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  1. FILTER SIZE 1, 5000 NEURONS
  2.  
  3. INFO:root:calendar | call_log | camera | contacts | location | microphone | phone | sms | ext_storage | | |
  4. INFO:root:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
  5. INFO:root: 0.00--0 | 0.00--0 | 0.02--0 | 0.06--0 | 0.06--0 | 0.01--0 | 0.24--1 | 0.00--0 | 0.53--0 | com.lestudios.livewallpap | Mai Flower Live wallpaper |
  6. INFO:root: 0.00--0 | 0.00--0 | 0.52--1 ok | 0.02--0 | 0.23--1 | 0.03--0 | 0.22--0 | 0.00--0 | 0.85--1 ok | ht.cameraapps.LayoutActiv | Camera HDR Studio | [camera] camera=1.0 zoom=0.6; [ext_storage] photos=1.0 photos=1.0 photos=1.0 photos=1.0 pictures=0.9 pictures=0.9
  7. INFO:root: 0.01--0 | 0.32--1 | 0.62--1 ok | 0.53--1 ok | 0.51--1 ok | 0.38--0 | 0.59--1 ok | 0.16--0 | 0.96--1 ok | com.dchistyakov.vkmesseng | VK Chat | [camera] camera=1.0; [contacts] contacts=1.0 messages=0.9 messaging=0.9 dialogs=0.7 phone=0.5 phone=0.5 phone=0.5; [location] map=1.0 maps=0.9; [phone] phone=1.0 phone=1.0 phone=1.0 messages=1.0 messaging=0.9; [ext_storage] photo=1.0 photos=0.9 vkontakte=0.6
  8. INFO:root: 0.02--0 | 0.02--0 | 0.14--0 | 0.15--0 | 0.90--1 ok | 0.02--0 | 0.28--0 | 0.02--0 | 0.61--1 ok | saucon.megabus.mobile | Megabus USA | [location] location=1.0 near=0.8 serviced=0.7; [ext_storage] save=1.0
  9. INFO:root: 0.00--0 | 0.00--0 | 0.00--0 | 0.02--1 | 0.65--1 ok | 0.00--0 | 0.11--1 | 0.00--0 | 0.25--0 | com.pnsdigital.weather.ks | South Texas Weather Autho | [location] weather=1.0 radar=0.9 temperatures=0.7 storm=0.5
  10. INFO:root: 0.01--0 | 0.03--0 | 0.18--1 | 0.39--0 | 0.43--1 | 0.04--0 | 0.63--1 ok | 0.02--0 | 0.85--1 ok | au.com.mocom.acp | Viewa | [phone] weibo=1.0 busses=0.6; [ext_storage] photo=1.0 booth=0.7 magazine=0.5
  11. INFO:root: 0.01--0 | 0.03--1 | 0.04--0 | 0.11--1 | 0.11--0 | 0.01--0 | 0.24--1 | 0.03--1 | 0.41--0 | com.jb.gosms.widget | GO SMS Pro Widget |
  12. INFO:root: 0.01--0 | 0.06--0 | 0.14--0 | 0.42--1 | 0.30--0 | 0.03--0 | 0.65--1 ok | 0.06--1 | 0.61--1 ok | net.one97.paytm | Mobile, DTH Recharge &Sho | [phone] friendliest=1.0 recharging=0.9; [ext_storage] shining=1.0 apparel=0.9 décor=0.6 icon=0.5
  13. INFO:root: 0.00--0 | 0.00--0 | 0.01--0 | 0.03--1 | 0.52--0 | 0.01--0 | 0.11--1 | 0.00--1 | 0.40--0 | com.brunei.app | Brunei WX |
  14. INFO:root: 0.00--1 | 0.00--0 | 0.03--0 | 0.09--1 | 0.16--1 | 0.04--0 | 0.44--1 | 0.00--0 | 0.76--1 ok | com.app.rhymes | Nursery Rhymes for Kids | [ext_storage] video=1.0 video=1.0 in-app=0.9 start-up=0.8 2-6=0.7 icons=0.6 music=0.5
