801152706, 9.166347808786668e-06 ], [ 0.008709171786904335, 0.5771480798721313, 0.2272913008928299, 4.325826739659533e-05, 0.18680790066719055, 2.869968511731713e-07 ], [ 0.010352151468396187, 0.9672594666481018, 0.021021844819188118, 2.5817096684477292e-05, 0.001335042528808117, 5.681331913365284e-06 ], [ 0.0017988801700994372, 0.45886775851249695, 0.5359121561050415, 0.0002414389164187014, 0.003179422579705715, 3.557216814442654e-07 ], [ 0.0015569761162623763, 0.9435395002365112, 0.05402028560638428, 0.0002988031192217022, 0.0005843935650773346, 5.0786884031595037e-08 ], [ 0.0006260766531340778, 0.9974349141120911, 0.0018080357694998384, 1.354434516542824e-05, 0.0001170461400761269, 3.906643541995436e-07 ], [ 0.0004385699285194278, 0.9987338185310364, 0.0007758073625154793, 1.973164762603119e-05, 3.1750510970596224e-05, 2.4113430185934703e-07 ], [ 0.0008098934777081013, 0.9683076739311218, 0.022594541311264038, 2.855183538486017e-06, 0.008284972980618477, 4.663917962943742e-08 ], [ 0.001250582281500101, 0.9456791281700134, 0.03195171803236008, 1.785121094144415e-05, 0.021100299432873726, 4.6697363131897873e-07 ], [ 0.0004743883037008345, 0.959259569644928, 0.03277590498328209, 2.3286829673452303e-05, 0.007466799579560757, 2.4947585330892252e-08 ], [ 0.00036849078605882823, 0.9983483552932739, 0.001208072411827743, 3.485145725790062e-06, 7.099286449374631e-05, 5.401599310062011e-07 ] ] }, { "file": "uhf32_562MHz_occupied.npy", "uhf_channel": 32, "centre_mhz": 562, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "Noise": 17, "ISDB-T": 3 }, "occupied": 1, "nearest_correct_count": 0, "mean_confidence": 0.851409, "mean_confidence_on_vacant_calls": 0.851707, "probabilities": [ [ 0.006733630318194628, 0.0005212417454458773, 0.02606317773461342, 8.374809112865478e-05, 0.9664420485496521, 0.00015621838974766433 ], [ 0.0024667012039572, 0.0005857895594090223, 0.03738284111022949, 3.5949981338490034e-06, 0.9595457315444946, 1.5308063666452654e-05 ], [ 0.0021860115230083466, 0.0011068014428019524, 0.05659950524568558, 4.69277756565134e-06, 0.9400937557220459, 9.288341971114278e-06 ], [ 0.0011776667088270187, 0.0014140642015263438, 0.030474163591861725, 4.914428473057342e-07, 0.9669331312179565, 4.3335649024811573e-07 ], [ 0.005196904297918081, 0.006646492052823305, 0.2168099284172058, 1.1067632840422448e-05, 0.7713257670402527, 9.900225450110156e-06 ], [ 0.004918365739285946, 0.0004893885925412178, 0.05089997872710228, 6.509464583359659e-06, 0.9436726570129395, 1.3107187442074064e-05 ], [ 0.005815280135720968, 0.0022814918775111437, 0.18633398413658142, 4.925670873490162e-05, 0.8055132627487183, 6.818795100116404e-06 ], [ 0.0009220411884598434, 0.0002277008316013962, 0.008690806105732918, 5.020561957280734e-07, 0.9901553392410278, 3.516882316034753e-06 ], [ 0.013782521709799767, 0.006123941391706467, 0.5272276997566223, 7.250231283251196e-05, 0.45278027653694153, 1.2978076483705081e-05 ], [ 0.0008501416305080056, 0.0006185613456182182, 0.023096587508916855, 1.1319750683469465e-06, 0.9754329323768616, 6.606695137634233e-07 ], [ 0.0024331749882549047, 0.006597558502107859, 0.19167542457580566, 1.5719933799118735e-05, 0.7992764115333557, 1.751027184582199e-06 ], [ 0.00030851640622131526, 0.0003311476611997932, 0.01729295589029789, 3.4215355526612257e-07, 0.9820658564567566, 1.2047181598973111e-06 ], [ 0.0009479718282818794, 0.000528739474248141, 0.09976382553577423, 1.643833820708096e-05, 0.8987419009208679, 1.1167595630467986e-06 ], [ 0.004032808821648359, 0.0019536050967872143, 0.5785027146339417, 8.105329470708966e-05, 0.41542500257492065, 4.759192961500958e-06 ], [ 0.0040235999040305614, 0.0012840136187151074, 0.21706625819206238, 1.2646964023588225e-05, 0.7776110768318176, 2.4617347662569955e-06 ], [ 0.00116714125033468, 0.0009290555608458817, 0.04513217881321907, 7.62284344091313e-06, 0.9527606964111328, 3.321020585644874e-06 ], [ 0.00959903746843338, 0.0003421478613745421, 0.09483135491609573, 4.7297729906858876e-05, 0.8950872421264648, 9.280240919906646e-05 ], [ 0.0012637777253985405, 0.0014422331005334854, 0.43551453948020935, 1.3085613318253309e-05, 0.5617663264274597, 9.734718986464941e-08 ], [ 0.020467497408390045, 0.003138798987492919, 0.8457560539245605, 0.00028782436856999993, 0.13025107979774475, 9.873085946310312e-05 ], [ 0.0018394187791272998, 0.0008903979905880988, 0.10697727650403976, 1.2445107131497934e-05, 0.8902779221534729, 2.593895715108374e-06 ] ] }, { "file": "uhf33_570MHz_occupied.npy", "uhf_channel": 33, "centre_mhz": 570, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "Noise": 6, "ISDB-T": 12, "DVB-T": 2 }, "occupied": 12, "nearest_correct_count": 2, "mean_confidence": 0.759956, "mean_confidence_on_vacant_calls": 0.674212, "probabilities": [ [ 0.00021045705943834037, 0.011650808155536652, 0.3321891129016876, 2.136890179826878e-05, 0.6559283137321472, 2.8175652783124505e-11 ], [ 0.0005574523820541799, 0.0018589067040011287, 0.8589290976524353, 4.0054226701613516e-05, 0.1386144757270813, 3.803499737387028e-09 ], [ 0.000593589385971427, 0.791237473487854, 0.17067410051822662, 0.00014199796714819968, 0.03735281899571419, 3.8603825691652105e-10 ], [ 0.00011559762060642242, 0.0023255422711372375, 0.14766772091388702, 3.244302570237778e-05, 0.8498586416244507, 3.31706786482755e-08 ], [ 0.0003088319208472967, 0.024539878591895103, 0.8274216055870056, 8.940845145843923e-05, 0.14764022827148438, 4.632246322633371e-11 ], [ 0.00021512540115509182, 0.03590044006705284, 0.8272897601127625, 4.906804679194465e-05, 0.1365455836057663, 2.6500199604151398e-11 ], [ 0.0002647869987413287, 0.0046181874349713326, 0.7517252564430237, 5.435604634840274e-06, 0.24338629841804504, 4.3956886741636225e-11 ], [ 0.0016632115002721548, 0.00722010200843215, 0.8206606507301331, 7.198688399512321e-05, 0.1703839749097824, 5.634803179610515e-10 ], [ 0.00025932243443094194, 0.024517368525266647, 0.4712199568748474, 8.720991900190711e-05, 0.5039161443710327, 4.3336789018466604e-11 ], [ 0.00042421548278070986, 0.0237958412617445, 0.7919148802757263, 0.000589479343034327, 0.18327558040618896, 5.47606349154961e-10 ], [ 0.00038583745481446385, 0.017081983387470245, 0.873927116394043, 0.0001617570233065635, 0.10844328999519348, 1.093519719219671e-10 ], [ 0.001654626103118062, 0.008264605887234211, 0.1574852168560028, 6.322417175397277e-05, 0.8325321674346924, 1.4230899125777796e-07 ], [ 0.0002860244712792337, 0.004193997476249933, 0.2568248212337494, 3.2867819754756056e-06, 0.7386918663978577, 1.4754459876087367e-09 ], [ 0.0011425487464293838, 0.040135011076927185, 0.8568074107170105, 0.0002491577179171145, 0.10166589915752411, 1.6924255052952475e-10 ], [ 0.0004516230837907642, 0.02256409265100956, 0.2811127305030823, 5.322613651514985e-05, 0.695818305015564, 9.474141610121833e-11 ], [ 0.001851675333455205, 0.03821171820163727, 0.7042327523231506, 0.0003681992238853127, 0.2553357183933258, 3.026793482518997e-09 ], [ 0.0005583912134170532, 0.038432974368333817, 0.6624982357025146, 5.750282434746623e-05, 0.29845285415649414, 1.9881615451189383e-11 ], [ 0.0008353814482688904, 0.45445525646209717, 0.36333736777305603, 0.00012164113286416978, 0.1812504082918167, 5.964865490426519e-09 ], [ 0.027265602722764015, 0.018174849450588226, 0.9239461421966553, 0.0032254208344966173, 0.027387840673327446, 1.5520239315947038e-08 ], [ 0.0007105602417141199, 0.008894910104572773, 0.777320146560669, 0.00020138626859989017, 0.21287290751934052, 1.9177603949316335e-11 ] ] }, { "file": "uhf35_586MHz_occupied.npy", "uhf_channel": 35, "centre_mhz": 586, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "DVB-T": 20 }, "occupied": 20, "nearest_correct_count": 20, "mean_confidence": 0.967996, "mean_confidence_on_vacant_calls": null, "probabilities": [ [ 0.00013487743854057044, 0.9993823766708374, 0.00043301284313201904, 1.7946684238268062e-05, 3.163182191201486e-05, 1.2898583179321577e-07 ], [ 3.946942888433114e-05, 0.9983363747596741, 0.0011867012362927198, 1.771702227415517e-05, 0.00041973040788434446, 9.740106499123158e-09 ], [ 0.0009850446367636323, 0.9637005925178528, 0.026887159794569016, 3.517585719237104e-05, 0.008390767499804497, 1.2771852198056877e-06 ], [ 0.0018887915648519993, 0.9350656867027283, 0.05780096352100372, 7.049539999570698e-05, 0.005173895042389631, 2.1482277645645809e-07 ], [ 1.5526784409303218e-05, 0.9997041821479797, 0.000261211913311854, 5.795272500108695e-06, 1.3247507013147697e-05, 3.093197165071615e-08 ], [ 0.0011186104966327548, 0.9384675621986389, 0.015924958512187004, 3.501606624922715e-05, 0.044448886066675186, 4.896389327768702e-06 ], [ 0.0002346864785067737, 0.9982788562774658, 0.0014053889317438006, 2.664427120180335e-05, 5.432187390397303e-05, 1.5393455043977156e-07 ], [ 0.0003439373685978353, 0.9825603365898132, 0.010139604099094868, 6.87599167576991e-05, 0.006884230300784111, 3.1990102797863074e-06 ], [ 0.0001314412511419505, 0.997672975063324, 0.0015141417970880866, 3.814739466179162e-05, 0.000642547442112118, 6.554263904945401e-07 ], [ 0.0006913082906976342, 0.974237859249115, 0.0164821557700634, 2.096840034937486e-05, 0.008566215634346008, 1.3834869605489075e-06 ], [ 0.00012477165728341788, 0.9963995218276978, 0.0031508023384958506, 7.670851118746214e-06, 0.00031643558759242296, 6.612746688006155e-07 ], [ 3.9851867768447846e-05, 0.9997819066047668, 0.00012134427379351109, 3.34712203766685e-05, 2.3104999854695052e-05, 3.1553003054796136e-07 ], [ 9.259345824830234e-05, 0.9962728023529053, 0.00261624320410192, 2.976224550366169e-06, 0.0010147454449906945, 6.097350251366151e-07 ], [ 0.003198690712451935, 0.8673778176307678, 0.0938367247581482, 0.0003136766899842769, 0.035243671387434006, 2.932307506853249e-05 ], [ 0.0003090921090915799, 0.9905433058738708, 0.007289327215403318, 7.108259978849674e-06, 0.0018506860360503197, 5.081737981527112e-07 ], [ 0.0014050307217985392, 0.8446444272994995, 0.1363534927368164, 6.564666546182707e-05, 0.017480235546827316, 5.11109501530882e-05 ], [ 0.0005367305129766464, 0.9864329695701599, 0.007618281524628401, 2.697794116102159e-05, 0.0053806910291314125, 4.411497229739325e-06 ], [ 0.0006011095829308033, 0.9691542983055115, 0.005873179528862238, 1.3790591765427962e-05, 0.02434641867876053, 1.12528487079544e-05 ], [ 0.0014448267174884677, 0.924235463142395, 0.044030290096998215, 0.00011981455463683233, 0.030165329575538635, 4.330839146859944e-06 ], [ 0.00013829863746650517, 0.9976623058319092, 0.0011962330900132656, 2.1013473087805323e-05, 0.0009762187255546451, 5.940624760114588e-06 ] ] }, { "file": "uhf39_618MHz_occupied.npy", "uhf_channel": 39, "centre_mhz": 618, "label": "unlabelled", "excluded_from_scoring": true, "records": 20, "class_counts": { "Noise": 3, "ATSC": 13, "Unknown": 4 }, "occupied": 12, "nearest_correct_count": 0, "mean_confidence": 0.897874, "mean_confidence_on_vacant_calls": 0.841395, "probabilities": [ [ 0.09254583716392517, 0.000412081804824993, 9.815848170546815e-05, 1.0164726838013394e-08, 0.906943678855896, 1.572520034187619e-07 ], [ 0.5369776487350464, 8.003453694982454e-05, 0.0004731975495815277, 4.7620144982829515e-07, 0.4624650180339813, 3.6133662888460094e-06 ], [ 0.16299034655094147, 0.00010106492118211463, 3.236368138459511e-05, 5.44291242476902e-06, 0.8365578651428223, 0.0003129637334495783 ], [ 0.7489539980888367, 4.2405659769428894e-05, 0.00018217421893496066, 1.2131404218962416e-06, 0.250815749168396, 4.4929729483556e-06 ], [ 0.974513590335846, 1.5806980400157045e-06, 3.083498086198233e-05, 3.584268415579572e-05, 0.024722054600715637, 0.0006962518091313541 ], [ 0.938188910484314, 0.030381349846720695, 1.0537144589761738e-05, 0.00041772527038119733, 0.005401046015322208, 0.025600504130125046 ], [ 0.09127973020076752, 1.6189305540592613e-07, 2.1907137124799192e-05, 0.002732169581577182, 0.027725981548428535, 0.8782399296760559 ], [ 0.9848151206970215, 2.4306862655976147e-07, 4.420317054609768e-07, 8.481882832711563e-05, 0.002340312348678708, 0.01275897491723299 ], [ 0.7438695430755615, 4.247351981234715e-08, 1.3502822184818797e-05, 0.0021143420599400997, 0.0029794403817504644, 0.2510231137275696 ], [ 0.012081905268132687, 2.1131384073669324e-06, 4.813112354895566e-06, 0.00024135655257850885, 0.7419187426567078, 0.24575112760066986 ], [ 0.993286669254303, 6.093719662203512e-07, 1.7699538148008287e-05, 0.00012228054401930422, 0.003858016338199377, 0.002714766887947917 ], [ 0.9170774221420288, 7.478501373725521e-09, 1.1150435057061259e-05, 0.0015085474587976933, 0.00017935855430550873, 0.08122345060110092 ], [ 0.985676646232605, 5.247311491984874e-06, 0.000508251367136836, 0.00161315209697932, 0.004616007674485445, 0.007580658886581659 ], [ 0.03499909117817879, 3.3058344950376295e-09, 1.2304913070693146e-05, 0.004044194705784321, 2.4337974537047558e-05, 0.9609200358390808 ], [ 0.9868506789207458, 1.1422860524135103e-07, 1.028662154567428e-05, 0.0003713372570928186, 0.00022561009973287582, 0.012541966512799263 ], [ 0.9996757507324219, 2.2308861957753834e-07, 1.5073691201905604e-06, 9.996598237194121e-06, 0.00023751432308927178, 7.497942715417594e-05 ], [ 0.11213048547506332, 1.662786530687299e-08, 0.00021820448455400765, 0.00477381469681859, 0.0014692265540361404, 0.8814082145690918 ], [ 0.974432647228241, 9.880011930363253e-06, 0.001171136973425746, 0.0006389330374076962, 0.014779344201087952, 0.008968032896518707 ], [ 0.9789841771125793, 2.659703113749856e-06, 7.30558485884103e-06, 3.071017999900505e-05, 0.020727811381220818, 0.0002473070635460317 ], [ 0.010873524472117424, 1.1723005854946678e-07, 2.715514995088597e-07, 0.0007570898742415011, 0.00017595019016880542, 0.9881930947303772 ] ] } ], "scored_records": 80, "scored_records_occupied": 51, "scored_channels": 4, "scored_channels_all_vacant": 0, "scored_channels_all_occupied": 1, "epoch": 15, "synthetic_val_accuracy": 0.9233333333333333, "synthetic_val_loss": 0.31180500798910443, "synthetic_train_accuracy": 0.9958333333333333, "scoring_seconds": 0.34 }, { "channels": [ { "file": "uhf25_506MHz_occupied.npy", "uhf_channel": 25, "centre_mhz": 506, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "DVB-T": 20 }, "occupied": 18, "nearest_correct_count": 20, "mean_confidence": 0.872608, "mean_confidence_on_vacant_calls": 0.586306, "probabilities": [ [ 0.0022999008651822805, 0.9506867527961731, 0.04368016868829727, 4.322077529650414e-06, 0.0033288297709077597, 1.489092937845271e-08 ], [ 0.0006074933335185051, 0.9689264893531799, 0.022765103727579117, 2.2527137844008394e-06, 0.00769864022731781, 1.545028882610211e-09 ], [ 0.024323081597685814, 0.5302520990371704, 0.321726530790329, 8.089361472229939e-06, 0.12369018793106079, 2.2622561601792768e-08 ], [ 0.007681350689381361, 0.9036224484443665, 0.07071959227323532, 3.7599943425448146e-06, 0.017972905188798904, 2.908245200217152e-08 ], [ 0.007040760479867458, 0.8278127312660217, 0.14375469088554382, 6.8674526119139045e-06, 0.02138480730354786, 7.851355832144691e-08 ], [ 0.00464783376082778, 0.9295729994773865, 0.03598743677139282, 7.063462817313848e-06, 0.0297845546156168, 7.753435227186856e-08 ], [ 0.000644659623503685, 0.9935396313667297, 0.0051917340606451035, 1.6388273706979817e-06, 0.0006223020609468222, 6.53360809899084e-10 ], [ 0.00314141483977437, 0.9348515272140503, 0.05693309009075165, 1.933724524860736e-05, 0.00505452323704958, 3.34148992919836e-08 ], [ 0.005799013655632734, 0.7651626467704773, 0.10207448154687881, 1.175878765025118e-06, 0.12696267664432526, 1.1138060251880688e-08 ], [ 0.0025134356692433357, 0.9589588642120361, 0.0023361933417618275, 7.671047796975472e-07, 0.0361899696290493, 6.915372523508267e-07 ], [ 0.012618238106369972, 0.6423602104187012, 0.1843034029006958, 3.021569909833488e-06, 0.1607150286436081, 6.15174613471936e-08 ], [ 0.019693167880177498, 0.8831323385238647, 0.08335699141025543, 3.982693669968285e-06, 0.013813354074954987, 1.9200172118871706e-07 ], [ 0.004010986071079969, 0.8004644513130188, 0.1345231533050537, 3.594956297092722e-06, 0.06099778413772583, 2.328965109654746e-08 ], [ 0.0034178069327026606, 0.8991567492485046, 0.09350860118865967, 8.071579213719815e-05, 0.0038361691404134035, 5.534156688469238e-09 ], [ 0.007197354920208454, 0.9212992191314697, 0.060313452035188675, 4.3308368731231894e-06, 0.011185606010258198, 1.3042794932971447e-07 ], [ 0.0019585867412388325, 0.96793133020401, 0.02864105813205242, 2.993293855979573e-05, 0.0014390733558684587, 3.4932078563088e-08 ], [ 0.007231451570987701, 0.894723653793335, 0.06596427410840988, 1.3714939086639788e-06, 0.032079067081213, 8.137143225894761e-08 ], [ 0.015842190012335777, 0.718567967414856, 0.1227942556142807, 3.5023392683797283e-06, 0.14279189705848694, 1.4642763801475667e-07 ], [ 0.0007687783800065517, 0.9769741892814636, 0.015018855221569538, 8.988931767817121e-07, 0.007237269077450037, 2.419102695938591e-09 ], [ 0.001807160209864378, 0.9841640591621399, 0.009801812469959259, 6.397124252544018e-07, 0.004226414952427149, 4.2907377206802266e-08 ] ] }, { "file": "uhf32_562MHz_occupied.npy", "uhf_channel": 32, "centre_mhz": 562, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "Noise": 20 }, "occupied": 0, "nearest_correct_count": 0, "mean_confidence": 0.926966, "mean_confidence_on_vacant_calls": 0.926966, "probabilities": [ [ 0.01628630794584751, 7.269343041116372e-05, 0.0017939897952601314, 2.486212054009229e-07, 0.9818440079689026, 2.7443029466667213e-06 ], [ 0.006902686785906553, 0.0003506959474179894, 0.005522462539374828, 3.573046214455644e-08, 0.9872232675552368, 8.637657060717174e-07 ], [ 0.012296340428292751, 0.001139771193265915, 0.009407619945704937, 9.283144919436381e-08, 0.9771552085876465, 8.255800025835924e-07 ], [ 0.00600155396386981, 0.000582866370677948, 0.004836707841604948, 1.639008928577823e-08, 0.9885787963867188, 9.626240426996446e-08 ], [ 0.09797550737857819, 0.007579208351671696, 0.1684761345386505, 4.5206178356238524e-07, 0.725967526435852, 1.149242848441645e-06 ], [ 0.008520293980836868, 0.00010872188431676477, 0.005687057971954346, 6.19702262838473e-08, 0.9856831431388855, 7.38817107048817e-07 ], [ 0.0646715760231018, 0.0006797491805627942, 0.015833156183362007, 1.4636800642620074e-06, 0.9188095331192017, 4.401330897962907e-06 ], [ 0.0017954790964722633, 8.700783655513078e-05, 0.0013188449665904045, 5.980604012023605e-09, 0.996798574924469, 1.0945938555551038e-07 ], [ 0.023345714434981346, 0.0006806376622989774, 0.016274942085146904, 2.5995410624091164e-07, 0.9596979022026062, 5.839587515765743e-07 ], [ 0.002356800949200988, 0.00017332997231278569, 0.00221996963955462, 1.3397809972559571e-08, 0.9952497482299805, 9.252647004132086e-08 ], [ 0.009250795468688011, 0.005019084084779024, 0.04662202298641205, 3.018726317804976e-07, 0.9391077160835266, 7.234696397517837e-08 ], [ 0.0013535573380067945, 0.00013218852109275758, 0.001788953086361289, 3.7220604376386746e-09, 0.9967252612113953, 6.664364349262542e-08 ], [ 0.0052632419392466545, 0.00033092484227381647, 0.01910422556102276, 2.380961774406387e-07, 0.9753011465072632, 2.579931503987609e-07 ], [ 0.02585868537425995, 0.0010279461275786161, 0.13965322077274323, 2.7578716981224716e-06, 0.8334563374519348, 1.01724788237334e-06 ], [ 0.004723678342998028, 0.0003477715654298663, 0.011386577039957047, 5.4821668982185656e-08, 0.9835418462753296, 1.0306430198170347e-07 ], [ 0.007637040689587593, 0.011880426667630672, 0.05185353010892868, 3.5701725664694095e-07, 0.928628146648407, 5.255241148915957e-07 ], [ 0.010637467727065086, 4.359117883723229e-05, 0.013083425350487232, 1.6083947684819577e-07, 0.9762337803840637, 1.5131901136555825e-06 ], [ 0.008244319818913937, 0.0009314744966104627, 0.04673498868942261, 2.4386039854107366e-07, 0.9440889358520508, 1.8347931174389487e-08 ], [ 0.22366248071193695, 0.00348273734562099, 0.28411924839019775, 4.147670551901683e-06, 0.4887242019176483, 7.098051355569623e-06 ], [ 0.013166879303753376, 0.00044396112207323313, 0.0298888199031353, 3.755538386940316e-07, 0.9564996361732483, 3.22937609098517e-07 ] ] }, { "file": "uhf33_570MHz_occupied.npy", "uhf_channel": 33, "centre_mhz": 570, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "Noise": 13, "ISDB-T": 7 }, "occupied": 3, "nearest_correct_count": 0, "mean_confidence": 0.762628, "mean_confidence_on_vacant_calls": 0.754314, "probabilities": [ [ 0.0004334389523137361, 0.0024678711779415607, 0.10685764253139496, 3.3253581932513043e-07, 0.8902406692504883, 4.090983628246558e-12 ], [ 0.00397550268098712, 0.0007127132848836482, 0.32471561431884766, 6.286524012466543e-07, 0.6705955862998962, 2.839445623070702e-10 ], [ 0.0030561324674636126, 0.01472825463861227, 0.7641738057136536, 6.405460226233117e-06, 0.21803531050682068, 4.4919894193196086e-11 ], [ 9.390094055561349e-05, 0.0004861974739469588, 0.005722098518162966, 1.9687267638346384e-07, 0.9936975836753845, 7.347045194450175e-10 ], [ 0.0008653720142319798, 0.0049521951004862785, 0.22275952994823456, 1.6267084674836951e-06, 0.7714213132858276, 2.5763950001200797e-11 ], [ 0.000947625667322427, 0.00782401766628027, 0.5737364292144775, 2.4531236704206094e-06, 0.41748949885368347, 7.001292341018983e-12 ], [ 0.0019665760919451714, 0.0012195277959108353, 0.40685319900512695, 3.5982259305455955e-07, 0.5899602770805359, 2.430683779253151e-11 ], [ 0.003356045577675104, 0.002178482012823224, 0.263426274061203, 6.996043566687149e-07, 0.731038510799408, 6.376965622223452e-11 ], [ 0.002063305117189884, 0.003968773875385523, 0.3217237889766693, 1.485761004005326e-06, 0.6722426414489746, 4.038103618847488e-12 ], [ 0.0011133180232718587, 0.00225328397937119, 0.548224925994873, 1.7019216329572373e-06, 0.44840672612190247, 8.371144923080553e-12 ], [ 0.0010938378982245922, 0.0030092583037912846, 0.10764024406671524, 1.2700842262347578e-06, 0.8882554173469543, 2.4721226801749374e-11 ], [ 0.0010926240356639028, 0.0004916255129501224, 0.03877252712845802, 6.73841356046978e-08, 0.9596432447433472, 1.0172100939342954e-09 ], [ 0.0008992287912406027, 0.0009325359715148807, 0.14070247113704681, 1.332893191374751e-07, 0.8574656844139099, 8.666740242135873e-11 ], [ 0.002784688025712967, 0.002254837891086936, 0.7368155121803284, 4.30894260716741e-06, 0.2581406235694885, 3.2075156333050137e-12 ], [ 0.000906197470612824, 0.002427719533443451, 0.11437036097049713, 1.2404763083395665e-06, 0.8822944760322571, 1.673075046559891e-11 ], [ 0.0008711190312169492, 0.00148470897693187, 0.11618366837501526, 2.6604959657561267e-07, 0.8814602494239807, 5.024683447096834e-11 ], [ 0.0024331379681825638, 0.005056990776211023, 0.3795939087867737, 1.113254256779328e-06, 0.6129148602485657, 1.4466944135704818e-11 ], [ 0.004874045494943857, 0.019245151430368423, 0.6937421560287476, 2.7376803700462915e-05, 0.282111257314682, 4.472541781375128e-10 ], [ 0.017284873872995377, 0.0002659714373294264, 0.9282302260398865, 8.765994607529137e-06, 0.05421013757586479, 1.1245804981685481e-10 ], [ 0.00331324920989573, 0.001997331390157342, 0.6063979864120483, 4.003165031463141e-06, 0.3882874548435211, 3.1307293996835073e-12 ] ] }, { "file": "uhf35_586MHz_occupied.npy", "uhf_channel": 35, "centre_mhz": 586, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "DVB-T": 20 }, "occupied": 20, "nearest_correct_count": 20, "mean_confidence": 0.958468, "mean_confidence_on_vacant_calls": null, "probabilities": [ [ 0.0005127457552589476, 0.9974911212921143, 0.0016772666713222861, 4.00305179937277e-06, 0.0003148408723063767, 1.941752714174072e-08 ], [ 0.00010109358845511451, 0.9943863153457642, 0.005017030518501997, 8.743828402657527e-06, 0.00048679503379389644, 5.089103027877684e-10 ], [ 0.0038176006637513638, 0.9582074284553528, 0.020425723865628242, 2.769899992927094e-06, 0.01754634827375412, 6.623639592362451e-08 ], [ 0.0033849221654236317, 0.9436635971069336, 0.0485856793820858, 1.3664483958564233e-05, 0.004352070856839418, 1.1406034872152304e-07 ], [ 0.0007711364887654781, 0.9915550351142883, 0.004624892957508564, 9.017814477374486e-07, 0.0030480516143143177, 2.8386976325123214e-08 ], [ 0.005409722216427326, 0.8766764402389526, 0.01114744320511818, 1.218757915921742e-06, 0.10676486045122147, 3.212320791590173e-07 ], [ 0.0009720158996060491, 0.9942750334739685, 0.004243048839271069, 8.480595170112792e-06, 0.0005012851324863732, 7.980225547044029e-08 ], [ 0.004643472842872143, 0.8825391530990601, 0.03911880403757095, 7.727626325504389e-06, 0.07369015365839005, 6.850232239230536e-07 ], [ 0.0005500305560417473, 0.9913083910942078, 0.004827877040952444, 4.1482740016363095e-06, 0.0033094827085733414, 6.91877346525871e-08 ], [ 0.002489240374416113, 0.9802790880203247, 0.012500322423875332, 2.6425689156894805e-06, 0.004728584550321102, 1.672236322747267e-07 ], [ 0.0013016101438552141, 0.991317868232727, 0.00476800324395299, 1.2330220897638355e-06, 0.0026111144106835127, 1.9956314645241946e-07 ], [ 0.0006609692936763167, 0.996587872505188, 0.0018764480482786894, 4.503380296227988e-06, 0.0008701214101165533, 1.0048356102743128e-07 ], [ 0.0012353886850178242, 0.9828594326972961, 0.006656184326857328, 6.362462841025263e-07, 0.009248240850865841, 1.0922428117510208e-07 ], [ 0.009332911111414433, 0.8612415194511414, 0.021535033360123634, 1.5638803233741783e-05, 0.1078730896115303, 1.8443441831550444e-06 ], [ 0.004707762040197849, 0.9679038524627686, 0.01467715110629797, 2.9321411147975596e-06, 0.012707607820630074, 6.374876306836086e-07 ], [ 0.009166247211396694, 0.9004992246627808, 0.019494907930493355, 2.6349125619162805e-06, 0.07083288580179214, 3.971793830714887e-06 ], [ 0.0020701494067907333, 0.9844216108322144, 0.006068866234272718, 2.030365294558578e-06, 0.007436532061547041, 7.762818654555304e-07 ], [ 0.0012916940031573176, 0.9798073768615723, 0.0017617879202589393, 5.663830506819068e-07, 0.017137911170721054, 6.521441378026793e-07 ], [ 0.004853717051446438, 0.8989009261131287, 0.025341695174574852, 5.635446086671436e-06, 0.07089774310588837, 2.552147009282635e-07 ], [ 0.0007152238977141678, 0.9954367280006409, 0.0009158126194961369, 2.400399353064131e-06, 0.0029287757351994514, 1.06554466583475e-06 ] ] }, { "file": "uhf39_618MHz_occupied.npy", "uhf_channel": 39, "centre_mhz": 618, "label": "unlabelled", "excluded_from_scoring": true, "records": 20, "class_counts": { "Noise": 10, "Unknown": 4, "ATSC": 6 }, "occupied": 4, "nearest_correct_count": 0, "mean_confidence": 0.814576, "mean_confidence_on_vacant_calls": 0.785678, "probabilities": [ [ 0.0010575129417702556, 6.222002411959693e-05, 7.013443791947793e-06, 1.1302711371008467e-11, 0.9988731741905212, 1.2890785661134885e-10 ], [ 0.07012858241796494, 4.355967394076288e-05, 0.0001691764482529834, 4.87908380364388e-09, 0.9296585917472839, 1.0012604967357674e-08 ], [ 0.004031138960272074, 1.8938177163363434e-05, 8.388283845306432e-07, 1.6869595498292256e-08, 0.9959474205970764, 1.6882860336409067e-06 ], [ 0.07737851142883301, 2.792448503896594e-05, 8.433686889475212e-05, 5.956927395800449e-09, 0.9225092530250549, 3.121849445619773e-08 ], [ 0.10097406059503555, 7.848770110285841e-06, 2.0550947738229297e-05, 3.182212537922169e-07, 0.8989924192428589, 4.809029633179307e-06 ], [ 0.07318929582834244, 0.29100313782691956, 1.2267460988368839e-05, 2.2464557787316153e-06, 0.6355660557746887, 0.0002270099794259295 ], [ 0.31455373764038086, 1.2488170568758505e-06, 2.095376476063393e-05, 0.00039868877502158284, 0.31239768862724304, 0.3726276159286499 ], [ 0.5189507007598877, 0.00010043747170129791, 3.7168737776482885e-07, 9.334463356935885e-06, 0.47406432032585144, 0.006874841172248125 ], [ 0.15992408990859985, 1.1817428458016366e-06, 2.7581174890656257e-06, 7.161592657212168e-05, 0.7218794822692871, 0.11812080442905426 ], [ 0.007018330041319132, 2.6384564080217388e-06, 1.9072177792622824e-06, 9.748776392370928e-06, 0.9741645455360413, 0.018802877515554428 ], [ 0.984481692314148, 1.6530477751075523e-06, 1.5767402601341018e-06, 2.9940824788354803e-06, 0.015443136915564537, 6.902854511281475e-05 ], [ 0.5641859769821167, 8.15786643215688e-06, 2.396698164375266e-06, 3.331088009872474e-05, 0.42619913816452026, 0.00957104004919529 ], [ 0.12035147845745087, 3.152298086206429e-05, 0.0002038490492850542, 1.4355893654283136e-05, 0.8792567849159241, 0.00014205275510903448 ], [ 0.07142476737499237, 5.572670325193485e-09, 1.5641644495190121e-06, 0.0012384757865220308, 6.606536044273525e-05, 0.9272691607475281 ], [ 0.9968404769897461, 1.4775174577152939e-06, 2.2819795049144886e-06, 1.4448229194385931e-05, 0.00121919100638479, 0.0019220594549551606 ], [ 0.9794854521751404, 1.8853264691642835e-06, 3.251212206123455e-07, 5.590889600171067e-07, 0.020504828542470932, 6.849960755062057e-06 ], [ 0.20925357937812805, 6.845630764473754e-07, 5.805779801448807e-05, 0.00040122104110196233, 0.3602449297904968, 0.4300415813922882 ], [ 0.7598679661750793, 2.4906021280912682e-05, 0.0011125216260552406, 0.00016351915837731212, 0.2383151799440384, 0.000515866675414145 ], [ 0.030117657035589218, 4.5144719479139894e-05, 1.2902521575597348e-06, 4.922560847830937e-08, 0.969835102558136, 8.011305112631817e-07 ], [ 0.14623980224132538, 1.0949795978376642e-05, 6.226775894901948e-07, 0.0004480644129216671, 0.022204438224434853, 0.8310960531234741 ] ] } ], "scored_records": 80, "scored_records_occupied": 41, "scored_channels": 4, "scored_channels_all_vacant": 1, "scored_channels_all_occupied": 1, "epoch": 16, "synthetic_val_accuracy": 0.9266666666666666, "synthetic_val_loss": 0.3291493252494062, "synthetic_train_accuracy": 0.9955952380952381, "scoring_seconds": 0.35 }, { "channels": [ { "file": "uhf25_506MHz_occupied.npy", "uhf_channel": 25, "centre_mhz": 506, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "DVB-T": 20 }, "occupied": 19, "nearest_correct_count": 20, "mean_confidence": 0.951367, "mean_confidence_on_vacant_calls": 0.637051, "probabilities": [ [ 6.037722050677985e-05, 0.9947689771652222, 0.005139665678143501, 5.7063430176640395e-06, 2.532156213419512e-05, 1.0946588524518575e-08 ], [ 3.534002462401986e-05, 0.99080491065979, 0.008963998407125473, 5.831295766256517e-06, 0.00018998893210664392, 1.1672366406756396e-09 ], [ 0.0013649309985339642, 0.8540959358215332, 0.14144502580165863, 9.530421266390476e-06, 0.003084544325247407, 1.0105408065896881e-08 ], [ 0.0006085700006224215, 0.9751235842704773, 0.023719344288110733, 3.991825906268787e-06, 0.0005445439601317048, 4.520903473803628e-08 ], [ 0.00022114870080258697, 0.9816916584968567, 0.017805133014917374, 6.578792635991704e-06, 0.00027554074767977, 3.567653195091225e-08 ], [ 0.0001308814826188609, 0.9839052557945251, 0.015394792892038822, 5.309914286044659e-06, 0.0005638352013193071, 1.717000230883059e-08 ], [ 5.18769993504975e-05, 0.9960798621177673, 0.0038471941370517015, 7.553167961305007e-06, 1.3496900464815553e-05, 1.028712004469412e-09 ], [ 0.0002574055688455701, 0.9593580961227417, 0.03990234434604645, 0.00011675524729071185, 0.0003653763560578227, 1.592614928824787e-08 ], [ 0.0003763994900509715, 0.9487600326538086, 0.04644426703453064, 1.19122978503583e-06, 0.004418099764734507, 1.527078197227638e-08 ], [ 0.000348574947565794, 0.9955441355705261, 