  15. INFO:root: 0.01--0 | 0.13--1 | 0.09--0 | 0.30--1 | 0.22--1 | 0.06--0 | 0.56--1 ok | 0.08--1 | 0.70--1 ok | com.broadcon.whoareyoulit | Who's this? | [phone] message=1.0 mobile=0.8 appstore=0.5; [ext_storage] appstore=1.0
  16. INFO:root: 0.01--0 | 0.02--0 | 0.10--1 | 0.04--0 | 0.37--1 | 0.14--1 | 0.26--1 | 0.01--1 | 0.69--1 ok | com.locnall.kimgisa.black | Kimgisa Black Box | [ext_storage] video=1.0 video=1.0 recording=0.8
  17. INFO:root: 0.02--0 | 0.10--0 | 0.22--0 | 0.62--1 ok | 0.71--1 ok | 0.03--1 | 0.63--1 ok | 0.06--0 | 0.79--1 ok | com.bochk.com | BOCHK | [contacts] one-stop=1.0 arrange=0.8; [location] one-stop=1.0 nearby=1.0 weather=0.5; [phone] one-stop=1.0; [ext_storage] one-stop=1.0 username=0.6 fabulous=0.6 staff=0.5 wealth=0.5
  18. INFO:root: 0.02--1 | 0.03--0 | 0.25--1 | 0.55--0 | 0.98--1 ok | 0.09--0 | 0.67--1 ok | 0.03--0 | 0.92--1 ok | com.delta.mobile.android | Fly Delta | [location] airport=1.0 destinations=1.0 airports=1.0 route=0.9 maps=0.8 parking=0.6 weather=0.6; [phone] in-flight=1.0 standby=0.5; [ext_storage] photo=1.0 in-flight=0.7
  19. INFO:root: 0.00--0 | 0.03--1 | 0.09--1 | 0.11--1 | 0.11--1 | 0.02--1 | 0.27--1 | 0.02--1 | 0.37--1 | com.lsl.crocosoftwares | Learn Sencha Live |
  20. INFO:root: 0.00--1 | 0.06--0 | 0.20--0 | 0.07--0 | 0.09--0 | 0.18--0 | 0.29--0 | 0.03--0 | 0.39--0 | com.bigtexapps.android.no | NOTES |
  21. INFO:root:## VALIDATION
  22. INFO:root:calendar | call_log | camera | contacts | location | microphone | phone | sms | ext_storage | | |
  23. INFO:root:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
  24. INFO:root: 0.00--0 | 0.01--0 | 0.16--0 | 0.08--0 | 0.22--0 | 0.01--0 | 0.33--1 | 0.00--0 | 0.77--1 ok | com.syshi_rolli_recepti | Sushi Rolls Recipes | [ext_storage] photo=1.0
  25. INFO:root: 0.01--0 | 0.02--0 | 0.04--0 | 0.19--0 | 0.19--0 | 0.02--1 | 0.42--0 | 0.01--0 | 0.71--1 ok | com.vervigroup.deadline2d | DEADLINE-2DO-NOTES WIDGET | [ext_storage] promo=1.0 promo=1.0 320x240=0.6 jobs=0.6 immediacy=0.5
  26. INFO:root: 0.00--0 | 0.01--0 | 0.01--0 | 0.03--0 | 0.12--0 | 0.00--0 | 0.21--0 | 0.00--0 | 0.35--1 | com.WazaBe.android.Batter | My Battery Drain Analyser |
  27. INFO:root: 0.02--0 | 0.05--0 | 0.38--0 | 0.37--0 | 0.34--1 | 0.16--0 | 0.48--0 | 0.02--0 | 0.93--1 ok | com.teklabs.vehicle.log.b | Vehicle Log Book | [ext_storage] recording=1.0 camera=1.0 formats=0.9 formats=0.9 receipts=0.8 receipts=0.8 page=0.8
  28. INFO:root: 0.01--0 | 0.12--0 | 0.05--0 | 0.26--0 | 0.24--0 | 0.02--0 | 0.52--1 ok | 0.07--0 | 0.68--1 ok | com.mobileCounter | Mobile Counter - Internet | [phone] gprs=1.0 wifi=0.7 wifi=0.7 2g=0.7; [ext_storage] gprs=1.0 2g=0.9 hotspots=0.9 stats=0.8 wifi=0.7 wifi=0.7 save=0.7
  29. INFO:root: 0.01--0 | 0.03--0 | 0.62--1 ok | 0.15--1 | 0.28--1 | 0.13--0 | 0.32--1 | 0.02--0 | 0.79--1 ok | com.infradog.serveradmin | Server Admin-VMware+Activ | [camera] camera=1.0 scanning=0.6 scanning=0.6; [ext_storage] photo=1.0 upload=0.7
  30. INFO:root: 0.02--0 | 0.01--0 | 0.05--0 | 0.35--0 | 0.54--1 ok | 0.04--0 | 0.65--1 ok | 0.02--0 | 0.76--1 ok | com.bollywoodhungama | Bollywood Hungama | [location] towns=1.0; [phone] phone=1.0 jukebox=0.8 glamorous=0.6; [ext_storage] glamorous=1.0 news=0.9 jukebox=0.6
  31. INFO:root: 0.54--1 ok | 0.51--1 ok | 0.08--0 | 0.63--1 ok | 0.16--0 | 0.05--0 | 0.49--0 | 0.29--0 | 0.69--1 ok | com.exmailfree | Exchange ExMail | [calendar] calendar=1.0; [call_log] eemails=1.0 contacts=0.8 contacts=0.8 contacts=0.8 activesync=0.5 email=0.5; [contacts] emails=1.0 contacts=0.9 contacts=0.9 contacts=0.9; [ext_storage] corporate=1.0 client=0.9 sp2=0.6 mail=0.6 privilege=0.6 yahoo=0.6
  32. INFO:root: 0.01--0 | 0.01--0 | 0.19--0 | 0.10--1 | 0.62--1 ok | 0.01--0 | 0.21--0 | 0.01--0 | 0.41--1 | org.kp.m | Kaiser Permanente | [location] location=1.0 pinpoint=0.9 near=0.8
  33. INFO:root: 0.00--0 | 0.03--0 | 0.58--1 ok | 0.06--0 | 0.12--1 | 0.14--0 | 0.27--1 | 0.01--0 | 0.60--1 ok | atticlab.ultrasound | Pregnancy Test Prank | [camera] ultrasound=1.0 photo=0.9; [ext_storage] photo=1.0
  34. INFO:root: 0.08--1 | 0.05--0 | 0.05--0 | 0.09--0 | 0.06--0 | 0.02--0 | 0.19--0 | 0.03--0 | 0.33--0 | com.linever.girlsschedule | Women's Stamp Calendar/Di |
  35. INFO:root: 0.00--0 | 0.01--0 | 0.03--0 | 0.11--0 | 0.22--0 | 0.24--1 | 0.46--0 | 0.01--0 | 0.50--1 | com.km.voice.talkingfish | Talking Fish |
  36. INFO:root: 0.01--0 | 0.05--0 | 0.03--0 | 0.14--1 | 0.13--0 | 0.02--0 | 0.46--1 | 0.04--1 | 0.40--0 | com.tweakker | Tweakker APN INTERNET MMS |
  37. INFO:root: 0.01--0 | 0.07--1 | 0.06--1 | 0.14--1 | 0.13--1 | 0.05--0 | 0.35--1 | 0.04--0 | 0.43--1 | how.towritea.cv | How To Write a CV |
  38. INFO:root: 0.01--1 | 0.02--1 | 0.10--1 | 0.15--1 | 0.93--1 ok | 0.01--0 | 0.44--1 | 0.03--1 | 0.41--1 | com.fsp.android.h | Sex Offender Search | [location] location=1.0 locations=0.9 map=0.8 map=0.8 map=0.8 near=0.8 neighborhood=0.8
  39. INFO:root: 0.02--0 | 0.02--0 | 0.14--0 | 0.33--0 | 0.32--0 | 0.01--0 | 0.48--0 | 0.02--1 | 0.48--1 | com.khasbuu.adnets | Amar Zar |
  40. INFO:root: 0.00--0 | 0.01--0 | 0.05--1 | 0.03--0 | 0.06--0 | 0.12--1 | 0.28--0 | 0.00--0 | 0.43--1 | com.tvt | SuperLiveHD |
  41. INFO:root:## VALIDATION METRICS
  42. Epoch 7/30
  43. INFO:root:
  44. precision recall f1-score support
  45.  