0.0014640474691987038, 1.5966290902724722e-06, 0.002639554673805833, 2.0995462364226114e-06 ], [ 0.00332816643640399, 0.6370505690574646, 0.30843299627304077, 2.0983807189622894e-05, 0.051167119294404984, 2.1622254564590548e-07 ], [ 0.001984331523999572, 0.9544897079467773, 0.04258710518479347, 7.3490041359036695e-06, 0.000931190385017544, 3.2332962973669055e-07 ], [ 0.0010413485579192638, 0.8734560608863831, 0.11714936792850494, 1.241203244717326e-05, 0.00834079273045063, 7.152109304797705e-08 ], [ 0.00022496969904750586, 0.9702550768852234, 0.029178990051150322, 0.00017784489318728447, 0.00016313475498463959, 5.969420513451951e-09 ], [ 0.0002144992322428152, 0.991031289100647, 0.0086339907720685, 5.994904313411098e-06, 0.00011405524128349498, 1.082687433040519e-07 ], [ 2.617283826111816e-05, 0.9972443580627441, 0.0026587017346173525, 6.528751691803336e-05, 5.520475497178268e-06, 8.706151355397651e-09 ], [ 0.0004941866500303149, 0.9632988572120667, 0.034815143793821335, 5.321046046447009e-06, 0.001386416843160987, 6.672170371757602e-08 ], [ 0.0005691848928108811, 0.9730908870697021, 0.024919262155890465, 3.837459189526271e-06, 0.0014167403569445014, 8.883447577545667e-08 ], [ 7.408311648759991e-05, 0.9919346570968628, 0.007647344842553139, 7.749492283437576e-07, 0.00034305392182432115, 3.5528007202856315e-09 ], [ 0.00011822972737718374, 0.995360791683197, 0.0044293091632425785, 2.2219355741981417e-06, 8.944360888563097e-05, 4.3451439779573775e-08 ] ] }, { "file": "uhf32_562MHz_occupied.npy", "uhf_channel": 32, "centre_mhz": 562, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "Noise": 13, "ISDB-T": 7 }, "occupied": 3, "nearest_correct_count": 0, "mean_confidence": 0.749237, "mean_confidence_on_vacant_calls": 0.730029, "probabilities": [ [ 0.016553955152630806, 0.0011045618448406458, 0.06680476665496826, 2.2078569600125775e-05, 0.9154481887817383, 6.643286178587005e-05 ], [ 0.033776912838220596, 0.02671474777162075, 0.2573806643486023, 1.0876846317842137e-05, 0.6820745468139648, 4.224685108056292e-05 ], [ 0.023571675643324852, 0.015563400462269783, 0.13956423103809357, 2.5287989046773873e-05, 0.8212475776672363, 2.789225800370332e-05 ], [ 0.004029151052236557, 0.00891577173024416, 0.05303984135389328, 1.7008024997267057e-06, 0.9340121746063232, 1.3029628007643623e-06 ], [ 0.024523083120584488, 0.020379791036248207, 0.6965556144714355, 8.097947102214675e-06, 0.2585237920284271, 9.642585609981325e-06 ], [ 0.00976571999490261, 0.0016957890475168824, 0.14735205471515656, 2.9598743367387215e-06, 0.8411775827407837, 5.991508714942029e-06 ], [ 0.06474092602729797, 0.013475076295435429, 0.5313553214073181, 0.0001903049706015736, 0.3902081251144409, 3.022118835360743e-05 ], [ 0.005593716166913509, 0.0010068982373923063, 0.05107526853680611, 9.130609441854176e-07, 0.9423198103904724, 3.3841704407677753e-06 ], [ 0.0149141326546669, 0.012604158371686935, 0.2683667540550232, 2.5975246899179183e-05, 0.7040847539901733, 4.175784852122888e-06 ], [ 0.013667494058609009, 0.02253842167556286, 0.1516066938638687, 9.12496125238249e-06, 0.8121728897094727, 5.402077931648819e-06 ], [ 0.005874935071915388, 0.013967354781925678, 0.5838490724563599, 1.1034801900677849e-05, 0.3962973952293396, 2.798619789246004e-07 ], [ 0.0025620264932513237, 0.0012938245199620724, 0.0507267527282238, 1.7916761407832382e-07, 0.9454162120819092, 9.111255394600448e-07 ], [ 0.011471910402178764, 0.002692649606615305, 0.3662344217300415, 2.3781794880051166e-05, 0.6195714473724365, 5.849378339917166e-06 ], [ 0.010357785038650036, 0.003247583284974098, 0.8561904430389404, 5.858494478161447e-05, 0.1301434189081192, 2.2384219846571796e-06 ], [ 0.00904958974570036, 0.00339622818864882, 0.2874037027359009, 3.684960574901197e-06, 0.7001458406448364, 1.018403963826131e-06 ], [ 0.011059575714170933, 0.06523186713457108, 0.6220318078994751, 8.877295840648003e-06, 0.30166488885879517, 2.9561383598775137e-06 ], [ 0.020097676664590836, 0.0006166326929815114, 0.436862975358963, 8.45304111862788e-06, 0.5423974990844727, 1.672767029958777e-05 ], [ 0.007478857412934303, 0.003579569747671485, 0.8600915670394897, 1.803269151423592e-05, 0.1288318634033203, 1.2206265864733723e-07 ], [ 0.0972231775522232, 0.009979484602808952, 0.857978105545044, 5.92284559388645e-05, 0.034740250557661057, 1.9835626517306082e-05 ], [ 0.011141852475702763, 0.0026795414742082357, 0.46952545642852783, 2.4626893718959764e-05, 0.5166271328926086, 1.4259526324167382e-06 ] ] }, { "file": "uhf33_570MHz_occupied.npy", "uhf_channel": 33, "centre_mhz": 570, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "Noise": 3, "ISDB-T": 17 }, "occupied": 12, "nearest_correct_count": 0, "mean_confidence": 0.784698, "mean_confidence_on_vacant_calls": 0.654697, "probabilities": [ [ 0.0002652662224136293, 0.010449589230120182, 0.3486776351928711, 9.204539310303517e-06, 0.6405983567237854, 3.3712269087438074e-11 ], [ 0.0006933122640475631, 0.004206269979476929, 0.8958678245544434, 3.934208962164121e-06, 0.09922865778207779, 7.954356062711554e-10 ], [ 0.0005720886983908713, 0.21051974594593048, 0.7771393060684204, 8.730489207664505e-05, 0.011681466363370419, 2.2751056594216834e-10 ], [ 0.00041406042873859406, 0.005149535834789276, 0.2522694170475006, 2.921606574091129e-05, 0.7421377897262573, 3.0735762379663356e-08 ], [ 0.0003436170518398285, 0.018630165606737137, 0.6061735153198242, 2.4342358301510103e-05, 0.3748283386230469, 1.4165410511246534e-10 ], [ 0.00026914733462035656, 0.03812392055988312, 0.9209123253822327, 5.1304217777214944e-05, 0.040643252432346344, 5.464351887640717e-11 ], [ 0.0004512453742790967, 0.00280759297311306, 0.8141701221466064, 3.943778210668825e-06, 0.18256710469722748, 1.1200004812472741e-10 ], [ 0.000996548100374639, 0.005779641680419445, 0.8178718090057373, 9.778523235581815e-06, 0.17534220218658447, 1.7704007704288927e-10 ], [ 0.0005106301978230476, 0.029759885743260384, 0.8682556748390198, 4.157208604738116e-05, 0.10143224149942398, 2.0589484978073003e-11 ], [ 0.0002334555465495214, 0.0072183553129434586, 0.9403725266456604, 1.876273199741263e-05, 0.052156928926706314, 3.336893955596665e-11 ], [ 0.0007822704501450062, 0.012562881223857403, 0.6866713166236877, 2.67901923507452e-05, 0.299956738948822, 1.393556520179473e-10 ], [ 0.000643610954284668, 0.0026940638199448586, 0.24624758958816528, 2.1338764781830832e-06, 0.7504125833511353, 9.422374880330153e-09 ], [ 0.00043356395326554775, 0.00235073734074831, 0.6794103384017944, 1.926452796396916e-06, 0.31780341267585754, 1.0461865818101046e-09 ], [ 0.00032877278863452375, 0.005742067005485296, 0.9595485925674438, 4.041805732413195e-05, 0.034340109676122665, 9.583670662616228e-12 ], [ 0.0006332373013719916, 0.012511434964835644, 0.5652623772621155, 3.736191138159484e-05, 0.4215555787086487, 1.8711816818228755e-10 ], [ 0.0004737821000162512, 0.00930110365152359, 0.5669118165969849, 1.6532709196326323e-05, 0.4232967793941498, 9.094709985113525e-10 ], [ 0.0005362105439417064, 0.01751631498336792, 0.7466207146644592, 2.602548192953691e-05, 0.23530074954032898, 4.4024315443147444e-11 ], [ 0.0009392836363986135, 0.17523498833179474, 0.8013623356819153, 0.0001826576772145927, 0.022280782461166382, 2.6975250921879024e-09 ], [ 0.00113633181899786, 0.0004988322616554797, 0.9943230152130127, 2.9636725230375305e-05, 0.004012282006442547, 8.422570973998234e-11 ], [ 0.0004554900515358895, 0.004252228885889053, 0.9199402928352356, 5.2823437727056444e-05, 0.07529917359352112, 6.4497903545790436e-12 ] ] }, { "file": "uhf35_586MHz_occupied.npy", "uhf_channel": 35, "centre_mhz": 586, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "DVB-T": 20 }, "occupied": 20, "nearest_correct_count": 20, "mean_confidence": 0.9922, "mean_confidence_on_vacant_calls": null, "probabilities": [ [ 2.053497519227676e-05, 0.9992551207542419, 0.0007113285246305168, 5.422738013294293e-06, 7.474155609088484e-06, 3.3519464981424107e-09 ], [ 2.4051012587733567e-05, 0.9932542443275452, 0.006606234237551689, 1.6703972505638376e-05, 9.880428115138784e-05, 8.446499055736467e-10 ], [ 0.0004853653663303703, 0.9690048098564148, 0.02846100553870201, 1.6560128642595373e-05, 0.0020322815980762243, 5.36321778099591e-08 ], [ 0.00016928088734857738, 0.9874981045722961, 0.01220843754708767, 2.731601671257522e-05, 9.684839460533112e-05, 3.181207475222436e-08 ], [ 4.6242359530879185e-05, 0.9952371120452881, 0.004487423226237297, 3.5709974781639175e-06, 0.00022563834500033408, 4.132187925165454e-09 ], [ 0.0004995642229914665, 0.9848310947418213, 0.006768463645130396, 1.7957549971470144e-06, 0.00789889320731163, 2.524156172967196e-07 ], [ 3.452994133112952e-05, 0.9991876482963562, 0.0007627083687111735, 4.394710686028702e-06, 1.0747103260655422e-05, 1.6527476276451125e-08 ], [ 0.00025246283621527255, 0.9836817979812622, 0.014124985784292221, 6.3790762396820355e-06, 0.0019343721214681864, 1.5433323596880655e-07 ], [ 3.128980824840255e-05, 0.9982335567474365, 0.0016134243924170732, 5.222538675297983e-06, 0.00011646504572127014, 1.7366764026860437e-08 ], [ 0.00015909185458440334, 0.9956569671630859, 0.004073635209351778, 3.96859923057491e-06, 0.00010630589531501755, 6.894362059028936e-08 ], [ 7.785212073940784e-05, 0.9981702566146851, 0.0016576828202232718, 8.786309422248451e-07, 9.335254435427487e-05, 3.354675826017228e-08 ], [ 2.847322502930183e-05, 0.999122679233551, 0.0008288928656838834, 2.2149658889247803e-06, 1.7684738850221038e-05, 8.83567619069936e-09 ], [ 8.256854926003143e-05, 0.9966757297515869, 0.002789878286421299, 4.820518029191589e-07, 0.00045131551451049745, 3.635861389739148e-08 ], [ 0.0004493379092309624, 0.9882950782775879, 0.009098507463932037, 8.555797649023589e-06, 0.0021480433642864227, 4.5249291247273504e-07 ], [ 0.000178896589204669, 0.9927759170532227, 0.006587797310203314, 3.443497689659125e-06, 0.0004538175417110324, 8.586453503767189e-08 ], [ 0.0005552229122258723, 0.9904959201812744, 0.007319272495806217, 3.7413087738968898e-06, 0.0016229721950367093, 2.834497763615218e-06 ], [ 0.00015428716142196208, 0.9952926635742188, 0.004193696193397045, 2.4992339149321197e-06, 0.0003565790830180049, 3.263975258960272e-07 ], [ 0.0002842991962097585, 0.9960368275642395, 0.002120011253282428, 1.1088926612501382e-06, 0.0015569435199722648, 8.390357493226475e-07 ], [ 0.0005074559594504535, 0.983726441860199, 0.011851292103528976, 5.501785835804185e-06, 0.0039091589860618114, 8.912999049925929e-08 ], [ 0.00013422846677713096, 0.9975594282150269, 0.0020346464589238167, 3.902236585417995e-06, 0.0002671565453056246, 5.565113951888634e-07 ] ] }, { "file": "uhf39_618MHz_occupied.npy", "uhf_channel": 39, "centre_mhz": 618, "label": "unlabelled", "excluded_from_scoring": true, "records": 20, "class_counts": { "Noise": 7, "ATSC": 10, "DVB-T": 1, "Unknown": 2 }, "occupied": 6, "nearest_correct_count": 1, "mean_confidence": 0.809665, "mean_confidence_on_vacant_calls": 0.74779, "probabilities": [ [ 0.012991772964596748, 0.00020041891548316926, 6.606827082578093e-05, 1.4914761092832407e-10, 0.9867417216300964, 1.2851548714110095e-09 ], [ 0.3944476246833801, 0.00011025375715689734, 0.0024966385681182146, 5.424525539865499e-08, 0.6029453277587891, 8.287149455554754e-08 ], [ 0.043670475482940674, 3.559814649634063e-05, 6.831839073129231e-06, 6.338883906664705e-08, 0.9562823176383972, 4.653904852602864e-06 ], [ 0.44980648159980774, 6.76589843351394e-05, 0.00017117094830609858, 1.9402682127633852e-08, 0.5499545931816101, 5.773532762987088e-08 ], [ 0.5933055877685547, 1.2121283361921087e-05, 3.444973481236957e-05, 1.7100963987104478e-06, 0.4066183269023895, 2.7832847990794107e-05 ], [ 0.24642765522003174, 0.6837331056594849, 6.045909321983345e-05, 1.4018998626852408e-05, 0.06886976957321167, 0.0008949956973083317 ], [ 0.5175274610519409, 5.588271960732527e-06, 3.5014263630728237e-06, 0.0005386776174418628, 0.07889223098754883, 0.4030325412750244 ], [ 0.922604501247406, 2.994161332026124e-05, 2.7505330990607035e-07, 3.896293037541909e-06, 0.07608531415462494, 0.0012760816607624292 ], [ 0.6479122638702393, 2.6444483864906942e-06, 2.3418617729475955e-06, 7.71222694311291e-05, 0.30477088689804077, 0.047234829515218735 ], [ 0.0012042504968121648, 6.850731551821809e-06, 2.185586254199734e-06, 2.991635938087711e-06, 0.9938279986381531, 0.004955772776156664 ], [ 0.9976534247398376, 2.6975276341545396e-06, 2.0579916508722818e-06, 2.2751664801035076e-06, 0.0022971469443291426, 4.24442405346781e-05 ], [ 0.9620851278305054, 6.122322702140082e-07, 9.2775678695034e-07, 5.8347337471786886e-05, 0.02700716070830822, 0.010847773402929306 ], [ 0.18382032215595245, 2.0536368538159877e-05, 0.00011437369539635256, 8.759418051340617e-06, 0.8159434199333191, 9.255341137759387e-05 ], [ 0.05699368566274643, 2.9355549102660916e-08, 4.831216529055382e-07, 0.0014178977580741048, 2.055845470749773e-05, 0.9415674209594727 ], [ 0.9994764924049377, 5.542693770621554e-07, 4.0589017658021476e-07, 4.224252279527718e-06, 9.931615932146087e-05, 0.0004190212639514357 ], [ 0.9955586194992065, 4.265288566784875e-07, 4.0286084868057515e-07, 4.211967734590871e-07, 0.004436383489519358, 3.8358471101673786e-06 ], [ 0.6389493942260742, 7.964010251271247e-07, 1.5012346011644695e-05, 0.000484809948829934, 0.055392518639564514, 0.3051574230194092 ], [ 0.846875786781311, 7.311603258131072e-05, 0.0013491451973095536, 0.00021547911455854774, 0.1501592993736267, 0.00132711639162153 ], [ 0.2841510474681854, 7.61514384066686e-05, 7.872268724895548e-06, 1.7547749564528203e-07, 0.715762197971344, 2.6211644126306055e-06 ], [ 0.16059991717338562, 0.00010680143168428913, 1.375630290567642e-06, 0.00047430896665900946, 0.014214703813195229, 0.8246029019355774 ] ] } ], "scored_records": 80, "scored_records_occupied": 54, "scored_channels": 4, "scored_channels_all_vacant": 0, "scored_channels_all_occupied": 1, "epoch": 17, "synthetic_val_accuracy": 0.9244444444444444, "synthetic_val_loss": 0.30160332175308013, "synthetic_train_accuracy": 0.9978571428571429, "scoring_seconds": 0.34 }, { "channels": [ { "file": "uhf25_506MHz_occupied.npy", "uhf_channel": 25, "centre_mhz": 506, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "DVB-T": 20 }, "occupied": 18, "nearest_correct_count": 20, "mean_confidence": 0.878376, "mean_confidence_on_vacant_calls": 0.521693, "probabilities": [ [ 8.768390398472548e-05, 0.9633546471595764, 0.036507248878479004, 6.48382092549582e-06, 4.396808799356222e-05, 2.7536046776077683e-09 ], [ 7.841642218409106e-05, 0.8903660774230957, 0.10923832654953003, 1.2348892596492078e-05, 0.0003048594808205962, 3.6316236129430024e-10 ], [ 0.00046682709944434464, 0.5151544809341431, 0.48210522532463074, 6.375164048222359e-06, 0.0022670698817819357, 8.969079923204504e-10 ], [ 0.0003629781713243574, 0.9083936214447021, 0.09049789607524872, 2.194302396674175e-06, 0.0007434047292917967, 4.593032620903159e-09 ], [ 0.00011804785026470199, 0.9446396827697754, 0.055072903633117676, 2.9960233405290637e-06, 0.0001663321309024468, 3.039170692886728e-09 ], [ 0.00013588815636467189, 0.9185338020324707, 0.08097322285175323, 4.9011659939424135e-06, 0.00035217611002735794, 3.1296447655648763e-09 ], [ 3.4611159207997844e-05, 0.9826291799545288, 0.01732439175248146, 3.652201485238038e-06, 8.154507668223232e-06, 1.311617620070038e-10 ], [ 0.00019109439745079726, 0.9031785130500793, 0.09637843072414398, 5.0516850023996085e-05, 0.00020154450612608343, 2.44426590079172e-09 ], [ 0.00026923365658149123, 0.8682308793067932, 0.1285257786512375, 8.364461336896056e-07, 0.002973268274217844, 1.2979894936648861e-09 ], [ 0.0002661859034560621, 0.9929128289222717, 0.005660614464432001, 2.1816338175995043e-06, 0.0011577209224924445, 5.445223223432549e-07 ], [ 0.0010672054486349225, 0.5282325148582458, 0.4516320824623108, 5.981968115520431e-06, 0.01906220242381096, 1.3511675334143547e-08 ], [ 0.0008214681292884052, 0.8234915137290955, 0.17504344880580902, 4.427077783475397e-06, 0.0006390502094291151, 5.371138556142796e-08 ], [ 0.00047328919754363596, 0.703112781047821, 0.290923535823822, 4.282409918232588e-06, 0.005486158188432455, 4.3187657894350195e-09 ], [ 0.00019028088718187064, 0.8689946532249451, 0.13046886026859283, 0.00020856615446973592, 0.00013763141760136932, 1.2090448642254614e-09 ], [ 0.00030059125856496394, 0.9463649392127991, 0.053077906370162964, 6.883102287247311e-06, 0.00024964488693512976, 2.2787135733892683e-08 ], [ 2.6364821678726003e-05, 0.9790752530097961, 0.020814813673496246, 7.942936645122245e-05, 4.148644620727282e-06, 1.6371037858675663e-09 ], [ 0.00034361067810095847, 0.9335013031959534, 0.06503388285636902, 2.496718479960691e-06, 0.0011187981581315398, 1.1446092962330567e-08 ], [ 0.00027205690275877714, 0.9302251935005188, 0.06870120763778687, 2.3476848127756966e-06, 0.0007991836173459888, 1.7189595524769175e-08 ], [ 4.910122152068652e-05, 0.9822956919670105, 0.017380904406309128, 4.7115418055909686e-07, 0.0002737839531619102, 2.5236468470524187e-10 ], [ 8.700521721038967e-05, 0.9848327040672302, 0.015030959621071815, 1.4582294625142822e-06, 4.7870646085357293e-05, 8.099913628711874e-09 ] ] }, { "file": "uhf32_562MHz_occupied.npy", "uhf_channel": 32, "centre_mhz": 562, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "Noise": 18, "ISDB-T": 2 }, "occupied": 1, "nearest_correct_count": 0, "mean_confidence": 0.88834, "mean_confidence_on_vacant_calls": 0.895211, "probabilities": [ [ 0.0010112500749528408, 0.0003127855306956917, 0.006193871144205332, 2.3131974558054935e-06, 0.9924707412719727, 9.11477764020674e-06 ], [ 0.002640880411490798, 0.00384123669937253, 0.02816775254905224, 6.619708869948226e-07, 0.9653461575508118, 3.280500550317811e-06 ], [ 0.0016126183327287436, 0.004023902118206024, 0.015784697607159615, 1.4349592447615578e-06, 0.9785741567611694, 3.0657076877105283e-06 ], [ 0.0003402887668926269, 0.0017380034551024437, 0.006130846217274666, 7.863344819725171e-08, 0.9917906522750854, 1.0788770765657318e-07 ], [ 0.0040885754860937595, 0.005904799792915583, 0.34563830494880676, 1.077147658179456e-06, 0.6443657875061035, 1.4742265648237662e-06 ], [ 0.001087334007024765, 0.00044241928844712675, 0.018879152834415436, 3.4548020266811363e-07, 0.9795896410942078, 1.1505051134008681e-06 ], [ 0.002695308765396476, 0.0012064483016729355, 0.07751043885946274, 8.89577768248273e-06, 0.918576717376709, 2.2456986243923893e-06 ], [ 0.0002637080615386367, 0.00019044747750740498, 0.002648408291861415, 2.437575119529356e-08, 0.9968972206115723, 1.9248679450356576e-07 ], [ 0.0020604149904102087, 0.0029925089329481125, 0.0898471549153328, 4.260138211975573e-06, 0.905095100402832, 5.511721496986866e-07 ], [ 0.000446539546828717, 0.0004395994183141738, 0.006105076055973768, 1.7230684079549974e-07, 0.9930083751678467, 2.50084610797785e-07 ], [ 0.0005208972143009305, 0.0030344068072736263, 0.06042046099901199, 7.123110776774411e-07, 0.936023473739624, 1.7683634112586333e-08 ], [ 0.0001693863159744069, 0.000262958841631189, 0.005701677408069372, 1.4222898414573137e-08, 0.9938659071922302, 6.951231767970967e-08 ], [ 0.001076600281521678, 0.00048412472824566066, 0.05612270534038544, 2.3717382191534853e-06, 0.9423136711120605, 6.316698772934615e-07 ], [ 0.0045622242614626884, 0.0020162041764706373, 0.5299978256225586, 3.5814686270896345e-05, 0.4633867144584656, 1.2059085747750942e-06 ], [ 0.0009862325387075543, 0.0010763723403215408, 0.043373432010412216, 3.6054970564691757e-07, 0.954563558101654, 1.3278183530474053e-07 ], [ 0.0018488024361431599, 0.013671983033418655, 0.16672560572624207, 1.8008624920184957e-06, 0.8177512288093567, 5.88719785810099e-07 ], [ 0.0033858828246593475, 0.00022882124176248908, 0.12299717962741852, 2.0151635453657946e-06, 0.8733806610107422, 5.446210707304999e-06 ], [ 0.0016629660967737436, 0.0017981380224227905, 0.28900137543678284, 3.6454994187806733e-06, 0.7075338363647461, 3.3727388881743536e-08 ], [ 0.01342422142624855, 0.005906505044549704, 0.7577915191650391, 1.198047903017141e-05, 0.22286048531532288, 5.32716148882173e-06 ], [ 0.001046559540554881, 0.001344034681096673, 0.10974065214395523, 3.679346264107153e-06, 0.887864887714386, 1.9344031443324639e-07 ] ] }, { "file": "uhf33_570MHz_occupied.npy", "uhf_channel": 33, "centre_mhz": 570, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "Noise": 11, "ISDB-T": 8, "DVB-T": 1 }, "occupied": 6, "nearest_correct_count": 1, "mean_confidence": 0.737191, "mean_confidence_on_vacant_calls": 0.70968, "probabilities": [ [ 0.00015029216592665762, 0.006650504656136036, 0.11870303004980087, 2.29682109420537e-06, 0.8744938969612122, 4.525502368679657e-12 ], [ 0.0005331053980626166, 0.0028887426014989614, 0.7950109839439392, 2.421252929707407e-06, 0.2015647292137146, 1.9448707921920771e-10 ], [ 0.0005589966312982142, 0.37926143407821655, 0.5745707154273987, 2.573246274550911e-05, 0.045583225786685944, 6.602169505542932e-11 ], [ 0.00025301307323388755, 0.0031876207794994116, 0.07567507773637772, 7.545489552285289e-06, 0.9208767414093018, 4.815043030959032e-09 ], [ 0.0002070079935947433, 0.016033321619033813, 0.2558659613132477, 8.547541256120894e-06, 0.7278851270675659, 2.10315063975397e-11 ], [ 0.0002594978432171047, 0.060251638293266296, 0.8086788654327393, 2.7299116482026875e-05, 0.13078269362449646, 1.1378802414196976e-11 ], [ 0.0003538035089150071, 0.0038543762639164925, 0.3548620045185089, 1.131128669840109e-06, 0.6409286260604858, 2.2742103339412623e-11 ], [ 0.0008542983559891582, 0.007448740769177675, 0.44252073764801025, 3.363610176165821e-06, 0.5491728782653809, 5.114563286778839e-11 ], [ 0.00040478649316355586, 0.07731109112501144, 0.4728493094444275, 1.2701272680715192e-05, 0.4494221806526184, 3.0816703355807107e-12 ], [ 0.00028001220198348165, 0.013969982974231243, 0.7703657150268555, 1.0519767783989664e-05, 0.21537382900714874, 8.827993024096426e-12 ], [ 0.00039906136225908995, 0.009393943473696709, 0.3946666121482849, 8.273708772321697e-06, 0.5955321192741394, 1.353716617968903e-11 ], [ 0.00015774783969391137, 0.0013200894463807344, 0.0404692180454731, 1.765150017263295e-07, 0.9580528140068054, 3.488495048387108e-10 ], [ 0.00027832514024339616, 0.002714936388656497, 0.27570870518684387, 6.376471901603509e-07, 0.7212973833084106, 2.0262082289779215e-10 ], [ 0.00039098263368941844, 0.014670221135020256, 0.7086874842643738, 1.5895750038907863e-05, 0.276235431432724, 2.9441405910435314e-12 ], [ 0.0003921216703020036, 0.008808710612356663, 0.22917219996452332, 1.161129057436483e-05, 0.7616153359413147, 2.281922914515455e-11 ], [ 0.0002975870156660676, 0.009067186154425144, 0.17765487730503082, 2.68692429017392e-06, 0.8129777312278748, 1.1090771356858653e-10 ], [ 0.0003254339098930359, 0.020295754075050354, 0.20499835908412933, 7.402543815260287e-06, 0.7743731141090393, 8.459768476021257e-12 ], [ 0.0006613274454139173, 0.550887942314148, 0.4096629023551941, 6.38995406916365e-05, 0.03872394934296608, 6.047004563747294e-10 ], [ 0.0009168109390884638, 0.0006259430083446205, 0.9870244264602661, 1.8577535229269415e-05, 0.011414173990488052, 4.2688266116419626e-11 ], [ 0.00044762162724509835, 0.0074061015620827675, 0.7385309934616089, 2.714660149649717e-05, 0.25358808040618896, 1.756304520220131e-12 ] ] }, { "file": "uhf35_586MHz_occupied.npy", "uhf_channel": 35, "centre_mhz": 586, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "DVB-T": 20 }, "occupied": 20, "nearest_correct_count": 20, "mean_confidence": 0.962756, "mean_confidence_on_vacant_calls": null, "probabilities": [ [ 3.444459798629396e-05, 0.9942820072174072, 0.005666179582476616, 5.409186996985227e-06, 1.1886480933753774e-05, 1.268096072593039e-09 ], [ 5.715924999094568e-05, 0.9475055932998657, 0.05227472633123398, 4.5608678192365915e-05, 0.00011685500794555992, 5.233976030361021e-10 ], [ 0.00044184623402543366, 0.8946056365966797, 0.10264157503843307, 6.227418452908751e-06, 0.0023047702852636576, 1.1609183836469583e-08 ], [ 0.0004771584935951978, 0.851154088973999, 0.1479518562555313, 5.4221029131440446e-05, 0.0003626639081630856, 1.3688586264493097e-08 ], [ 7.905723759904504e-05, 0.9797570109367371, 0.019783012568950653, 2.0068996491318103e-06, 0.0003788932808674872, 1.2520307013375032e-09 ], [ 0.0005145206232555211, 0.9681147933006287, 0.020602283999323845, 8.138623570630443e-07, 0.010767561383545399, 3.261014214217539e-08 ], [ 6.0890095483046025e-05, 0.9897266030311584, 0.01018255203962326, 1.0190157809120137e-05, 1.98217330762418e-05, 1.0297867447661702e-08 ], [ 0.0004132252943236381, 0.9315858483314514, 0.06558069586753845, 5.793160653411178e-06, 0.0024144938215613365, 5.1127287292729307e-08 ], [ 9.301231330027804e-05, 0.9906343221664429, 0.00907199364155531, 1.3563516404246911e-05, 0.0001870997075457126, 2.1043968345679787e-08 ], [ 0.00013210601173341274, 0.9832324385643005, 0.016525540500879288, 3.3699659525154857e-06, 0.00010646475857356563, 2.4152209121552914e-08 ], [ 0.00010225230653304607, 0.9908319115638733, 0.00898565724492073, 7.296785611288215e-07, 7.943408854771405e-05, 1.0391395299791384e-08 ], [ 4.300645014154725e-05, 0.9941071271896362, 0.0058206538669764996, 2.4336732167284936e-06, 2.677981865417678e-05, 2.4045276880713118e-09 ], [ 6.45202089799568e-05, 0.9894689321517944, 0.010104929096996784, 2.840986610408436e-07, 0.00036131535307504237, 7.543406788101947e-09 ], [ 0.0005323620280250907, 0.9504549503326416, 0.04610283672809601, 1.3695343113795388e-05, 0.0028959340415894985, 1.9567950459986605e-07 ], [ 0.00020141853019595146, 0.9677098393440247, 0.031843531876802444, 5.687138582288753e-06, 0.00023963814601302147, 3.8440973071374174e-08 ], [ 0.0007157199434004724, 0.9589524269104004, 0.03910279646515846, 6.226334335224237e-06, 0.001221276237629354, 1.655429969105171e-06 ], [ 0.00022356188856065273, 0.9699651598930359, 0.028862254694104195, 4.837957476411248e-06, 0.0009439945570193231, 1.5276093279226188e-07 ], [ 0.0002552781661506742, 0.9926281571388245, 0.006000802852213383, 8.100557806756115e-07, 0.0011149008059874177, 1.709596517684986e-07 ], [ 0.001037479261867702, 0.9203983545303345, 0.07166698575019836, 1.200505175802391e-05, 0.006885104347020388, 5.766786159711046e-08 ], [ 0.0003154020814690739, 0.9900047183036804, 0.009355747140944004, 1.1748418728529941e-05, 0.0003117014130111784, 6.115351425250992e-07 ] ] }, { "file": "uhf39_618MHz_occupied.npy", "uhf_channel": 39, "centre_mhz": 618, "label": "unlabelled", "excluded_from_scoring": true, "records": 20, "class_counts": { "Noise": 6, "ATSC": 10, "Unknown": 4 }, "occupied": 9, "nearest_correct_count": 0, "mean_confidence": 0.833808, "mean_confidence_on_vacant_calls": 0.764872, "probabilities": [ [ 0.004947143606841564, 0.0002689778048079461, 4.695256575359963e-05, 3.485483082710239e-11, 0.9947369694709778, 1.968500917826077e-10 ], [ 0.18619558215141296, 0.00025460246251896024, 0.0017454404151067138, 1.4128158198900564e-08, 0.8118043541908264, 1.8440198701341615e-08 ], [ 0.16066114604473114, 8.274539140984416e-05, 1.8224587620352395e-05, 1.6493363830250019e-07, 0.8392318487167358, 5.975227395538241e-06 ], [ 0.4202008843421936, 0.00014008634025231004, 0.0002520474954508245, 2.0826908198046112e-08, 0.5794069170951843, 5.648548651038254e-08 ], [ 0.92237788438797, 1.3564198525273241e-05, 5.429551310953684e-05, 3.3425988021917874e-06, 0.0775386318564415, 1.2196589523227885e-05 ], [ 0.6894485950469971, 0.2744210362434387, 3.794424992520362e-05, 1.931629412865732e-05, 0.03516262769699097, 0.0009104536147788167 ], [ 0.2147628366947174, 3.713786611569958e-07, 9.405073342350079e-07, 0.0009419647394679487, 0.017145352438092232, 0.7671486139297485 ], [ 0.9775527715682983, 2.1452551663969643e-05, 3.36501585707083e-07, 8.74641500558937e-06, 0.020295174792408943, 0.0021214191801846027 ], [ 0.876214325428009, 1.657573989177763e-06, 2.4647310965519864e-06, 0.00020147576287854463, 0.05480336397886276, 0.06877662241458893 ], [ 0.03825706988573074, 2.75388492809725e-06, 8.790317451712326e-07, 0.0002741396310739219, 0.48451468348503113, 0.47695043683052063 ], [ 0.9979714751243591, 3.3452201932959724e-06, 7.540906608483056e-06, 5.73814349991153e-06, 0.0019259696127846837, 8.594703103881329e-05 ], [ 0.8649886250495911, 3.7692143450840376e-06, 5.1175929911551066e-06, 0.0001662128634052351, 0.10908200591802597, 0.025754181668162346 ], [ 0.7336413264274597, 5.96866593696177e-05, 0.0020876815542578697, 0.00014958047540858388, 0.26384487748146057, 0.00021681460202671587 ], [ 0.03049604594707489, 7.615677866112947e-09, 3.833905850569863e-07, 0.0013463976792991161, 7.332127552217571e-06, 0.9681498408317566 ], [ 0.9991088509559631, 4.089074082003208e-06, 1.2428122317942325e-06, 6.6409643295628484e-06, 0.00021702043886762112, 0.0006621908978559077 ], [ 0.9932014346122742, 2.6347411221649963e-06, 3.794588110395125e-06, 1.4898799918228178e-06, 0.006782358977943659, 8.348862138518598e-06 ], [ 0.3196619153022766, 4.1077421997215424e-07, 2.3727207008050755e-06, 0.0010023710783571005, 0.022018523886799812, 0.6573143601417542 ], [ 0.8975015878677368, 4.220560731482692e-05, 0.004031764343380928, 0.0003989177057519555, 0.09711365401744843, 0.0009118264424614608 ], [ 0.308241069316864, 8.097012323560193e-05, 1.3708293408853933e-05, 2.5815117510319396e-07, 0.6916613578796387, 2.5956385343306465e-06 ], [ 0.06895894557237625, 6.8043850660615135e-06, 2.630567905725911e-07, 0.0005815381300635636, 0.00027772272005677223, 0.9301748275756836 ] ] } ], "scored_records": 80, "scored_records_occupied": 45, "scored_channels": 4, "scored_channels_all_vacant": 0, "scored_channels_all_occupied": 1, "epoch": 18, "synthetic_val_accuracy": 0.9233333333333333, "synthetic_val_loss": 0.3116597280276215, "synthetic_train_accuracy": 0.9995238095238095, "scoring_seconds": 0.31 }, { "channels": [ { "file": "uhf25_506MHz_occupied.npy", "uhf_channel": 25, "centre_mhz": 506, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "DVB-T": 17, "ISDB-T": 3 }, "occupied": 16, "nearest_correct_count": 17, "mean_confidence": 0.862885, "mean_confidence_on_vacant_calls": 0.623281, "probabilities": [ [ 0.00013218840467743576, 0.976482629776001, 0.023368429392576218, 1.9590825104387477e-06, 1.4785695384489372e-05, 4.3558298301604736e-08 ], [ 0.00011188245844095945, 0.9072207808494568, 0.09245562553405762, 3.5679709071700927e-06, 0.00020808078988920897, 4.6151771293523325e-09 ], [ 0.0020073067862540483, 0.45450228452682495, 0.5425254702568054, 3.5698726605915e-06, 0.000961389800067991, 2.6843240519269784e-08 ], [ 0.0012918710708618164, 0.9150051474571228, 0.08315612375736237, 1.2826833426515805e-06, 0.0005454641650430858, 1.5491121985178324e-07 ], [ 0.0005075354711152613, 0.9131008982658386, 0.0862482339143753, 3.9540923353342805e-06, 0.000139223673613742, 1.3367694862154167e-07 ], [ 0.00023287937801796943, 0.9145790934562683, 0.0847146213054657, 1.9094045455858577e-06, 0.00047149279271252453, 3.608319687486983e-08 ], [ 0.000101678648206871, 0.9793525338172913, 0.020531365647912025, 2.667197804839816e-06, 1.1715004802681506e-05, 3.6548151172155485e-09 ], [ 0.0005240406026132405, 0.9133545160293579, 0.08593986928462982, 2.801465234369971e-05, 0.0001534529437776655, 