  46. calendar 1.00 0.03 0.05 152
  47. call_log 0.79 0.17 0.28 382
  48. camera 0.71 0.20 0.31 666
  49. contacts 0.77 0.23 0.36 1218
  50. location 0.75 0.32 0.45 1230
  51. microphone 0.73 0.12 0.21 438
  52. phone 0.64 0.33 0.44 1952
  53. sms 0.78 0.08 0.14 321
  54. ext_storage 0.79 0.64 0.71 3051
  55.  
  56. micro avg 0.75 0.38 0.50 9410
  57. macro avg 0.77 0.23 0.33 9410
  58. weighted avg 0.75 0.38 0.47 9410
  59. samples avg 0.42 0.30 0.33 9410
  60.  
  61.  
  62.  
  63. FILTER SIZE 3, 1000 NEURONS
  64.  
  65. INFO:root:## TRAIN
  66. INFO:root:calendar | call_log | camera | contacts | location | microphone | phone | sms | ext_storage | | |
  67. INFO:root:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
  68. INFO:root: 0.01--0 | 0.01--0 | 0.02--0 | 0.09--0 | 0.59--1 ok | 0.01--0 | 0.27--0 | 0.01--0 | 0.47--0 | com.agiliq.timezone.core | Time Zone Converter | [location] zones=1.0 cities=0.6 database=0.6
  69. INFO:root: 0.01--0 | 0.02--1 | 0.03--0 | 0.14--1 | 0.12--0 | 0.01--0 | 0.33--1 | 0.01--0 | 0.60--1 ok | mobi.infolife.launcher2 | EZ Launcher | [ext_storage] widgets=1.0 productions=0.7 handy=0.6
  70. INFO:root: 0.01--0 | 0.02--0 | 0.18--0 | 0.17--0 | 0.13--0 | 0.05--0 | 0.37--1 | 0.02--0 | 0.84--1 ok | com.android_e.humorwhatsa | Humor Whatsapp | [ext_storage] distribute=1.0 images=0.8 funniest=0.8 images=0.7 latest=0.6 love=0.6 obtained=0.6
  71. INFO:root: 0.06--0 | 0.39--0 | 0.48--1 | 0.87--1 ok | 0.78--1 ok | 0.58--1 ok | 0.80--1 ok | 0.42--1 | 0.96--1 ok | wala.chat | Wala | [contacts] messages=1.0 participants=1.0 messages=0.8 explore=0.8 number=0.7 reliable=0.7 text=0.6 text=0.6 voice=0.5; [location] friends=1.0 unique=0.5 messaging=0.5; [microphone] voice=1.0 photos=1.0 voice=0.9 text=0.8 messages=0.5; [phone] messages=1.0 voice=0.9 photos=0.9 messages=0.8 text=0.8 voice=0.8 chat=0.7 messages=0.6 phone=0.6; [ext_storage] voice=1.0 text=0.9 photos=0.8 photos=0.6 continuously=0.6 messaging=0.5 news=0.5
  72. INFO:root: 0.01--0 | 0.05--0 | 0.67--1 ok | 0.17--0 | 0.18--1 | 0.06--0 | 0.31--0 | 0.03--0 | 0.92--1 ok | com.muxixihe.instasplitpi | InstaSplitPic | [camera] ability=1.0; [ext_storage] photo=1.0 easily=0.7 post=0.7 sharp=0.6 instagram=0.5
  73. INFO:root: 0.00--0 | 0.01--0 | 0.38--1 | 0.10--0 | 0.11--0 | 0.01--0 | 0.26--1 | 0.01--0 | 0.96--1 ok | com.bala | fotolab | [ext_storage] effects=1.0 photo=1.0 photos=0.7 wherever=0.6 impressive=0.6 photo=0.6
  74. INFO:root: 0.01--0 | 0.01--0 | 0.07--0 | 0.08--0 | 0.20--0 | 0.05--1 | 0.26--1 | 0.01--0 | 0.60--1 ok | jp.co.benesse.iz | Imagination Zoo | [ext_storage] diagrams=1.0 crayon=0.5