1.007874388392338e-07 ], [ 0.0007341722375713289, 0.7959411144256592, 0.20056411623954773, 6.176830424919899e-07, 0.0027599732857197523, 3.1861176807979064e-08 ], [ 0.0007718943525105715, 0.9935286641120911, 0.0042460463009774685, 1.4305542208603583e-06, 0.001447385991923511, 4.63875448986073e-06 ], [ 0.004110991023480892, 0.3453604280948639, 0.6036677956581116, 3.633797405200312e-06, 0.0468568280339241, 3.456941612967057e-07 ], [ 0.002282026456668973, 0.8621585369110107, 0.13524797558784485, 4.202796844765544e-06, 0.00030645722290501, 6.760179189768678e-07 ], [ 0.0012073545949533582, 0.33421239256858826, 0.6542050242424011, 3.3295677894784603e-06, 0.010371925309300423, 9.162919667460301e-08 ], [ 0.00039445128641091287, 0.8681774139404297, 0.13127177953720093, 6.099123493186198e-05, 9.544250497128814e-05, 3.077626686831536e-08 ], [ 0.0010421138722449541, 0.9101845026016235, 0.08855388313531876, 6.602011580980616e-06, 0.0002122803416568786, 6.468036986007064e-07 ], [ 9.811080963118002e-05, 0.9570720195770264, 0.042743731290102005, 7.885839295340702e-05, 7.356732567131985e-06, 4.052182234204338e-08 ], [ 0.0020055731292814016, 0.6927237510681152, 0.3023655414581299, 5.4006691243557725e-06, 0.0028993829619139433, 3.9939845919434447e-07 ], [ 0.000912996067199856, 0.931711733341217, 0.06652388721704483, 2.197426510974765e-06, 0.0008487713057547808, 3.3565808621460747e-07 ], [ 0.00022771469957660884, 0.963836133480072, 0.03535426780581474, 2.9063428996778384e-07, 0.0005815780023112893, 7.904606746933496e-09 ], [ 0.0002514268271625042, 0.9628653526306152, 0.036845672875642776, 2.1083403680677293e-06, 3.53550749423448e-05, 1.2931614890021592e-07 ] ] }, { "file": "uhf32_562MHz_occupied.npy", "uhf_channel": 32, "centre_mhz": 562, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "Noise": 20 }, "occupied": 0, "nearest_correct_count": 0, "mean_confidence": 0.969352, "mean_confidence_on_vacant_calls": 0.969352, "probabilities": [ [ 0.00011940093827433884, 0.00010233183274976909, 0.0003312018234282732, 9.737996720105002e-08, 0.9994435906410217, 3.399292154426803e-06 ], [ 0.00045347673585638404, 0.003228618996217847, 0.0023665963672101498, 9.853194171682844e-08, 0.9939490556716919, 2.2517488105222583e-06 ], [ 0.0005670552491210401, 0.004103854298591614, 0.0024448989424854517, 4.7386939172611164e-07, 0.9928767085075378, 6.985682375670876e-06 ], [ 0.00014155972166918218, 0.0012147518573328853, 0.000838044157717377, 1.6683596726352334e-08, 0.9978055357933044, 1.5109340267827065e-07 ], [ 0.0015433005755767226, 0.01661413162946701, 0.021281152963638306, 1.5338217451699165e-07, 0.9605596661567688, 1.5403206816699822e-06 ], [ 0.00018726097187027335, 0.0002462919510435313, 0.0016575749032199383, 3.730441378024807e-08, 0.997908353805542, 5.677375156665221e-07 ], [ 0.0009066372876986861, 0.0014119999250397086, 0.006679784040898085, 1.4206991636456223e-06, 0.9909977912902832, 2.366025000810623e-06 ], [ 5.877202420379035e-05, 0.0001604334538569674, 0.00017414355534128845, 3.1664448840729165e-09, 0.9996066689491272, 1.0426811769548294e-07 ], [ 0.0005160326254554093, 0.004811644088476896, 0.0065689049661159515, 4.5467416498468083e-07, 0.988102376461029, 5.623833203571849e-07 ], [ 5.582414087257348e-05, 0.00026265112683176994, 0.0001912119914777577, 6.687004283634224e-09, 0.9994901418685913, 8.917859872781264e-08 ], [ 0.00017184765601996332, 0.004000379703938961, 0.007133852690458298, 8.103804560732897e-08, 0.98869389295578, 3.115642499551541e-08 ], [ 3.4580298233777285e-05, 0.00019716598035302013, 0.0004548187425825745, 1.4961969441174006e-09, 0.999313473701477, 4.305166001472571e-08 ], [ 0.00016554529429413378, 0.00027536507695913315, 0.00272369640879333, 1.1197483473779357e-07, 0.9968348145484924, 4.4127958176432003e-07 ], [ 0.0032200536224991083, 0.009520171210169792, 0.19850298762321472, 1.45051035360666e-05, 0.7887368202209473, 5.4172669479157776e-06 ], [ 0.00015281875676009804, 0.0005983918090350926, 0.0020572415087372065, 2.2496921658898827e-08, 0.9971913695335388, 1.0504475511652345e-07 ], [ 0.0005236563156358898, 0.01743992045521736, 0.017079822719097137, 2.1524641624637297e-07, 0.9649556875228882, 6.837347541477357e-07 ], [ 0.0005887359147891402, 8.563810115447268e-05, 0.0036058425903320312, 1.055160794294352e-07, 0.9957167506217957, 2.9761495170532726e-06 ], [ 0.0004432779678609222, 0.002932528965175152, 0.03934991732239723, 5.246541832093499e-07, 0.9572737216949463, 7.141113655961817e-08 ], [ 0.014098268002271652, 0.018555117771029472, 0.17996332049369812, 7.143298262235476e-06, 0.7873414754867554, 3.468390059424564e-05 ], [ 0.0001621530536795035, 0.0011855585034936666, 0.008408083580434322, 1.5527866992215422e-07, 0.9902439713478088, 8.903757731104633e-08 ] ] }, { "file": "uhf33_570MHz_occupied.npy", "uhf_channel": 33, "centre_mhz": 570, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "Noise": 15, "ISDB-T": 4, "DVB-T": 1 }, "occupied": 1, "nearest_correct_count": 1, "mean_confidence": 0.801088, "mean_confidence_on_vacant_calls": 0.802262, "probabilities": [ [ 7.409395766444504e-05, 0.0032016620971262455, 0.027469394728541374, 2.440795299207821e-07, 0.9692546129226685, 2.9045425786744516e-11 ], [ 0.0003896908601745963, 0.004740475211292505, 0.1231057271361351, 2.029566132932814e-07, 0.8717638850212097, 1.4149357241421967e-09 ], [ 0.00093122071120888, 0.35742390155792236, 0.5086051225662231, 1.0500844837224577e-05, 0.1330292820930481, 2.298727874716633e-09 ], [ 0.00016338609566446394, 0.0012101901229470968, 0.044097594916820526, 1.4979544857851579e-06, 0.9545272588729858, 1.8339846974413376e-08 ], [ 8.211020758608356e-05, 0.007716045714914799, 0.06317618489265442, 3.6520228263725585e-07, 0.9290252923965454, 7.921516220754654e-11 ], [ 0.00036494352389127016, 0.06833008676767349, 0.4884311258792877, 4.74445596410078e-06, 0.4428690969944, 1.5930173846712137e-10 ], [ 0.0002920467813964933, 0.0029707152862101793, 0.11327851563692093, 2.0398546496380732e-07, 0.8834585547447205, 3.7143976783227117e-10 ], [ 0.00040393974632024765, 0.0053029549308121204, 0.1254516839981079, 3.501313869946898e-07, 0.8688411116600037, 2.4913926477410087e-10 ], [ 0.0004037011822219938, 0.06037282943725586, 0.4250117540359497, 5.894461537536699e-06, 0.514205813407898, 8.021716624284636e-11 ], [ 0.0002587717608548701, 0.013658370822668076, 0.3191654086112976, 6.248471891012741e-07, 0.6669167280197144, 8.805556284130489e-11 ], [ 0.00022361244191415608, 0.004841112531721592, 0.07908452302217484, 5.634263402498618e-07, 0.9158501625061035, 1.673424038228788e-10 ], [ 0.00010873177961912006, 0.000755940331146121, 0.009470279328525066, 2.611799310159313e-08, 0.9896649718284607, 1.5400366537576815e-09 ], [ 0.00011360384814906865, 0.001236687763594091, 0.04586869105696678, 3.701000039768587e-08, 0.9527809023857117, 6.25491214378826e-10 ], [ 0.00042831190512515604, 0.013745715841650963, 0.5075253844261169, 2.759802782748011e-06, 0.4782978594303131, 6.851057915424619e-11 ], [ 0.00023446920386049896, 0.004551971796900034, 0.05730723962187767, 1.26113491205615e-06, 0.9379050731658936, 2.574157831336521e-10 ], [ 0.00012198815966257825, 0.0031692979391664267, 0.020319124683737755, 1.5573674261304404e-07, 0.976389467716217, 4.4287504219475693e-10 ], [ 0.0002217400906374678, 0.013157865963876247, 0.08280397206544876, 8.22394383703795e-07, 0.9038155674934387, 1.2757428446974473e-10 ], [ 0.0005521274288184941, 0.6164295077323914, 0.2637634575366974, 1.1913617527170572e-05, 0.11924298852682114, 6.110492556388181e-09 ], [ 0.0024895130190998316, 0.005580364726483822, 0.778777539730072, 8.766143764660228e-06, 0.21314382553100586, 2.267015242196635e-09 ], [ 0.00041369209066033363, 0.007683053612709045, 0.20431815087795258, 2.2874012302054325e-06, 0.7875828742980957, 4.3982512076823355e-11 ] ] }, { "file": "uhf35_586MHz_occupied.npy", "uhf_channel": 35, "centre_mhz": 586, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "DVB-T": 20 }, "occupied": 20, "nearest_correct_count": 20, "mean_confidence": 0.960144, "mean_confidence_on_vacant_calls": null, "probabilities": [ [ 6.267870048759505e-05, 0.9919543862342834, 0.007969934493303299, 2.894322733482113e-06, 1.0193020898441318e-05, 1.2106617042206835e-08 ], [ 4.029487899970263e-05, 0.987241268157959, 0.012653497979044914, 4.2644405766623095e-06, 6.0711943660862744e-05, 3.4689544570198905e-09 ], [ 0.0010074438760057092, 0.8550029993057251, 0.14181077480316162, 1.0506434591661673e-05, 0.002167977625504136, 3.110588124854985e-07 ], [ 0.0005891012842766941, 0.8996071219444275, 0.09942878037691116, 1.1607883607211988e-05, 0.0003632705193012953, 7.191706430376144e-08 ], [ 0.00014087706222198904, 0.9775623083114624, 0.02192220836877823, 1.6894480268092593e-06, 0.00037290368345566094, 1.4277016013863886e-08 ], [ 0.0015676759649068117, 0.94361412525177, 0.03932854160666466, 1.5176823353613145e-06, 0.015487574972212315, 5.831555540680711e-07 ], [ 6.348051101667807e-05, 0.9959742426872253, 0.003946345299482346, 4.6582235881942324e-06, 1.1226988135604188e-05, 9.255127508822625e-08 ], [ 0.0008307904354296625, 0.9343585968017578, 0.06282076239585876, 4.408012955536833e-06, 0.001984997885301709, 4.808578069059877e-07 ], [ 0.0002399573422735557, 0.9870368242263794, 0.012439211830496788, 7.956710760481656e-06, 0.0002757746842689812, 2.181724596539425e-07 ], [ 0.0003823567240033299, 0.9813376665115356, 0.018085025250911713, 3.797040108111105e-06, 0.00019072099530603737, 4.2255734911123e-07 ], [ 0.00017196348926518112, 0.9948280453681946, 0.004924661945551634, 4.439790757260198e-07, 7.475029269699007e-05, 1.052332621043206e-07 ], [ 6.97828727425076e-05, 0.9942276477813721, 0.005675720516592264, 1.400873202328512e-06, 2.5465444196015596e-05, 2.5109937240586078e-08 ], [ 0.00018431141506880522, 0.9868425726890564, 0.012593826279044151, 3.191384791989549e-07, 0.00037884144694544375, 1.070072315201287e-07 ], [ 0.002197114285081625, 0.8735071420669556, 0.11702682077884674, 1.4930139514035545e-05, 0.007250871509313583, 3.1572806165058864e-06 ], [ 0.0005192353273741901, 0.9658615589141846, 0.03292328119277954, 4.008102223451715e-06, 0.0006914906552992761, 4.045098762617272e-07 ], [ 0.0015062900492921472, 0.9374502897262573, 0.05995626375079155, 8.161296136677265e-06, 0.0010651582852005959, 1.3804279660689645e-05 ], [ 0.0005033445777371526, 0.9613906145095825, 0.037311915308237076, 2.455846470184042e-06, 0.0007909151609055698, 7.8035805017862e-07 ], [ 0.00043841279693879187, 0.9953404664993286, 0.003138247411698103, 5.501779014593922e-07, 0.001081141410395503, 1.204799445986282e-06 ], [ 0.001048488076776266, 0.9477081298828125, 0.04872585088014603, 8.547530342184473e-06, 0.0025084451772272587, 5.713146151720139e-07 ], [ 0.00047289818758144975, 0.9920334219932556, 0.00733888428658247, 7.674868356843945e-06, 0.00014291834668256342, 4.192970664007589e-06 ] ] }, { "file": "uhf39_618MHz_occupied.npy", "uhf_channel": 39, "centre_mhz": 618, "label": "unlabelled", "excluded_from_scoring": true, "records": 20, "class_counts": { "Noise": 5, "ATSC": 11, "Unknown": 4 }, "occupied": 8, "nearest_correct_count": 0, "mean_confidence": 0.827542, "mean_confidence_on_vacant_calls": 0.749127, "probabilities": [ [ 0.0634930208325386, 0.0003819916455540806, 5.10848403791897e-05, 9.181284899018038e-11, 0.9360738396644592, 6.028292309778749e-10 ], [ 0.5750122666358948, 0.00016180564125534147, 0.0007270048372447491, 6.9132264357563145e-09, 0.4240989089012146, 8.594693845509482e-09 ], [ 0.10268811136484146, 4.323386019677855e-05, 2.3646400677534984e-06, 1.2409296701321182e-08, 0.8972654938697815, 7.365845817730587e-07 ], [ 0.31011250615119934, 3.989828110206872e-05, 1.590380270499736e-05, 1.608366106964354e-09, 0.6898317337036133, 9.095847630646858e-09 ], [ 0.9232214689254761, 1.3906332242186181e-05, 4.059339062223444e-06, 3.1129033573051856e-07, 0.07675103098154068, 9.256346857000608e-06 ], [ 0.6319005489349365, 0.3576961159706116, 9.772547855391167e-06, 2.9868867841287283e-06, 0.010237227194011211, 0.00015338064986281097 ], [ 0.3503958284854889, 4.936374580211123e-07, 1.4056303143661353e-07, 0.0003673587925732136, 0.03292255848646164, 0.616313636302948 ], [ 0.9432265758514404, 8.996858923637774e-06, 6.413419129103204e-08, 1.8722819277172675e-06, 0.05583963543176651, 0.0009228957933373749 ], [ 0.5070856809616089, 1.926282038766658e-06, 2.090604539262131e-06, 6.78268916090019e-05, 0.4367646276950836, 0.05607789754867554 ], [ 0.003436573315411806, 3.848839696729556e-06, 5.771109954366693e-07, 8.977036486612633e-06, 0.9746169447898865, 0.021933048963546753 ], [ 0.9996840953826904, 6.974599955356098e-07, 3.3008703326231625e-07, 9.455063718633028e-07, 0.0002875041391234845, 2.6354131478001364e-05 ], [ 0.9733134508132935, 7.243172461812719e-08, 1.8677850732728984e-07, 7.374289270956069e-05, 0.006353991571813822, 0.020258504897356033 ], [ 0.7564133405685425, 1.8749111404758878e-05, 0.00020123118883930147, 2.0031930034747347e-05, 0.2431442141532898, 0.0002023932756856084 ], [ 0.02629118785262108, 5.672013969615364e-09, 1.102119213669539e-07, 0.0007520475774072111, 7.089548489602748e-06, 0.9729496240615845 ], [ 0.9993284940719604, 1.0930276630460867e-06, 2.389698181559652e-07, 3.380780526640592e-06, 0.00011502220877446234, 0.0005517997196875513 ], [ 0.9969135522842407, 2.6348749315729947e-07, 1.8181894745339378e-07, 1.5660370422665437e-07, 0.003083085408434272, 2.711696197366109e-06 ], [ 0.274361789226532, 1.1601114238146693e-06, 6.3148950175673235e-06, 0.0005252134287729859, 0.0779852420091629, 0.6471202969551086 ], [ 0.9692203402519226, 1.0192774425377138e-05, 0.00035468596615828574, 1.9758132111746818e-05, 0.030208561569452286, 0.0001863994257291779 ], [ 0.2910730838775635, 2.3732338377158158e-05, 1.904336386360228e-06, 3.505147105897777e-08, 0.7089008092880249, 4.399234398988483e-07 ], [ 0.16153261065483093, 8.134901690937113e-06, 4.964513777849788e-07, 0.0003825538151431829, 0.005622048396617174, 0.8324541449546814 ] ] } ], "scored_records": 80, "scored_records_occupied": 37, "scored_channels": 4, "scored_channels_all_vacant": 1, "scored_channels_all_occupied": 1, "epoch": 19, "synthetic_val_accuracy": 0.9233333333333333, "synthetic_val_loss": 0.3314022367834372, "synthetic_train_accuracy": 0.9994047619047619, "scoring_seconds": 0.53 }, { "channels": [ { "file": "uhf25_506MHz_occupied.npy", "uhf_channel": 25, "centre_mhz": 506, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "DVB-T": 17, "ISDB-T": 3 }, "occupied": 16, "nearest_correct_count": 17, "mean_confidence": 0.810761, "mean_confidence_on_vacant_calls": 0.648156, "probabilities": [ [ 0.00033022952266037464, 0.9291520714759827, 0.07042591273784637, 3.080639726249501e-05, 6.100714017520659e-05, 3.71895119144483e-08 ], [ 0.00024401854898314923, 0.857563316822052, 0.14157114923000336, 3.869555803248659e-05, 0.000582745939027518, 2.5376607482030522e-09 ], [ 0.002138629788532853, 0.1725892573595047, 0.8233410120010376, 3.780437691602856e-05, 0.0018932470120489597, 1.0395979188615456e-08 ], [ 0.001718453480862081, 0.713117241859436, 0.28378885984420776, 2.4071505322353914e-05, 0.00135127198882401, 9.948480794719217e-08 ], [ 0.0006023486494086683, 0.7314067482948303, 0.26751431822776794, 4.0470189560437575e-05, 0.00043599423952400684, 6.333132773761463e-08 ], [ 0.0004323185421526432, 0.7704405784606934, 0.2283107489347458, 4.3352203647373244e-05, 0.0007729670614935458, 4.3555196782563144e-08 ], [ 0.00025687270681373775, 0.9506467580795288, 0.04902541637420654, 5.35502695129253e-05, 1.7304093489656225e-05, 1.42953526793832e-09 ], [ 0.001165047287940979, 0.7737225890159607, 0.2244463413953781, 0.00029708902002312243, 0.00036885702866129577, 6.455627499235561e-08 ], [ 0.0011698477901518345, 0.5738058090209961, 0.4146105647087097, 4.87384750158526e-06, 0.010408890433609486, 1.6290210069769273e-08 ], [ 0.001549618085846305, 0.9764770865440369, 0.018024660646915436, 1.7604506865609437e-05, 0.003922738134860992, 8.256497494585346e-06 ], [ 0.004191972315311432, 0.23476628959178925, 0.6950604319572449, 2.1518806534004398e-05, 0.06595967710018158, 1.6075838971119083e-07 ], [ 0.005181293468922377, 0.6609442234039307, 0.3333269953727722, 2.1114065020810813e-05, 0.0005252097034826875, 1.1464458111731801e-06 ], [ 0.0009275759221054614, 0.1445162296295166, 0.8457156419754028, 2.7524396500666626e-05, 0.008812975138425827, 3.486389843487814e-08 ], [ 0.0009403463336639106, 0.7086382508277893, 0.28930267691612244, 0.0009127083467319608, 0.00020605571626219898, 1.3867793136057571e-08 ], [ 0.0014886697754263878, 0.894775390625, 0.10332951694726944, 4.5627879444509745e-05, 0.0003603280056267977, 4.537052404884889e-07 ], [ 0.00040822490700520575, 0.9289233684539795, 0.0702676996588707, 0.00037198784411884844, 2.8657976145041175e-05, 8.716349242376964e-08 ], [ 0.002395843854174018, 0.6628127098083496, 0.3289255201816559, 2.0283991034375504e-05, 0.005845327861607075, 2.101623408634623e-07 ], [ 0.0011372397420927882, 0.8526684045791626, 0.14433740079402924, 1.8761083993013017e-05, 0.0018379718530923128, 2.2831481771845574e-07 ], [ 0.00028311420464888215, 0.9326069951057434, 0.06588912010192871, 4.024047939310549e-06, 0.0012167090317234397, 3.861559072504406e-09 ], [ 0.000639409467112273, 0.9334027171134949, 0.06584759801626205, 1.1208861906197853e-05, 9.882588346954435e-05, 2.4465666115247586e-07 ] ] }, { "file": "uhf32_562MHz_occupied.npy", "uhf_channel": 32, "centre_mhz": 562, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "Noise": 17, "ISDB-T": 3 }, "occupied": 2, "nearest_correct_count": 0, "mean_confidence": 0.863787, "mean_confidence_on_vacant_calls": 0.867829, "probabilities": [ [ 0.007269029505550861, 0.00021004465816076845, 0.016067024320364, 4.088415516889654e-05, 0.976239800453186, 0.00017330347327515483 ], [ 0.026056772097945213, 0.008238619193434715, 0.08736173808574677, 2.154039430024568e-05, 0.8781514763832092, 0.00016981898806989193 ], [ 0.02544488199055195, 0.02053939737379551, 0.1006605476140976, 0.00012995021825190634, 0.8529825210571289, 0.00024274401948787272 ], [ 0.0014359792694449425, 0.0015449478523805737, 0.008342340588569641, 7.759713867017126e-07, 0.9886747002601624, 1.3090427728457144e-06 ], [ 0.024910127744078636, 0.018290279433131218, 0.23876744508743286, 8.53126221045386e-06, 0.7179972529411316, 2.6373189029982314e-05 ], [ 0.0041052489541471004, 0.00036852117045782506, 0.0275379940867424, 4.936995537718758e-06, 0.9679604768753052, 2.280676199006848e-05 ], [ 0.023385802283883095, 0.0018801222322508693, 0.15132616460323334, 0.0001821296027628705, 0.8231741189956665, 5.16676991537679e-05 ], [ 0.0009586906526237726, 0.0002038998791249469, 0.001919932896271348, 1.2258226433914388e-07, 0.996915340423584, 2.0113095615670318e-06 ], [ 0.020850753411650658, 0.009575539268553257, 0.14623548090457916, 5.145491741131991e-05, 0.8232744336128235, 1.2422874533513095e-05 ], [ 0.0011548191541805863, 0.0005996661493554711, 0.008934441953897476, 1.3017846640650532e-06, 0.9893082976341248, 1.4522374840453267e-06 ], [ 0.0028218438383191824, 0.006779901683330536, 0.15437880158424377, 1.076833541446831e-05, 0.8360081911087036, 4.4474631977209356e-07 ], [ 0.0004952645977027714, 0.0003430551732890308, 0.00756050506606698, 1.4833096884103725e-07, 0.9916001558303833, 8.791231493887608e-07 ], [ 0.005112575367093086, 0.0007076444453559816, 0.11492853611707687, 3.980223118560389e-05, 0.8792017698287964, 9.719348781800363e-06 ], [ 0.011705541051924229, 0.002066428540274501, 0.8896557688713074, 0.0003619198687374592, 0.09620054811239243, 9.736924766912125e-06 ], [ 0.00397432642057538, 0.00140622747130692, 0.07501430809497833, 3.5637895052786916e-06, 0.919600248336792, 1.2543481489046826e-06 ], [ 0.00755962124094367, 0.027466638013720512, 0.3464910089969635, 3.924955308320932e-05, 0.6184357404708862, 7.751555131108034e-06 ], [ 0.008482716977596283, 0.00012989334936719388, 0.07205095887184143, 1.0473622751305811e-05, 0.9192670583724976, 5.8890505897579715e-05 ], [ 0.004293528385460377, 0.0035044311080127954, 0.6192255020141602, 4.963270475855097e-05, 0.3729266822338104, 1.9739889012271306e-07 ], [ 0.11920851469039917, 0.0076541476882994175, 0.7651673555374146, 0.00021533922699745744, 0.10765810310840607, 9.65412546065636e-05 ], [ 0.004151661414653063, 0.0014001792296767235, 0.17150989174842834, 2.8666303478530608e-05, 0.8229079246520996, 1.7569517467563855e-06 ] ] }, { "file": "uhf33_570MHz_occupied.npy", "uhf_channel": 33, "centre_mhz": 570, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "Noise": 2, "ISDB-T": 18 }, "occupied": 12, "nearest_correct_count": 0, "mean_confidence": 0.786941, "mean_confidence_on_vacant_calls": 0.61696, "probabilities": [ [ 0.0002759074268396944, 0.005968345329165459, 0.3310146629810333, 1.9247589079895988e-05, 0.6627218723297119, 1.790537336454623e-11 ], [ 0.000844128429889679, 0.0014444853877648711, 0.9427191019058228, 2.0548945030895993e-05, 0.054971762001514435, 1.5299611577646033e-09 ], [ 0.0004557326319627464, 0.10035919398069382, 0.8938058018684387, 0.00014202076999936253, 0.005237183533608913, 9.738904821476879e-11 ], [ 0.00042573988321237266, 0.002267522504553199, 0.5528479814529419, 0.00019310141215100884, 0.44426560401916504, 4.0110197829790195e-08 ], [ 0.00040716378134675324, 0.009371365420520306, 0.6224499344825745, 6.16420220467262e-05, 0.3677099943161011, 6.677534220012049e-11 ], [ 0.00029925047419965267, 0.01450582966208458, 0.9207289814949036, 0.00011388169514248148, 0.06435206532478333, 1.785753316052574e-11 ], [ 0.0007517958292737603, 0.0012703449465334415, 0.89214688539505, 1.6452329873573035e-05, 0.1058146208524704, 1.6675394398646404e-10 ], [ 0.0013816457940265536, 0.0028662157710641623, 0.861809253692627, 2.381634658377152e-05, 0.13391903042793274, 8.461392697611814e-11 ], [ 0.00037958016037009656, 0.008352608419954777, 0.9187064170837402, 0.00010432538692839444, 0.07245716452598572, 4.698544938536164e-12 ], [ 0.00020892899192404002, 0.0029200189746916294, 0.9682320952415466, 4.1149502067128196e-05, 0.02859785221517086, 1.412886734691865e-11 ], [ 0.0008013349724933505, 0.00551315164193511, 0.7604722380638123, 7.457689935108647e-05, 0.23313871026039124, 8.443651333678304e-11 ], [ 0.0012902775779366493, 0.0022731092758476734, 0.22182372212409973, 1.2846368008467834e-05, 0.7746000289916992, 1.89840978492839e-08 ], [ 0.00045131955994293094, 0.0019386564381420612, 0.5246562361717224, 5.155170129000908e-06, 0.4729486405849457, 1.1743201966396555e-09 ], [ 0.0003037824062630534, 0.001893928973004222, 0.9809737801551819, 6.319559906842187e-05, 0.016765277832746506, 2.9649032794870633e-12 ], [ 0.0006868609343655407, 0.007348685525357723, 0.5702791213989258, 0.00011953659122809768, 0.42156580090522766, 1.133124219454551e-10 ], [ 0.0010585717391222715, 0.009821385145187378, 0.5390135049819946, 6.778593524359167e-05, 0.45003876090049744, 1.6636024779970171e-09 ], [ 0.0007077871123328805, 0.010539467446506023, 0.6891080737113953, 4.104959225514904e-05, 0.2996036112308502, 2.8888627601197925e-11 ], [ 0.0009669105056673288, 0.17046324908733368, 0.816510796546936, 0.0008892959449440241, 0.011169733479619026, 1.8064968410058668e-09 ], [ 0.009030498564243317, 0.0005199528532102704, 0.9829287528991699, 0.00015748762234579772, 0.007363330107182264, 7.71532560062127e-10 ], [ 0.0009341477416455746, 0.003307801205664873, 0.8641148805618286, 0.00014349273988045752, 0.13149964809417725, 9.451157738371574e-12 ] ] }, { "file": "uhf35_586MHz_occupied.npy", "uhf_channel": 35, "centre_mhz": 586, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "DVB-T": 20 }, "occupied": 19, "nearest_correct_count": 20, "mean_confidence": 0.91415, "mean_confidence_on_vacant_calls": 0.687834, "probabilities": [ [ 0.000242395224631764, 0.9831581115722656, 0.016516761854290962, 6.590590055566281e-05, 1.680759851296898e-05, 1.4272457882213985e-08 ], [ 7.41374387871474e-05, 0.9793742895126343, 0.020388832315802574, 6.976107397349551e-05, 9.295069321524352e-05, 2.12736495086574e-09 ], [ 0.0026882102247327566, 0.6878337860107422, 0.30489593744277954, 0.00012600264744833112, 0.004455645103007555, 3.9150637576312874e-07 ], [ 0.0021635848097503185, 0.7438494563102722, 0.25305578112602234, 9.067078644875437e-05, 0.0008403979009017348, 4.9766740062295867e-08 ], [ 0.0002532050129957497, 0.9611578583717346, 0.03813832625746727, 1.703591988189146e-05, 0.0004335631674621254, 1.5353016635799577e-08 ], [ 0.002329546958208084, 0.9171758890151978, 0.06451467424631119, 1.4393719538929872e-05, 0.0159646887332201, 7.805980430930504e-07 ], [ 0.00018170836847275496, 0.9906891584396362, 0.009046318009495735, 6.415478856069967e-05, 1.8611104678711854e-05, 6.949316855298093e-08 ], [ 0.002103595994412899, 0.8363562226295471, 0.15307778120040894, 8.800962677923962e-05, 0.008373330347239971, 9.688012596598128e-07 ], [ 0.00022862263722345233, 0.9805295467376709, 0.018953511491417885, 6.149353430373594e-05, 0.0002267178351758048, 1.258606232568127e-07 ], [ 0.0008218377479352057, 0.9537027478218079, 0.045035216957330704, 3.597158138290979e-05, 0.0004039191990159452, 3.7921159901088686e-07 ], [ 0.0002900289837270975, 0.9900147914886475, 0.009558269754052162, 4.241126134729711e-06, 0.00013256022066343576, 8.137865137314293e-08 ], [ 0.00013012232375331223, 0.989935576915741, 0.00987945031374693, 1.7789796402212232e-05, 3.704371556523256e-05, 2.3070436228067592e-08 ], [ 0.0003364820731803775, 0.9655504822731018, 0.03349119424819946, 3.111076466666418e-06, 0.000618636840954423, 1.176099360122862e-07 ], [ 0.002504765521734953, 0.7351346015930176, 0.25565439462661743, 0.00019197359506506473, 0.006510993465781212, 3.113029833912151e-06 ], [ 0.0010235423687845469, 0.9250001311302185, 0.07320574671030045, 3.121495319646783e-05, 0.0007389435777440667, 4.071985699738434e-07 ], [ 0.001507407519966364, 0.9037686586380005, 0.09292672574520111, 3.90456298191566e-05, 0.001740996609441936, 1.7219977962668054e-05 ], [ 0.0014712491538375616, 0.894493818283081, 0.10259417444467545, 3.365226439200342e-05, 0.0014057459775358438, 1.2795579777957755e-06 ], [ 0.0007405011565424502, 0.9882082343101501, 0.008737314492464066, 8.730820809432771e-06, 0.0023029011208564043, 2.3774910005158745e-06 ], [ 0.002719816053286195, 0.869005024433136, 0.11819042265415192, 7.053965236991644e-05, 0.01001377310603857, 4.5094600409356644e-07 ], [ 0.0005883219419047236, 0.9880565404891968, 0.011134197935461998, 5.295786468195729e-05, 0.0001647141616558656, 3.1357903935713693e-06 ] ] }, { "file": "uhf39_618MHz_occupied.npy", "uhf_channel": 39, "centre_mhz": 618, "label": "unlabelled", "excluded_from_scoring": true, "records": 20, "class_counts": { "Noise": 5, "ATSC": 11, "Unknown": 4 }, "occupied": 8, "nearest_correct_count": 0, "mean_confidence": 0.83642, "mean_confidence_on_vacant_calls": 0.765334, "probabilities": [ [ 0.1151614785194397, 0.0001913667074404657, 1.6452213458251208e-05, 4.3975501018422847e-10, 0.8846306800842285, 4.784491025588977e-09 ], [ 0.5433712005615234, 3.7117926694918424e-05, 8.354011515621096e-05, 1.3005068133509212e-08, 0.4565080404281616, 4.421151444944371e-08 ], [ 0.07589206844568253, 2.0494435375439934e-05, 8.410710279349587e-07, 5.775484979153589e-08, 0.9240804314613342, 6.127912001829827e-06 ], [ 0.4869561493396759, 1.738940045470372e-05, 4.183434157312149e-06, 1.206976030232454e-08, 0.5130221247673035, 1.3775287754924648e-07 ], [ 0.7968878149986267, 2.9771765639452497e-06, 1.1213647894692258e-06, 1.025549067890097e-06, 0.20305392146110535, 5.3099360229680315e-05 ], [ 0.8892465829849243, 0.10318809747695923, 2.6951099698635517e-06, 1.1656835340545513e-05, 0.006764678750187159, 0.0007863324135541916 ], [ 0.1542641669511795, 7.505434496124508e-08, 7.45724690887073e-08, 0.00035461888182908297, 0.02042723447084427, 0.8249537944793701 ], [ 0.9808181524276733, 3.967644715885399e-06, 1.3091167261336523e-08, 6.091492195992032e-06, 0.014095468446612358, 0.005076318979263306 ], [ 0.41419509053230286, 6.627913649026596e-07, 4.757658587095648e-07, 0.00016474189760629088, 0.2545168399810791, 0.33112218976020813 ], [ 0.0034720085095614195, 1.3742289866058854e-06, 3.664021619442792e-07, 4.959596844855696e-05, 0.812519907951355, 0.18395672738552094 ], [ 0.9994199275970459, 1.7372727256770304e-07, 1.1331979266060443e-07, 3.920618382835528e-06, 0.0003633276210166514, 0.00021252722945064306 ], [ 0.897059440612793, 9.347910179258179e-08, 1.0919811899157139e-07, 0.00020423898240551353, 0.00669099623337388, 0.09604515135288239 ], [ 0.6275813579559326, 3.98991915062652e-06, 6.575646693818271e-05, 6.0369558923412114e-05, 0.37152549624443054, 0.000763051793910563 ], [ 0.010902011767029762, 6.97077173761329e-10, 7.313413163956284e-08, 0.0006780342664569616, 1.9015894849871984e-06, 0.9884180426597595 ], [ 0.9975841045379639, 1.8459483897004247e-07, 3.878556356085028e-07, 1.3103449418849777e-05, 7.527846901211888e-05, 0.002326982095837593 ], [ 0.99699866771698, 8.400537865327351e-08, 3.4152684236232744e-08, 3.342397292271926e-07, 0.0029858413618057966, 1.516665088274749e-05 ], [ 0.06588045507669449, 1.1654255160920002e-07, 1.6512422007508576e-06, 0.00046077894512563944, 0.028716184198856354, 0.9049408435821533 ], [ 0.9863773584365845, 6.061720341676846e-06, 0.00015137951413635164, 7.880677003413439e-05, 0.012996522709727287, 0.0003898936265613884 ], [ 0.21993006765842438, 1.7699296222417615e-05, 6.02432010055054e-07, 1.0511887182929058e-07, 0.7800498008728027, 1.8166697373089846e-06 ], [ 0.03290312737226486, 1.1249055660300655e-06, 5.738290198564755e-08, 0.0002705912047531456, 0.0005787239060737193, 0.9662463665008545 ] ] } ], "scored_records": 80, "scored_records_occupied": 49, "scored_channels": 4, "scored_channels_all_vacant": 0, "scored_channels_all_occupied": 0, "epoch": 20, "synthetic_val_accuracy": 0.9255555555555556, "synthetic_val_loss": 0.3287891818884721, "synthetic_train_accuracy": 1.0, "scoring_seconds": 0.31 }, { "channels": [ { "file": "uhf25_506MHz_occupied.npy", "uhf_channel": 25, "centre_mhz": 506, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "DVB-T": 18, "ISDB-T": 2 }, "occupied": 17, "nearest_correct_count": 18, "mean_confidence": 0.867601, "mean_confidence_on_vacant_calls": 0.537759, "probabilities": [ [ 0.00015750851889606565, 0.9727539420127869, 0.027021311223506927, 6.774690064048627e-06, 6.033961471985094e-05, 6.42967208364098e-08 ], [ 0.00013859568571206182, 0.9508353471755981, 0.04843747988343239, 1.2493409485614393e-05, 0.000576109392568469, 1.5132062713973937e-08 ], [ 0.002345892833545804, 0.35475650429725647, 0.6360796093940735, 1.849722320912406e-05, 0.006799406837671995, 6.771369953639805e-08 ], [ 0.001163913868367672, 0.8852525353431702, 0.11178936064243317, 7.013011781964451e-06, 0.0017867018468677998, 4.997480118618114e-07 ], [ 0.0003581601777113974, 0.8984867930412292, 0.10067123919725418, 8.863315997587051e-06, 0.0004748260253109038, 1.5748214821087458e-07 ], [ 0.00033363443799316883, 0.9161854982376099, 0.08218270540237427, 2.5130282665486448e-05, 0.0012726507848128676, 3.899841090060363e-07 ], [ 0.00012766817235387862, 0.9844802021980286, 0.015358250588178635, 8.631150194560178e-06, 2.5176515919156373e-05, 4.964781030736276e-09 ], [ 0.0005430281744338572, 0.917700469493866, 0.08137445896863937, 2.6027559215435758e-05, 0.0003560303011909127, 4.79327866287349e-08 ], [ 0.0007301538717001677, 0.8241074681282043, 0.16115529835224152, 3.337536327308044e-06, 0.014003601856529713, 1.2063530618888763e-07 ], [ 0.0012964175548404455, 0.98582524061203, 0.008850733749568462, 1.3221061635704245e-05, 0.003984126728028059, 3.0230166885303333e-05 ], [ 0.0036635282449424267, 0.4694777727127075, 0.45032402873039246, 8.275109394162428e-06, 0.07652582228183746, 5.487111707225267e-07 ], [ 0.003735670819878578, 0.8510411381721497, 0.14474743604660034, 1.084833093045745e-05, 0.00046192528679966927, 2.9142111088731326e-06 ], [ 0.0009626714745536447, 0.4810664653778076, 0.5077208280563354, 2.2128027922008187e-05, 0.010227280668914318, 6.338627827062737e-07 ], [ 0.0004383059567771852, 0.8908684253692627, 0.10828088223934174, 0.0001607881422387436, 0.0002515680971555412, 2.5454292895688013e-08 ], [ 0.0009376485249958932, 0.9505601525306702, 0.048087142407894135, 8.317743777297437e-06, 0.0004061445652041584, 6.017033342686773e-07 ], [ 0.00011094708315795287, 0.9731413722038269, 0.026667963713407516, 6.596016464754939e-05, 1.3662800483871251e-05, 1.7603571933477724e-08 ], [ 0.001316526671871543, 0.8518716096878052, 0.14323076605796814, 3.946601736970479e-06, 0.003576806979253888, 3.070892944379011e-07 ], [ 0.0008517382084392011, 0.9401351809501648, 0.05634501576423645, 8.701435035618488e-06, 0.0026578924153000116, 1.4076697425480234e-06 ], [ 0.00016169133596122265, 0.9824244379997253, 0.016135169193148613, 7.854980594856897e-07, 0.0012778560630977154, 1.4260991498815656e-08 ], [ 0.00041673725354485214, 0.9630679488182068, 0.03636129945516586, 3.2098098472488346e-06, 0.00015044880274217576, 3.008562146078475e-07 ] ] }, { "file": "uhf32_562MHz_occupied.npy", "uhf_channel": 32, "centre_mhz": 562, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "Noise": 18, "ISDB-T": 2 }, "occupied": 0, "nearest_correct_count": 0, "mean_confidence": 0.924926, "mean_confidence_on_vacant_calls": 0.924926, "probabilities": [ [ 0.002012393670156598, 5.4473261116072536e-05, 0.002270900411531329, 1.1763604561565444e-05, 0.9954726099967957, 0.00017792191647458822 ], [ 0.007220390718430281, 0.0022188390139490366, 0.013047602027654648, 5.284018698148429e-06, 0.9774221181869507, 8.583351882407442e-05 ], [ 0.012638803571462631, 0.0050130439922213554, 0.026575105264782906, 4.105794141651131e-05, 0.9555156826972961, 0.00021621235646307468 ], [ 0.0004215055669192225, 0.00034516313462518156, 0.001191782532259822, 1.3155271005871327e-07, 0.9980406165122986, 7.783739306432835e-07 ], [ 0.009315612725913525, 0.009859339334070683, 0.10632509738206863, 4.065745997650083e-06, 0.8744751214981079, 2.0809899069718085e-05 ], [ 0.0021976353600621223, 0.00010023452341556549, 0.006259546149522066, 2.1127225409145467e-06, 0.9914142489433289, 2.617328573251143e-05 ], [ 0.0077703590504825115, 0.0010140863014385104, 0.049401313066482544, 5.287001476972364e-05, 0.9417364597320557, 2.49753866228275e-05 ], [ 0.0002837695355992764, 7.614208880113438e-05, 0.00038759445305913687, 2.9384247923758267e-08, 0.9992514252662659, 1.0333116051697289e-06 ], [ 0.005781830754131079, 0.0031738686375319958, 0.035895947366952896, 9.865440915746149e-06, 0.9551346898078918, 3.830468813248444e-06 ], [ 0.0003471586387604475, 0.00022167970018927008, 0.0011359783820807934, 2.826645015829854e-07, 0.9982934594154358, 1.4442728115682257e-06 ], [ 0.000626985274720937, 0.0028089028783142567, 0.029625164344906807, 1.2400706737025757e-06, 0.9669377207756042, 1.3343247928787605e-07 ], [ 0.00017717841546982527, 0.0001350501406705007, 0.001801362494006753, 9.327020222826832e-08, 0.9978850483894348, 1.3101735021336935e-06 ], [ 0.0010897178435698152, 0.00030154702835716307, 0.023292820900678635, 7.435618044837611e-06, 0.9753010272979736, 7.322671081055887e-06 ], [ 0.01011513452976942, 0.002865804359316826, 0.6976534724235535, 0.00026464625261723995, 0.2890874445438385, 1.3400668649410363e-05 ], [ 0.0011829680297523737, 0.0005804888787679374, 0.014739884063601494, 6.782825607842824e-07, 0.98349529504776, 7.008969760136097e-07 ], [ 0.0024156998842954636, 0.012449351139366627, 0.06877244263887405, 9.918726391333621e-06, 0.9163439273834229, 8.684464773978107e-06 ], [ 0.0030940650030970573, 5.605780825135298e-05, 0.020692309364676476, 2.4360294901271118e-06, 0.9761256575584412, 2.9478533178917132e-05 ], [ 0.001461664098314941, 0.0025507339742034674, 0.15883123874664307, 1.403095757268602e-05, 0.8371419906616211, 3.3026267942659615e-07 ], [ 0.12016990035772324, 0.0065713864751160145, 0.5156753063201904, 0.00014639746223110706, 0.3572613298892975, 0.00017573709192220122 ], [ 0.0012150804977864027, 0.0008909176103770733, 0.052683982998132706, 9.563925232214388e-06, 0.9451985955238342, 1.877030399555224e-06 ] ] }, { "file": "uhf33_570MHz_occupied.npy", "uhf_channel": 33, "centre_mhz": 570, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "Noise": 13, "ISDB-T": 6, "DVB-T": 1 }, "occupied": 3, "nearest_correct_count": 1, "mean_confidence": 0.747759, "mean_confidence_on_vacant_calls": 0.734536, "probabilities": [ [ 0.0001195430668303743, 0.004179259296506643, 0.09072207659482956, 4.12296321883332e-06, 0.9049749374389648, 5.232753466644091e-11 ], [ 0.0012537415605038404, 0.0036053217481821775, 0.6083827018737793, 3.938689405913465e-05, 0.38671875, 3.502001888477935e-08 ], [ 0.0006483957986347377, 0.1719723492860794, 0.7497749924659729, 7.96835302026011e-05, 0.07752450555562973, 1.5844201506354239e-09 ], [ 0.0003188132541254163, 0.002239226596429944, 0.1196586936712265, 0.0001646039600018412, 0.8776183724403381, 3.3324451464977756e-07 ], [ 0.0001525932311778888, 0.009440812282264233, 0.13340824842453003, 1.2438254088920075e-05, 0.856985867023468, 2.49214787695351e-10 ], [ 0.0003127449890598655, 0.025190237909555435, 0.6426382660865784, 6.559077155543491e-05, 0.3317931890487671, 1.0645050119162391e-10 ], [ 0.0006494498811662197, 0.002965674502775073, 0.42929866909980774, 8.631168384454213e-06, 0.56707763671875, 1.6265396807213506e-09 ], [ 0.000800558365881443, 0.005665641278028488, 0.3354703485965729, 7.445888513757382e-06, 0.6580559611320496, 3.2140504147015747e-10 ], [ 0.00027769440202973783, 0.018517496064305305, 0.33985257148742676, 3.198115518898703e-05, 0.6413202285766602, 2.974799573340903e-11 ], [ 0.00029421329963952303, 0.006651490926742554, 0.6621299386024475, 2.3375429009320214e-05, 0.33090096712112427, 1.9993594280176552e-10 ], [ 0.0006195176974870265, 0.005879639647901058, 0.3140861392021179, 2.3271373720490374e-05, 0.6793914437294006, 4.939276765369982e-10 ], [ 0.0004680638085119426, 0.0013914786977693439, 0.04666872322559357, 4.725099643110298e-06, 0.9514669179916382, 5.099144928522037e-08 ], [ 0.0002485330915078521, 0.0017705257050693035, 0.1439950168132782, 3.442792831265251e-06, 0.8539824485778809, 8.721452893212245e-09 ], [ 0.00045304896775633097, 0.00580604886636138, 0.7779635787010193, 2.9321070542209782e-05, 0.21574805676937103, 5.0706095572339294e-11 ], [ 0.00030222884379327297, 0.004790641367435455, 0.14279671013355255, 1.6815865819808096e-05, 0.8520936369895935, 2.786910424656952e-10 ], [ 0.000553809804841876, 0.005838910583406687, 0.11933260411024094, 1.9324976165080443e-05, 0.8742552995681763, 6.98171831459149e-09 ], [ 0.00022841479221824557, 0.010058753192424774, 0.12188447266817093, 3.883543740812456e-06, 0.8678244352340698, 7.741817603656997e-11 ], [ 0.0014156659599393606, 0.45591914653778076, 0.43710190057754517, 0.0022610588930547237, 0.10330204665660858, 1.3519616004487034e-07 ], [ 0.011826945468783379, 0.0012020205613225698, 0.9403293132781982, 0.00013947818661108613, 0.04650231823325157, 3.4566189910378853e-09 ], [ 0.0006445152685046196, 0.005464228335767984, 0.4608680009841919, 2.576465703896247e-05, 0.5329974293708801, 3.5230748873793516e-11 ] ] }, { "file": "uhf35_586MHz_occupied.npy", "uhf_channel": 35, "centre_mhz": 586, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "DVB-T": 20 }, "occupied": 20, "nearest_correct_count": 20, "mean_confidence": 0.954968, "mean_confidence_on_vacant_calls": null, "probabilities": [ [ 8.210236410377547e-05, 0.9948286414146423, 0.005058580078184605, 1.3556692465499509e-05, 1.7120701159001328e-05, 1.0787272408663284e-08 ], [ 3.58076867996715e-05, 0.9872028231620789, 0.012673716992139816, 2.000242966460064e-05, 6.768903404008597e-05, 1.063769627940303e-09 ], [ 0.0020060217939317226, 0.7843859791755676, 0.2058257758617401, 7.35698122298345e-05, 0.007707404438406229, 1.2233234656378045e-06 ], [ 0.0008605268667452037, 0.9013902544975281, 0.09718495607376099, 1.261246779904468e-05, 0.0005516847013495862, 2.02220213907367e-08 ], [ 0.00013316328113432974, 0.982730507850647, 0.016760898754000664, 4.4757530304195825e-06, 0.0003709514276124537, 1.2768905044424628e-08 ], [ 0.0013809838565066457, 0.9584744572639465, 0.024731028825044632, 8.065526344580576e-06, 0.015403556637465954, 1.8568443920230493e-06 ], [ 0.0001158078812295571, 0.9939327836036682, 0.005899812560528517, 2.2245674699661322e-05, 2.913524986070115e-05, 9.413098212007753e-08 ], [ 0.001387363183312118, 0.9337151646614075, 0.059343598783016205, 3.6597073631128296e-05, 0.005515695083886385, 1.5088701275089988e-06 ], [ 0.0001320107840001583, 0.9912132620811462, 0.008434380404651165, 2.4501185180270113e-05, 0.00019570175209082663, 2.048097513807079e-07 ], [ 0.0004259128763806075, 0.9805577993392944, 0.018585173413157463, 8.860902198648546e-06, 0.00042207358637824655, 2.8007653440909053e-07 ], [ 0.0002046814770437777, 0.9949337840080261, 0.004746805410832167, 2.4386092718486907e-06, 0.00011197729327250272, 1.9301982945307827e-07 ], [ 8.0803845776245e-05, 0.9950045943260193, 0.004856088198721409, 7.367254511336796e-06, 5.1141225412720814e-05, 2.824034517345808e-08 ], [ 0.00021037008264102042, 0.9871788024902344, 0.011792677454650402, 2.276417944813147e-06, 0.000815628794953227, 3.856081889352936e-07 ], [ 0.002144189551472664, 0.8597448468208313, 0.12889717519283295, 0.00025209056911990047, 0.00894008856266737, 2.1484049284481443e-05 ], [ 0.0005869544111192226, 0.9666898846626282, 0.03190736845135689, 8.00242014520336e-06, 0.0008075085352174938, 3.7479679804164334e-07 ], [ 0.0016789744840934873, 0.9316310286521912, 0.0644308477640152, 4.655048542190343e-05, 0.002150187036022544, 6.240802758838981e-05 ], [ 0.0011126594617962837, 0.9446436762809753, 0.05219069495797157, 2.4924278477556072e-05, 0.002024716464802623, 3.324025783513207e-06 ], [ 0.0005172569653950632, 0.9941601753234863, 0.003563019447028637, 4.565514245769009e-06, 0.0017512107733637094, 3.7898093978583347e-06 ], [ 0.001951702986843884, 0.9264694452285767, 0.05971600115299225, 3.2172527426155284e-05, 0.01182973850518465, 9.565251275489572e-07 ], [ 0.0005498335813172162, 0.9904686808586121, 0.008798536844551563, 3.380111957085319e-05, 0.00014311580162029713, 5.977204637019895e-06 ] ] }, { "file": "uhf39_618MHz_occupied.npy", "uhf_channel": 39, "centre_mhz": 618, "label": "unlabelled", "excluded_from_scoring": true, "records": 20, "class_counts": { "Noise": 3, "ATSC": 13, "Unknown": 4 }, "occupied": 10, "nearest_correct_count": 0, "mean_confidence": 0.844026, "mean_confidence_on_vacant_calls": 0.718434, "probabilities": [ [ 0.17823916673660278, 5.235912249190733e-05, 7.165163424360799e-06, 9.289128355405296e-10, 0.8217012882232666, 1.763352841521737e-08 ], [ 0.6926361918449402, 1.5294177501345985e-05, 0.00014712201664224267, 4.5265235115721225e-08, 0.3072012662887573, 7.989648054262943e-08 ], [ 0.38322940468788147, 8.419197001785506e-06, 1.1654840363917174e-06, 5.320923150975432e-07, 0.6167090535163879, 5.141972724231891e-05 ], [ 0.6545707583427429, 5.369016889744671e-06, 3.4484287425584625e-06, 2.6245247752854084e-08, 0.3454202115535736, 2.117103576892987e-07 ], [ 0.9620935320854187, 4.4699103796119743e-07, 9.906191280606436e-07, 8.370737987206667e-07, 0.0378885343670845, 1.5577650628983974e-05 ], [ 0.9639846682548523, 0.03484472632408142, 7.425454668918974e-07, 8.405027983826585e-06, 0.0008171001099981368, 0.0003444674366619438 ], [ 0.49526235461235046, 4.6868322556292696e-08, 1.4418846205899172e-07, 0.00039054409717209637, 0.007492313627153635, 0.49685460329055786 ], [ 0.9991057515144348, 2.4291952627208957e-07, 2.577314139884379e-09, 1.4420542129300884e-06, 0.0004285548930056393, 0.0004639474209398031 ], [ 0.8840641379356384, 5.3392504639759863e-08, 2.263841309968484e-07, 0.0001387101801810786, 0.008099617436528206, 0.1076972484588623 ], [ 0.017297081649303436, 2.052059471679968e-06, 6.259334668357042e-07, 8.300935587612912e-05, 0.7007483243942261, 0.28186893463134766 ], [ 0.9997401833534241, 5.105794897986016e-08, 9.92717517078745e-08, 4.274224465916632e-06, 0.00018576013098936528, 6.954142736503854e-05 ], [ 0.9765748381614685, 9.796154998298334e-09, 7.929419609808974e-08, 0.00015229904965963215, 0.0005260243196971714, 0.022746725007891655 ], [ 0.9167647361755371, 1.3146770925231976e-06, 6.079367085476406e-05, 0.00010296742402715608, 0.08245439827442169, 0.0006158133619464934 ], [ 0.06201115623116493, 1.1735228344633697e-09, 2.8990757527935784e-07, 0.0019763854797929525, 1.2525828196885413e-06, 0.9360108375549316 ], [ 0.9990876913070679, 3.430685424632429e-08, 1.6988610695989337e-07, 1.2747262189805042e-05, 9.889853572531138e-06, 0.0008895773789845407 ], [ 0.9995744824409485, 1.108616221046077e-08, 1.9925142424881415e-08, 2.567905141859228e-07, 0.00042331404983997345, 1.9087462987954495e-06 ], [ 0.18119476735591888, 2.818673650040182e-08, 9.459192256144888e-07, 0.0006907287170179188, 0.005652174353599548, 0.8124613165855408 ], [ 0.9951934218406677, 1.5724867807875853e-06, 0.00012944586342200637, 6.4744999690447e-05, 0.004437239374965429, 0.00017353302973788232 ], [ 0.5675657987594604, 5.512255484063644e-06, 6.329303801066999e-07, 2.8263752938073594e-07, 0.43242594599723816, 1.937203023771872e-06 ], [ 0.11405758559703827, 1.3568395615948248e-06, 1.6466421470795467e-07, 0.00036030361661687493, 0.0005006587598472834, 0.8850799202919006 ] ] } ], "scored_records": 80, "scored_records_occupied": 40, "scored_channels": 4, "scored_channels_all_vacant": 1, "scored_channels_all_occupied": 1, "epoch": 21, "synthetic_val_accuracy": 0.9288888888888889, "synthetic_val_loss": 0.3120838017607134, "synthetic_train_accuracy": 1.0, "scoring_seconds": 0.52 }, { "channels": [ { "file": "uhf25_506MHz_occupied.npy", "uhf_channel": 25, "centre_mhz": 506, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "DVB-T": 20 }, "occupied": 18, "nearest_correct_count": 20, "mean_confidence": 0.939495, "mean_confidence_on_vacant_calls": 0.678295, "probabilities": [ [ 6.486773054348305e-05, 0.9953783750534058, 0.004539126064628363, 1.82382234470424e-06, 1.5856912796152756e-05, 1.7199837998305156e-08 ], [ 6.766005390090868e-05, 0.9893233180046082, 0.010342898778617382, 1.896201865747571e-06, 0.00026420195354148746, 3.4613045762910133e-09 ], [ 0.0019039117032662034, 0.6589297652244568, 0.333501398563385, 1.375082865706645e-05, 0.005651119165122509, 5.24752898911629e-08 ], [ 0.00038359983591362834, 0.9746555685997009, 0.024187074974179268, 1.741158598633774e-06, 0.0007719364366494119, 7.534659829389057e-08 ], [ 0.000150259947986342, 0.9762611389160156, 0.023420533165335655, 2.6476172934053466e-06, 0.00016532237350475043, 4.104774831148461e-08 ], [ 0.00011109187471447513, 0.9814620018005371, 0.018086886033415794, 5.341225005395245e-06, 0.0003344715805724263, 7.73034471990286e-08 ], [ 4.817391891265288e-05, 0.9978756904602051, 0.002069269772619009, 1.825025492507848e-06, 5.060602688899962e-06, 1.2975851504393177e-09 ], [ 0.00029932550387457013, 0.9818152785301208, 0.017717596143484116, 9.003075319924392e-06, 0.0001587727019796148, 2.0726549365690516e-08 ], [ 0.0002889431780204177, 0.9525973796844482, 0.0407613106071949, 6.496823630186555e-07, 0.006351666059345007, 1.8927861944462165e-08 ], [ 0.00033212435664609075, 0.9953939914703369, 0.0025062591303139925, 3.0545384106517304e-06, 0.0017597901169210672, 4.780077688337769e-06 ], [ 0.002393771428614855, 0.6976607441902161, 0.22064419090747833, 3.5273189951112727e-06, 0.07929760962724686, 1.5048006218876253e-07 ], [ 0.0018256944604218006, 0.9547613859176636, 0.043093111366033554, 2.584260073490441e-06, 0.0003163699875585735, 8.18261980839452e-07 ], [ 0.0007692480576224625, 0.7315506339073181, 0.2598322331905365, 1.0237536116619594e-05, 0.007837450131773949, 2.4353863636861206e-07 ], [ 0.00029633170925080776, 0.975074052810669, 0.024492761120200157, 5.0644190196180716e-05, 8.615745900897309e-05, 1.7497297832846925e-08 ], [ 0.00032857211772352457, 0.9928725957870483, 0.006678776349872351, 2.0284073798393365e-06, 0.00011792125587817281, 1.5231013605898625e-07 ], [ 9.588254033587873e-05, 0.9951645135879517, 0.004717719741165638, 1.5325396816479042e-05, 6.620622116315644e-06, 2.3326766296349888e-08 ], [ 0.0006934402044862509, 0.9659021496772766, 0.03094462677836418, 9.6386747827637e-07, 0.002458713250234723, 8.727682399012338e-08 ], [ 0.00029839377384632826, 0.9807549715042114, 0.017146257683634758, 1.9700855773407966e-06, 0.0017981261480599642, 2.751422698565875e-07 ], [ 5.5196669563883916e-05, 0.9969047904014587, 0.002697373041883111, 2.1882782164084347e-07, 0.0003424044116400182, 3.5715082002951704e-09 ], [ 0.00017318253230769187, 0.9955571293830872, 0.004215546417981386, 5.6843668971851e-07, 5.340605275705457e-05, 7.851195249486409e-08 ] ] }, { "file": "uhf32_562MHz_occupied.npy", "uhf_channel": 32, "centre_mhz": 562, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "Noise": 18, "ISDB-T": 2 }, "occupied": 1, "nearest_correct_count": 0, "mean_confidence": 0.920621, "mean_confidence_on_vacant_calls": 0.926835, "probabilities": [ [ 0.0019527021795511246, 9.174602018902078e-05, 0.002271919511258602, 3.8099178709671833e-06, 0.9956392049789429, 4.0606111724628136e-05 ], [ 0.005447142291814089, 0.0014419923536479473, 0.011466373689472675, 1.4295928849605843e-06, 0.9816252589225769, 1.7863359971670434e-05 ], [ 0.011443652212619781, 0.0037557980976998806, 0.035870201885700226, 1.2203115147713106e-05, 0.9488786458969116, 3.952579936594702e-05 ], [ 0.00043824114254675806, 0.00047524599358439445, 0.002059210790321231, 5.214271325826303e-08, 0.9970270991325378, 2.067593669607959e-07 ], [ 0.009513255208730698, 0.01125036645680666, 0.16315793991088867, 2.077606495731743e-06, 0.8160697817802429, 6.586394192709122e-06 ], [ 0.0018753460608422756, 0.0001464335946366191, 0.007605378516018391, 6.339259925880469e-07, 0.9903669357299805, 5.273019269225188e-06 ], [ 0.006573257502168417, 0.0007478923653252423, 0.04280531778931618, 1.2867321856901981e-05, 0.9498520493507385, 8.499016075802501e-06 ], [ 0.00023176075774244964, 8.499559771735221e-05, 0.0004166600410826504, 6.627536297543202e-09, 0.9992663264274597, 1.9589522537444282e-07 ], [ 0.007946265861392021, 0.0032910152804106474, 0.06730899959802628, 5.1612273637147155e-06, 0.9214463233947754, 2.1069456579425605e-06 ], [ 0.00024682373623363674, 0.00016734394012019038, 0.0009207886178046465, 5.175435902060599e-08, 0.9986648559570312, 1.950259331806592e-07 ], [ 0.0006810792838223279, 0.0015821242704987526, 0.026023687794804573, 3.1328031013799773e-07, 0.9717127680778503, 6.012457731685572e-08 ], [ 0.00017842528177425265, 0.00018976867431774735, 0.0025461853947490454, 2.4575976809160238e-08, 0.9970853924751282, 2.64379991676833e-07 ], [ 0.001203138497658074, 0.00034086796222254634, 0.028900738805532455, 2.3175700789579423e-06, 0.9695508480072021, 2.0318982478784164e-06 ], [ 0.010791738517582417, 0.0027028031181544065, 0.802552342414856, 0.00010290097270626575, 0.18384471535682678, 5.49368814972695e-06 ], [ 0.0017805444076657295, 0.0009078576695173979, 0.024579888209700584, 3.948193523228838e-07, 0.9727309346199036, 3.422090912863496e-07 ], [ 0.00254230247810483, 0.00832097977399826, 0.09614205360412598, 3.2924267543421593e-06, 0.8929893374443054, 1.991334329431993e-06 ], [ 0.004293673671782017, 8.569083001930267e-05, 0.031533174216747284, 1.2581438113556942e-06, 0.9640758633613586, 1.038606478687143e-05 ], [ 0.0015307774301618338, 0.0017873479519039392, 0.18833816051483154, 4.473854914976982e-06, 0.8083391189575195, 9.969500069928472e-08 ], [ 0.08780233561992645, 0.004695781506597996, 0.5191529393196106, 4.7413341235369444e-05, 0.388244092464447, 5.737452374887653e-05 ], [ 0.0016327369958162308, 0.00107880390714854, 0.08188457787036896, 3.0080229862505803e-06, 0.9154000282287598, 7.836411555217637e-07 ] ] }, { "file": "uhf33_570MHz_occupied.npy", "uhf_channel": 33, "centre_mhz": 570, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "Noise": 9, "ISDB-T": 10, "DVB-T": 1 }, "occupied": 5, "nearest_correct_count": 1, "mean_confidence": 0.73412, "mean_confidence_on_vacant_calls": 0.699487, "probabilities": [ [ 0.00015325013373512775, 0.006164658814668655, 0.11967085301876068, 2.654938953128294e-06, 0.8740085959434509, 5.03650385286214e-11 ], [ 0.0010975842596963048, 0.004422514233738184, 0.8072041273117065, 2.706976192712318e-05, 0.18724872171878815, 1.8915001120944908e-08 ], [ 0.000711179687641561, 0.32302945852279663, 0.6417135000228882, 4.9041660531656817e-05, 0.034496795386075974, 9.388300137302963e-10 ], [ 0.0003410103963688016, 0.0042417459189891815, 0.17542040348052979, 0.00011972171341767535, 0.8198768496513367, 2.3615173461166705e-07 ], [ 0.00023875261831562966, 0.013979523442685604, 0.22972770035266876, 1.169563165603904e-05, 0.7560424208641052, 2.374236085511683e-10 ], [ 0.00040221738163381815, 0.047231707721948624, 0.733893632888794, 5.7599238061811775e-05, 0.21841487288475037, 1.4838391626526004e-10 ], [ 0.0007566051208414137, 0.003943138290196657, 0.6175225377082825, 6.879385182401165e-06, 0.37777087092399597, 1.0221300472679218e-09 ], [ 0.0010747388005256653, 0.0077642169781029224, 0.4834786057472229, 5.498881819221424e-06, 0.5076769590377808, 2.818933142467728e-10 ], [ 0.0004110591544304043, 0.02554992213845253, 0.5026774406433105, 2.8848002330050804e-05, 0.47133275866508484, 2.7015521764095496e-11 ], [ 0.0003393689403310418, 0.00856177881360054, 0.8334816694259644, 2.0810724890907295e-05, 0.15759631991386414, 1.5918888429666822e-10 ], [ 0.0009792956989258528, 0.009715399704873562, 0.5500866770744324, 3.7541027268162e-05, 0.43918102979660034, 5.65549829190104e-10 ], [ 0.0006007893825881183, 0.0021516738925129175, 0.06250609457492828, 3.2749564979894785e-06, 0.9347380995750427, 3.601216036486221e-08 ], [ 0.0003037992864847183, 0.002645146567374468, 0.21334266662597656, 1.957350377779221e-06, 0.7837063670158386, 4.154602439854216e-09 ], [ 0.0005442631663754582, 0.005921952426433563, 0.8663026094436646, 1.5354085917351767e-05, 0.12721587717533112, 3.6662416158517175e-11 ], [ 0.00042984719038940966, 0.0075289057567715645, 0.18416805565357208, 1.3945268619863782e-05, 0.8078593015670776, 2.1791091153744446e-10 ], [ 0.0006293599726632237, 0.014031615108251572, 0.24295783042907715, 1.7075186406145804e-05, 0.7423641681671143, 4.056537772356705e-09 ], [ 0.0003099067253060639, 0.013158781453967094, 0.17088471353054047, 2.9772354537271895e-06, 0.8156436681747437, 6.31406038564819e-11 ], [ 0.001132224453613162, 0.5795394778251648, 0.3893086612224579, 0.000677581294439733, 0.029341965913772583, 3.632821332644198e-08 ], [ 0.021209165453910828, 0.0018670463468879461, 0.9492098689079285, 0.00014604318130295724, 0.027567800134420395, 5.1626538599691685e-09 ], [ 0.0009601842029951513, 0.0069074747152626514, 0.5588545799255371, 2.2480411644210108e-05, 0.43325528502464294, 3.967177975017222e-11 ] ] }, { "file": "uhf35_586MHz_occupied.npy", "uhf_channel": 35, "centre_mhz": 586, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "DVB-T": 20 }, "occupied": 20, "nearest_correct_count": 20, "mean_confidence": 0.987659, "mean_confidence_on_vacant_calls": null, "probabilities": [ [ 3.9814993215259165e-05, 0.9993970394134521, 0.0005550997448153794, 3.359865786478622e-06, 4.737610197480535e-06, 4.385487528679732e-09 ], [ 1.838548996602185e-05, 0.9982362985610962, 0.0017139697447419167, 6.337727427307982e-06, 2.4968998332042247e-05, 9.399095945994418e-10 ], [ 0.0009649033891037107, 0.9657094478607178, 0.029503054916858673, 1.2113407137803733e-05, 0.0038101684767752886, 3.3082105233006587e-07 ], [ 0.000997647875919938, 0.9527038335800171, 0.04565339908003807, 9.307564141636249e-06, 0.0006357342936098576, 1.644947289491938e-08 ], [ 6.571146514033899e-05, 0.9970198273658752, 0.002695953706279397, 1.0852962759599905e-06, 0.00021744206605944782, 4.277435294852694e-09 ], [ 0.0007234934018924832, 0.9771503210067749, 0.007245273794978857, 2.7777705327025615e-06, 0.014877598732709885, 4.2418497514518094e-07 ], [ 5.504405271494761e-05, 0.9988868832588196, 0.0010428202804178, 7.28872782929102e-06, 8.03211241873214e-06, 2.9658842493063275e-08 ], [ 0.0008112801006063819, 0.9736667275428772, 0.020335188135504723, 1.588169834576547e-05, 0.005170209798961878, 6.586442395928316e-07 ], [ 6.567905802512541e-05, 0.9980975985527039, 0.0017392303561791778, 1.0738164746726397e-05, 8.667561633046716e-05, 1.0547927331572282e-07 ], [ 0.00021379863028414547, 0.9951943755149841, 0.0042986078187823296, 2.8814699817303335e-06, 0.0002902873675338924, 1.0725314325554791e-07 ], [ 9.78945245151408e-05, 0.9986780285835266, 0.0011664270423352718, 8.738163046473346e-07, 5.6818738812580705e-05, 5.138755909683823e-08 ], [ 3.040766569029074e-05, 0.9991783499717712, 0.0007737699197605252, 2.939962314485456e-06, 1.4509445463772863e-05, 1.0286759888344932e-08 ], [ 5.26705953234341e-05, 0.9978284239768982, 0.0018713787430897355, 4.839629355046782e-07, 0.00024691541329957545, 6.12380475217833e-08 ], [ 0.0010354104451835155, 0.9697600603103638, 0.024426868185400963, 7.629545871168375e-05, 0.004696388263255358, 4.946919034409802e-06 ], [ 0.0003386756870895624, 0.9904344081878662, 0.00879606418311596, 3.980748715548543e-06, 0.00042676643352024257, 1.7063764801150683e-07 ], [ 0.0004974710172973573, 0.9859020709991455, 0.012275601737201214, 8.649949450045824e-06, 0.0013050937559455633, 1.101060479413718e-05 ], [ 0.0005377013585530221, 0.987572431564331, 0.010749582201242447, 1.0901731002377346e-05, 0.0011280892649665475, 1.3111172165736207e-06 ], [ 0.00021451110660564154, 0.9981099367141724, 0.0008440319215878844, 1.3173025763535406e-06, 0.0008293775608763099, 8.449699748780404e-07 ], [ 0.0011346937390044332, 0.9709675312042236, 0.016687247902154922, 1.2278725989744999e-05, 0.011197893880307674, 2.96644998343254e-07 ], [ 0.0002092917129630223, 0.9986955523490906, 0.0010039615444839, 9.617819159757346e-06, 7.959576032590121e-05, 1.9767078356380807e-06 ] ] }, { "file": "uhf39_618MHz_occupied.npy", "uhf_channel": 39, "centre_mhz": 618, "label": "unlabelled", "excluded_from_scoring": true, "records": 20, "class_counts": { "Noise": 3, "ATSC": 13, "Unknown": 4 }, "occupied": 10, "nearest_correct_count": 0, "mean_confidence": 0.855156, "mean_confidence_on_vacant_calls": 0.759838, "probabilities": [ [ 0.10437903553247452, 8.093777432804927e-05, 8.499587238475215e-06, 2.3540275284616996e-10, 0.8955314755439758, 5.012200876564066e-09 ], [ 0.6166101694107056, 2.5453196940361522e-05, 0.0001289860374527052, 1.442669628204385e-08, 0.38323527574539185, 5.310021222726391e-08 ], [ 0.31483885645866394, 1.959284236363601e-05, 1.1949817917411565e-06, 1.6050337592332653e-07, 0.6851166486740112, 2.353007221245207e-05 ], [ 0.621118426322937, 1.047781370289158e-05, 4.896116934105521e-06, 1.2992388498389573e-08, 0.3788660168647766, 1.6105137490285415e-07 ], [ 0.9560353755950928, 8.531346225026937e-07, 8.876266406332434e-07, 2.7914035172216245e-07, 0.04394637048244476, 1.615963992662728e-05 ], [ 0.8831106424331665, 0.11567441374063492, 8.897966381482547e-07, 9.189593583869282e-06, 0.0005532452487386763, 0.0006516435532830656 ], [ 0.41036856174468994, 8.041297405725345e-08, 9.84785728519455e-08, 0.00023014725593384355, 0.013159278780221939, 0.5762418508529663 ], [ 0.9985478520393372, 9.719946092445753e-07, 3.766723821740925e-09, 9.621420531402691e-07, 0.0008266154327429831, 0.0006236598710529506 ], [ 0.7819696068763733, 1.4427767780489376e-07, 1.649479486331984e-07, 0.00011534825898706913, 0.01766626164317131, 0.20024846494197845 ], [ 0.013360302895307541, 3.255640649513225e-06, 5.205945967645675e-07, 4.3477029976202175e-05, 0.8286037445068359, 0.15798868238925934 ], [ 0.9997908473014832, 7.126443080096578e-08, 5.3592184912076846e-08, 2.0550617136905203e-06, 0.00012415144010446966, 8.289425022667274e-05 ], [ 0.9728884696960449, 1.4323993546838665e-08, 4.2359680207937345e-08, 8.7200831330847e-05, 0.0006111492984928191, 0.026413094252347946 ], [ 0.9192956686019897, 1.7151475049104192e-06, 3.637699774117209e-05, 2.969296110677533e-05, 0.08002674579620361, 0.0006097903824411333 ], [ 0.03323085233569145, 2.134017407229294e-09, 1.060684553522151e-07, 0.0009343051933683455, 2.467865215294296e-06, 0.9658321738243103 ], [ 0.9989443421363831, 6.141186048580494e-08, 1.0325631194518792e-07, 7.5062130235892255e-06, 9.664602657721844e-06, 0.0010384004563093185 ], [ 0.9995729327201843, 2.0400344524773573e-08, 1.362753465627975e-08, 7.766367815520425e-08, 0.00042515911627560854, 1.8403884496365208e-06 ], [ 0.16804078221321106, 4.438255629679588e-08, 5.846467274750466e-07, 0.00042445436702109873, 0.01109180599451065, 0.8204423785209656 ], [ 0.994572103023529, 2.736039505180088e-06, 0.00010822913463925943, 2.6500441890675575e-05, 0.005048951134085655, 0.00024149633827619255 ], [ 0.6535496115684509, 9.406029676028993e-06, 6.525803541990172e-07, 1.3962606715267611e-07, 0.346437931060791, 2.2725132566847606e-06 ], [ 0.06424812972545624, 1.6475233906021458e-06, 4.0081292951299474e-08, 0.0002073910436592996, 0.00020598071569111198, 0.9353367686271667 ] ] } ], "scored_records": 80, "scored_records_occupied": 44, "scored_channels": 4, "scored_channels_all_vacant": 0, "scored_channels_all_occupied": 1, "epoch": 22, "synthetic_val_accuracy": 0.9277777777777778, "synthetic_val_loss": 0.33327306082756775, "synthetic_train_accuracy": 1.0, "scoring_seconds": 0.56 }, { "channels": [ { "file": "uhf25_506MHz_occupied.npy", "uhf_channel": 25, "centre_mhz": 506, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "DVB-T": 19, "ISDB-T": 1 }, "occupied": 17, "nearest_correct_count": 19, "mean_confidence": 0.904349, "mean_confidence_on_vacant_calls": 0.574584, "probabilities": [ [ 6.831963401054963e-05, 0.9901099801063538, 0.009793197736144066, 3.905707217199961e-06, 2.452646367601119e-05, 9.069378137382955e-09 ], [ 8.611188241047785e-05, 0.9768006801605225, 0.022762630134820938, 3.818049663095735e-06, 0.00034670671448111534, 8.852619748367374e-10 ], [ 0.0012725277338176966, 0.4843861162662506, 0.5103281140327454, 1.2040888577757869e-05, 0.004001197405159473, 8.398429507394667e-09 ], [ 0.00045896420488134027, 0.9416126608848572, 0.05668232962489128, 2.836828343788511e-06, 0.0012432707007974386, 4.049981683351689e-08 ], [ 0.00012312275066506118, 0.9606348276138306, 0.03906950354576111, 3.793920086536673e-06, 