  75. INFO:root: 0.03--0 | 0.05--0 | 0.11--0 | 0.32--1 | 0.46--1 | 0.04--0 | 0.56--1 ok | 0.04--0 | 0.59--1 ok | com.jackthreads.android | JackThreads: Shopping for | [phone] best-in-class=1.0; [ext_storage] best-in-class=1.0
  76. INFO:root: 0.02--1 | 0.06--0 | 0.10--0 | 0.31--0 | 0.51--1 ok | 0.06--0 | 0.41--0 | 0.06--0 | 0.81--1 ok | de.devmil.minimaltext | Minimalistic Text: Widget | [location] weather=1.0 weather=0.8 permission=0.6 get=0.6 retrieve=0.5; [ext_storage] https=1.0 http=0.8 gain=0.5 videos=0.5
  77. INFO:root: 0.01--1 | 0.02--0 | 0.08--0 | 0.49--0 | 0.42--1 | 0.04--1 | 0.68--1 ok | 0.01--1 | 0.95--1 ok | in.AajTak.headlines | AajTak | [phone] entertainment=1.0 channel=0.8 television=0.7 news=0.6 bollywood=0.6 insight=0.6 covering=0.5; [ext_storage] website=1.0 news=1.0 video=0.9 photo=0.9 also=0.7 entertainment=0.7 television=0.6 galleries=0.6 24-hour=0.6
  78. INFO:root: 0.01--0 | 0.02--0 | 0.23--1 | 0.04--0 | 0.14--0 | 0.05--0 | 0.16--1 | 0.01--0 | 0.79--1 ok | binarts.apps.comics | Comics Camera | [ext_storage] gallery=1.0 effects=0.8 picture=0.7 comics=0.6 camera=0.6 use=0.6 pictures=0.5
  79. INFO:root: 0.02--0 | 0.10--0 | 0.65--1 ok | 0.43--1 | 0.38--1 | 0.21--1 | 0.59--1 ok | 0.07--0 | 0.95--1 ok | com.socialcam.android | Socialcam | [camera] camera=1.0 existing=0.8 accounts=0.7 videos=0.7 front=0.7 video=0.6; [phone] videos=1.0 comment=0.8 accounts=0.8 private=0.8 videos=0.7 friends=0.7 videos=0.7 phone=0.5 view=0.5; [ext_storage] videos=1.0 videos=0.9 camera=0.8 video=0.8 video=0.7 videos=0.6 accounts=0.6 videos=0.6
  80. INFO:root: 0.04--0 | 0.48--1 | 0.42--1 | 0.82--1 ok | 0.51--1 ok | 0.68--1 ok | 0.80--1 ok | 0.44--1 | 0.96--1 ok | com.voipswitch.vippie2 | Vippie - free calls & mes | [contacts] support=1.0 notifications=0.9 voicemail=0.8 messages=0.8 messages=0.8 group=0.7 e-mail=0.7 voicemails=0.7 confirmation=0.7; [location] group=1.0 support=1.0 messages=0.9 messages=0.9 notifications=0.7 month=0.7 call=0.6 worldwide=0.6; [microphone] pictures=1.0 notifications=0.9 worldwide=0.9 voicemail=0.8 video=0.7 videos=0.7 voice=0.7 voice=0.7 voicemails=0.6; [phone] voicemail=1.0 voicemails=0.8 notifications=0.7 support=0.7 messages=0.5 messages=0.5; [ext_storage] videos=1.0 video=0.7 video=0.7 attachments=0.6 attachments=0.6 video=0.6 photo=0.5 photo=0.5
  81. INFO:root: 0.06--0 | 0.28--0 | 0.64--1 ok | 0.75--1 ok | 0.85--1 ok | 0.59--1 ok | 0.74--1 ok | 0.30--1 | 0.95--1 ok | com.igg.android.im | LINK - with people nearby | [camera] interests=1.0; [contacts] date=1.0 http=0.8 http=0.8 chat=0.6 chatting=0.5; [location] based=1.0 's=0.9 connects=0.8 interests=0.7 people=0.6; [microphone] voice=1.0 even=0.8; [phone] voice=1.0 chatting=0.8 chat=0.5; [ext_storage] interests=1.0 photos=0.9 pictures=0.8 video=0.7 even=0.6 app=0.5 based=0.5
  82. INFO:root: 0.04--1 | 0.04--0 | 0.11--0 | 0.64--1 ok | 0.56--1 ok | 0.11--0 | 0.60--1 ok | 0.05--0 | 0.91--1 ok | com.july.cricinfo | The ESPNcricinfo Cricket | [contacts] e-mails=1.0 notifications=0.8; [location] news=1.0 milestones=0.8 write=0.8; [phone] notifications=1.0 e-mails=1.0 writers=0.8 video=0.5 alerts=0.5; [ext_storage] writers=1.0 video=0.9 magazine=0.7 switcher=0.7 records=0.6 write=0.6 audio=0.5
  83. INFO:root: 0.06--1 | 0.08--0 | 0.09--0 | 0.25--0 | 0.45--1 | 0.06--0 | 0.41--1 | 0.09--0 | 0.47--0 | whitebird.earlybird_HSR | Morning Bird Booking |
  84. INFO:root: 0.04--0 | 0.35--1 | 0.06--0 | 0.51--1 ok | 0.38--0 | 0.17--0 | 0.61--1 ok | 0.31--1 | 0.64--1 ok | com.mobilityflow.ashell | aShell Launcher Homescree | [contacts] requests=1.0; [phone] requests=1.0 messages=0.8 wi-fi=0.7 bluetooth=0.7; [ext_storage] requests=1.0 wi-fi=0.6
  85. INFO:root: 0.00--0 | 0.02--1 | 0.60--1 ok | 0.14--1 | 0.12--0 | 0.06--0 | 0.35--0 | 0.01--0 | 0.97--1 ok | mobi.bcam.valentine | Love and be loved. Selfie | [camera] photo=1.0 photo=0.8 camera=0.8 camera=0.7 camera=0.6 mirror=0.6 downloader=0.6 photo=0.6 camera=0.6; [ext_storage] photo=1.0 photo=0.9 uploading=0.8 photo=0.8 photo=0.7 portrait=0.6 gallery=0.6 photos=0.6 camera=0.6
  86. INFO:root:## VALIDATION
  87. INFO:root:calendar | call_log | camera | contacts | location | microphone | phone | sms | ext_storage | | |
  88. INFO:root:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
  89. INFO:root: 0.01--0 | 0.02--0 | 0.57--0 | 0.20--0 | 0.16--0 | 0.07--0 | 0.42--0 | 0.02--0 | 0.94--1 ok | com.appspot.swisscodemonk | Make Me A Pirate | [ext_storage] camera=1.0 pirate=0.7 pirate=0.7 pirate=0.7 like=0.6 photo=0.6
  90. INFO:root: 0.01--0 | 0.07--0 | 0.65--1 ok | 0.28--0 | 0.19--0 | 0.05--0 | 0.41--0 | 0.04--0 | 0.94--1 ok | com.piviandco.uglybooth | UglyBooth | [camera] taken=1.0 device=1.0 colleagues=0.8; [ext_storage] colleagues=1.0 device=0.8 via=0.7 app=0.6 results=0.5
  91. INFO:root: 0.04--0 | 0.13--0 | 0.28--0 | 0.52--1 ok | 0.72--1 ok | 0.06--1 | 0.59--1 ok | 0.14--0 | 0.77--0 | com.innerfence.ccterminal | Credit Card Terminal | [contacts] receipts=1.0; [location] showing=1.0 send=0.8; [phone] receipts=1.0 collect=0.6 credit=0.5
  92. INFO:root: 0.02--0 | 0.10--0 | 0.08--0 | 0.22--0 | 0.22--0 | 0.04--0 | 0.50--1 ok | 0.06--0 | 0.59--1 ok | com.anony.wififinder | Wifi password recovery | [phone] hacker=1.0 wifi=0.8 wifi=0.7 hacking=0.6 app=0.6 recover=0.5; [ext_storage] recover=1.0 wifi=0.8 hacker=0.7 hacking=0.7