0.000168751081218943, 1.645566882757521e-08 ], [ 0.00010787136852741241, 0.9611679911613464, 0.0381343849003315, 6.0297124946373515e-06, 0.0005836912896484137, 1.785557657285608e-08 ], [ 4.942558007314801e-05, 0.9945924878120422, 0.005345996934920549, 4.587545845424756e-06, 7.4749314080690965e-06, 3.191244490885481e-10 ], [ 0.0003760386607609689, 0.9617666006088257, 0.03761724755167961, 2.8504256988526322e-05, 0.00021160206233616918, 1.5534732611399704e-08 ], [ 0.00039741635555401444, 0.903728723526001, 0.08300522714853287, 7.177075644904107e-07, 0.012867845594882965, 7.475500218845355e-09 ], [ 0.0006510531529784203, 0.9909153580665588, 0.005723140202462673, 3.596787337301066e-06, 0.0027046827599406242, 2.1968066903355066e-06 ], [ 0.002112702000886202, 0.5996916890144348, 0.3215774595737457, 4.153706413489999e-06, 0.07661395519971848, 7.093590426165974e-08 ], [ 0.00218504061922431, 0.8863105773925781, 0.11111700534820557, 4.0945387809188105e-06, 0.00038285378832370043, 4.2034488956232963e-07 ], [ 0.0007319237338379025, 0.613732099533081, 0.373860239982605, 8.716699085198343e-06, 0.011666947044432163, 5.926402479872195e-08 ], [ 0.0003239495272282511, 0.9461750388145447, 0.0532628670334816, 0.0001175444558612071, 0.00012061307643307373, 6.573390720632233e-09 ], [ 0.0004144957638345659, 0.9878893494606018, 0.011597609147429466, 4.0608420022181235e-06, 9.442267764825374e-05, 9.732845285270741e-08 ], [ 0.00011190304212504998, 0.9852738976478577, 0.014544575475156307, 6.0058282542740926e-05, 9.684035831014626e-06, 1.0340913014772468e-08 ], [ 0.0009321259567514062, 0.9307634234428406, 0.06471064686775208, 1.6867822978383629e-06, 0.0035919593647122383, 5.891453014328363e-08 ], [ 0.00028429459780454636, 0.9618934988975525, 0.036080632358789444, 1.8374968249190715e-06, 0.001739585306495428, 8.146952268361929e-08 ], [ 7.449537952197716e-05, 0.9926378726959229, 0.0066335489973425865, 3.214936157291959e-07, 0.0006537666195072234, 1.5244033813033298e-09 ], [ 0.00025345556787215173, 0.9909622073173523, 0.00871238298714161, 9.529462090540619e-07, 7.097238267306238e-05, 3.858979269466545e-08 ] ] }, { "file": "uhf32_562MHz_occupied.npy", "uhf_channel": 32, "centre_mhz": 562, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "Noise": 18, "ISDB-T": 2 }, "occupied": 2, "nearest_correct_count": 0, "mean_confidence": 0.897652, "mean_confidence_on_vacant_calls": 0.909304, "probabilities": [ [ 0.0037176981568336487, 0.00010313140228390694, 0.004566488787531853, 7.010801709839143e-06, 0.9915573596954346, 4.828230521525256e-05 ], [ 0.01730486750602722, 0.003374869469553232, 0.034357961267232895, 4.4705807340506e-06, 0.9449173808097839, 4.0337155951419845e-05 ], [ 0.04401649534702301, 0.008442956954240799, 0.06895656883716583, 3.3546391932759434e-05, 0.8784475922584534, 0.0001028375409077853 ], [ 0.0007924506790004671, 0.0004670225316658616, 0.0031463217455893755, 7.999777551503939e-08, 0.9955938458442688, 2.8896658932353603e-07 ], [ 0.019758420065045357, 0.009653192944824696, 0.26558220386505127, 2.3976688225957332e-06, 0.7049961090087891, 7.703943083470222e-06 ], [ 0.003194724675267935, 0.0001575364003656432, 0.012752712704241276, 1.0274978876623209e-06, 0.9838868975639343, 7.2176576395577285e-06 ], [ 0.01897662691771984, 0.0009649235289543867, 0.09614615142345428, 3.848500273306854e-05, 0.88386070728302, 1.2991940820938908e-05 ], [ 0.0006021942826919258, 8.296580926980823e-05, 0.0005960140260867774, 1.1518989317949035e-08, 0.9987185001373291, 3.3054274695132335e-07 ], [ 0.018786702305078506, 0.004210093058645725, 0.12768012285232544, 1.1542058018676471e-05, 0.8493088483810425, 2.690205974431592e-06 ], [ 0.00046050120727159083, 0.00023312907433137298, 0.0017464333213865757, 9.763174801946661e-08, 0.997559666633606, 2.494824116183736e-07 ], [ 0.0017833150923252106, 0.0023096182849258184, 0.0650968924164772, 8.695676001480024e-07, 0.9308091998100281, 8.530386708116566e-08 ], [ 0.000353462208295241, 0.00019551970763131976, 0.0037966712843626738, 3.1268218236846224e-08, 0.9956538677215576, 3.5144958587807196e-07 ], [ 0.0022084650117903948, 0.00031918706372380257, 0.0438663475215435, 3.7726031223428436e-06, 0.9535998106002808, 2.4037228740780847e-06 ], [ 0.016253085806965828, 0.0022231508046388626, 0.8644514083862305, 0.00014759971236344427, 0.1169205754995346, 4.10748634749325e-06 ], [ 0.0042376709170639515, 0.0010930123971775174, 0.03781009465456009, 7.399914352390624e-07, 0.9568579196929932, 4.79861625990452e-07 ], [ 0.005506260320544243, 0.01551399752497673, 0.19330793619155884, 6.1556838772958145e-06, 0.7856630682945251, 2.563964699220378e-06 ], [ 0.00952089298516512, 9.770339966053143e-05, 0.054804638028144836, 2.5324720809294377e-06, 0.9355577230453491, 1.6489102563355118e-05 ], [ 0.002518524881452322, 0.0018383243586868048, 0.28597158193588257, 6.709753506584093e-06, 0.7096648216247559, 8.052639799416283e-08 ], [ 0.1194683164358139, 0.004289267584681511, 0.7211008071899414, 5.162057277630083e-05, 0.15505445003509521, 3.5503449907992035e-05 ], [ 0.002916513243690133, 0.0010223299032077193, 0.12523199617862701, 3.813968305621529e-06, 0.8708246946334839, 6.047698661859613e-07 ] ] }, { "file": "uhf33_570MHz_occupied.npy", "uhf_channel": 33, "centre_mhz": 570, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "Noise": 8, "ISDB-T": 11, "DVB-T": 1 }, "occupied": 5, "nearest_correct_count": 1, "mean_confidence": 0.728669, "mean_confidence_on_vacant_calls": 0.691679, "probabilities": [ [ 0.00018338712106924504, 0.007059969939291477, 0.10948556661605835, 3.5471512092044577e-06, 0.8832675218582153, 2.3058525575048172e-11 ], [ 0.0011379109928384423, 0.0054471855983138084, 0.7923390865325928, 1.6821673852973618e-05, 0.2010590136051178, 4.95452034954269e-09 ], [ 0.0005983459413982928, 0.3962635397911072, 0.5806072354316711, 4.8946330934995785e-05, 0.02248195931315422, 2.727854331308066e-10 ], [ 0.0004682557482738048, 0.004936608485877514, 0.17868497967720032, 8.641856402391568e-05, 0.8158236742019653, 6.991673728862224e-08 ], [ 0.0002214898559032008, 0.01482350379228592, 0.21308249235153198, 9.12027735466836e-06, 0.7718634605407715, 6.636152044547927e-11 ], [ 0.00044197443639859557, 0.06495701521635056, 0.7155467867851257, 8.045069262152538e-05, 0.2189737856388092, 5.4257563719684043e-11 ], [ 0.0009767410811036825, 0.003866280894726515, 0.5760742425918579, 6.5851900217239745e-06, 0.419076144695282, 5.310523687462876e-10 ], [ 0.0013765556504949927, 0.007490416523069143, 0.5052286386489868, 7.72771909396397e-06, 0.4858967065811157, 1.6828266558022165e-10 ], [ 0.0005535152740776539, 0.032460056245326996, 0.5493563413619995, 4.9391754146199673e-05, 0.4175806939601898, 1.2722442890855667e-11 ], [ 0.00033036156673915684, 0.010565155185759068, 0.8208651542663574, 1.6751419025240466e-05, 0.1682225614786148, 4.745363130220781e-11 ], [ 0.001115551101975143, 0.010853358544409275, 0.5660691261291504, 3.851727524306625e-05, 0.4219234585762024, 2.0177179371749787e-10 ], [ 0.0005843245889991522, 0.0018250709399580956, 0.05166997015476227, 1.8492036133466172e-06, 0.9459187388420105, 1.1185597337259878e-08 ], [ 0.00026308069936931133, 0.0024062893353402615, 0.21774572134017944, 1.2998430065636057e-06, 0.7795835137367249, 1.1997923765605378e-09 ], [ 0.0005135249230079353, 0.006537207402288914, 0.9038660526275635, 2.027164191531483e-05, 0.08906291425228119, 1.0959187550507732e-11 ], [ 0.0005369088612496853, 0.009133167564868927, 0.19082126021385193, 2.122122714354191e-05, 0.7994874119758606, 9.484904528456184e-11 ], [ 0.000831296609248966, 0.015269258990883827, 0.262172132730484, 2.0191408111713827e-05, 0.7217071056365967, 1.7373605887271992e-09 ], [ 0.0003495225100778043, 0.012535296380519867, 0.17008325457572937, 3.0367532417585608e-06, 0.817028820514679, 3.0548039792188675e-11 ], [ 0.0008513738866895437, 0.5371993780136108, 0.43456119298934937, 0.00035765793290920556, 0.0270303376019001, 4.55114879116536e-09 ], [ 0.018072007223963737, 0.0013825144851580262, 0.9655852913856506, 0.00014470757741946727, 0.014815463684499264, 1.4720176189086942e-09 ], [ 0.001323931384831667, 0.007769824471324682, 0.5259655714035034, 3.9934315282152966e-05, 0.4649006724357605, 2.3457236153490157e-11 ] ] }, { "file": "uhf35_586MHz_occupied.npy", "uhf_channel": 35, "centre_mhz": 586, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "DVB-T": 20 }, "occupied": 20, "nearest_correct_count": 20, "mean_confidence": 0.976663, "mean_confidence_on_vacant_calls": null, "probabilities": [ [ 5.55580627406016e-05, 0.9983015060424805, 0.0016267461469396949, 7.910401109256782e-06, 8.30405861051986e-06, 1.2173948515936672e-09 ], [ 3.282133548054844e-05, 0.9957439303398132, 0.004166293423622847, 1.3848516573489178e-05, 4.300899672671221e-05, 3.341039389592737e-10 ], [ 0.0019763093441724777, 0.9209460020065308, 0.072260282933712, 2.4626206140965223e-05, 0.004792750813066959, 1.5915833273538738e-07 ], [ 0.0017470618477091193, 0.9237885475158691, 0.07376950234174728, 2.1660307538695633e-05, 0.0006732331239618361, 9.203413142699901e-09 ], [ 8.129295747494325e-05, 0.9939641356468201, 0.00569762522354722, 2.6607287963997805e-06, 0.0002544023736845702, 1.9222177183308986e-09 ], [ 0.0011697319569066167, 0.9582759737968445, 0.016762038692831993, 3.609548912208993e-06, 0.02378840371966362, 1.876464210681661e-07 ], [ 7.544645632151514e-05, 0.9978669881820679, 0.0020338573958724737, 1.2528336810646579e-05, 1.1214307050977368e-05, 1.1140122602171232e-08 ], [ 0.001310052932240069, 0.9571545720100403, 0.03567101061344147, 2.1342812033253722e-05, 0.005842810031026602, 1.9418381214109104e-07 ], [ 9.618305193725973e-05, 0.995716392993927, 0.0040403446182608604, 1.7382524674758315e-05, 0.00012977785081602633, 3.2565559138220124e-08 ], [ 0.0003114839200861752, 0.9907122254371643, 0.00868207961320877, 5.862862508365652e-06, 0.0002882043772842735, 5.984749407161871e-08 ], [ 0.00015400437405332923, 0.9975801706314087, 0.002168036298826337, 8.998060252451978e-07, 9.678841888671741e-05, 1.499459756360011e-08 ], [ 4.393772178445943e-05, 0.9980624318122864, 0.0018638267647475004, 4.532015282165958e-06, 2.5218510927516036e-05, 2.9086621999852014e-09 ], [ 8.298527973238379e-05, 0.9952338337898254, 0.004249336197972298, 5.742336384173541e-07, 0.00043320743134245276, 2.520121000770814e-08 ], [ 0.0008669570088386536, 0.937996506690979, 0.052940722554922104, 4.458953480934724e-05, 0.008150527253746986, 6.744392067048466e-07 ], [ 0.0004901554784737527, 0.9812434315681458, 0.017654238268733025, 7.026811999821803e-06, 0.0006050493102520704, 7.885762443038402e-08 ], [ 0.0007124992553144693, 0.9751197695732117, 0.02259756065905094, 1.12515663204249e-05, 0.001553401816636324, 5.599958512902958e-06 ], [ 0.001056582317687571, 0.9619603753089905, 0.034687455743551254, 1.944587529578712e-05, 0.0022754501551389694, 6.880925980112806e-07 ], [ 0.0003158660256303847, 0.9966427087783813, 0.0019324123859405518, 1.7193935946124839e-06, 0.0011069925967603922, 3.9496748627243505e-07 ], [ 0.0016639800742268562, 0.9600905776023865, 0.028143377974629402, 1.9204353520763107e-05, 0.010082707740366459, 1.2273824268049793e-07 ], [ 0.00040238647488877177, 0.996863603591919, 0.0026200225111097097, 1.937726847245358e-05, 9.352188499178737e-05, 1.067632751983183e-06 ] ] }, { "file": "uhf39_618MHz_occupied.npy", "uhf_channel": 39, "centre_mhz": 618, "label": "unlabelled", "excluded_from_scoring": true, "records": 20, "class_counts": { "Noise": 3, "ATSC": 14, "Unknown": 3 }, "occupied": 10, "nearest_correct_count": 0, "mean_confidence": 0.840165, "mean_confidence_on_vacant_calls": 0.731208, "probabilities": [ [ 0.11641477793455124, 8.272553532151505e-05, 1.774240445229225e-05, 1.5034068434616188e-10, 0.8834848403930664, 1.4982720619727274e-09 ], [ 0.674968957901001, 2.2514663214678876e-05, 0.00020899921946693212, 9.744033135916652e-09, 0.3247995674610138, 1.420452555578322e-08 ], [ 0.24805253744125366, 1.5714116671006195e-05, 1.8917703528131824e-06, 3.4531939974158377e-08, 0.7519268989562988, 2.9042503228993155e-06 ], [ 0.5165014266967773, 1.1348681255185511e-05, 8.302698006446008e-06, 5.90796433996843e-09, 0.4834789037704468, 4.178163948154179e-08 ], [ 0.9549924731254578, 7.161059443205886e-07, 1.0402599173175986e-06, 1.348701630377036e-07, 0.04500078037381172, 4.847617219638778e-06 ], [ 0.8679299354553223, 0.13145272433757782, 2.119308874171111e-06, 6.2186913964978885e-06, 0.0004264520830474794, 0.00018255739996675402 ], [ 0.5659622550010681, 7.680941394028196e-08, 1.0725095478392177e-07, 0.00021220142662059516, 0.01311456598341465, 0.4207107722759247 ], [ 0.9980408549308777, 8.417900971835479e-07, 6.026304344430855e-09, 6.910154297656845e-07, 0.0015181925846263766, 0.000439429102698341 ], [ 0.8257958292961121, 3.1424627877640887e-07, 3.7111789197297185e-07, 8.457336662104353e-05, 0.045163046568632126, 0.1289558708667755 ], [ 0.020037434995174408, 2.4652590582263656e-06, 7.017644065854256e-07, 4.054159944644198e-05, 0.8706806302070618, 0.10923825949430466 ], [ 0.9998689889907837, 4.9135728374949394e-08, 1.0830792263050171e-07, 1.9033132048207335e-06, 9.58095261012204e-05, 3.3053311199182644e-05 ], [ 0.9814738631248474, 1.8477017249551864e-08, 6.437708321982427e-08, 8.148840424837545e-05, 0.0009143627248704433, 0.017530199140310287 ], [ 0.8721218705177307, 1.9603064629336586e-06, 4.483038719627075e-05, 1.4458357327384874e-05, 0.12765710055828094, 0.00015977946168277413 ], [ 0.041306547820568085, 1.436352148331821e-09, 1.501847322060712e-07, 0.0012540663592517376, 2.7909245545743033e-06, 0.9574364423751831 ], [ 0.9994816184043884, 4.5393985459440955e-08, 1.2500971990903054e-07, 4.077893663634313e-06, 1.572633846080862e-05, 0.0004983838880434632 ], [ 0.999057948589325, 2.3478541777421924e-08, 5.908068700932745e-08, 9.072167017620814e-08, 0.0009409020422026515, 1.1096391290266183e-06 ], [ 0.2875172197818756, 7.810002244923453e-08, 7.012103537817893e-07, 0.0004609130846802145, 0.017875315621495247, 0.6941457986831665 ], [ 0.9924496412277222, 3.2764410207164474e-06, 0.0001656770327826962, 2.084298466797918e-05, 0.0072958096861839294, 6.479207513621077e-05 ], [ 0.554482102394104, 7.704812560405117e-06, 8.994339850687538e-07, 5.4505139956972926e-08, 0.44550856947898865, 6.188484462654742e-07 ], [ 0.15685901045799255, 3.788740059462725e-06, 1.1149412415534243e-07, 0.00033466267632320523, 0.00031262339325621724, 0.8424897193908691 ] ] } ], "scored_records": 80, "scored_records_occupied": 44, "scored_channels": 4, "scored_channels_all_vacant": 0, "scored_channels_all_occupied": 1, "epoch": 23, "synthetic_val_accuracy": 0.9283333333333333, "synthetic_val_loss": 0.33207808463740446, "synthetic_train_accuracy": 1.0, "scoring_seconds": 0.3 }, { "channels": [ { "file": "uhf25_506MHz_occupied.npy", "uhf_channel": 25, "centre_mhz": 506, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "DVB-T": 17, "ISDB-T": 3 }, "occupied": 17, "nearest_correct_count": 17, "mean_confidence": 0.871173, "mean_confidence_on_vacant_calls": 0.558098, "probabilities": [ [ 0.00014136159734334797, 0.9790544509887695, 0.020767107605934143, 1.8435646779835224e-05, 1.8646007447387092e-05, 2.025853795828425e-08 ], [ 0.00010628917516442016, 0.946862518787384, 0.052740324288606644, 1.161438922281377e-05, 0.00027925329050049186, 1.0835841113276956e-09 ], [ 0.001442261622287333, 0.4164171516895294, 0.579492449760437, 2.2805368644185364e-05, 0.002625353867188096, 1.4601121200996658e-08 ], [ 0.0010977375786751509, 0.8907644152641296, 0.10722024738788605, 7.275070856849197e-06, 0.0009101692703552544, 1.5250824958457088e-07 ], [ 0.00027102994499728084, 0.9403778910636902, 0.05920499190688133, 1.6285090168821625e-05, 0.00012982447515241802, 4.864819302952128e-08 ], [ 0.00023011140001472086, 0.9109641313552856, 0.08818130940198898, 1.5697676644776948e-05, 0.0006086751236580312, 3.72584061381076e-08 ], [ 6.572451820829883e-05, 0.9955293536186218, 0.00439137127250433, 9.753484846442007e-06, 3.7813551898580045e-06, 7.316357519826511e-10 ], [ 0.0003915818524546921, 0.9269418716430664, 0.0723605826497078, 0.0001311502855969593, 0.00017477526853326708, 1.4214738719431352e-08 ], [ 0.0009320659446530044, 0.7651532292366028, 0.2232484370470047, 3.936438133678166e-06, 0.010662333108484745, 2.821647449025022e-08 ], [ 0.001229655696079135, 0.984987199306488, 0.01116276066750288, 4.905426067125518e-06, 0.0026123439893126488, 3.1594940992363263e-06 ], [ 0.0028626862913370132, 0.4747130572795868, 0.4925357699394226, 1.6403590052505024e-05, 0.029871871694922447, 2.0578320913955395e-07 ], [ 0.0027316382620483637, 0.8639848828315735, 0.1330326646566391, 8.97538302524481e-06, 0.00024070842482615262, 1.17303397928481e-06 ], [ 0.0009597255848348141, 0.38947418332099915, 0.6022658348083496, 1.7401669538230635e-05, 0.00728270597755909, 9.306955917054438e-08 ], [ 0.0004098987265024334, 0.8836415410041809, 0.11554759740829468, 0.0003174500889144838, 8.345406968146563e-05, 6.399419216762681e-09 ], [ 0.0006202548393048346, 0.9679258465766907, 0.03134269267320633, 1.4887570614519063e-05, 9.609768312657252e-05, 2.1018819040818926e-07 ], [ 7.573323819087818e-05, 0.9645915627479553, 0.03496908023953438, 0.0003572923596948385, 6.351682259264635e-06, 3.2600706578733707e-09 ], [ 0.0013224929571151733, 0.8357284665107727, 0.16113220155239105, 5.862012585566845e-06, 0.0018108797958120704, 9.97313023276547e-08 ], [ 0.0007086525438353419, 0.9310808181762695, 0.06663460284471512, 4.797546353074722e-06, 0.0015709022991359234, 2.1996115151523554e-07 ], [ 0.00017701774777378887, 0.9857916831970215, 0.013506594114005566, 1.5320030115617556e-06, 0.000523227034136653, 7.252138445323908e-09 ], [ 0.00034247583243995905, 0.9757928252220154, 0.023788008838891983, 3.9791934796085116e-06, 7.271370850503445e-05, 4.974071998731233e-08 ] ] }, { "file": "uhf32_562MHz_occupied.npy", "uhf_channel": 32, "centre_mhz": 562, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "Noise": 18, "ISDB-T": 2 }, "occupied": 1, "nearest_correct_count": 0, "mean_confidence": 0.912837, "mean_confidence_on_vacant_calls": 0.922036, "probabilities": [ [ 0.0012008114717900753, 0.0001461556094000116, 0.001988351345062256, 1.442285906705365e-06, 0.9966567754745483, 6.4442547227372415e-06 ], [ 0.010593155398964882, 0.004238476976752281, 0.01701565459370613, 3.2627654036332387e-06, 0.9681313037872314, 1.8210173948318698e-05 ], [ 0.033309292048215866, 0.011989671736955643, 0.053070470690727234, 2.071586095553357e-05, 0.9015808701515198, 2.8993390515097417e-05 ], [ 0.0005998842534609139, 0.0006382276187650859, 0.0016036153538152575, 7.067027496532319e-08, 0.9971580505371094, 1.7743070657161297e-07 ], [ 0.00836933497339487, 0.00913914293050766, 0.12243428081274033, 1.1982900787188555e-06, 0.8600534796714783, 2.5562374048604397e-06 ], [ 0.001587000209838152, 0.0002827550342772156, 0.00797653291374445, 4.7138871650531655e-07, 0.9901518225669861, 1.3532001048588427e-06 ], [ 0.005140228196978569, 0.0015024245949462056, 0.07438807934522629, 2.1822175767738372e-05, 0.9189451932907104, 2.2035601432435215e-06 ], [ 0.00032000357168726623, 0.00017494111671112478, 0.000350543181411922, 9.71723501663746e-09, 0.9991543292999268, 1.4310344909063133e-07 ], [ 0.006722057703882456, 0.007293559145182371, 0.07119109481573105, 7.725047908024862e-06, 0.9147850275039673, 5.549255206460657e-07 ], [ 0.000303767214063555, 0.0006047545466572046, 0.0012804149882867932, 9.254507915557042e-08, 0.9978109002113342, 1.1872567995396821e-07 ], [ 0.0003972642298322171, 0.0035516165662556887, 0.036266688257455826, 6.118223723206029e-07, 0.9597837924957275, 7.743989449693345e-09 ], [ 0.00018925615586340427, 0.0003063542826566845, 0.002282730070874095, 1.6056064922054247e-08, 0.9972215890884399, 1.4407235937596852e-07 ], [ 0.0007840293692424893, 0.0006218932685442269, 0.033600348979234695, 2.5678943984530633e-06, 0.9649904370307922, 5.998552978780936e-07 ], [ 0.010652831755578518, 0.004622798413038254, 0.738052487373352, 0.0001692602236289531, 0.24650077521800995, 1.8990662056239671e-06 ], [ 0.0032900001388043165, 0.002872962737455964, 0.03908520191907883, 1.5422411934196134e-06, 0.9547498822212219, 3.5502509376783564e-07 ], [ 0.002731118118390441, 0.017049655318260193, 0.12212122231721878, 4.619998435373418e-06, 0.858092188835144, 1.1430347512941808e-06 ], [ 0.0038019241765141487, 0.0001636759116081521, 0.020973995327949524, 1.734905936245923e-06, 0.9750503897666931, 8.280839210783597e-06 ], [ 0.0011582348961383104, 0.0032543959096074104, 0.19158153235912323, 5.837579465151066e-06, 0.8040000200271606, 3.4693183437184416e-08 ], [ 0.12346407026052475, 0.009739571250975132, 0.5951499938964844, 5.771379073848948e-05, 0.2715476155281067, 4.0993054426508024e-05 ], [ 0.0012236611219123006, 0.0024318855721503496, 0.1311144232749939, 3.0763978884351673e-06, 0.8652267456054688, 1.6441246941667487e-07 ] ] }, { "file": "uhf33_570MHz_occupied.npy", "uhf_channel": 33, "centre_mhz": 570, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "Noise": 10, "ISDB-T": 10 }, "occupied": 6, "nearest_correct_count": 0, "mean_confidence": 0.751255, "mean_confidence_on_vacant_calls": 0.730294, "probabilities": [ [ 0.0001558066433062777, 0.008703616447746754, 0.16252440214157104, 1.1161922884639353e-05, 0.828605055809021, 4.343030102216261e-11 ], [ 0.0005403614486567676, 0.0034274442587047815, 0.7229094505310059, 7.6228320722293574e-06, 0.2731151282787323, 4.466696790217384e-09 ], [ 0.00047888365224935114, 0.1145922839641571, 0.83498615026474, 7.028417894616723e-05, 0.049872349947690964, 4.87433093887546e-10 ], [ 0.00019446310761850327, 0.0024962034076452255, 0.09263569861650467, 3.2408232073066756e-05, 0.9046412706375122, 3.8627533172075346e-08 ], [ 0.00010050172568298876, 0.012619713321328163, 0.17661204934120178, 6.971240964048775e-06, 0.8106607794761658, 4.880459925082903e-11 ], [ 0.00020253547700122, 0.02871391735970974, 0.7036356925964355, 0.00010600421956041828, 0.2673419117927551, 4.674692230532962e-11 ], [ 0.000489494763314724, 0.004747516475617886, 0.5333594083786011, 7.86527289164951e-06, 0.4613957405090332, 7.578376814976195e-10 ], [ 0.0007376008434221148, 0.0076459068804979324, 0.44353628158569336, 1.0432923772896174e-05, 0.5480697154998779, 2.4648491581125143e-10 ], [ 0.0003163116634823382, 0.021830005571246147, 0.4368053674697876, 8.78050341270864e-05, 0.5409604907035828, 2.4524106703727178e-11 ], [ 0.00016329981735907495, 0.0073038325645029545, 0.7404248714447021, 1.340255948889535e-05, 0.2520946264266968, 5.043910081270475e-11 ], [ 0.00080061552580446, 0.009256589226424694, 0.547252893447876, 4.7216835810104385e-05, 0.4426426589488983, 3.8004227542742797e-10 ], [ 0.000323349901009351, 0.002115570940077305, 0.04113415628671646, 1.358125018668943e-06, 0.9564256072044373, 1.0157276797428949e-08 ], [ 0.00013129159924574196, 0.0022644323762506247, 0.12686698138713837, 5.910094387218123e-07, 0.8707366585731506, 8.343272739352869e-10 ], [ 0.0002923412248492241, 0.006319389678537846, 0.8343273997306824, 2.7366806534701027e-05, 0.15903356671333313, 2.154308155477569e-11 ], [ 0.00031585508259013295, 0.008264957927167416, 0.18846479058265686, 2.6703992261900567e-05, 0.8029276728630066, 1.270633182004488e-10 ], [ 0.00022295714006759226, 0.006159541662782431, 0.13117852807044983, 6.66954383632401e-06, 0.8624323010444641, 5.14050191302573e-10 ], [ 0.00021658898913301528, 0.014947484247386456, 0.13564109802246094, 6.748782197973924e-06, 0.8491880297660828, 6.588457557299421e-11 ], [ 0.0007061920478008687, 0.3515694737434387, 0.58548504114151, 0.0001615178189240396, 0.062077805399894714, 5.398443470028269e-09 ], [ 0.006656419485807419, 0.0012868578778579831, 0.9646921753883362, 0.000127817751490511, 0.027236638590693474, 1.461883059050706e-09 ], [ 0.0005122262518852949, 0.007822546176612377, 0.5833762884140015, 4.438964242581278e-05, 0.4082445502281189, 2.5601649272788407e-11 ] ] }, { "file": "uhf35_586MHz_occupied.npy", "uhf_channel": 35, "centre_mhz": 586, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "DVB-T": 20 }, "occupied": 20, "nearest_correct_count": 20, "mean_confidence": 0.949047, "mean_confidence_on_vacant_calls": null, "probabilities": [ [ 6.42650993540883e-05, 0.996944010257721, 0.002949125599116087, 3.604601806728169e-05, 6.5309977799188346e-06, 1.8479210384114708e-09 ], [ 2.549267992435489e-05, 0.9909892678260803, 0.008890424855053425, 5.6682503782212734e-05, 3.8177990063559264e-05, 1.2045855979359033e-10 ], [ 0.0023589155171066523, 0.8773065805435181, 0.11754030734300613, 7.136220665415749e-05, 0.002722648438066244, 1.9894544323051377e-07 ], [ 0.0016149103175848722, 0.7445105314254761, 0.2531246840953827, 0.00016187751316465437, 0.0005879565142095089, 2.0593713401240166e-08 ], [ 7.905293023213744e-05, 0.9889037013053894, 0.010852904990315437, 1.3172234503144864e-05, 0.00015109538799151778, 1.896217183272597e-09 ], [ 0.0027653241995722055, 0.9292347431182861, 0.04874958097934723, 2.0022494936711155e-05, 0.019229691475629807, 6.777916610190005e-07 ], [ 9.23025218071416e-05, 0.994640052318573, 0.00520670460537076, 4.8941714339889586e-05, 1.1984364391537383e-05, 1.6400058200360945e-08 ], [ 0.0020784041844308376, 0.8523480892181396, 0.14036354422569275, 0.00014866050332784653, 0.005060992203652859, 2.559588381245703e-07 ], [ 0.00017166601901408285, 0.9870659708976746, 0.01252193283289671, 8.525309385731816e-05, 0.0001551121677039191, 5.6566669570656813e-08 ], [ 0.0003211625444237143, 0.9855858683586121, 0.01383695937693119, 2.6211237127427012e-05, 0.00022980442736297846, 5.460996632677961e-08 ], [ 0.00026306341169402003, 0.9947323799133301, 0.004962903913110495, 5.5857749430288095e-06, 3.612190266721882e-05, 5.679156700466592e-08 ], [ 0.00010136195487575606, 0.9960718154907227, 0.003773400094360113, 2.709384534682613e-05, 2.634810698509682e-05, 9.139106360578353e-09 ], [ 0.00015895730757620186, 0.9923872947692871, 0.00707585783675313, 2.5529243430355564e-06, 0.0003751943586394191, 9.49672198657936e-08 ], [ 0.002748537342995405, 0.9066304564476013, 0.08175142854452133, 0.0001473281445214525, 0.008719349279999733, 2.9456425636453787e-06 ], [ 0.0005597217241302133, 0.9718152284622192, 0.02722795121371746, 2.3038275685394183e-05, 0.0003739461535587907, 1.3277089294660982e-07 ], [ 0.0013314321404322982, 0.9430500864982605, 0.053698740899562836, 3.30663679051213e-05, 0.0018731614109128714, 1.3437865163723473e-05 ], [ 0.0023287073709070683, 0.9176428318023682, 0.0771026760339737, 9.289130684919655e-05, 0.0028297980315983295, 3.0375795176951215e-06 ], [ 0.000736270216293633, 0.9951760768890381, 0.0033032919745892286, 6.930662038939772e-06, 0.0007761234301142395, 1.3561291325459024e-06 ], [ 0.002913687378168106, 0.9242185950279236, 0.06348475813865662, 8.163748134393245e-05, 0.009300962090492249, 3.3623570061536157e-07 ], [ 0.0009126786608248949, 0.9916788935661316, 0.007232435047626495, 9.270387818105519e-05, 7.928294508019462e-05, 4.047992206324125e-06 ] ] }, { "file": "uhf39_618MHz_occupied.npy", "uhf_channel": 39, "centre_mhz": 618, "label": "unlabelled", "excluded_from_scoring": true, "records": 20, "class_counts": { "Noise": 3, "ATSC": 15, "Unknown": 2 }, "occupied": 12, "nearest_correct_count": 0, "mean_confidence": 0.846496, "mean_confidence_on_vacant_calls": 0.702765, "probabilities": [ [ 0.10907278954982758, 9.37909644562751e-05, 1.8897419067798182e-05, 2.2303739410922674e-10, 0.8908145427703857, 3.21757087640151e-09 ], [ 0.776045560836792, 2.4957424102467485e-05, 0.00043580372584983706, 2.0794885813302244e-08, 0.22349365055561066, 4.177200807475856e-08 ], [ 0.26971596479415894, 1.952094135049265e-05, 2.196348759753164e-06, 1.8691149961114206e-08, 0.7302604913711548, 1.853521098382771e-06 ], [ 0.5473753213882446, 1.3285119166539516e-05, 6.243616098799976e-06, 2.6412951825705022e-09, 0.45260506868362427, 2.550041955373672e-08 ], [ 0.9677203893661499, 6.703278927489009e-07, 1.9618560145318042e-06, 9.593587435574591e-08, 0.032275568693876266, 1.2561458788695745e-06 ], [ 0.9200618863105774, 0.07950390130281448, 1.8596413156046765e-06, 4.289439857529942e-06, 0.0002505661395844072, 0.00017747259698808193 ], [ 0.7867387533187866, 1.2950483352369702e-08, 5.421092907909042e-08, 8.179968426702544e-05, 0.0027284263633191586, 0.21045096218585968 ], [ 0.999478280544281, 1.3006970789319894e-07, 2.2581256864384613e-09, 1.5202225256416568e-07, 0.00040219741640612483, 0.00011926498700631782 ], [ 0.9436780214309692, 6.265161545115916e-08, 1.1518638842744622e-07, 2.6794616132974625e-05, 0.008464901708066463, 0.047830041497945786 ], [ 0.06549528241157532, 1.5684408936067484e-06, 1.4841247093499987e-06, 4.898411134490743e-05, 0.7938390374183655, 0.1406136155128479 ], [ 0.9999632835388184, 9.768958086908697e-09, 6.818535069896825e-08, 3.899406522123172e-07, 2.5663353881100193e-05, 1.0606344403640833e-05 ], [ 0.9968065023422241, 1.4840100259760902e-09, 6.14674666721271e-09, 1.1302606253593694e-05, 3.858079435303807e-05, 0.0031435948330909014 ], [ 0.9230305552482605, 5.649581567013229e-07, 2.782573938020505e-05, 2.3422962840413675e-06, 0.07691092044115067, 2.7766835046350025e-05 ], [ 0.22700700163841248, 2.687990385830119e-10, 3.1721828008812736e-07, 0.0011324179358780384, 4.2336992578384525e-07, 0.7718598246574402 ], [ 0.9999179840087891, 4.323753355350846e-09, 2.9316936434042873e-08, 5.426994675872265e-07, 1.1881409136549337e-06, 8.032956975512207e-05 ], [ 0.9993640780448914, 1.1461172455540236e-08, 4.018964361307553e-08, 1.0651492132751628e-08, 0.0006355655496008694, 3.1895532970338536e-07 ], [ 0.6290870308876038, 3.5319700941727206e-08, 8.526291139787645e-07, 0.0001589527673786506, 0.011001951061189175, 0.35975125432014465 ], [ 0.9949892163276672, 2.280650051034172e-06, 0.0002740852069109678, 1.1398139577067923e-05, 0.004700258374214172, 2.2787551642977633e-05 ], [ 0.6657459735870361, 7.101193659764249e-06, 7.769511398691975e-07, 4.8698204579977755e-08, 0.3342452943325043, 7.804659958310367e-07 ], [ 0.4066028892993927, 9.473325235376251e-07, 6.085534209887555e-08, 0.00019235357467550784, 6.599504558835179e-05, 0.593137800693512 ] ] } ], "scored_records": 80, "scored_records_occupied": 44, "scored_channels": 4, "scored_channels_all_vacant": 0, "scored_channels_all_occupied": 1, "epoch": 24, "synthetic_val_accuracy": 0.925, "synthetic_val_loss": 0.32218061795826847, "synthetic_train_accuracy": 1.0, "scoring_seconds": 0.3 }, { "channels": [ { "file": "uhf25_506MHz_occupied.npy", "uhf_channel": 25, "centre_mhz": 506, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "DVB-T": 17, "ISDB-T": 3 }, "occupied": 18, "nearest_correct_count": 17, "mean_confidence": 0.846108, "mean_confidence_on_vacant_calls": 0.627682, "probabilities": [ [ 0.0001403858623234555, 0.9355132579803467, 0.06420447677373886, 6.174625741550699e-05, 8.006043935893103e-05, 9.103624520889753e-09 ], [ 8.773632725933567e-05, 0.9346336722373962, 0.0646737590432167, 1.7013086107908748e-05, 0.0005877883522771299, 3.848932006444983e-10 ], [ 0.001216317294165492, 0.3129833936691284, 0.6805373430252075, 6.23683663434349e-05, 0.005200613755732775, 3.3282765432574024e-09 ], [ 0.0008389540598727763, 