  93. INFO:root: 0.05--0 | 0.17--0 | 0.38--0 | 0.68--1 ok | 0.86--1 ok | 0.08--0 | 0.68--1 ok | 0.17--0 | 0.88--1 ok | com.singPost | SingPost Mobile App | [contacts] registered=1.0 local=0.9 parcels=0.8; [location] parcels=1.0 parcel=1.0 find=0.9 postal=0.7; [phone] nearest=1.0 local=1.0 various=0.9 registered=0.9 office=0.9 locations=0.9 parcels=0.8 convenience=0.7 updates=0.6; [ext_storage] locate=1.0 posting=0.7 registered=0.6 parcels=0.6 brings=0.5 information=0.5
  94. INFO:root: 0.02--0 | 0.05--0 | 0.10--0 | 0.42--1 | 0.38--0 | 0.05--0 | 0.49--0 | 0.04--0 | 0.70--1 ok | com.ondemandapps.gusalwaz | Gusal - Wazoo - Namaz ke | [ext_storage] sisters=1.0 brothers=0.7 fellows=0.6 images=0.6 us=0.6
  95. INFO:root: 0.04--0 | 0.12--1 | 0.15--0 | 0.56--1 ok | 0.58--1 ok | 0.04--0 | 0.60--1 ok | 0.12--1 | 0.72--1 ok | com.stc | My STC | [contacts] subscribed=1.0 services=0.6 accounts=0.6; [location] latest=1.0 packages=0.8 outlets=0.7; [phone] subscribed=1.0 outlets=0.9 services=0.7 redeem=0.6 accounts=0.6; [ext_storage] latest=1.0 outlets=0.8 view=0.5
  96. INFO:root: 0.01--0 | 0.03--0 | 0.16--0 | 0.22--0 | 0.15--0 | 0.08--1 | 0.35--1 | 0.03--0 | 0.74--1 ok | com.outfit7.talkingginger | Talking Ginger | [ext_storage] videos=1.0 images=0.7 videos=0.6 upload=0.5 send=0.5
  97. INFO:root: 0.03--0 | 0.44--1 | 0.48--1 | 0.76--1 ok | 0.55--0 | 0.32--0 | 0.79--1 ok | 0.39--0 | 0.95--1 ok | com.j2.efax | eFax - Mobile Phone Fax A | [contacts] messages=1.0 faxes=0.9 faxes=0.8 forward=0.7; [phone] faxes=1.0 messages=0.9 fax=0.6 faxes=0.6 faxes=0.6 faxes=0.5 forward=0.5; [ext_storage] photos=1.0 documents=1.0 enhance=0.9 trial=0.8 emails=0.7 storage=0.7 messages=0.7 using=0.6 scan=0.6
  98. INFO:root: 0.00--0 | 0.00--1 | 0.02--0 | 0.02--1 | 0.05--0 | 0.01--0 | 0.13--1 | 0.00--1 | 0.39--1 | demo.galmoori.datausage | dodol Phone (data, call, |
  99. INFO:root: 0.06--0 | 0.20--0 | 0.17--0 | 0.48--1 | 0.40--1 | 0.11--0 | 0.53--1 ok | 0.16--0 | 0.69--1 ok | com.netqin.smrtbst956 | NQ Easy Battery Saver FRE | [phone] mobile=1.0 phone=0.8 phone=0.8 phone=0.7 updates=0.7 creative=0.7 phone=0.6 instant=0.6 optimizes=0.6; [ext_storage] productivity=1.0 screen=0.8 mobile=0.7 mobile=0.7 creative=0.6 updates=0.6 mobile=0.5
  100. INFO:root: 0.01--0 | 0.02--0 | 0.06--0 | 0.10--0 | 0.13--0 | 0.04--1 | 0.34--0 | 0.01--0 | 0.68--1 ok | com.pptremotecontrol.andr | Remote for PowerPoint Key | [ext_storage] presenter=1.0 600.000=0.7 downloaded=0.5
  101. INFO:root: 0.00--0 | 0.02--0 | 0.02--0 | 0.04--0 | 0.04--0 | 0.05--1 | 0.18--1 | 0.01--0 | 0.37--1 | net.hciilab.scutgPen.IME | gPen IME(繁體版手寫輸入法) |
  102. INFO:root: 0.01--0 | 0.03--0 | 0.16--1 | 0.06--0 | 0.21--0 | 0.09--0 | 0.24--1 | 0.02--0 | 0.41--1 | com.gau.go.launcherex.gow | Flashlight |
  103. INFO:root: 0.02--0 | 0.08--0 | 0.11--1 | 0.18--1 | 0.19--1 | 0.04--0 | 0.41--1 | 0.05--0 | 0.54--1 ok | codecore.widget | Switch Widget - All In On | [ext_storage] wifi=1.0 brightness=0.6