0.8267176151275635, 0.17024463415145874, 2.0731959011754952e-05, 0.002178055699914694, 3.0364564196361243e-08 ], [ 0.0001721037260722369, 0.8532030582427979, 0.14626921713352203, 3.972453487222083e-05, 0.00031583764939568937, 7.224608022937673e-09 ], [ 0.00031930534169077873, 0.7853907942771912, 0.21297156810760498, 6.716162897646427e-05, 0.0012511775130406022, 1.2857447551084533e-08 ], [ 4.6498895244440064e-05, 0.9889547824859619, 0.010959448292851448, 3.3297023037448525e-05, 6.051995114830788e-06, 1.443333369488542e-10 ], [ 0.00034160036011599004, 0.8398795127868652, 0.1588699370622635, 0.00023308744130190462, 0.0006759148673154414, 6.2515206344926355e-09 ], [ 0.0007300951983779669, 0.7075934410095215, 0.26715004444122314, 6.288717031566193e-06, 0.024520143866539, 8.01219623980387e-09 ], [ 0.0010559303918853402, 0.9706665277481079, 0.021862618625164032, 1.1011050446541049e-05, 0.006402389612048864, 1.4711575886394712e-06 ], [ 0.001562506309710443, 0.3699061870574951, 0.5748265981674194, 2.7491298169479705e-05, 0.05367717146873474, 3.325389386077404e-08 ], [ 0.00274033029563725, 0.7658288478851318, 0.23107139766216278, 1.6559160940232687e-05, 0.0003426417533773929, 2.6050545898215205e-07 ], [ 0.0005050411564297974, 0.22249335050582886, 0.768939733505249, 5.16753425472416e-05, 0.008010178804397583, 1.1824959678108371e-08 ], [ 0.0005365610122680664, 0.8053390979766846, 0.192820742726326, 0.001162804663181305, 0.00014080728578846902, 5.303143701951285e-09 ], [ 0.000418806477682665, 0.9553952217102051, 0.044034652411937714, 3.7011337553849444e-05, 0.0001142294131568633, 7.844177218885307e-08 ], [ 0.00014212061068974435, 0.926480770111084, 0.07290668040513992, 0.00041443968075327575, 5.59881555091124e-05, 8.52643289306343e-09 ], [ 0.0007481045904569328, 0.8090980648994446, 0.1859874725341797, 1.0284220479661599e-05, 0.004156025592237711, 3.1904210828770374e-08 ], [ 0.0005843343678861856, 0.8655096888542175, 0.13188661634922028, 2.175030931539368e-05, 0.0019975590985268354, 5.984552586824066e-08 ], [ 7.758128776913509e-05, 0.9773973822593689, 0.021760428324341774, 3.4966039947903482e-06, 0.0007610809407196939, 7.89559806424478e-10 ], [ 0.0003549295652192086, 0.950263500213623, 0.04922887682914734, 1.2135273209423758e-05, 0.00014058429223950952, 5.199780872544579e-08 ] ] }, { "file": "uhf32_562MHz_occupied.npy", "uhf_channel": 32, "centre_mhz": 562, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "Noise": 7, "ISDB-T": 13 }, "occupied": 7, "nearest_correct_count": 0, "mean_confidence": 0.751679, "mean_confidence_on_vacant_calls": 0.707229, "probabilities": [ [ 0.02879328653216362, 0.00046544484212063253, 0.12438947707414627, 8.018203516257927e-05, 0.8462412357330322, 3.042824027943425e-05 ], [ 0.15140387415885925, 0.02731604129076004, 0.5472820997238159, 7.96583917690441e-05, 0.27387022972106934, 4.8102025175467134e-05 ], [ 0.18303948640823364, 0.013027670793235302, 0.45647284388542175, 0.0001855002046795562, 0.34723296761512756, 4.1488146962365136e-05 ], [ 0.004515979904681444, 0.0018931386293843389, 0.04139319062232971, 9.50894047946349e-07, 0.952196478843689, 3.0280841656349367e-07 ], [ 0.05089512839913368, 0.008715716190636158, 0.7783316373825073, 1.254687140317401e-05, 0.16204068064689636, 4.191548214294016e-06 ], [ 0.021100178360939026, 0.0008343996596522629, 0.2721937298774719, 9.68344284046907e-06, 0.7058571577072144, 4.865849405177869e-06 ], [ 0.03465838357806206, 0.0016892091371119022, 0.6748947501182556, 0.00016244864673353732, 0.2885921001434326, 3.075359927606769e-06 ], [ 0.005834634881466627, 0.000574365898501128, 0.026452628895640373, 3.322081454371073e-07, 0.9671374559402466, 5.169021619622072e-07 ], [ 0.05252882093191147, 0.00563856540247798, 0.6579087972640991, 5.2104107453487813e-05, 0.2838708460330963, 9.380653978041664e-07 ], [ 0.0051439255475997925, 0.0011384193785488605, 0.11814136803150177, 2.6030133994936477e-06, 0.8755735158920288, 2.7917616307604476e-07 ], [ 0.006954621989279985, 0.005422262940555811, 0.44803324341773987, 6.456823939515743e-06, 0.5395833849906921, 3.2506108027519076e-08 ], [ 0.004342246800661087, 0.0008472802583128214, 0.08084219694137573, 4.3864213239430683e-07, 0.9139673709869385, 4.6617213911304134e-07 ], [ 0.01697848178446293, 0.0005637452704831958, 0.7490434646606445, 7.597442163387313e-05, 0.23333728313446045, 1.0878278544623754e-06 ], [ 0.019454356282949448, 0.0006833020015619695, 0.9592958688735962, 0.00018812700000125915, 0.02037758193910122, 7.260152870003367e-07 ], [ 0.018992288038134575, 0.0016627832083031535, 0.5388692021369934, 8.615404112788383e-06, 0.4404667615890503, 3.410006854664971e-07 ], [ 0.01785825379192829, 0.014693113043904305, 0.843449592590332, 3.775846926146187e-05, 0.12396025657653809, 9.500627697889286e-07 ], [ 0.024690989404916763, 0.000247014599153772, 0.5179948210716248, 2.5646560970926657e-05, 0.4570310711860657, 1.0483782716619316e-05 ], [ 0.007715354673564434, 0.0013171782484278083, 0.8841633200645447, 2.8505080990726128e-05, 0.10677559673786163, 2.196935611209483e-08 ], [ 0.14889992773532867, 0.002886019181460142, 0.8364077210426331, 0.00012543256161734462, 0.011674860492348671, 6.058933195163263e-06 ], [ 0.015043034218251705, 0.0010581815149635077, 0.7889115810394287, 3.4709439205471426e-05, 0.19495229423046112, 2.06495400334461e-07 ] ] }, { "file": "uhf33_570MHz_occupied.npy", "uhf_channel": 33, "centre_mhz": 570, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "ISDB-T": 20 }, "occupied": 19, "nearest_correct_count": 0, "mean_confidence": 0.930167, "mean_confidence_on_vacant_calls": 0.633972, "probabilities": [ [ 0.0003095505235251039, 0.005567583255469799, 0.7775130867958069, 3.714781269081868e-05, 0.2165726274251938, 1.3178076685438356e-11 ], [ 0.0005141300498507917, 0.0005213964032009244, 0.9854695796966553, 1.8375305444351397e-05, 0.013476453721523285, 5.288727233931922e-10 ], [ 0.0003346946614328772, 0.025616860017180443, 0.9726738929748535, 0.0002713486610446125, 0.001103276968933642, 2.2256365153627833e-11 ], [ 0.00060754653532058, 0.0018478899728506804, 0.8186671733856201, 0.00026598171098157763, 0.1786114126443863, 3.2251751491685354e-08 ], [ 0.00024733756436035037, 0.002705148421227932, 0.960837721824646, 8.33299636724405e-05, 0.03612649068236351, 1.9729743880314565e-11 ], [ 0.00026944465935230255, 0.0061234766617417336, 0.9778623580932617, 0.00023409312416333705, 0.015510528348386288, 1.2899539943156402e-11 ], [ 0.00039230723632499576, 0.00039576549897901714, 0.9905998110771179, 2.4064755052677356e-05, 0.008588084951043129, 4.307445025664158e-11 ], [ 0.000935774645768106, 0.0010892695281654596, 0.9701418280601501, 3.451465454418212e-05, 0.027798593044281006, 3.5224066718964053e-11 ], [ 0.0006268198485486209, 0.00410723639652133, 0.9562298059463501, 0.00021238526096567512, 0.03882382810115814, 5.769618290074607e-12 ], [ 0.00016637791122775525, 0.000699008465744555, 0.9937741756439209, 4.841208647121675e-05, 0.005312035325914621, 5.356707265258276e-12 ], [ 0.0007891496061347425, 0.002035721903666854, 0.9696848392486572, 0.000167422229424119, 0.027322812005877495, 5.552822784915534e-11 ], [ 0.0020380255300551653, 0.0031443259213119745, 0.6339724659919739, 4.179892493993975e-05, 0.36080336570739746, 1.353618817034885e-08 ], [ 0.0005833641043864191, 0.0006783684366382658, 0.9417220950126648, 1.02493886515731e-05, 0.05700594186782837, 3.6172842499127e-10 ], [ 0.0002338617341592908, 0.0005167507333680987, 0.9957540035247803, 8.007680298760533e-05, 0.0034153065644204617, 1.2959411105004093e-12 ], [ 0.00047776996507309377, 0.003972979262471199, 0.9094001650810242, 0.0002110663044732064, 0.08593802899122238, 3.918556798487849e-11 ], [ 0.000587674614507705, 0.003136083949357271, 0.9012849926948547, 5.911316839046776e-05, 0.09493213146924973, 1.6944258496298659e-10 ], [ 0.00033404986606910825, 0.007844720035791397, 0.8974905610084534, 5.3306357585825026e-05, 0.09427738189697266, 7.812540545049096e-12 ], [ 0.0009092394029721618, 0.025137633085250854, 0.9710520505905151, 0.0008620615117251873, 0.00203904346562922, 4.917192764075651e-10 ], [ 0.002926342887803912, 0.00012007722398266196, 0.9960479140281677, 0.00016855524154379964, 0.000737067312002182, 1.1759668239186283e-10 ], [ 0.0007262678118422627, 0.001075923559255898, 0.9831582307815552, 0.00032859406201168895, 0.014710957184433937, 4.0243364196612674e-12 ] ] }, { "file": "uhf35_586MHz_occupied.npy", "uhf_channel": 35, "centre_mhz": 586, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "DVB-T": 20 }, "occupied": 20, "nearest_correct_count": 20, "mean_confidence": 0.944523, "mean_confidence_on_vacant_calls": null, "probabilities": [ [ 0.0001231509231729433, 0.9932821989059448, 0.006500478368252516, 7.986316632013768e-05, 1.4361331523105036e-05, 2.427854584041711e-09 ], [ 6.064125773264095e-05, 0.9846691489219666, 0.015101353637874126, 0.00012122313637519255, 4.760803494718857e-05, 5.840758987574191e-10 ], [ 0.0021918201819062233, 0.8061546087265015, 0.18921133875846863, 0.00015856111713219434, 0.0022834446281194687, 1.752683544964384e-07 ], [ 0.0013683766592293978, 0.8344509601593018, 0.16347603499889374, 0.0001653563667787239, 0.0005392695893533528, 1.708146868395488e-08 ], [ 0.00010010125697590411, 0.9858826398849487, 0.013652430847287178, 6.675864369753981e-06, 0.00035816660965792835, 2.05342209902426e-09 ], [ 0.0018919870490208268, 0.9239326119422913, 0.05162379890680313, 1.5115731002879329e-05, 0.02253611572086811, 3.086453546075063e-07 ], [ 0.00012220238568261266, 0.9927387833595276, 0.0070459856651723385, 7.715987885603681e-05, 1.586294274602551e-05, 1.4591210906189644e-08 ], [ 0.0015114700654521585, 0.8544596433639526, 0.1361938714981079, 0.00013719554408453405, 0.007697572931647301, 1.7537495011765714e-07 ], [ 0.00024254545860458165, 0.9835554957389832, 0.01593136414885521, 0.0001223230647156015, 0.00014822067169006914, 1.4659187286270026e-07 ], [ 0.0003241185040678829, 0.9717540144920349, 0.027553575113415718, 3.120876499451697e-05, 0.0003371570783201605, 4.321915625382644e-08 ], [ 0.00031615138868801296, 0.9878301024436951, 0.011740884743630886, 8.694391908647958e-06, 0.00010412580741103739, 2.5286054139428416e-08 ], [ 7.065159297781065e-05, 0.9963443875312805, 0.003542937571182847, 2.010199023061432e-05, 2.2006077415426262e-05, 6.376930095086664e-09 ], [ 0.0001502283994341269, 0.9911960363388062, 0.008193936198949814, 2.642732852109475e-06, 0.0004572468751575798, 5.407429881643111e-08 ], [ 0.0019263840513303876, 0.8959121108055115, 0.09178441017866135, 0.00018065345648210496, 0.010195276699960232, 1.1820299050668837e-06 ], [ 0.0007625471334904432, 0.9476130604743958, 0.05085818096995354, 5.699964094674215e-05, 0.0007090443396009505, 1.600404289092694e-07 ], [ 0.0014173538656905293, 0.9041312336921692, 0.09288426488637924, 4.34026587754488e-05, 0.0015154825523495674, 8.288172466563992e-06 ], [ 0.0013456452870741487, 0.931885838508606, 0.06427820026874542, 7.858085882617161e-05, 0.0024102083407342434, 1.5439401295225252e-06 ], [ 0.0005604870384559035, 0.9936046004295349, 0.00464282464236021, 6.822730028943624e-06, 0.0011846526758745313, 6.30724684924644e-07 ], [ 0.002092962618917227, 0.9226028919219971, 0.06332626193761826, 7.015666051302105e-05, 0.011907580308616161, 1.3004239463043632e-07 ], [ 0.0005911085172556341, 0.9884635806083679, 0.010766643099486828, 8.93830438144505e-05, 8.687394438311458e-05, 2.31511421588948e-06 ] ] }, { "file": "uhf39_618MHz_occupied.npy", "uhf_channel": 39, "centre_mhz": 618, "label": "unlabelled", "excluded_from_scoring": true, "records": 20, "class_counts": { "Noise": 4, "ATSC": 12, "Unknown": 4 }, "occupied": 8, "nearest_correct_count": 0, "mean_confidence": 0.828432, "mean_confidence_on_vacant_calls": 0.741263, "probabilities": [ [ 0.09879694133996964, 0.0002335131575819105, 3.652846862678416e-05, 5.776799039125535e-10, 0.9009330868721008, 2.8832751741703078e-09 ], [ 0.6766766309738159, 5.576593321166001e-05, 0.0006117935408838093, 3.4117466185534795e-08, 0.32265573740005493, 3.437390816429797e-08 ], [ 0.08522344380617142, 1.3981671145302244e-05, 8.207067594412365e-07, 1.3128508946635975e-08, 0.9147608876228333, 8.528068633495423e-07 ], [ 0.41491737961769104, 3.2324762287316844e-05, 1.0672146345314104e-05, 5.764890786963406e-09, 0.5850395560264587, 2.89045054557846e-08 ], [ 0.8494869470596313, 2.528166305637569e-06, 5.792961019324139e-06, 2.898693765018834e-07, 0.15050114691257477, 3.314002469778643e-06 ], [ 0.8915299773216248, 0.10793708264827728, 4.491437266551657e-06, 1.4035294043424074e-05, 0.0002614441327750683, 0.00025294520310126245 ], [ 0.43657806515693665, 2.2930207421723026e-07, 6.152233709144639e-07, 0.00040984261431731284, 0.04500682279467583, 0.5180044174194336 ], [ 0.9882366061210632, 2.8643196401390014e-06, 1.673656235823273e-08, 8.291515314340359e-07, 0.011342805810272694, 0.0004169343737885356 ], [ 0.6980082392692566, 2.828195192705607e-06, 1.1032266229449306e-06, 0.00013383280020207167, 0.16290481388568878, 0.1389491856098175 ], [ 0.0020582175347954035, 1.4936616707927897e-06, 2.8288965836509306e-07, 3.5191940241929842e-06, 0.9893549680709839, 0.008581608533859253 ], [ 0.9996066689491272, 8.830085818090083e-08, 4.430940805377759e-07, 2.772945663309656e-06, 0.00034496112493798137, 4.498439739109017e-05 ], [ 0.9623140692710876, 1.7117191930537956e-07, 1.8924974654055404e-07, 0.0001457087491871789, 0.00559576228260994, 0.03194402530789375 ], [ 0.6189779043197632, 2.3702243652223842e-06, 7.20356110832654e-05, 6.146750820335001e-06, 0.3808917701244354, 4.9740439862944186e-05 ], [ 0.039906129240989685, 1.8824501957226403e-09, 9.598578571967664e-07, 0.0017022895626723766, 1.3446570847008843e-05, 0.9583771228790283 ], [ 0.9995507597923279, 1.0217627988140521e-07, 1.6511572198396607e-07, 4.774090484715998e-06, 3.530149842845276e-05, 0.0004089142894372344 ], [ 0.996566116809845, 1.0628404112367207e-07, 1.3214098260050378e-07, 1.1198842742032866e-07, 0.003432268975302577, 1.2756013347825501e-06 ], [ 0.33108633756637573, 7.086583195814455e-07, 3.1166430289886193e-06, 0.0004217236419208348, 0.09215838462114334, 0.57632976770401 ], [ 0.9861844182014465, 6.873454822198255e-06, 0.0005366975674405694, 2.775303801172413e-05, 0.01318756490945816, 5.676059299730696e-05 ], [ 0.5902923345565796, 1.973068356164731e-05, 2.511769025659305e-06, 9.25608176771675e-08, 0.40968453884124756, 8.216588298637362e-07 ], [ 0.13080017268657684, 1.4028825717105065e-05, 1.8609169671890413e-07, 0.00039333690074272454, 0.0003853662055917084, 0.8684067726135254 ] ] } ], "scored_records": 80, "scored_records_occupied": 64, "scored_channels": 4, "scored_channels_all_vacant": 0, "scored_channels_all_occupied": 1, "epoch": 25, "synthetic_val_accuracy": 0.9238888888888889, "synthetic_val_loss": 0.34555145099080015, "synthetic_train_accuracy": 0.9995238095238095, "scoring_seconds": 0.3 }, { "channels": [ { "file": "uhf25_506MHz_occupied.npy", "uhf_channel": 25, "centre_mhz": 506, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "DVB-T": 19, "ISDB-T": 1 }, "occupied": 17, "nearest_correct_count": 19, "mean_confidence": 0.897681, "mean_confidence_on_vacant_calls": 0.575115, "probabilities": [ [ 9.481942106503993e-05, 0.9869764447212219, 0.012852616608142853, 1.5743607946205884e-05, 6.033081081113778e-05, 2.4972010237434006e-08 ], [ 9.232317097485065e-05, 0.97270667552948, 0.026224948465824127, 8.601096851634793e-06, 0.0009674863540567458, 2.2516062347932575e-09 ], [ 0.0012880343711003661, 0.5459524989128113, 0.4436415433883667, 4.902789805782959e-05, 0.00906893890351057, 2.1818838291665088e-08 ], [ 0.0005404945113696158, 0.9338805079460144, 0.06394244730472565, 1.0983842912537511e-05, 0.00162535160779953, 1.0778578740655576e-07 ], [ 0.00017460182425566018, 0.9344675540924072, 0.06498105078935623, 1.7035275959642604e-05, 0.0003596843162085861, 2.8026629905752998e-08 ], [ 0.0003094625426456332, 0.9085784554481506, 0.08889883011579514, 4.29356841777917e-05, 0.0021702605299651623, 8.578165022754547e-08 ], [ 8.178717689588666e-05, 0.9918935894966125, 0.007985004223883152, 2.7065085305366665e-05, 1.2525280908448622e-05, 9.749815399473505e-10 ], [ 0.0006329843890853226, 0.9215611219406128, 0.0771050676703453, 0.00014704596833325922, 0.0005537128308787942, 4.260327912675166e-08 ], [ 0.00040962931234389544, 0.909903347492218, 0.07161758840084076, 2.477027237546281e-06, 0.018066979944705963, 1.971892160668176e-08 ], [ 0.0009009189670905471, 0.9823137521743774, 0.00869346410036087, 1.4898137123964261e-05, 0.008068421855568886, 8.581462680012919e-06 ], [ 0.001969562843441963, 0.5648292899131775, 0.3483690619468689, 2.1091780581627972e-05, 0.08481079339981079, 1.7076000347060472e-07 ], [ 0.0015153236454352736, 0.9315313100814819, 0.06661475449800491, 8.541604984202422e-06, 0.00032918452052399516, 8.871921295394714e-07 ], [ 0.0008552703075110912, 0.36170610785484314, 0.6145620346069336, 4.4485892431112006e-05, 0.022831983864307404, 1.06633031293768e-07 ], [ 0.0003810099442489445, 0.9331220984458923, 0.065749391913414, 0.0005209825467318296, 0.00022642893600277603, 2.1964039476074504e-08 ], [ 0.0004686961183324456, 0.9727335572242737, 0.026545127853751183, 2.5956027457141317e-05, 0.0002263472561025992, 3.0628766012341657e-07 ], [ 0.00011753893340937793, 0.9807596802711487, 0.018927745521068573, 0.0001659087574807927, 2.917040910688229e-05, 3.113139612764826e-08 ], [ 0.000795000814832747, 0.9271638989448547, 0.06636674702167511, 4.871189048571978e-06, 0.005669336300343275, 1.1565978752514638e-07 ], [ 0.00027333118487149477, 0.9711558222770691, 0.026634581387043, 6.089035650802543e-06, 0.0019300488056614995, 1.7301405819125648e-07 ], [ 9.328153100796044e-05, 0.9881938695907593, 0.009825250133872032, 1.5320251804951113e-06, 0.0018860925920307636, 3.6578897688599454e-09 ], [ 0.0003689494333229959, 0.9813379049301147, 0.018093520775437355, 5.599816176982131e-06, 0.00019380022422410548, 1.8680086100175686e-07 ] ] }, { "file": "uhf32_562MHz_occupied.npy", "uhf_channel": 32, "centre_mhz": 562, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "Noise": 17, "ISDB-T": 3 }, "occupied": 2, "nearest_correct_count": 0, "mean_confidence": 0.783365, "mean_confidence_on_vacant_calls": 0.779992, "probabilities": [ [ 0.009715242311358452, 0.0002909297472797334, 0.03069462440907955, 0.00013197501539252698, 0.9588467478752136, 0.0003205410612281412 ], [ 0.10339728742837906, 0.03832937404513359, 0.24690856039524078, 0.0001451827702112496, 0.6106547713279724, 0.0005648540100082755 ], [ 0.08348628878593445, 0.016505373641848564, 0.15807680785655975, 0.0003293777408543974, 0.7410801649093628, 0.0005219497834332287 ], [ 0.0010580039815977216, 0.0007835609139874578, 0.004882010165601969, 4.699137150510069e-07, 0.9932746887207031, 1.2832578022425878e-06 ], [ 0.016630887985229492, 0.01067484449595213, 0.38004741072654724, 1.4816171642451081e-05, 0.5926011204719543, 3.092555562034249e-05 ], [ 0.0096899950876832, 0.00037414912367239594, 0.06368909776210785, 1.7175318134832196e-05, 0.9261693954467773, 6.0285496147116646e-05 ], [ 0.03572533652186394, 0.004305066075176001, 0.36148297786712646, 0.0005330019630491734, 0.5978805422782898, 7.305626786546782e-05 ], [ 0.001398780383169651, 0.00033741965307854116, 0.005443828646093607, 3.866486224524124e-07, 0.9928165674209595, 2.9862010251235915e-06 ], [ 0.030813386663794518, 0.008671946823596954, 0.24790993332862854, 7.586507854284719e-05, 0.7125159502029419, 1.2822722965211142e-05 ], [ 0.0017493476625531912, 0.001316519221290946, 0.03154482692480087, 3.1674567253503483e-06, 0.9653835892677307, 2.4542757728340803e-06 ], [ 0.001959072193130851, 0.005845973268151283, 0.12820139527320862, 7.468403964594472e-06, 0.8639859557151794, 2.318515015531375e-07 ], [ 0.0005096442764624953, 0.00042684059008024633, 0.011651236563920975, 3.089956237545266e-07, 0.9874103665351868, 1.5272698874468915e-06 ], [ 0.007653915788978338, 0.000999109703116119, 0.3007718622684479, 0.00013993572792969644, 0.6904178261756897, 1.743998655001633e-05 ], [ 0.017270797863602638, 0.001650522113777697, 0.8529075980186462, 0.0005521387793123722, 0.1276046335697174, 1.438314029655885e-05 ], [ 0.007012966554611921, 0.0014658657601103187, 0.14341938495635986, 8.951210475061089e-06, 0.8480905890464783, 2.2089870981290005e-06 ], [ 0.010319461114704609, 0.036767859011888504, 0.4900033175945282, 9.23407351365313e-05, 0.4628051817417145, 1.1788038136728574e-05 ], [ 0.011230041272938251, 0.0002126442122971639, 0.1192406490445137, 4.005790833616629e-05, 0.8691801428794861, 9.648510604165494e-05 ], [ 0.003143155947327614, 0.005391372833400965, 0.43914321064949036, 4.189573519397527e-05, 0.5522801280021667, 2.7171381589141674e-07 ], [ 0.16646742820739746, 0.007412958890199661, 0.774533748626709, 0.0004670220660045743, 0.05098820850253105, 0.0001306150370510295 ], [ 0.004496023524552584, 0.0015392493223771453, 0.3466457426548004, 4.966206688550301e-05, 0.6472665667533875, 2.6808065740624443e-06 ] ] }, { "file": "uhf33_570MHz_occupied.npy", "uhf_channel": 33, "centre_mhz": 570, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "Noise": 8, "ISDB-T": 12 }, "occupied": 8, "nearest_correct_count": 0, "mean_confidence": 0.745371, "mean_confidence_on_vacant_calls": 0.671381, "probabilities": [ [ 0.00010483767255209386, 0.005188669078052044, 0.15218180418014526, 7.9518085840391e-06, 0.8425166606903076, 4.304494607976217e-11 ], [ 0.0005407672142609954, 0.0020923058036714792, 0.8512856364250183, 2.2700287445331924e-05, 0.1460585743188858, 6.349813563844009e-09 ], [ 0.00042987128836102784, 0.17574268579483032, 0.796281635761261, 0.0001861570926848799, 0.027359699830412865, 3.941388326822448e-10 ], [ 0.0003006521437782794, 0.00209312466904521, 0.17629225552082062, 0.00017594922974240035, 0.8211378455162048, 2.5059460995180416e-07 ], [ 0.00022632318723481148, 0.0089413458481431, 0.5464130640029907, 4.7445937525480986e-05, 0.44437187910079956, 2.0938815958881918e-10 ], [ 0.0002455501817166805, 0.024762006476521492, 0.7434421181678772, 0.00015918313874863088, 0.23139110207557678, 1.193109083752475e-10 ], [ 0.00040421399171464145, 0.0013505042297765613, 0.8800709843635559, 2.2109867131803185e-05, 0.1181521937251091, 5.502615030295033e-10 ], [ 0.0007318728603422642, 0.004689991474151611, 0.5892955660820007, 1.970341691048816e-05, 0.40526291728019714, 2.8884758473957106e-10 ], [ 0.0003675006446428597, 0.014785291627049446, 0.46688100695610046, 0.00010468724212842062, 0.517861545085907, 4.0171050513793105e-11 ], [ 0.00018802126578520983, 0.003672562073916197, 0.8977221250534058, 5.046619844506495e-05, 0.09836683422327042, 9.29963397955369e-11 ], [ 0.0006773870554752648, 0.00572121562436223, 0.6707668304443359, 0.00011954345973208547, 0.3227149248123169, 5.590625740126143e-10 ], [ 0.0008363900706171989, 0.0024770693853497505, 0.15350985527038574, 1.9051805793424137e-05, 0.8431575298309326, 5.092945798423898e-08 ], [ 0.0002984508464578539, 0.0016628735465928912, 0.47897863388061523, 5.138123924552929e-06, 0.5190549492835999, 2.5997961561330385e-09 ], [ 0.00026266335044056177, 0.0026353010907769203, 0.942542314529419, 4.9356513045495376e-05, 0.05451036989688873, 1.603281916950916e-11 ], [ 0.0003643633099272847, 0.0064044734463095665, 0.3389568328857422, 7.485212699975818e-05, 0.6541995406150818, 3.6218203436355623e-10 ], [ 0.0004519989888649434, 0.0048003229312598705, 0.3920843005180359, 4.228411489748396e-05, 0.6026210784912109, 1.9249426497225386e-09 ], [ 0.00018719476065598428, 0.011344775557518005, 0.23295994102954865, 9.646934813645203e-06, 0.7554983496665955, 3.758920258389864e-11 ], [ 0.0009491037926636636, 0.24244093894958496, 0.6940508484840393, 0.0011584111489355564, 0.061400629580020905, 1.3499211526379895e-08 ], [ 0.007076005917042494, 0.0007352680549956858, 0.9746374487876892, 0.0002460100222378969, 0.01730525493621826, 3.415717042543065e-09 ], [ 0.0009192546713165939, 0.0036836701910942793, 0.7648641467094421, 0.00016233146016020328, 0.23037052154541016, 5.103782674265034e-11 ] ] }, { "file": "uhf35_586MHz_occupied.npy", "uhf_channel": 35, "centre_mhz": 586, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "DVB-T": 20 }, "occupied": 20, "nearest_correct_count": 20, "mean_confidence": 0.981702, "mean_confidence_on_vacant_calls": null, "probabilities": [ [ 0.00010635726357577369, 0.9971694350242615, 0.0026554171927273273, 5.3301479056244716e-05, 1.5576841178699397e-05, 7.215252395553762e-09 ], [ 5.585324106505141e-05, 0.9883400201797485, 0.011381112039089203, 0.00012346275616437197, 9.954685083357617e-05, 2.116130159990348e-09 ], [ 0.0011391773587092757, 0.9427847266197205, 0.05070430040359497, 7.968382124090567e-05, 0.005291554611176252, 5.801916245218308e-07 ], [ 0.0010776405688375235, 0.9476615190505981, 0.05072480067610741, 8.868525765137747e-05, 0.0004473064618650824, 4.6015294685730623e-08 ], [ 0.00010764572652988136, 0.9930134415626526, 0.006558265071362257, 7.847829692764208e-06, 0.00031290517654269934, 9.408585022185889e-09 ], [ 0.0009139066096395254, 0.9709210991859436, 0.012396899051964283, 1.0062869478133507e-05, 0.015757186338305473, 7.652789122403192e-07 ], [ 9.986762597691268e-05, 0.996978759765625, 0.0028318045660853386, 6.7480570578482e-05, 2.199660229962319e-05, 5.984016837601303e-08 ], [ 0.0009985323995351791, 0.9648047685623169, 0.02692006714642048, 7.280887803062797e-05, 0.007203347515314817, 5.093689878776786e-07 ], [ 0.00012840668205171824, 0.995499312877655, 0.004135388880968094, 4.19399693782907e-05, 0.00019478570902720094, 1.8958456848849892e-07 ], [ 0.00023062535910867155, 0.9925244450569153, 0.006894719786942005, 1.93799460248556e-05, 0.0003306808939669281, 1.4592005470603908e-07 ], [ 0.00011837211059173569, 0.9977272152900696, 0.0020632802043110132, 3.2727409688959597e-06, 8.781858196016401e-05, 4.7760224219928205e-08 ], [ 6.401163409464061e-05, 0.9984322190284729, 0.0014447817811742425, 1.535801675345283e-05, 4.355720375315286e-05, 2.531163367791578e-08 ], [ 0.00010779344302136451, 0.9959325194358826, 0.0032286755740642548, 1.9068880874328897e-06, 0.000729008752387017, 1.7034510335633968e-07 ], [ 0.001122444518841803, 0.959687352180481, 0.030058054253458977, 0.00012748953304253519, 0.009001621976494789, 3.046731080758036e-06 ], [ 0.0005312928697094321, 0.981891930103302, 0.016826938837766647, 2.8119038688600995e-05, 0.00072124955477193, 4.393364747556916e-07 ], [ 0.0009726387797854841, 0.9756405353546143, 0.021762913092970848, 3.724246198544279e-05, 0.001557548763230443, 2.922065687016584e-05 ], [ 0.001118391053751111, 0.9801803827285767, 0.01661655306816101, 6.824162119301036e-05, 0.0020110984332859516, 5.35695608050446e-06 ], [ 0.00040150561835616827, 0.9960753321647644, 0.001830127090215683, 8.521560630470049e-06, 0.0016815729904919863, 2.7904864055017242e-06 ], [ 0.0013811099343001842, 0.9629397392272949, 0.023423045873641968, 5.942084681009874e-05, 0.012196188792586327, 5.027337124374753e-07 ], [ 0.00040503774653188884, 0.9958266615867615, 0.003515587653964758, 6.635805038968101e-05, 0.00018096987332683057, 5.312986559147248e-06 ] ] }, { "file": "uhf39_618MHz_occupied.npy", "uhf_channel": 39, "centre_mhz": 618, "label": "unlabelled", "excluded_from_scoring": true, "records": 20, "class_counts": { "Noise": 6, "ATSC": 9, "Unknown": 5 }, "occupied": 9, "nearest_correct_count": 0, "mean_confidence": 0.872754, "mean_confidence_on_vacant_calls": 0.813063, "probabilities": [ [ 0.0748583972454071, 0.00014866229321341962, 1.2802144738088828e-05, 4.980191814496493e-10, 0.9249801635742188, 5.8324065577153306e-09 ], [ 0.4833701550960541, 5.3066221880726516e-05, 0.00028856354765594006, 4.816071452751203e-08, 0.5162880420684814, 1.0758368063079615e-07 ], [ 0.06816285103559494, 1.4239953088690527e-05, 6.353901085276448e-07, 4.755524329880245e-08, 0.9318146109580994, 7.590043423988391e-06 ], [ 0.22490675747394562, 2.2178237486514263e-05, 5.8368123063701205e-06, 1.1071016103869624e-08, 0.7750650644302368, 1.5773196082591312e-07 ], [ 0.9135787487030029, 1.4795759852859192e-06, 3.7515530948439846e-06, 1.116215457841463e-06, 0.08638743311166763, 2.7424275685916655e-05 ], [ 0.8500069379806519, 0.14714853465557098, 3.194023747710162e-06, 3.6477889807429165e-05, 0.0007772055687382817, 0.0020275674760341644 ], [ 0.16403649747371674, 4.566873101907731e-08, 1.1747209072154874e-07, 0.0003386770258657634, 0.0065515958704054356, 0.8290730714797974 ], [ 0.9746606349945068, 1.8189963384429575e-06, 1.9626179792453513e-08, 5.793656328023644e-06, 0.018079934641718864, 0.007251888979226351 ], [ 0.3932310938835144, 6.238120704438188e-07, 3.70685768302792e-07, 0.000231515834457241, 0.05155821517109871, 0.5549782514572144 ], [ 0.003193327458575368, 1.522968204881181e-06, 4.152234680532274e-07, 3.210083013982512e-05, 0.8662844896316528, 0.13048817217350006 ], [ 0.9996415376663208, 1.0330670363600802e-07, 1.5553138155155466e-07, 7.704262316110544e-06, 0.00011417460336815566, 0.0002363973471801728 ], [ 0.8853597044944763, 3.9801246742854346e-08, 1.1264448573911068e-07, 0.0002727843530010432, 0.001674861297942698, 0.11269251257181168 ], [ 0.903317391872406, 1.3435007986117853e-06, 6.162191857583821e-05, 3.775950608542189e-05, 0.0959736704826355, 0.0006082384497858584 ], [ 0.014731248840689659, 4.876245518481426e-10, 1.1257129983732739e-07, 0.0008688021916896105, 1.3335468338482315e-06, 0.984398365020752 ], [ 0.9957757592201233, 1.1824399592796908e-07, 1.629387895718537e-07, 1.4624249160988256e-05, 5.121592039358802e-05, 0.0041581797413527966 ], [ 0.9954726099967957, 1.3126638975791138e-07, 9.236308073923283e-08, 6.309957711891911e-07, 0.0045070950873196125, 1.9429320673225448e-05 ], [ 0.060009416192770004, 5.929953061922788e-08, 8.666100939080934e-07, 0.00033878168324008584, 0.008473614230751991, 0.9311772584915161 ], [ 0.9935685396194458, 2.981136049129418e-06, 0.00023071873874869198, 7.462198846042156e-05, 0.005784749053418636, 0.00033834847272373736 ], [ 0.27435460686683655, 1.417858038621489e-05, 1.148981482401723e-06, 1.7458039280882076e-07, 0.7256252765655518, 4.6251434469013475e-06 ], [ 0.0955497995018959, 6.021713829795772e-07, 5.68606495221502e-08, 0.00032390840351581573, 0.000115983173600398, 0.9040095806121826 ] ] } ], "scored_records": 80, "scored_records_occupied": 47, "scored_channels": 4, "scored_channels_all_vacant": 0, "scored_channels_all_occupied": 1, "epoch": 26, "synthetic_val_accuracy": 0.9277777777777778, "synthetic_val_loss": 0.33214485680141176, "synthetic_train_accuracy": 1.0, "scoring_seconds": 0.31 }, { "channels": [ { "file": "uhf25_506MHz_occupied.npy", "uhf_channel": 25, "centre_mhz": 506, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "DVB-T": 19, "ISDB-T": 1 }, "occupied": 17, "nearest_correct_count": 19, "mean_confidence": 0.897028, "mean_confidence_on_vacant_calls": 0.564285, "probabilities": [ [ 5.9089885326102376e-05, 0.9868966937065125, 0.013009554706513882, 7.225838089652825e-06, 2.754231718427036e-05, 7.33162774935181e-09 ], [ 7.720092980889603e-05, 0.9713430404663086, 0.028050508350133896, 3.4523084195825504e-06, 0.000525816110894084, 9.01561547639318e-10 ], [ 0.0008732803980819881, 0.5468196868896484, 0.44741740822792053, 1.709854586806614e-05, 0.004872571676969528, 8.919830207787527e-09 ], [ 0.0003760986146517098, 0.9353107810020447, 0.06334884464740753, 6.190707608766388e-06, 0.0009580339537933469, 5.078500464605895e-08 ], [ 8.710758993402123e-05, 0.9526984691619873, 0.04709048941731453, 6.886012215545634e-06, 0.0001169781171483919, 9.5628660545799e-09 ], [ 0.00014054948405828327, 0.9378307461738586, 0.06136090308427811, 1.0524446224735584e-05, 0.0006572944694198668, 1.860625431504559e-08 ], [ 2.8512162316474132e-05, 0.9966720342636108, 0.0032908485736697912, 4.874781552643981e-06, 3.7327872632886283e-06, 2.3007168392652488e-10 ], [ 0.0002466972218826413, 0.9443637132644653, 0.055086396634578705, 4.4247586629353464e-05, 0.00025898657622747123, 9.861795824406272e-09 ], [ 0.000343822204740718, 0.8870929479598999, 0.10185736417770386, 1.5489271163460216e-06, 0.010704302228987217, 8.99679974963874e-09 ], [ 0.0005653309053741395, 0.9829925894737244, 0.010001344606280327, 4.67028257844504e-06, 0.00643426738679409, 1.7984674514082144e-06 ], [ 0.001253127702511847, 0.6092397570610046, 0.3456975817680359, 1.0561716408119537e-05, 0.043798964470624924, 6.443355005103513e-08 ], [ 0.0012111760443076491, 0.8822202682495117, 0.11633007973432541, 6.48136347081163e-06, 0.00023166857135947794, 3.626107911713916e-07 ], [ 0.000484615215100348, 0.4514162242412567, 0.5367942452430725, 1.4599589121644385e-05, 0.011290306225419044, 3.583188146194516e-08 ], [ 0.0002462636330164969, 0.9497434496879578, 0.04978230223059654, 0.00015574207645840943, 7.216182711999863e-05, 6.634375271374893e-09 ], [ 0.00023308800882659853, 0.9822225570678711, 0.01745157688856125, 8.166119187080767e-06, 8.441526733804494e-05, 7.861672912667927e-08 ], [ 7.795636338414624e-05, 0.9790815114974976, 0.02074904926121235, 7.548213034169748e-05, 1.5911662558210082e-05, 7.571730797906184e-09 ], [ 0.0005843574181199074, 0.9166650176048279, 0.07961765676736832, 2.9013715447945287e-06, 0.003129993099719286, 4.499649719491572e-08 ], [ 0.00021300996013451368, 0.9657653570175171, 0.032844189554452896, 2.947594111901708e-06, 0.001174330129288137, 6.20668885176201e-08 ], [ 4.3991276470478624e-05, 0.9933480620384216, 0.006072536110877991, 5.29495082446374e-07, 0.0005348677514120936, 1.1461217530595036e-09 ], [ 0.00021129471133463085, 0.9834536910057068, 0.016252772882580757, 2.2061647086957237e-06, 8.002049435162917e-05, 4.040299828034222e-08 ] ] }, { "file": "uhf32_562MHz_occupied.npy", "uhf_channel": 32, "centre_mhz": 562, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "Noise": 18, "ISDB-T": 2 }, "occupied": 2, "nearest_correct_count": 0, "mean_confidence": 0.854885, "mean_confidence_on_vacant_calls": 0.860525, "probabilities": [ [ 0.003907368052750826, 9.232704906025901e-05, 0.008676898665726185, 4.648181402444607e-06, 0.9872984290122986, 2.0309144019847736e-05 ], [ 0.029426414519548416, 0.005882241763174534, 0.0821547731757164, 6.4451719481439795e-06, 0.8824983239173889, 3.1873300031293184e-05 ], [ 0.04704997316002846, 0.0032658919226378202, 0.07753235101699829, 2.1868532712687738e-05, 0.8720859885215759, 4.3983371142530814e-05 ], [ 0.0007588439621031284, 0.000295683421427384, 0.0031956525053828955, 4.1873462919284066e-08, 0.9957494735717773, 1.5042557777178445e-07 ], [ 0.013755138963460922, 0.00455863494426012, 0.3685000240802765, 1.9576527847675607e-06, 0.6131802201271057, 3.985788680438418e-06 ], [ 0.00595965888351202, 0.00017198987188749015, 0.0402226522564888, 1.7599277271074243e-06, 0.9536359310150146, 8.062489541771356e-06 ], [ 0.009629377163946629, 0.000671795045491308, 0.12956205010414124, 1.9456298105069436e-05, 0.8601125478744507, 4.75872229799279e-06 ], [ 0.000640791142359376, 0.00012283283285796642, 0.0022459898609668016, 2.242991747891665e-08, 0.9969899654388428, 2.678350767837401e-07 ], [ 0.015276823192834854, 0.002159686293452978, 0.16436991095542908, 6.401416612789035e-06, 0.8181859254837036, 1.203979422825796e-06 ], [ 0.0005450137541629374, 0.00015752374019939452, 0.006356670521199703, 1.19690668043404e-07, 0.9929405450820923, 1.9928054939555295e-07 ], [ 0.0009886808693408966, 0.001396280713379383, 0.07487917691469193, 6.157512189020053e-07, 0.9227352142333984, 3.866608011549033e-08 ], [ 0.00030150104430504143, 0.0002193814143538475, 0.007927700877189636, 2.857678538248365e-08, 0.9915511608123779, 1.8918976252280117e-07 ], [ 0.0034996219910681248, 0.000383915554266423, 0.17636728286743164, 8.86050383996917e-06, 0.8197383284568787, 1.929056907101767e-06 ], [ 0.016866624355316162, 0.000795909611042589, 0.8856104016304016, 9.77439631242305e-05, 0.09662611037492752, 3.1933104764902964e-06 ], [ 0.00655610766261816, 0.0010264429729431868, 0.11245027184486389, 1.2305908967391588e-06, 0.8799654841423035, 4.832105560126365e-07 ], [ 0.005482345353811979, 0.007492116652429104, 0.27931782603263855, 7.98244946054183e-06, 0.7076981663703918, 1.6017971802284592e-06 ], [ 0.00943910051137209, 0.00012491134111769497, 0.14613127708435059, 7.249262125696987e-06, 0.8442732691764832, 2.4167686206055805e-05 ], [ 0.00239246035926044, 0.0015437850961461663, 0.33711177110671997, 5.45390093975584e-06, 0.6589464545249939, 6.803450958159374e-08 ], [ 0.12004179507493973, 0.00225248490460217, 0.7226284146308899, 5.2306928409961984e-05, 0.1549961119890213, 2.8954227673239075e-05 ], [ 0.0036760137882083654, 0.0009287304128520191, 0.3035183846950531, 5.196232905291254e-06, 0.691871166229248, 4.6559614474972477e-07 ] ] }, { "file": "uhf33_570MHz_occupied.npy", "uhf_channel": 33, "centre_mhz": 570, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "Noise": 7, "ISDB-T": 13 }, "occupied": 9, "nearest_correct_count": 0, "mean_confidence": 0.751594, "mean_confidence_on_vacant_calls": 0.680357, "probabilities": [ [ 0.00013645643775817007, 0.004836156964302063, 0.17329874634742737, 3.667122882689e-06, 0.8217249512672424, 4.367881750733105e-11 ], [ 0.0006446856423281133, 0.0018931899685412645, 0.8220722079277039, 6.279511126194848e-06, 0.1753835827112198, 2.86369128410513e-09 ], [ 0.00048941740533337, 0.07816487550735474, 0.8780840039253235, 5.0711489166133106e-05, 0.043210938572883606, 2.0834121927659766e-10 ], [ 0.00029944611014798284, 0.0019646829459816217, 0.20956668257713318, 4.132959293201566e-05, 0.7881278395652771, 6.870059365837733e-08 ], [ 0.00024110343656502664, 0.008377155289053917, 0.4964192807674408, 1.151774176832987e-05, 0.49495092034339905, 1.1062541160899997e-10 ], [ 0.00029827121761627495, 0.020652756094932556, 0.7558402419090271, 5.266399239189923e-05, 0.22315604984760284, 7.787381850477004e-11 ], [ 0.0005838327342644334, 0.0017662103055045009, 0.8282657861709595, 6.784665856685024e-06, 0.16937735676765442, 3.9834777143532563e-10 ], [ 0.0009174318402074277, 0.003932316787540913, 0.6465558409690857, 7.592601377837127e-06, 0.348586767911911, 2.503613705240326e-10 ], [ 0.00042596456478349864, 0.011160883121192455, 0.6075296998023987, 3.966786607634276e-05, 0.38084378838539124, 2.728389562889344e-11 ], [ 0.00023570966732222587, 0.0035599772818386555, 0.8571617007255554, 1.131260705733439e-05, 0.13903138041496277, 5.918879969479818e-11 ], [ 0.0007864920771680772, 0.00466346088796854, 0.6593207716941833, 3.198877675458789e-05, 0.3351972699165344, 3.2687125228747504e-10 ], [ 0.0006158638861961663, 0.001960065448656678, 0.12236161530017853, 2.523903731344035e-06, 0.8750599026679993, 9.865714467593989e-09 ], [ 0.0003414984093979001, 0.0016212373739108443, 0.4741455614566803, 1.605972556717461e-06, 0.5238901376724243, 1.6014598536173708e-09 ], [ 0.00038647223846055567, 0.0025975622702389956, 0.9043793082237244, 1.4052810001885518e-05, 0.09262260049581528, 1.6809114863902685e-11 ], [ 0.00038153547211550176, 0.005459838546812534, 0.31959107518196106, 2.0132376448600553e-05, 0.6745473742485046, 1.9637400039407282e-10 ], [ 0.0003982614725828171, 0.004731125198304653, 0.3105529546737671, 8.398460522585083e-06, 0.6843093037605286, 7.48690331953128e-10 ], [ 0.0002305697853444144, 0.010803981684148312, 0.2825244665145874, 4.254161922290223e-06, 0.7064366936683655, 3.091309153102628e-11 ], [ 0.0009972656844183803, 0.13408955931663513, 0.8209486603736877, 0.00029096080106683075, 0.04367349296808243, 5.477778231011143e-09 ], [ 0.008226524107158184, 0.0007130406447686255, 0.9702149033546448, 6.765953730791807e-05, 0.02077784575521946, 1.263022575415107e-09 ], [ 0.0009887393098324537, 0.0038362403865903616, 0.7109957337379456, 3.677648783195764e-05, 0.28414255380630493, 3.6941057851569425e-11 ] ] }, { "file": "uhf35_586MHz_occupied.npy", "uhf_channel": 35, "centre_mhz": 586, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "DVB-T": 20 }, "occupied": 20, "nearest_correct_count": 20, "mean_confidence": 0.981043, "mean_confidence_on_vacant_calls": null, "probabilities": [ [ 5.02850889461115e-05, 0.9974876642227173, 0.002434225520119071, 1.943727875186596e-05, 8.375684956263285e-06, 1.8492672948511313e-09 ], [ 2.7838645110023208e-05, 0.9951678514480591, 0.004736886825412512, 2.7620479158940725e-05, 3.9807637222111225e-05, 4.752512272609977e-10 ], [ 0.001103416783735156, 0.9280366897583008, 0.06667038053274155, 3.5327371733728796e-05, 0.0041540199890732765, 1.9469590029075334e-07 ], [ 0.0008503582794219255, 0.934043288230896, 0.06458111107349396, 4.4606429582927376e-05, 0.0004806233337149024, 1.3453092861936966e-08 ], [ 6.171027052914724e-05, 0.994062602519989, 0.005671272519975901, 3.5153118460584665e-06, 0.0002008724259212613, 2.6064013169957434e-09 ], [ 0.0006864616298116744, 0.9725378751754761, 0.014812667854130268, 5.427924406831153e-06, 0.0119572589173913, 1.796305042489621e-07 ], [ 5.916519876336679e-05, 0.9973474740982056, 0.002551706274971366, 2.7067710107075982e-05, 1.4499607459583785e-05, 1.3939675191920742e-08 ], [ 0.0006430117064155638, 0.9635182619094849, 0.03078344464302063, 2.467633385094814e-05, 0.0050304546020925045, 1.3383230168528826e-07 ], [ 9.015212708618492e-05, 0.9960799813270569, 0.003699088003486395, 2.7170606699655764e-05, 0.00010345546616008505, 6.666811458444499e-08 ], [ 0.00014500228280667216, 0.9921642541885376, 0.007502362132072449, 1.020951913233148e-05, 0.00017822017252910882, 4.495811722904364e-08 ], [ 0.00010743512393673882, 0.9974567294120789, 0.0023761182092130184, 2.297615083080018e-06, 5.741381391999312e-05, 1.7423925413595498e-08 ], [ 3.552532143658027e-05, 0.99843829870224, 0.0014986832393333316, 7.594430826429743e-06, 1.988181065826211e-05, 4.986135504481126e-09 ], [ 5.709490505978465e-05, 0.9964882135391235, 0.0031569483689963818, 1.4032069657332613e-06, 0.0002963331644423306, 5.463077101808267e-08 ], [ 0.0007529297145083547, 0.9602583050727844, 0.0324782095849514, 7.066117541398853e-05, 0.006438930053263903, 1.029527879836678e-06 ], [ 0.00031738661346025765, 0.981410026550293, 0.017871644347906113, 1.7711319742375053e-05, 0.0003832150250673294, 1.0908984648949627e-07 ], [ 0.0005219532176852226, 0.9748131036758423, 0.023671388626098633, 1.712089760985691e-05, 0.0009702405659481883, 6.2487915784004144e-06 ], [ 0.0006498146103695035, 0.9774414896965027, 0.020302919670939445, 3.3888012694660574e-05, 0.0015706440899521112, 1.3025932048549294e-06 ], [ 0.00020509552268777043, 0.9975922107696533, 0.001481355051510036, 3.0953854093240807e-06, 0.0007178362575359643, 4.313322392590635e-07 ], [ 0.0009757683146744967, 0.9698877930641174, 0.022928157821297646, 3.472590469755232e-05, 0.006173450965434313, 1.592682821183189e-07 ], [ 0.0002757072797976434, 0.9966316819190979, 0.002981986850500107, 3.5652930819196627e-05, 7.330822700168937e-05, 1.6398503248638008e-06 ] ] }, { "file": "uhf39_618MHz_occupied.npy", "uhf_channel": 39, "centre_mhz": 618, "label": "unlabelled", "excluded_from_scoring": true, "records": 20, "class_counts": { "Noise": 6, "ATSC": 10, "Unknown": 4 }, "occupied": 9, "nearest_correct_count": 0, "mean_confidence": 0.861204, "mean_confidence_on_vacant_calls": 0.78715, "probabilities": [ [ 0.05132380872964859, 0.00013097550254315138, 1.0954183380817994e-05, 1.440712410483158e-10, 0.9485343098640442, 1.444234842828962e-09 ], [ 0.45152759552001953, 6.726774154230952e-05, 0.0002271384437335655, 1.531014603983749e-08, 0.54817795753479, 2.6373104589083596e-08 ], [ 0.0739164650440216, 1.8479702703189105e-05, 5.715266979677835e-07, 1.1741904337725373e-08, 0.9260628819465637, 1.5457823110409663e-06 ], [ 0.2278047800064087, 2.8573200324899517e-05, 7.729923709121067e-06, 2.8438926769069894e-09, 0.7721588611602783, 2.7826928317153943e-08 ], [ 0.8976479172706604, 2.106648935296107e-06, 1.6098352944027283e-06, 1.356081895664829e-07, 0.10234499722719193, 3.227452907594852e-06 ], [ 0.7814626097679138, 0.2177456170320511, 1.9734163743123645e-06, 1.0165384992433246e-05, 0.00047829950926825404, 0.0003014187386725098 ], [ 0.4020308256149292, 1.5906120154340897e-07, 1.4058241504244506e-07, 0.00017451567691750824, 0.022155091166496277, 0.5756392478942871 ], [ 0.9905158281326294, 1.747551436892536e-06, 1.2554052020163908e-08, 1.265154992324824e-06, 0.00809671450406313, 0.0013845255598425865 ], [ 0.6537849307060242, 1.2167141676400206e-06, 3.907097152477945e-07, 0.00010835239663720131, 0.09474705159664154, 0.2513580620288849 ], [ 0.0037160543724894524, 1.6642353557472234e-06, 3.384938338513166e-07, 6.122581453382736e-06, 0.971831202507019, 0.02444462850689888 ], [ 0.9997146725654602, 1.098912818520148e-07, 1.0702814989826948e-07, 1.791048930499528e-06, 0.00023939175298437476, 4.3835323594976217e-05 ], [ 0.9714217782020569, 5.215699161453813e-08, 6.408704678051436e-08, 6.840236892458051e-05, 0.003275534138083458, 0.025234097614884377 ], [ 0.9405627250671387, 9.040213626576588e-07, 2.6170717319473624e-05, 5.863606020284351e-06, 0.05930298566818237, 0.00010143114923266694 ], [ 0.03260451927781105, 8.493839520617996e-10, 1.711326973463656e-07, 0.0009907297790050507, 3.7549120861513074e-06, 0.9664007425308228 ], [ 0.9995306730270386, 6.487519499387417e-08, 5.292818272550903e-08, 2.038367256318452e-06, 2.3325967049458995e-05, 0.00044390655239112675 ], [ 0.9967260360717773, 1.0650526149902362e-07, 5.71038150098957e-08, 9.644806908681858e-08, 0.003271798137575388, 1.9480228274915135e-06 ], [ 0.18217043578624725, 1.7678631536455214e-07, 9.501904401076899e-07, 0.0002641964238137007, 0.02418530359864235, 0.7933789491653442 ], [ 0.9878379106521606, 5.869785582035547e-06, 0.00016824805061332881, 1.865294689196162e-05, 0.011881358921527863, 8.796818292466924e-05 ], [ 0.35864827036857605, 1.6747526387916878e-05, 1.4713281188960536e-06, 5.007209580298877e-08, 0.6413326263427734, 8.868283316587622e-07 ], [ 0.13812726736068726, 2.9803566121699987e-06, 1.0886399337550756e-07, 0.0002549827622715384, 0.000262335961451754, 0.8613523244857788 ] ] } ], "scored_records": 80, "scored_records_occupied": 48, "scored_channels": 4, "scored_channels_all_vacant": 0, "scored_channels_all_occupied": 1, "epoch": 27, "synthetic_val_accuracy": 0.9316666666666666, "synthetic_val_loss": 0.34572390387475027, "synthetic_train_accuracy": 1.0, "scoring_seconds": 0.31 }, { "channels": [ { "file": "uhf25_506MHz_occupied.npy", "uhf_channel": 25, "centre_mhz": 506, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "DVB-T": 20 }, "occupied": 18, "nearest_correct_count": 20, "mean_confidence": 0.921571, "mean_confidence_on_vacant_calls": 0.645793, "probabilities": [ [ 0.0002475899236742407, 0.9874328970909119, 0.01124144159257412, 1.0726682830863865e-06, 0.001076962100341916, 4.464174807594645e-09 ], [ 0.0001202545827254653, 0.9837206602096558, 0.011824771761894226, 4.282525196686038e-07, 0.0043338993564248085, 4.986904222903377e-10 ], [ 0.003036005888134241, 0.5971341729164124, 0.32535824179649353, 8.957006684795488e-06, 0.07446258515119553, 1.1508413777505666e-08 ], [ 0.0006587427924387157, 0.9514816999435425, 0.032130252569913864, 1.0925208471235237e-06, 0.015728220343589783, 1.6698255222991065e-08 ], [ 0.0002366846747463569, 0.9773269295692444, 0.020833496004343033, 5.698973382095573e-07, 0.0016023115022107959, 4.6536867692736905e-09 ], [ 0.00033139006700366735, 0.9633274078369141, 0.03200283646583557, 4.291655841370812e-06, 0.004334084689617157, 2.1391107551949062e-08 ], [ 0.00020373676670715213, 0.9940385818481445, 0.005567097570747137, 1.1788241636168095e-06, 0.00018942060705740005, 4.4010659006055164e-10 ], [ 0.0005768261617049575, 0.967553436756134, 0.02797527238726616, 2.0089948975510197e-06, 0.0038925022818148136, 4.562950461917126e-09 ], [ 0.0006951988325454295, 0.7488697171211243, 0.07148676365613937, 7.073668939483468e-07, 0.1789475828409195, 7.645169830539089e-09 ], [ 0.0010181783000007272, 0.9738034605979919, 0.009540198370814323, 3.841349553113105e-06, 0.01563277654349804, 1.5586655308652553e-06 ], [ 0.001119238673709333, 0.6944526433944702, 0.12790121138095856, 1.0116344810739974e-06, 0.17652592062950134, 1.778206737412802e-08 ], [ 0.002655278192833066, 0.9583742618560791, 0.0359811969101429, 6.496871947092586e-07, 0.0029884830582886934, 6.046006717497221e-08 ], [ 0.0009325336432084441, 0.8204426765441895, 0.14863164722919464, 3.17725061904639e-06, 0.02999006025493145, 2.7604482255583207e-08 ], [ 0.0009508814546279609, 0.95444256067276, 0.04226198419928551, 1.7461054085288197e-05, 0.0023271250538527966, 6.29972474186502e-09 ], [ 0.0007048437255434692, 0.9750694036483765, 0.017419472336769104, 7.168041520344559e-07, 0.006805588025599718, 1.8075338559242482e-08 ], [ 0.0003884551115334034, 0.9820330739021301, 0.01711713895201683, 2.5073381948459428e-06, 0.00045889971079304814, 3.84667853126075e-09 ], [ 0.0005177886923775077, 0.9607811570167542, 0.020357035100460052, 1.9398473227738577e-07, 0.018343772739171982, 1.1919608411403715e-08 ], [ 0.0003601311764214188, 0.977644145488739, 0.016172904521226883, 8.112895102385664e-07, 0.005821972619742155, 4.013767451738204e-08 ], [ 0.00016926634998526424, 0.983045220375061, 0.005850399844348431, 2.1837414010406064e-07, 0.010934851132333279, 1.955573036838132e-09 ], [ 0.0005443033878691494, 0.9804447889328003, 0.016165239736437798, 2.656419724189618e-07, 0.002845427021384239, 2.336440196870626e-08 ] ] }, { "file": "uhf32_562MHz_occupied.npy", "uhf_channel": 32, "centre_mhz": 562, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "Noise": 18, "ISDB-T": 2 }, "occupied": 1, "nearest_correct_count": 0, "mean_confidence": 0.799446, "mean_confidence_on_vacant_calls": 0.79685, "probabilities": [ [ 0.003461517160758376, 0.0004562190151773393, 0.026714270934462547, 3.26676217810018e-06, 0.9693577885627747, 7.02371744409902e-06 ], [ 0.038075607270002365, 0.013384342193603516, 0.11557146906852722, 1.183627773571061e-06, 0.8329634070396423, 4.023599558422575e-06 ], [ 0.022242533043026924, 0.011559000238776207, 0.10885119438171387, 2.983687636515242e-06, 0.8573416471481323, 2.553112835812499e-06 ], [ 0.0005319253541529179, 0.000650535337626934, 0.006341459229588509, 7.316871553086912e-09, 0.9924760460853577, 1.6914233569309545e-08 ], [ 0.016817467287182808, 0.005928733851760626, 0.4500444829463959, 3.3313128255940683e-07, 0.527208685874939, 2.6580036660561746e-07 ], [ 0.007795089855790138, 0.0006887831259518862, 0.07746215164661407, 6.478473437709908e-07, 0.9140514731407166, 1.792086663954251e-06 ], [ 0.020810700953006744, 0.0012155220611020923, 0.22092247009277344, 5.034104106016457e-06, 0.7570449113845825, 1.3040217936577392e-06 ], [ 0.0009027945925481617, 0.0002912524505518377, 0.006578461267054081, 6.662591367501136e-09, 0.9922274351119995, 3.658231051417715e-08 ], [ 0.029422782361507416, 0.003864211728796363, 0.24391557276248932, 5.670683549396927e-07, 0.7227967977523804, 1.1966970703269908e-07 ], [ 0.001536683295853436, 0.0006184373633004725, 0.02002766914665699, 8.334413337252045e-08, 0.9778169989585876, 9.041692550226799e-08 ], [ 0.004652559291571379, 0.0022826343774795532, 0.14407572150230408, 9.763152775121853e-08, 0.8489890098571777, 1.217315492851867e-08 ], [ 0.0007655476219952106, 0.0005397262284532189, 0.022145679220557213, 2.9117126487676614e-08, 0.9765489101409912, 6.553202780423817e-08 ], [ 0.008465488441288471, 0.0008110774797387421, 0.22309225797653198, 5.1647589316417e-06, 0.7676253914833069, 6.804811505389807e-07 ], [ 0.019125794991850853, 0.0015315271448343992, 0.8487749099731445, 7.4255417530366685e-06, 0.13056015968322754, 1.45535295814625e-07 ], [ 0.007247661706060171, 0.0018902807496488094, 0.17656563222408295, 1.7049100620170066e-07, 0.8142962455749512, 3.31209228932039e-08 ], [ 0.009750292636454105, 0.015145397745072842, 0.4258508086204529, 2.332686108275084e-06, 0.5492509603500366, 2.894900603678252e-07 ], [ 0.011580737307667732, 0.0003821765130851418, 0.29040858149528503, 8.070566650530964e-07, 0.6976266503334045, 9.652702601670171e-07 ], [ 0.00594727136194706, 0.002394206589087844, 0.37850144505500793, 1.0911584240602679e-06, 0.6131560206413269, 1.1603738414578402e-08 ], [ 0.1843648999929428, 0.003433136735111475, 0.6463974714279175, 7.291547262866516e-06, 0.16579556465148926, 1.6314247659465764e-06 ], [ 0.01049160398542881, 0.0014583278680220246, 0.3050711750984192, 9.507397180641419e-07, 0.6829777956008911, 1.3068938642391004e-07 ] ] }, { "file": "uhf33_570MHz_occupied.npy", "uhf_channel": 33, "centre_mhz": 570, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "Noise": 6, "ISDB-T": 14 }, "occupied": 8, "nearest_correct_count": 0, "mean_confidence": 0.722251, "mean_confidence_on_vacant_calls": 0.641675, "probabilities": [ [ 0.00024253551964648068, 0.007959092035889626, 0.2683047354221344, 1.9147478269587737e-06, 0.7234917283058167, 2.4146519853052162e-11 ], [ 0.0011332678841426969, 0.0032473355531692505, 0.8971172571182251, 3.262366954004392e-05, 0.09846945106983185, 3.754212496431819e-09 ], [ 0.0007839797181077302, 0.06970049440860748, 0.8688058257102966, 2.0148650946794078e-05, 0.060689497739076614, 5.42844796891373e-11 ], [ 0.0006935124984011054, 0.008382128551602364, 0.4340844452381134, 0.00016576951020397246, 0.5566740036010742, 1.2455866738037003e-07 ], [ 0.00036675078445114195, 0.012479584664106369, 0.5601046085357666, 7.4249328463338315e-06, 0.427041620016098, 5.1759763142200654e-11 ], [ 0.0005236149881966412, 0.030464379116892815, 0.7149496078491211, 3.894772089552134e-05, 0.2540234923362732, 5.205823272458332e-11 ], [ 0.0008486666483804584, 0.0024623714853078127, 0.8545883297920227, 3.819482571998378e-06, 0.14209680259227753, 8.926919620177998e-11 ], [ 0.0012523578479886055, 0.00732428627088666, 0.6072784662246704, 2.767491423583124e-06, 0.38414207100868225, 5.6099878215087884e-11 ], [ 0.0006682490929961205, 0.01562771573662758, 0.5718076229095459, 1.1233451914449688e-05, 0.41188517212867737, 7.522437533991067e-12 ], [ 0.0005013467161916196, 0.007141033187508583, 0.8556615710258484, 1.3645157196151558e-05, 0.13668248057365417, 4.767666469951415e-11 ], [ 0.0011157550616189837, 0.007502338849008083, 0.6818812489509583, 2.5083592845476232e-05, 0.3094755709171295, 1.845749802997787e-10 ], [ 0.0006344098364934325, 0.0029501572716981173, 0.14805230498313904, 1.4626687061536359e-06, 0.848361611366272, 4.367348260814197e-09 ], [ 0.0007991541642695665, 0.0035148083698004484, 0.4923912286758423, 2.7499797852215124e-06, 0.5032920837402344, 1.168593444234034e-09 ], [ 0.0008017587242648005, 0.004380630329251289, 0.8846197128295898, 4.2547753764665686e-06, 0.11019358783960342, 3.2694029775126587e-12 ], [ 0.0004594127822201699, 0.010173208080232143, 0.3271998167037964, 8.781204996921588e-06, 0.6621588468551636, 1.3513613839055694e-10 ], [ 0.0005918084643781185, 0.010489456355571747, 0.5579670667648315, 8.398476893489715e-06, 0.43094325065612793, 2.833522305678571e-10 ], [ 0.00028656524955295026, 0.010428889654576778, 0.24691157042980194, 5.996791401230439e-07, 0.742372453212738, 8.661601817727682e-12 ], [ 0.003634868888184428, 0.2394903153181076, 0.7172083258628845, 0.0013999220682308078, 0.03826656937599182, 1.0799394267735352e-08 ], [ 0.006021216046065092, 0.0020024480763822794, 0.9519750475883484, 1.1671457286865916e-05, 0.03998963162302971, 5.61831137169122e-11 ], [ 0.0010829104576259851, 0.00526340352371335, 0.6847054362297058, 5.497139227372827e-06, 0.3089427947998047, 5.01986690062961e-12 ] ] }, { "file": "uhf35_586MHz_occupied.npy", "uhf_channel": 35, "centre_mhz": 586, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "DVB-T": 20 }, "occupied": 20, "nearest_correct_count": 20, "mean_confidence": 0.970848, "mean_confidence_on_vacant_calls": null, "probabilities": [ [ 0.00047230871859937906, 0.9940821528434753, 0.005036681890487671, 4.988260116078891e-06, 0.00040388075285591185, 3.2008222738966197e-09 ], [ 0.0001116505591198802, 0.9894466400146484, 0.01002400554716587, 1.537861317046918e-05, 0.00040235466440208256, 9.455830562998813e-10 ], [ 0.0026691905222833157, 0.8934425711631775, 0.06723068654537201, 5.5023679124133196e-06, 0.03665197268128395, 6.796798857067188e-08 ], [ 0.0014020272064954042, 0.947198748588562, 0.04905487969517708, 2.9646953407791443e-06, 0.002341395476832986, 1.6910997047148157e-09 ], [ 0.00026187225012108684, 0.9908838868141174, 0.006424473598599434, 7.117166092029947e-07, 0.0024290354922413826, 4.029924838278021e-09 ], [ 0.0010270376224070787, 0.9621548652648926, 0.009800318628549576, 3.0321471058414318e-06, 0.027014581486582756, 1.976273154014052e-07 ], [ 0.00034817183041013777, 0.9956710338592529, 0.0038493103347718716, 6.7071241574012674e-06, 0.0001247658219654113, 8.446249033511322e-09 ], [ 0.0015833777142688632, 0.9605047106742859, 0.020724643021821976, 1.3490990568243433e-05, 0.01717350259423256, 2.1556196827532403e-07 ], [ 0.0003669738653115928, 0.9956570863723755, 0.0031061272602528334, 1.4765411833650433e-05, 0.000855046499054879, 9.944977108489184e-08 ], [ 0.0010891803540289402, 0.9839199185371399, 0.01243654265999794, 2.5654392175056273e-06, 0.0025517933536320925, 4.059708658132877e-08 ], [ 0.00037903888733126223, 0.994942843914032, 0.004128002095967531, 1.0293606464983895e-06, 0.0005490672192536294, 1.4313025431533788e-08 ], [ 0.00023626122856512666, 0.9960786700248718, 0.0032864781096577644, 4.089689355168957e-06, 0.0003945259377360344, 8.32484836621461e-09 ], [ 0.000437968090409413, 0.9912173748016357, 0.004417634103447199, 1.6032172425184399e-06, 0.0039252727292478085, 1.2403484106471296e-07 ], [ 0.005123048555105925, 0.9440646171569824, 0.03094494715332985, 0.00033906244789250195, 0.019515885040163994, 1.2403524124238174e-05 ], [ 0.0020022515673190355, 0.9551205635070801, 0.038660068064928055, 8.831975719658658e-06, 0.004208088852465153, 1.1826458745645141e-07 ], [ 0.0033905997406691313, 0.9379717707633972, 0.03986936807632446, 1.5615531083312817e-05, 0.018743257969617844, 9.426774340681732e-06 ], [ 0.0023776553571224213, 0.9634732604026794, 0.0199124738574028, 4.174666537437588e-05, 0.014191992580890656, 2.984127149829874e-06 ], [ 0.0007225489243865013, 0.9938773512840271, 0.0017440386582165956, 3.0699877697770717e-06, 0.003651990555226803, 9.253640200768132e-07 ], [ 0.0027926061302423477, 0.9317982792854309, 0.0218523982912302, 2.3484106350224465e-05, 0.04353305324912071, 2.149636628701046e-07 ], [ 0.0008822956588119268, 0.995444655418396, 0.002897924277931452, 2.735810267040506e-05, 0.0007448105607181787, 2.9480181638064096e-06 ] ] }, { "file": "uhf39_618MHz_occupied.npy", "uhf_channel": 39, "centre_mhz": 618, "label": "unlabelled", "excluded_from_scoring": true, "records": 20, "class_counts": { "Noise": 4, "ATSC": 10, "Unknown": 6 }, "occupied": 9, "nearest_correct_count": 0, "mean_confidence": 0.928085, "mean_confidence_on_vacant_calls": 0.91527, "probabilities": [ [ 0.0021101622842252254, 4.04878992412705e-05, 4.927283043798525e-06, 8.310777760422994e-11, 0.9978444576263428, 4.855594815111886e-10 ], [ 0.07740084826946259, 6.376435339916497e-05, 7.350047235377133e-05, 3.6976281592160376e-08, 0.922461986541748, 3.201440890165941e-08 ], [ 0.14684659242630005, 2.6415998945594765e-05, 4.136561074119527e-06, 4.8870833779801615e-06, 0.8529849648475647, 0.00013304852473083884 ], [ 0.09774821996688843, 1.5399802578031085e-05, 1.3337616110220551e-05, 6.987214362652594e-08, 0.902222752571106, 2.6171997546953207e-07 ], [ 0.919710099697113, 9.00859959074296e-06, 7.592442671011668e-06, 9.61183468461968e-06, 0.08023159950971603, 3.209529313608073e-05 ], [ 0.8950099945068359, 0.09830743074417114, 6.510325420094887e-06, 0.00017810195276979357, 0.0036632304545491934, 0.0028348127380013466 ], [ 0.016871687024831772, 2.2347801387212485e-09, 1.2317294739716544e-08, 0.000592414871789515, 6.381469574989751e-05, 0.9824720621109009 ], [ 0.9666146039962769, 3.0120475003059255e-06, 2.7141561531607294e-07, 6.017985288053751e-05, 0.0191224105656147, 0.014199616387486458 ], [ 0.10537166148424149, 1.5560409849513235e-07, 4.930950581183424e-07, 0.0012460248544812202, 0.0034744932781904936, 0.8899072408676147 ], [ 0.0012758520897477865, 2.4825814648465894e-07, 1.4512205837036163e-07, 0.00025429733796045184, 0.03298486769199371, 0.9654846787452698 ], [ 0.9990414977073669, 1.565185669960556e-07, 6.988707923483162e-07, 5.602810415439308e-05, 0.0005601239972747862, 0.00034147751284763217 ], [ 0.8365119695663452, 1.4280136895195028e-07, 7.919171594039653e-07, 0.0008942991262301803, 0.007890729233622551, 0.15470203757286072 ], [ 0.9058798551559448, 5.275825060380157e-06, 0.0005582424346357584, 0.0009500961750745773, 0.09008197486400604, 0.00252454518340528 ], [ 0.01258808933198452, 9.91374551895241e-11, 1.606067456805249e-08, 0.001688821823336184, 1.0842872910643564e-07, 0.9857229590415955 ], [ 0.9977485537528992, 3.811442468304449e-07, 2.392083047197957e-07, 3.761276457225904e-05, 2.572037192294374e-05, 0.0021875444799661636 ], [ 0.9967960715293884, 1.3548221033943264e-07, 1.5117016971544217e-07, 8.542381237930385e-07, 0.0032010236755013466, 1.8964451555802952e-06 ], [ 0.007612351328134537, 1.5611538728421692e-09, 2.664024911780416e-08, 0.0005123894661664963, 0.00015398401592392474, 0.9917212128639221 ], [ 0.9764196872711182, 1.6197836885112338e-05, 0.00036215441650711, 0.000536685693077743, 0.021729353815317154, 0.0009359875111840665 ], [ 0.5829415917396545, 1.4399231986317318e-05, 4.964268100593472e-06, 3.0820137908449396e-06, 0.4170254170894623, 1.0614999155222904e-05 ], [ 0.0054107122123241425, 1.6735908658915832e-08, 1.2561829798585222e-08, 0.0003752226766664535, 4.089186859346228e-06, 0.9942100048065186 ] ] } ], "scored_records": 80, "scored_records_occupied": 47, "scored_channels": 4, "scored_channels_all_vacant": 0, "scored_channels_all_occupied": 1, "epoch": 28, "synthetic_val_accuracy": 0.9261111111111111, "synthetic_val_loss": 0.3664043284638643, "synthetic_train_accuracy": 0.9997619047619047, "scoring_seconds": 0.3 }, { "channels": [ { "file": "uhf25_506MHz_occupied.npy", "uhf_channel": 25, "centre_mhz": 506, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "DVB-T": 20 }, "occupied": 20, "nearest_correct_count": 20, "mean_confidence": 0.935843, "mean_confidence_on_vacant_calls": null, "probabilities": [ [ 0.00031099451007321477, 0.9944201111793518, 0.0052213240414857864, 7.356813057413092e-06, 4.022539724246599e-05, 3.278180926713503e-08 ], [ 0.0004465770616661757, 