  104. INFO:root: 0.03--0 | 0.12--1 | 0.33--1 | 0.34--0 | 0.30--1 | 0.07--0 | 0.42--1 | 0.10--0 | 0.80--1 ok | mig.app.gallery | Apps Lock & Gallery Hider | [ext_storage] app=1.0 captures=0.5
  105. INFO:root: 0.04--1 | 0.26--1 | 0.43--0 | 0.75--1 ok | 0.58--1 ok | 0.37--0 | 0.69--1 ok | 0.26--1 | 0.95--1 ok | com.genie9.gcloudbackup | G Cloud Backup | [contacts] contacts=1.0 never-ending=0.9 send=0.8 customizations=0.6 messages=0.6 phone=0.6 download=0.5; [location] send=1.0 secure=0.8 contacts=0.6; [phone] music=1.0 videos=0.9 photos=0.9 phone=0.8 music=0.8 messages=0.8 contacts=0.8 share=0.7 send=0.7; [ext_storage] photos=1.0 videos=1.0 contacts=0.8 messages=0.8 videos=0.7 documents=0.6 videos=0.6 videos=0.5 music=0.5
  106. INFO:root: 0.04--0 | 0.22--0 | 0.15--1 | 0.40--1 | 0.32--1 | 0.11--0 | 0.48--1 | 0.20--1 | 0.62--1 ok | com.rsupport.rs.activity. | ONE TOUCH Support | [ext_storage] tapping=1.0
  107. INFO:root: 0.04--1 | 0.15--1 | 0.17--0 | 0.55--1 ok | 0.64--1 ok | 0.31--0 | 0.67--1 ok | 0.16--0 | 0.78--1 ok | com.kebab.Llama | Llama - Location Profiles | [contacts] time-based=1.0 profiles=0.5 sound=0.5; [location] live=1.0 populated=0.9 import/export=0.6 colleagues=0.5; [phone] music=1.0 headset=0.9 sound=0.8 vibrate=0.8 ringer=0.7 time-based=0.7 profiles=0.6 phone=0.6 morning=0.5; [ext_storage] time-based=1.0 sound=1.0 music=0.9 morning=0.7 profiles=0.6 manage=0.6 phone=0.5 ringer=0.5 vibrate=0.5
  108. INFO:root: 0.07--1 | 0.05--0 | 0.07--0 | 0.71--1 ok | 0.70--1 ok | 0.06--0 | 0.58--1 ok | 0.09--0 | 0.78--1 ok | com.lafitness.lafitness | LA Fitness Mobile | [contacts] tweets=1.0 latest=0.5 receipts=0.5; [location] convenient=1.0 easy=0.7; [phone] receipts=1.0 tweets=0.9 frequented=0.8 friends=0.6 list=0.6; [ext_storage] tweets=1.0 frequented=0.8 organized=0.7 latest=0.7 receipts=0.7 offer=0.6 updates=0.5
  109. INFO:root: 0.01--1 | 0.06--0 | 0.04--0 | 0.09--0 | 0.06--0 | 0.02--0 | 0.23--0 | 0.04--0 | 0.40--0 | com.linever.girlsschedule | Women's Stamp Calendar/Di |
  110. INFO:root:## VALIDATION METRICS
  111. INFO:root:
  112. Epoch 4/30
  113. precision recall f1-score support
  114.  
  115. calendar 0.00 0.00 0.00 134
  116. call_log 0.72 0.06 0.10 327
  117. camera 0.59 0.11 0.18 568
  118. contacts 0.66 0.32 0.43 1045
  119. location 0.65 0.32 0.43 1059
  120. microphone 0.76 0.04 0.08 373
  121. phone 0.64 0.33 0.44 1686
  122. sms 0.69 0.04 0.08 274
  123. ext_storage 0.73 0.78 0.76 2636
  124.  
  125. micro avg 0.70 0.42 0.52 8102
  126. macro avg 0.60 0.22 0.28 8102
  127. weighted avg 0.67 0.42 0.47 8102
  128. samples avg 0.48 0.35 0.37 8102
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