0.9802020192146301, 0.018810056149959564, 9.596889867680147e-06, 0.0005317520117387176, 1.1138322486559105e-09 ], [ 0.012477840296924114, 0.7348771095275879, 0.2396010160446167, 4.7123532567638904e-05, 0.012996814213693142, 4.670478404023015e-08 ], [ 0.0037972263526171446, 0.9598732590675354, 0.03241535648703575, 6.616691280214582e-06, 0.003907004836946726, 4.900906560578733e-07 ], [ 0.0006563106435351074, 0.9756379127502441, 0.023470070213079453, 7.190002179413568e-06, 0.00022853845439385623, 5.7771362804714954e-08 ], [ 0.0011842995882034302, 0.9729793071746826, 0.0246327742934227, 2.5357119739055634e-05, 0.0011781625216826797, 9.5019942136787e-08 ], [ 0.00033757559140212834, 0.9963958859443665, 0.003244546474888921, 1.3074604794383049e-05, 8.943800821725745e-06, 1.8317285466196154e-09 ], [ 0.0011700661852955818, 0.979381799697876, 0.019109783694148064, 4.9300586397293955e-05, 0.00028912018751725554, 3.0705439968414794e-08 ], [ 0.002561785513535142, 0.9178079962730408, 0.03804413974285126, 5.593919468083186e-06, 0.04158051311969757, 4.883050408466261e-08 ], [ 0.004722591023892164, 0.9844226241111755, 0.004607258830219507, 2.1490992367034778e-05, 0.006216359790414572, 9.604705155652482e-06 ], [ 0.006585991010069847, 0.7458239197731018, 0.11778271198272705, 1.380244611937087e-05, 0.12979300320148468, 5.874422299712023e-07 ], [ 0.011359197087585926, 0.859524130821228, 0.12837132811546326, 1.8335820641368628e-05, 0.0007260677521117032, 9.268046028410026e-07 ], [ 0.004942526109516621, 0.747865617275238, 0.19073235988616943, 2.9125731089152396e-05, 0.05642963945865631, 7.490053235414962e-07 ], [ 0.0005440213135443628, 0.9885242581367493, 0.010696484707295895, 0.0001098380598705262, 0.00012543995399028063, 5.963299631872587e-09 ], [ 0.0025008192751556635, 0.9833691716194153, 0.013934941031038761, 1.569659980305005e-05, 0.00017917029617819935, 2.9294278647284955e-07 ], [ 0.000229786746785976, 0.9887173175811768, 0.010958661325275898, 7.740455475868657e-05, 1.6740306818974204e-05, 3.297706108185139e-09 ], [ 0.0026297762524336576, 0.9518077373504639, 0.04176254943013191, 5.242080987954978e-06, 0.003794505726546049, 2.2411315114823083e-07 ], [ 0.001023947261273861, 0.991323709487915, 0.007108079735189676, 3.668136969281477e-06, 0.0005402642418630421, 3.1828488999963156e-07 ], [ 0.00044086488196626306, 0.9948464632034302, 0.002653182717040181, 6.390698104041803e-07, 0.002058940241113305, 7.801149060071566e-09 ], [ 0.0019977414049208164, 0.9690638184547424, 0.028529474511742592, 6.0771994867536705e-06, 0.00040270862518809736, 1.1340792127612076e-07 ] ] }, { "file": "uhf32_562MHz_occupied.npy", "uhf_channel": 32, "centre_mhz": 562, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "Noise": 18, "ISDB-T": 2 }, "occupied": 0, "nearest_correct_count": 0, "mean_confidence": 0.90695, "mean_confidence_on_vacant_calls": 0.90695, "probabilities": [ [ 0.0006534135900437832, 6.036265040165745e-05, 0.001688607968389988, 3.4005986435658997e-06, 0.9975837469100952, 1.0444207873661071e-05 ], [ 0.007485245354473591, 0.009590515866875648, 0.03515297546982765, 8.978213372756727e-06, 0.9477455019950867, 1.675207204243634e-05 ], [ 0.007491934113204479, 0.006671828683465719, 0.01487770862877369, 1.2256867194082588e-05, 0.970940351486206, 5.911256266699638e-06 ], [ 0.00011986128811258823, 0.00026972804334945977, 0.0004118010401725769, 2.2092162765829926e-08, 0.9991986155509949, 4.758025085038753e-08 ], [ 0.0030118594877421856, 0.006744396407157183, 0.29474595189094543, 2.8596277843462303e-06, 0.6954923272132874, 2.6567008717393037e-06 ], [ 0.0014994931407272816, 0.00013144288095645607, 0.010219221003353596, 1.8924525875263498e-06, 0.9881396293640137, 8.301482012029737e-06 ], [ 0.027143128216266632, 0.0017830745782703161, 0.12086832523345947, 0.0001902154617710039, 0.8500061631202698, 9.089734703593422e-06 ], [ 0.0003355756925884634, 0.0001333392137894407, 0.0009204890811815858, 2.6636055139306336e-08, 0.9986103773117065, 1.9974642384568142e-07 ], [ 0.004941395949572325, 0.005967892240732908, 0.10618053376674652, 1.524067010905128e-05, 0.8828944563865662, 4.5285477767720295e-07 ], [ 0.0002572443918325007, 0.00021265787654556334, 0.0018378215609118342, 1.705913490468447e-07, 0.9976918697357178, 2.8495912829384906e-07 ], [ 0.00021484900207724422, 0.0019129733555018902, 0.010284647345542908, 4.1959714280892513e-07, 0.9875870943069458, 1.009975658661233e-08 ], [ 0.0001430935226380825, 0.000352683273376897, 0.003718401538208127, 8.933200490446325e-08, 0.9957855343818665, 2.9728221306868363e-07 ], [ 0.0015211834106594324, 0.0005016469513066113, 0.04741598293185234, 8.081094165390823e-06, 0.9505521059036255, 1.0417223847980495e-06 ], [ 0.020667681470513344, 0.004298206884413958, 0.6601353287696838, 0.0003131188568659127, 0.31458351016044617, 2.0995646536903223e-06 ], [ 0.0035527939908206463, 0.0016563739627599716, 0.029962368309497833, 1.1091913165728329e-06, 0.9648271799087524, 2.3677364424656844e-07 ], [ 0.0022961178328841925, 0.01254663523286581, 0.06429491192102432, 5.948510079178959e-06, 0.9208556413650513, 7.050969088595593e-07 ], [ 0.005434515420347452, 0.00012360037362668663, 0.056907184422016144, 2.4717494397918927e-06, 0.9375255107879639, 6.721327281411504e-06 ], [ 0.00021712839952670038, 0.0016731948126107454, 0.02006695605814457, 1.8278534525961732e-06, 0.9780409336090088, 8.086773917170831e-09 ], [ 0.09792861342430115, 0.009827147237956524, 0.5046670436859131, 0.00010508327250136063, 0.38745275139808655, 1.936708031280432e-05 ], [ 0.0010220510885119438, 0.0011241189204156399, 0.0871235802769661, 5.188072464079596e-06, 0.910724937915802, 1.4161673789203633e-07 ] ] }, { "file": "uhf33_570MHz_occupied.npy", "uhf_channel": 33, "centre_mhz": 570, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "Noise": 16, "DVB-T": 2, "ISDB-T": 2 }, "occupied": 2, "nearest_correct_count": 2, "mean_confidence": 0.817051, "mean_confidence_on_vacant_calls": 0.818813, "probabilities": [ [ 0.00011614011600613594, 0.005649073515087366, 0.026838768273591995, 3.52790243596246e-06, 0.9673924446105957, 9.913447666931585e-12 ], [ 0.0016209735767915845, 0.012952843680977821, 0.37846601009368896, 4.141786484979093e-05, 0.6069186925888062, 4.232701300566077e-09 ], [ 0.0010320080909878016, 0.48456257581710815, 0.3869987726211548, 0.00020095267973374575, 0.1272057443857193, 3.592632302762411e-10 ], [ 0.00027879580738954246, 0.00771567365154624, 0.017304209992289543, 5.4810792789794505e-05, 0.9746465086936951, 6.0223310782703265e-09 ], [ 0.0001195437362184748, 0.008042562752962112, 0.020463576540350914, 7.689232916163746e-06, 0.9713667035102844, 4.391467745001876e-11 ], [ 0.00045998950372450054, 0.09474644809961319, 0.24133893847465515, 0.0001271639921469614, 0.6633274555206299, 2.919273156543056e-11 ], [ 0.0006895368569530547, 0.004630024544894695, 0.18739323318004608, 8.322364010382444e-06, 0.8072789311408997, 2.395681986122611e-10 ], [ 0.00036423103301785886, 0.010404078289866447, 0.07310852408409119, 7.131388429115759e-06, 0.9161161184310913, 5.492180668587032e-11 ], [ 0.000177035661181435, 0.043381284922361374, 0.04890230670571327, 2.7758504074881785e-05, 0.9075115919113159, 2.2046479225545923e-12 ], [ 0.00031035608844831586, 0.0163838192820549, 0.196560338139534, 1.7983578800340183e-05, 0.7867274880409241, 4.264194206071714e-11 ], [ 0.0007207482703961432, 0.011720329523086548, 0.16892394423484802, 3.109337194473483e-05, 0.8186038732528687, 1.3071384252771878e-10 ], [ 0.0003931276733055711, 0.0017038702499121428, 0.030451299622654915, 2.4041978576860856e-06, 0.9674491882324219, 4.0346965768378595e-09 ], [ 0.0001843510108301416, 0.002511630766093731, 0.07437628507614136, 2.2328051727527054e-06, 0.9229254722595215, 7.555239767143007e-10 ], [ 0.0007623659330420196, 0.010603914968669415, 0.516552746295929, 2.4797187506919727e-05, 0.47205618023872375, 1.3619533452413624e-11 ], [ 0.0003716233477462083, 0.009698785841464996, 0.07131658494472504, 2.187557765864767e-05, 0.9185910820960999, 8.603075890567524e-11 ], [ 0.0006733799818903208, 0.017106417566537857, 0.0948440209031105, 2.4208144168369472e-05, 0.887351930141449, 4.774445283572959e-10 ], [ 7.382415060419589e-05, 0.010391907766461372, 0.011808357201516628, 1.0505724503673264e-06, 0.9777249097824097, 4.431049277497934e-12 ], [ 0.0011661355383694172, 0.8194505572319031, 0.07850317656993866, 0.00046628626296296716, 0.10041391104459763, 2.0079002904793697e-09 ], [ 0.00779884634539485, 0.016378309577703476, 0.7829270362854004, 0.00015875308599788696, 0.19273707270622253, 2.341124516469506e-10 ], [ 0.002221737988293171, 0.00799519196152687, 0.3461500108242035, 4.451439235708676e-05, 0.6435885429382324, 5.150238915896388e-11 ] ] }, { "file": "uhf35_586MHz_occupied.npy", "uhf_channel": 35, "centre_mhz": 586, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "DVB-T": 20 }, "occupied": 20, "nearest_correct_count": 20, "mean_confidence": 0.978576, "mean_confidence_on_vacant_calls": null, "probabilities": [ [ 0.0005130233475938439, 0.9967018961906433, 0.0027438499964773655, 1.9330644136061892e-05, 2.1821299014845863e-05, 2.018159195316116e-09 ], [ 0.0002765741664916277, 0.9904394149780273, 0.009120957925915718, 4.4641492422670126e-05, 0.00011837456258945167, 6.021114162813035e-10 ], [ 0.010042787529528141, 0.8981432914733887, 0.07752497494220734, 9.650484571466222e-05, 0.014192378148436546, 1.556535096369771e-07 ], [ 0.003611935768276453, 0.9633675813674927, 0.03261205181479454, 2.2406216885428876e-05, 0.0003859910066239536, 4.891353988512037e-09 ], [ 0.00028761712019331753, 0.9951421022415161, 0.004381400998681784, 7.139674835343612e-06, 0.00018180310144089162, 3.690726169125469e-09 ], [ 0.005261259153485298, 0.9576107859611511, 0.01288137212395668, 1.6813670299598016e-05, 0.024229297414422035, 5.3164887958701e-07 ], [ 0.0007808625232428312, 0.9961810111999512, 0.002970997942611575, 4.458545663510449e-05, 2.2635529603576288e-05, 3.24578230959105e-08 ], [ 0.005426676478236914, 0.9756813645362854, 0.015477491542696953, 3.221907900297083e-05, 0.0033820881508290768, 1.035065864130047e-07 ], [ 0.000734655826818198, 0.9951555728912354, 0.003896549576893449, 3.229004141758196e-05, 0.00018079858273267746, 6.336354374525399e-08 ], [ 0.0008188505307771266, 0.994272768497467, 0.0047001829370856285, 1.1818799066531938e-05, 0.00019633557531051338, 3.509766344222953e-08 ], [ 0.0010005823569372296, 0.996972918510437, 0.0019058723701164126, 4.283232556190342e-06, 0.00011631719098659232, 4.1185664656495646e-08 ], [ 0.00018537972937338054, 0.9987602233886719, 0.001023001386784017, 5.295001301419688e-06, 2.611600939417258e-05, 2.4753787908338154e-09 ], [ 0.0004384572384878993, 0.9967599511146545, 0.0024383303243666887, 1.6789015262475004e-06, 0.000361600803444162, 5.718139917121334e-08 ], [ 0.005340924020856619, 0.9543125629425049, 0.03216524422168732, 0.00018669410201255232, 0.00799171719700098, 2.801570417432231e-06 ], [ 0.003581688739359379, 0.9758303165435791, 0.01925482787191868, 1.921607690746896e-05, 0.0013138565700501204, 1.492807797376372e-07 ], [ 0.008775241672992706, 0.9628623723983765, 0.02591450698673725, 4.846241063205525e-05, 0.0023844619281589985, 1.5066439118527342e-05 ], [ 0.004795912653207779, 0.9651399850845337, 0.027267051860690117, 9.349943866254762e-05, 0.0027011376805603504, 2.277525936733582e-06 ], [ 0.001485315733589232, 0.9962846040725708, 0.0010866272496059537, 3.874448339047376e-06, 0.0011385399848222733, 9.437598578188044e-07 ], [ 0.009540945291519165, 0.9740933179855347, 0.010774951428174973, 3.113751154160127e-05, 0.005559404380619526, 1.8670188239866548e-07 ], [ 0.0044171735644340515, 0.9877986907958984, 0.007392317522317171, 0.00020775570010300726, 0.0001770313538145274, 7.077648660924751e-06 ] ] }, { "file": "uhf39_618MHz_occupied.npy", "uhf_channel": 39, "centre_mhz": 618, "label": "unlabelled", "excluded_from_scoring": true, "records": 20, "class_counts": { "Noise": 5, "ATSC": 10, "Unknown": 5 }, "occupied": 10, "nearest_correct_count": 0, "mean_confidence": 0.862, "mean_confidence_on_vacant_calls": 0.797276, "probabilities": [ [ 0.39140674471855164, 6.53263705316931e-05, 1.2217446055728942e-05, 2.8566937704255224e-09, 0.608515739440918, 1.9900502579162094e-08 ], [ 0.7987922430038452, 2.4859224140527658e-05, 0.0001530325534986332, 9.194755534736032e-08, 0.2010296732187271, 7.23668165392155e-08 ], [ 0.2145201414823532, 2.1073161406093277e-05, 4.671507667808328e-06, 2.2619326500716852e-07, 0.7854354977607727, 1.841342782427091e-05 ], [ 0.0827849730849266, 6.84463248035172e-06, 3.0168946523190243e-06, 2.1441064035343516e-08, 0.9172046780586243, 4.938339657201141e-07 ], [ 0.9843481183052063, 2.87222604811177e-07, 1.545561872262624e-06, 1.120952219935134e-06, 0.01562157366424799, 2.7348491130396724e-05 ], [ 0.9063740372657776, 0.09236691147089005, 3.6995486425439594e-06, 5.12692095071543e-05, 8.939709368860349e-05, 0.001114753307774663 ], [ 0.05862370505928993, 8.255683781044354e-08, 1.6012199921533465e-07, 0.000467706355266273, 0.0076464940793812275, 0.9332618117332458 ], [ 0.9629403948783875, 3.11590192723088e-05, 7.014396601334738e-07, 1.7447300706407987e-05, 0.030659332871437073, 0.006351071409881115 ], [ 0.24834853410720825, 1.841947550929035e-06, 1.1973282880717306e-06, 0.00023728827363811433, 0.24448303878307343, 0.5069280862808228 ], [ 0.009113525040447712, 3.1428887723450316e-06, 4.453193923836807e-06, 0.00021668679255526513, 0.6113944053649902, 0.3792678117752075 ], [ 0.9993528723716736, 3.010007390003011e-07, 1.6544671552765067e-06, 1.6230047549470328e-05, 0.000467084493720904, 0.00016179612430278212 ], [ 0.7879469990730286, 1.3675805803359253e-06, 4.043673015985405e-06, 0.0008689066744409502, 0.02703043259680271, 0.18414835631847382 ], [ 0.8420904874801636, 2.045392648142297e-06, 0.00025192639441229403, 7.50061371945776e-05, 0.15533481538295746, 0.002245612908154726 ], [ 0.019334658980369568, 9.32206978276895e-10, 2.4791452801764535e-07, 0.0025217069778591394, 1.1673392918964964e-06, 0.9781423211097717 ], [ 0.9961209893226624, 1.8165386563850916e-06, 6.5675985752022825e-06, 4.4421496568247676e-05, 0.0003478753787931055, 0.00347830425016582 ], [ 0.9943080544471741, 5.112398753226444e-07, 6.583748017874314e-07, 1.6305192502841237e-06, 0.0056845140643417835, 4.57457917946158e-06 ], [ 0.037937577813863754, 6.256195916876095e-08, 8.723470159566205e-07, 0.0006325809517875314, 0.0051630763337016106, 0.9562657475471497 ], [ 0.9949681162834167, 1.884269750007661e-06, 6.043897519703023e-05, 4.495912799029611e-05, 0.004779801703989506, 0.00014467975415755063 ], [ 0.1975758671760559, 7.988785910129081e-06, 9.850512014963897e-07, 1.6491681265051739e-07, 0.8024113178253174, 3.6820454170083394e-06 ], [ 0.12618908286094666, 9.275085233184654e-08, 1.9606707724051375e-07, 0.0005334855522960424, 7.380438182735816e-05, 0.8732033371925354 ] ] } ], "scored_records": 80, "scored_records_occupied": 42, "scored_channels": 4, "scored_channels_all_vacant": 1, "scored_channels_all_occupied": 2, "epoch": 29, "synthetic_val_accuracy": 0.9261111111111111, "synthetic_val_loss": 0.32115390115068293, "synthetic_train_accuracy": 0.9994047619047619, "scoring_seconds": 0.31 }, { "channels": [ { "file": "uhf25_506MHz_occupied.npy", "uhf_channel": 25, "centre_mhz": 506, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "DVB-T": 20 }, "occupied": 19, "nearest_correct_count": 20, "mean_confidence": 0.93963, "mean_confidence_on_vacant_calls": 0.660396, "probabilities": [ [ 5.946350211161189e-05, 0.9941639304161072, 0.005747225601226091, 4.339149654697394e-06, 2.4963415853562765e-05, 1.0416500551002628e-08 ], [ 9.16719000088051e-05, 0.9718747735023499, 0.02766348235309124, 4.223133146297187e-06, 0.00036586078931577504, 6.117713002851133e-10 ], [ 0.0032670602668076754, 0.6603959202766418, 0.32758602499961853, 2.4358450900763273e-05, 0.008726625703275204, 2.1793175264406273e-08 ], [ 0.0007344712503254414, 0.9635458588600159, 0.03343245014548302, 2.270095819767448e-06, 0.0022848655935376883, 8.31118356359184e-08 ], [ 0.0001207960958709009, 0.9812659621238708, 0.01846676506102085, 3.242486627641483e-06, 0.0001432424905942753, 1.961768880676118e-08 ], [ 0.00016917433822527528, 0.9808696508407593, 0.01844554953277111, 6.050408956070896e-06, 0.0005095332162454724, 1.819844186456976e-08 ], [ 3.387807009858079e-05, 0.9982001781463623, 0.0017590554198250175, 4.506104687607149e-06, 2.282001787534682e-06, 4.4114317754306853e-10 ], [ 0.00019083281222265214, 0.9818306565284729, 0.0177841167896986, 2.4885554012143984e-05, 0.00016943960508797318, 8.186463062997973e-09 ], [ 0.0007857555756345391, 0.8907030820846558, 0.07325287908315659, 2.011125616263598e-06, 0.03525620326399803, 1.451400954977089e-08 ], [ 0.0008876873180270195, 0.9897246360778809, 0.005987659562379122, 4.30781437898986e-06, 0.003393935738131404, 1.7521723520985688e-06 ], [ 0.0017787673277780414, 0.7800347805023193, 0.1645621955394745, 4.970134341419907e-06, 0.05361919850111008, 1.253421828550927e-07 ], [ 0.002755039604380727, 0.9080237150192261, 0.08873967081308365, 6.251872946450021e-06, 0.0004749456711579114, 3.336830616262887e-07 ], [ 0.0008641485474072397, 0.7884798049926758, 0.19661617279052734, 9.685538316261955e-06, 0.014030182734131813, 1.186101812322704e-07 ], [ 0.00019170758605469018, 0.9855536818504333, 0.014141261577606201, 5.764686284237541e-05, 5.5740787502145395e-05, 3.77130016104843e-09 ], [ 0.00035978725645691156, 0.9906812310218811, 0.008882424794137478, 6.066758942324668e-06, 7.046452083159238e-05, 8.600247980439235e-08 ], [ 4.055998579133302e-05, 0.9912376999855042, 0.008668234571814537, 4.587413422996178e-05, 7.587376330775442e-06, 1.4600131104103298e-09 ], [ 0.0004490129940677434, 0.9615238308906555, 0.03631965443491936, 1.695827108960657e-06, 0.0017057928489521146, 4.34767244428258e-08 ], [ 0.0003275810740888119, 0.987928569316864, 0.01105499267578125, 2.0515201413218165e-06, 0.000686777348164469, 1.00380610490447e-07 ], [ 8.450267341686413e-05, 0.9962283372879028, 0.0029734023846685886, 2.3144416161358095e-07, 0.0007135591004043818, 1.6290637727678359e-09 ], [ 0.00014999299310147762, 0.9903424978256226, 0.009413959458470345, 1.611209199836594e-06, 9.189337288262323e-05, 2.0718523785490106e-08 ] ] }, { "file": "uhf32_562MHz_occupied.npy", "uhf_channel": 32, "centre_mhz": 562, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "Noise": 18, "ISDB-T": 2 }, "occupied": 1, "nearest_correct_count": 0, "mean_confidence": 0.872809, "mean_confidence_on_vacant_calls": 0.871446, "probabilities": [ [ 0.002684537786990404, 0.00010610881872707978, 0.006841570138931274, 3.2632581223879242e-06, 0.9903531670570374, 1.1422088391555008e-05 ], [ 0.030492261052131653, 0.00909626018255949, 0.10331928730010986, 6.154223683552118e-06, 0.8570666909217834, 1.9373002942302264e-05 ], [ 0.04699273779988289, 0.004284496884793043, 0.06433282047510147, 1.3937058611190878e-05, 0.8843634128570557, 1.2654038982873317e-05 ], [ 0.0008163845632225275, 0.00028176684281788766, 0.0020447117276489735, 3.1735382322040095e-08, 0.9968570470809937, 1.0143300244180864e-07 ], [ 0.011680261231958866, 0.0030544332694262266, 0.3360329568386078, 1.1040649496862898e-06, 0.6492289900779724, 2.2421145331463777e-06 ], [ 0.008219032548367977, 0.00023810833226889372, 0.05347336828708649, 2.1933453808742343e-06, 0.9380595684051514, 7.78161938796984e-06 ], [ 0.034774668514728546, 0.0011864432599395514, 0.18758763372898102, 5.070559200248681e-05, 0.7763940691947937, 6.356367975968169e-06 ], [ 0.0011534958612173796, 0.00011303102655801922, 0.0014053408522158861, 1.989435638449777e-08, 0.9973279237747192, 1.951098909103166e-07 ], [ 0.017346719279885292, 0.0030357360374182463, 0.15469308197498322, 6.919391125848051e-06, 0.8249169588088989, 5.583513598139689e-07 ], [ 0.0007080102805048227, 0.00016696337843313813, 0.0027268975973129272, 8.686080121833584e-08, 0.9963976740837097, 2.7339018515704083e-07 ], [ 0.0010617035441100597, 0.0008401582599617541, 0.04086175560951233, 2.8287450959396665e-07, 0.9572361707687378, 1.98500753612052e-08 ], [ 0.00041416430030949414, 0.00024273763119708747, 0.007294584531337023, 2.390964581877597e-08, 0.9920483231544495, 1.6879211273135297e-07 ], [ 0.004573605488985777, 0.0004704415623564273, 0.14076194167137146, 6.55937401461415e-06, 0.854185938835144, 1.5775304973431048e-06 ], [ 0.020471371710300446, 0.0008735629380680621, 0.8987128138542175, 9.790497279027477e-05, 0.07984238117933273, 1.9621004412329057e-06 ], [ 0.011074966751039028, 0.001200472586788237, 0.07609323412179947, 1.0684673270588974e-06, 0.911629855632782, 5.277033778838813e-07 ], [ 0.00560343824326992, 0.0061418842524290085, 0.17233988642692566, 2.521519490983337e-06, 0.815911591053009, 7.645045911885973e-07 ], [ 0.011859884485602379, 0.00011455497588030994, 0.11743234843015671, 2.158013558073435e-06, 0.870582103729248, 9.00087889021961e-06 ], [ 0.0019166253041476011, 0.0017642168095335364, 0.17134156823158264, 3.4896747820312157e-06, 0.824974000453949, 3.983019425390921e-08 ], [ 0.1466035395860672, 0.0018255125032737851, 0.6762077212333679, 4.376245851744898e-05, 0.17530007660388947, 1.9435499780229293e-05 ], [ 0.004880459513515234, 0.0010119087528437376, 0.25036609172821045, 5.486124791787006e-06, 0.743735671043396, 3.0923752092348877e-07 ] ] }, { "file": "uhf33_570MHz_occupied.npy", "uhf_channel": 33, "centre_mhz": 570, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "Noise": 8, "ISDB-T": 12 }, "occupied": 5, "nearest_correct_count": 0, "mean_confidence": 0.725776, "mean_confidence_on_vacant_calls": 0.681316, "probabilities": [ [ 0.00020139216212555766, 0.005006581079214811, 0.1649390310049057, 6.444942300731782e-06, 0.8298465013504028, 3.307735335633666e-11 ], [ 0.001401114626787603, 0.005004824139177799, 0.684285581111908, 1.6361787857022136e-05, 0.30929213762283325, 4.093207994770864e-09 ], [ 0.0006225263932719827, 0.10130711644887924, 0.8603864908218384, 0.00011213209654670209, 0.03757178410887718, 3.323789854459136e-10 ], [ 0.0005373202147893608, 0.005782832857221365, 0.222110778093338, 8.785839600022882e-05, 0.7714813351631165, 2.0248545951062624e-08 ], [ 0.0002958195691462606, 0.008569820784032345, 0.2115354984998703, 2.1778028894914314e-05, 0.7795770764350891, 1.7493721748973456e-10 ], [ 0.00030153640545904636, 0.03199165314435959, 0.7673506140708923, 0.00010861989721888676, 0.2002476006746292, 4.696282598914969e-11 ], [ 0.0012407470494508743, 0.002842741319909692, 0.6391080617904663, 1.0414839380246121e-05, 0.3567980229854584, 6.955691578269807e-10 ], [ 0.0018632253631949425, 0.007378709968179464, 0.549353837966919, 2.291714190505445e-05, 0.4413812458515167, 3.720544150542793e-10 ], [ 0.00048691712436266243, 0.024009190499782562, 0.5437374711036682, 8.905280265025795e-05, 0.43167731165885925, 1.7322115963835927e-11 ], [ 0.00038377518649213016, 0.005482647567987442, 0.7941310405731201, 1.6627198419882916e-05, 0.19998590648174286, 7.228981302453974e-11 ], [ 0.0010358415311202407, 0.005571185145527124, 0.5755021572113037, 2.974323433591053e-05, 0.41786110401153564, 2.3775426072347727e-10 ], [ 0.0008961155544966459, 0.0025494061410427094, 0.11336132138967514, 4.602923581842333e-06, 0.8831885457038879, 1.0920387261137421e-08 ], [ 0.0004914551973342896, 0.002225666306912899, 0.44706541299819946, 4.7092553359107114e-06, 0.5502127408981323, 2.2239168284698962e-09 ], [ 0.0006005529430694878, 0.002618010388687253, 0.9112504720687866, 2.1992571419104934e-05, 0.08550895750522614, 1.8108145191653158e-11 ], [ 0.0006738431984558702, 0.008263811469078064, 0.2884705662727356, 3.9531340007670224e-05, 0.702552318572998, 1.885702566317704e-10 ], [ 0.0009435795363970101, 0.009041830897331238, 0.35692185163497925, 2.2830519810668193e-05, 0.6330699324607849, 8.01180399800927e-10 ], [ 0.0003068986989092082, 0.013800153508782387, 0.1652383804321289, 5.609181698673638e-06, 0.8206490278244019, 3.377408075433408e-11 ], [ 0.002483378630131483, 0.31489768624305725, 0.623849093914032, 0.0007364834891632199, 0.05803341045975685, 5.168615313522196e-09 ], [ 0.008907767944037914, 0.001777344848960638, 0.9626726508140564, 0.000138516872539185, 0.026503659784793854, 4.878379367134755e-10 ], [ 0.0016925785457715392, 0.0044932602904737, 0.6333211660385132, 4.726102633867413e-05, 0.36044570803642273, 7.069984875318625e-11 ] ] }, { "file": "uhf35_586MHz_occupied.npy", "uhf_channel": 35, "centre_mhz": 586, "label": "occupied", "excluded_from_scoring": false, "records": 20, "class_counts": { "DVB-T": 20 }, "occupied": 20, "nearest_correct_count": 20, "mean_confidence": 0.984393, "mean_confidence_on_vacant_calls": null, "probabilities": [ [ 5.624394179903902e-05, 0.9984696507453918, 0.001459992490708828, 6.026706614647992e-06, 7.987340723047964e-06, 8.596888201317654e-10 ], [ 4.308201459934935e-05, 0.9952481389045715, 0.004666983149945736, 1.4085389011597726e-05, 2.7737112759496085e-05, 3.934146064477062e-10 ], [ 0.0029155875090509653, 0.9021700620651245, 0.08740264922380447, 3.157908940920606e-05, 0.007480008061975241, 9.775870779549223e-08 ], [ 0.0006481793243438005, 0.9677414298057556, 0.03139074146747589, 1.27178973343689e-05, 0.0002069523761747405, 3.84220522064993e-09 ], [ 5.364443131838925e-05, 0.9971115589141846, 0.0027311008889228106, 1.4494871720671654e-06, 0.00010224953439319506, 1.2071486032994017e-09 ], [ 0.0009624740341678262, 0.9779455661773682, 0.012354840524494648, 2.500397613403038e-06, 0.008734507486224174, 9.149353985549169e-08 ], [ 0.000172358428244479, 0.9964845180511475, 0.003308662213385105, 1.7716502043185756e-05, 1.6729251001379453e-05, 1.4554285776569031e-08 ], [ 0.0009182208450511098, 0.9739540815353394, 0.021203910931944847, 1.274018723051995e-05, 0.003911000210791826, 3.959615568760455e-08 ], [ 0.00012012390652671456, 0.9974581599235535, 0.0023096499498933554, 1.0392372132628225e-05, 0.00010174047201871872, 2.0991457461150276e-08 ], [ 0.00023704362683929503, 0.9894633293151855, 0.010148044675588608, 1.0366691640228964e-05, 0.00014120088599156588, 2.2900241702927815e-08 ], [ 0.0001970840967260301, 0.9970930814743042, 0.002639624522998929, 1.7796406837078393e-06, 6.844768358860165e-05, 2.209351634974155e-08 ], [ 3.702561298268847e-05, 0.999113142490387, 0.0008367103291675448, 1.8548431626186357e-06, 1.1189859833393712e-05, 1.20630949673739e-09 ], [ 7.61665723985061e-05, 0.9979744553565979, 0.001806715619750321, 4.887139652964834e-07, 0.00014218149590305984, 1.8121472322718546e-08 ], [ 0.0008426043787039816, 0.9736326932907104, 0.02275494486093521, 4.161731339991093e-05, 0.002727416343986988, 6.472554900938121e-07 ], [ 0.0006329309544526041, 0.9810494780540466, 0.01757320947945118, 7.42323391023092e-06, 0.0007369641098193824, 5.181477291671399e-08 ], [ 0.0011457562213763595, 0.9805384874343872, 0.016465432941913605, 1.0391942851128988e-05, 0.0018367544980719686, 3.1537153972749365e-06 ], [ 0.0006736136274412274, 0.9833231568336487, 0.014910313300788403, 1.0044990631286055e-05, 0.0010825140634551644, 3.2985005304908555e-07 ], [ 0.0002665936772245914, 0.9985650181770325, 0.0006651781150139868, 9.205380138155306e-07, 0.0005020857788622379, 2.3733311138585123e-07 ], [ 0.0016059745103120804, 0.9842722415924072, 0.010127291083335876, 9.904364560497925e-06, 0.003984514158219099, 6.371581662278913e-08 ], [ 0.0006886990158818662, 0.9962435960769653, 0.002934847492724657, 3.240361547796056e-05, 9.894234244711697e-05, 1.601175313226122e-06 ] ] }, { "file": "uhf39_618MHz_occupied.npy", "uhf_channel": 39, "centre_mhz": 618, "label": "unlabelled", "excluded_from_scoring": true, "records": 20, "class_counts": { "Noise": 4, "ATSC": 12, "Unknown": 4 }, "occupied": 9, "nearest_correct_count": 0, "mean_confidence": 0.849078, "mean_confidence_on_vacant_calls": 0.752813, "probabilities": [ [ 0.1696341186761856, 5.611572487396188e-05, 6.734012458764482e-06, 7.136728430445771e-10, 0.8303030133247375, 5.003860437113872e-09 ], [ 0.5683026313781738, 2.722068711591419e-05, 0.00010427225060993806, 3.2452884823896966e-08, 0.4315658211708069, 2.3895825762565437e-08 ], [ 0.17969246208667755, 1.2609713849087711e-05, 9.707500794320367e-07, 3.48079147727276e-08, 0.8202923536300659, 1.6375885252273292e-06 ], [ 0.1868491917848587, 7.313779406104004e-06, 2.6749032713269116e-06, 4.888220495047335e-09, 0.8131407499313354, 4.2221419249699466e-08 ], [ 0.9579018354415894, 7.170862659222621e-07, 1.259840701095527e-06, 4.578423613565974e-07, 0.04209094122052193, 4.751488177134888e-06 ], [ 0.930899977684021, 0.06873168796300888, 1.635970647839713e-06, 1.4153562915453222e-05, 0.000127977502415888, 0.00022458929743152112 ], [ 0.3684193789958954, 4.509868176683085e-07, 3.404184951705247e-07, 0.0004573588084895164, 0.04126812517642975, 0.58985435962677 ], [ 0.9969978332519531, 3.559085598681122e-06, 3.268617732032908e-08, 1.3113375416651252e-06, 0.0026743316557258368, 0.00032298409496434033 ], [ 0.6936740279197693, 2.7209814561501844e-06, 6.318256282611401e-07, 8.679089660290629e-05, 0.23062488436698914, 0.07561087608337402 ], [ 0.012429933995008469, 6.36914683127543e-06, 1.1488580184959574e-06, 2.2065689336159267e-05, 0.9544610381126404, 0.033079471439123154 ], [ 0.9994352459907532, 1.6994407303627668e-07, 3.3548343481015763e-07, 3.510062242639833e-06, 0.0005342588410712779, 2.6426765543874353e-05 ], [ 0.976255476474762, 5.524075845642074e-07, 7.741050467302557e-07, 0.00015247853298205882, 0.0115226274356246, 0.012067994102835655 ], [ 0.8564428091049194, 1.686404061729263e-06, 6.033774116076529e-05, 1.4466949323832523e-05, 0.14332960546016693, 0.000151080108480528 ], [ 0.05342020466923714, 1.966948737219809e-08, 5.654881078953622e-07, 0.003749807132408023, 1.5953368347254582e-05, 0.9428134560585022 ], [ 0.9997290968894958, 3.224504894205893e-07, 3.7016334886175173e-07, 4.126311068830546e-06, 4.6734701754758134e-05, 0.00021941086743026972 ], [ 0.9989432692527771, 8.021532948987442e-08, 4.0971858794591753e-08, 9.704019987566426e-08, 0.0010562979150563478, 2.5048569796126685e-07 ], [ 0.30166196823120117, 2.9943740287308174e-07, 9.989256568587734e-07, 0.0007880399934947491, 0.023013943806290627, 0.6745347380638123 ], [ 0.9840054512023926, 4.141268163948553e-06, 9.001298167277128e-05, 2.166154263250064e-05, 0.015828249976038933, 5.056605004938319e-05 ], [ 0.6131789684295654, 5.286115992930718e-06, 8.007471024029655e-07, 6.553179332513537e-08, 0.38681432604789734, 5.890863121749135e-07 ], [ 0.2177617847919464, 7.98076689534355e-06, 3.86062140478316e-07, 0.0004886786919087172, 0.0013479547342285514, 0.780393123626709 ] ] } ], "scored_records": 80, "scored_records_occupied": 45, "scored_channels": 4, "scored_channels_all_vacant": 0, "scored_channels_all_occupied": 1, "epoch": 30, "synthetic_val_accuracy": 0.9316666666666666, "synthetic_val_loss": 0.3336460355144744, "synthetic_train_accuracy": 1.0, "scoring_seconds": 0.3 } ], "honesty": "The ota_trajectory is a MEASUREMENT taken per epoch. If a checkpoint is then selected using it, the real set has become a selection set and is no longer an unbiased test of that checkpoint. Report both, and never quote the selection score as a test score." }