This model was trained by Shinji Watanabe using gigaspeech recipe in espnet. Python API See https://github.com/espnet/espnet_model_zoo Evaluate in the recipe git clone https://github.com/espnet/espnet cd espnet git checkout dcb5bdb2ffa34a9f44255c0b073759c5b9b3f86e pip install -e . cd egs2/gigaspeech/asr1 ./run.sh --skip_data_prep false --skip_train true --download_model Shinji Watanabe/gigaspeech_asr_train_asr_raw_en_bpe5000_valid.acc.ave Results # RESULTS ## Environments - date: `Tue Mar 23 10:03:49 EDT 2021` - python version: `3.8.5 (default, Sep 4 2020, 07:30:14) [GCC 7.3.0]` - espnet version: `espnet 0.9.8` - pytorch version: `pytorch 1.7.1` - Git hash: `dcb5bdb2ffa34a9f44255c0b073759c5b9b3f86e` - Commit date: `Sat Mar 13 10:16:16 2021 -0500` ## asr_train_asr_raw_en_bpe5000 ### WER |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err| |---|---|---|---|---|---|---|---|---| |decode_asr_asr_model_valid.acc.ave/dev|2043|51075|92.9|4.5|2.6|2.1|9.2|65.6| |decode_asr_asr_model_valid.acc.ave/test|9627|175116|90.5|7.0|2.5|6.1|15.6|69.3| ### CER |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err| |---|---|---|---|---|---|---|---|---| |decode_asr_asr_model_valid.acc.ave/dev|2043|271188|97.5|0.9|1.6|1.7|4.2|65.6| |decode_asr_asr_model_valid.acc.ave/test|9627|909930|96.5|1.6|1.9|5.6|9.0|69.3| ### TER |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err| |---|---|---|---|---|---|---|---|---| |decode_asr_asr_model_valid.acc.ave/dev|2043|63598|93.3|3.9|2.8|2.1|8.8|65.6| |decode_asr_asr_model_valid.acc.ave/test|9627|218851|90.8|6.1|3.1|7.0|16.2|69.3| ASR config config: conf/train_asr.yaml print_config: false log_level: INFO dry_run: false iterator_type: sequence output_dir: exp/asr_train_asr_raw_en_bpe5000 ngpu: 1 seed: 0 num_workers: 1 num_att_plot: 3 dist_backend: nccl dist_init_method: env:// dist_world_size: 4 dist_rank: 0 local_rank: 0 dist_master_addr: localhost dist_master_port: 37831 dist_launcher: null multiprocessing_distributed: true unused_parameters: false sharded_ddp: false cudnn_enabled: true cudnn_benchmark: false cudnn_deterministic: true collect_stats: false write_collected_feats: false max_epoch: 20 patience: null val_scheduler_criterion: - valid - loss early_stopping_criterion: - valid - loss - min best_model_criterion: - - valid - acc - max keep_nbest_models: 10 grad_clip: 5.0 grad_clip_type: 2.0 grad_noise: false accum_grad: 4 no_forward_run: false resume: true train_dtype: float32 use_amp: false log_interval: null use_tensorboard: true use_wandb: false wandb_project: null wandb_id: null detect_anomaly: false pretrain_path: null init_param: [] freeze_param: [] num_iters_per_epoch: null batch_size: 20 valid_batch_size: null batch_bins: 35000000 valid_batch_bins: null train_shape_file: - exp/asr_stats_raw_en_bpe5000/train/speech_shape - exp/asr_stats_raw_en_bpe5000/train/text_shape.bpe valid_shape_file: - exp/asr_stats_raw_en_bpe5000/valid/speech_shape - exp/asr_stats_raw_en_bpe5000/valid/text_shape.bpe batch_type: numel valid_batch_type: null fold_length: - 80000 - 150 sort_in_batch: descending sort_batch: descending multiple_iterator: false chunk_length: 500 chunk_shift_ratio: 0.5 num_cache_chunks: 1024 train_data_path_and_name_and_type: - - dump/raw/train/wav.scp - speech - kaldi_ark - - dump/raw/train/text - text - text valid_data_path_and_name_and_type: - - dump/raw/dev/wav.scp - speech - kaldi_ark - - dump/raw/dev/text - text - text allow_variable_data_keys: false max_cache_size: 0.0 max_cache_fd: 32 valid_max_cache_size: null optim: adam optim_conf: lr: 0.0015 scheduler: warmuplr scheduler_conf: warmup_steps: 25000 token_list: - - - S - ▁THE - ▁TO - ▁OF - ▁A - ▁AND - '''' - ▁THAT - ▁IN - ▁YOU - ▁I - ▁IT - T - ▁IS - ▁WAS - ED - ▁WE - ▁FOR - ING - ▁THIS - D - ▁ON - ▁BE - ▁WITH - ▁HAVE - ▁SO - ▁HE - RE - ▁THEY - ▁ARE - ▁NOT - ▁AS - ▁LIKE - ▁AT - ▁KNOW - ▁WHAT - LY - ▁CAN - ▁DO - ▁ABOUT - ▁ALL - ▁HIS - M - ▁HAD - '-' - ▁ONE - ▁OR - ▁FROM - ▁THERE - ▁ME - ▁MY - ▁BUT - ▁JUST - ▁YOUR - ▁AN - ▁BY - Y - ▁IF - ▁OUT - ▁PEOPLE - ▁UP - ▁HER - ER - ▁WERE - ▁THINK - E - N - ▁WOULD - ▁SHE - ▁THEIR - ▁WHO - ▁MORE - ▁OUR - ▁THEM - ▁WHEN - ▁WHICH - ▁VERY - ▁WILL - ▁SOME - ▁TIME - ▁BEEN - R - ▁GET - ▁HAS - ▁GOING - ▁HIM - VE - ▁REALLY - ▁HOW - ▁DON - ▁NO - ▁THEN - LL - ▁GO - ▁BECAUSE - ▁NOW - AL - ▁INTO - ▁THESE - ▁OTHER - ▁RIGHT - ▁SEE - ▁SAID - ▁HERE - ▁WAY - ▁TWO - ▁US - ▁WANT - ▁COULD - ▁S - ▁SAY - ▁OVER - ▁AH - ES - ▁WHERE - ▁BACK - ▁ALSO - ▁THOSE - ▁THINGS - ▁MAKE - ▁KIND - ▁MUCH - IN - ▁WELL - ▁GOOD - ▁DID - L - ▁FIRST - ▁THAN - ▁LITTLE - ▁RE - C - ▁NEW - ▁WORK - ▁ANY - A - P - ▁LOT - ▁DOWN - ▁SOMETHING - ▁THING - OR - LE - ▁MAN - ▁GOT - B - ▁COME - ▁ONLY - G - ▁BEING - ▁ACTUALLY - ▁LOOK - O - ▁TAKE - ▁EVEN - ▁NEED - ▁THROUGH - W - ▁GREAT - ▁WORLD - ▁MANY - ▁SHOULD - ▁YEARS - ATION - ▁UM - ▁MOST - ▁DAY - ▁YEAH - ▁LIFE - ▁BEFORE - ▁THREE - ▁UN - ION - ▁DIFFERENT - ▁DE - ▁MIGHT - ▁LET - ▁MADE - ▁MEAN - ▁PART - IC - ▁AGAIN - TH - ▁AFTER - ▁OWN - ▁USE - ITY - ABLE - ▁LONG - ▁STILL - ▁MAY - F - ▁OFF - ▁NEVER - ▁PUT - ▁C - ▁SAME - ▁EVERY - CH - AN - 'ON' - ERS - I - ▁POINT - RO - ▁TOO - ▁DOING - ▁LAST - RI - ▁AROUND - K - ▁CAME - ▁SORT - H - AR - ▁LOVE - MENT - IVE - ▁FIND - ▁WHY - ▁TALK - ▁FIVE - IL - ▁TELL - LA - ▁END - LI - ▁AM - ▁THOUGHT - NESS - ▁PLACE - ▁YEAR - ▁E - ▁ALWAYS - ▁SHOW - ▁GIVE - ▁DIDN - ▁FEEL - Z - ▁OLD - UR - DE - ▁ANOTHER - ▁SUCH - U - ▁QUESTION - RA - TER - ▁WENT - ▁DOES - ▁HELP - IT - ▁HOME - ▁HUNDRED - ▁NEXT - ▁START - ▁COURSE - ▁UNDER - EN - NE - EL - ▁BIT - ▁FOUND - ▁FOUR - ▁CALLED - ▁DONE - ▁AWAY - ▁THOUSAND - ▁BIG - ▁SURE - ▁O - ▁PERSON - ▁TWENTY - ▁BETTER - CK - ▁CO - CE - ▁HOUSE - US - MA - ▁FACT - ▁GONNA - UL - ▁HEAD - ▁DIS - ▁MEN - ▁HAND - ▁P - ▁ABLE - NA - ▁TEN - ▁IMPORTANT - ▁MUST - ▁NAME - ▁TODAY - ▁FEW - ▁CAR - ▁EACH - ▁STATE - RY - ▁SIDE - ENT - ▁MIND - EST - ▁CALL - ATE - MAN - TA - ▁BETWEEN - ▁EVER - ▁SCHOOL - ▁BOTH - ▁MONEY - ▁UPON - ▁REAL - ▁WHOLE - ▁MOMENT - IA - ▁NUMBER - IST - ET - X - ▁DATA - ▁HIGH - ▁GOD - ▁F - ▁BOOK - ▁BEST - ▁SET - ▁PO - ▁HAVING - GE - ▁WITHOUT - ▁KEEP - ▁LOOKING - ▁CHANGE - OL - ▁SECOND - ▁LA - ▁FACE - ▁CASE - ▁FAR - ▁HUMAN - IES - ▁HARD - TE - ▁PRO - ▁LEFT - ▁TOGETHER - _ - ▁SYSTEM - ▁PUBLIC - ▁MR - ▁IDEA - ▁ONCE - ▁ANYTHING - ID - TED - ▁USED - ▁B - ▁ENOUGH - ▁WAR - SH - ▁EXAMPLE - ▁STORY - ▁DOESN - ▁LIVE - ▁TALKING - ARY - ▁QUITE - ▁AGAINST - ▁NIGHT - ▁POWER - ▁UNDERSTAND - ▁CON - '000' - ▁MAYBE - ▁BELIEVE - ▁COUNTRY - ▁GETTING - ▁YOUNG - ▁BO - ▁TRYING - ▁OPEN - ▁THANK - ▁MO - VER - TO - CO - ▁WHILE - ▁SAW - ▁SIX - ▁CARE - LO - LING - ▁G - TIC - ▁K - ▁SAYS - ▁ST - ▁HIMSELF - ▁WEEK - ▁EVERYTHING - ▁ROOM - AT - LESS - ▁WATER - INE - ▁D - IS - ▁NOTHING - ▁LIGHT - ▁TOOK - IAN - ▁READ - ▁MA - ▁SENSE - IR - ▁STARTED - ▁COMING - ▁SUPPORT - ▁WHITE - ▁RO - ▁BUSINESS - ▁PROBABLY - FUL - ▁ORDER - ▁FAMILY - ▁PRETTY - ▁SAYING - ▁SEEN - ▁BLACK - ▁TOLD - ▁PROCESS - ▁PER - TON - TING - ▁TRY - ▁THOUGH - ▁HEAR - ▁WANTED - TI - ▁MATTER - ▁HOPE - ▁WORKING - ▁ASK - ▁GOVERNMENT - ▁BA - ▁EX - ▁PRE - ▁HEARD - IE - ▁EXPERIENCE - ATED - ME - ▁HEART - ISM - KE - ▁NA - ANT - ▁MAKING - ▁ALREADY - ▁EN - MO - ▁PROBLEM - ▁SMALL - ▁YET - ▁RUN - 'NO' - ▁REMEMBER - OUS - ▁LI - ▁PERCENT - ▁INFORMATION - ▁WORD - ▁CHILDREN - ▁REASON - ▁OFTEN - ▁KNEW - ▁EYES - ▁ALMOST - ▁YES - ▁ELSE - ▁ASKED - ▁LESS - ▁STUFF - ▁HEALTH - ▁RA - PH - ▁U - HO - AS - ▁CITY - IM - ANCE - ▁PLAY - ▁COMMUNITY - ▁WOMEN - TY - ▁FATHER - ▁VI - ATING - ▁DAYS - ▁LOOKED - ▁ANSWER - ▁FREE - ▁MEANS - CI - SON - ▁PRESIDENT - ▁OH - UM - ▁BAD - LED - ISH - PE - UND - NT - NG - ▁WHETHER - OP - ▁FORM - AGE - ▁LEVEL - BE - ▁MYSELF - ▁SEVEN - ▁THIRTY - ▁DOOR - ▁LAW - ▁HALF - ▁BECOME - ▁SOMEONE - ▁SOCIAL - ▁MOTHER - ▁BRING - UP - IAL - ▁DU - PO - ▁LAND - ▁QUESTIONS - ▁WORDS - ▁EIGHT - ▁HO - ▁SHALL - ▁AGO - ▁COM - ▁DR - ▁SINCE - ▁TRUE - ▁BODY - ▁LEAST - ▁ACROSS - ▁LINE - ▁WITHIN - ▁MOVE - ▁INTERESTING - ▁LARGE - ▁FELT - HA - ▁LE - ▁SP - ▁TIMES - ▁CA - ▁USING - ▁T - ▁HAPPENED - ▁WOMAN - ▁LATER - ENCE - ▁STATES - ▁FULL - ▁DA - MB - MIN - ▁VOICE - UN - ▁STUDENTS - BER - ▁COMPANY - ▁VIEW - ▁THINKING - ▁VIDEO - ▁TURN - ▁IMP - ▁LEAVE - ▁PAST - ▁MAR - ▁HISTORY - ▁FRIEND - ▁DOLLARS - ▁OKAY - NI - ▁JOB - ▁SHORT - ▁PAGE - ▁COMES - DO - ▁FIRE - ▁TEAM - ▁REST - ▁DI - ▁GROUP - ▁CERTAIN - ▁UNTIL - ▁AIR - BO - ▁ACT - ▁COURT - ▁RESEARCH - ▁SPACE - ▁BUILDING - ▁AMERICAN - OT - ▁BRAIN - ▁GAME - ▁APP - ▁STA - AM - MI - ▁ALONG - ▁SE - ▁BAR - RING - VI - ▁DEATH - ▁HAPPEN - ▁DEAL - ▁CLOSE - ▁DURING - ▁STRONG - ▁CHILD - ▁WON - ▁MORNING - ▁SOON - ▁GENERAL - ▁THEMSELVES - ▁PLAN - ▁CAUSE - ▁SCIENCE - ▁NE - ▁PRESENT - ▁ART - ▁EM - ▁FIGURE - LAND - ▁REPORT - ▁W - ▁FUTURE - ▁POSSIBLE - ▁POST - ▁SOMETIMES - ▁MU - ▁FIFTY - ▁SHA - V - VA - MP - DA - ▁PROGRAM - ▁YOURSELF - WAY - ▁MILLION - ARD - ▁CLEAR - FF - ▁GAVE - ▁GOES - ▁RATHER - ▁STAY - ▁EARLY - ▁MISS - ▁JU - DI - ▁LEARN - ▁RED - ▁COUPLE - NY - ▁TOP - ▁GIVEN - ▁FRIENDS - ▁FRONT - ▁CONVERSATION - ▁PAY - MON - '1' - ▁EVERYONE - ▁CREATE - ▁SPEAK - ▁HI - ▁FOOD - ▁CONTROL - FI - ▁TEST - ▁TERMS - ▁BEHIND - ▁WASN - ▁GUYS - ▁WHATEVER - ▁FEELING - ▁LANGUAGE - ▁BASICALLY - RU - GG - ▁PARTICULAR - ▁HA - ▁MUSIC - ▁SOUND - ▁BREAK - ▁TAKING - CON - RAN - ▁VALUE - ▁WRONG - ▁STAR - ▁BUILD - BI - ▁GONE - ▁BOARD - DY - ▁WRITE - ▁EITHER - ▁SEEMED - ▁KING - ▁TURNED - ▁SA - ALLY - '2' - '9' - NCE - ▁LO - ▁FORWARD - BU - ▁TAKEN - ▁UNIVERSITY - CA - ▁EVERYBODY - PA - LINE - ▁STOP - ▁ITSELF - ▁BROUGHT - ▁MAKES - ▁HANDS - ▁GUESS - IZED - ▁AGE - ▁SERVICE - ▁WAYS - ▁NINE - ▁BEGAN - ▁HU - ▁GRA - ▁FEAR - ▁NATIONAL - PER - ▁SELF - ▁EXACTLY - ▁TI - DING - GO - ▁TABLE - ▁SOMEBODY - ▁LIVING - HE - ▁BECAME - ▁RU - ▁SINGLE - ▁VA - ▁COMP - ▁SIGN - ▁FALL - LIC - ▁SEA - ▁GIRL - ▁UNITED - IG - ▁KIDS - '3' - ITIES - ▁M - ▁STUDY - ▁FORTY - ▁CHECK - ▁ADD - PI - ▁COMMON - ▁PI - PED - RS - ▁TRUMP - ▁GUY - ▁JE - ▁SUB - ▁HIT - ▁SUPER - BA - ▁SEEMS - ▁ISN - ▁AL - ▁ALLOW - ISE - ▁POLITICAL - ▁PROJECT - ▁SEND - ▁INTEREST - ▁SHARE - ▁JOHN - ▁NEAR - ▁VE - ▁MARKET - ▁CERTAINLY - ▁ISSUE - ▁CLA - ▁LOW - ▁WISH - ▁COST - AD - ▁KNOWN - CU - ▁MONTHS - ▁SOUTH - ▁NICE - ▁RECORD - ▁TA - WA - ▁LU - END - ▁SUN - AK - ▁SON - ▁STAND - '7' - ▁KEY - ▁V - LU - ▁RI - GRA - ▁GA - ▁BOY - ▁GROUND - ▁EASY - ▁ACCOUNT - ▁HAPPY - '8' - ▁OFFICE - ▁CLASS - URE - ▁HOLD - TOR - OS - '6' - ▁CUT - ▁MODEL - ▁CHURCH - '4' - ▁MEDIA - BB - ▁EARTH - ▁STREET - IOUS - ▁LISTEN - ▁PA - ▁LIVES - ▁CANNOT - ▁FE - ▁LOST - ▁BUY - ▁STEP - LIN - OM - UT - LES - ▁PAPER - ▁FIELD - ▁BEAUTIFUL - ▁SPECIAL - VING - SHIP - ▁ACTION - '5' - ▁DEEP - ▁AREA - ▁MINUTES - ▁NATURE - NER - ▁EDUCATION - ▁YORK - KING - ▁SITUATION - ▁WALL - ▁DIFFICULT - OW - QUI - ▁BI - ▁PLEASE - ▁AMONG - ▁POSITION - ▁WATCH - ▁JA - ▁MRS - ▁TYPE - AC - ▁SLEEP - ▁DIFFERENCE - TEN - ▁HOURS - ▁DEAD - ▁RELATIONSHIP - ▁FOLLOW - ▁POOR - ▁DOCTOR - ▁SENT - ▁TALKED - ▁RISK - ▁PERHAPS - TIME - ▁LEARNING - ▁MET - ▁OUTSIDE - ▁CONTENT - ▁LIST - ▁READY - ▁WALK - VO - ▁ROUND - ATIONS - ▁SIMPLE - ▁CHA - ▁WA - ▁SEVERAL - RN - ▁SIR - ▁LORD - IZE - ▁TRUTH - ▁HOUR - ▁AMERICA - ▁CONS - ▁FINE - ITE - ▁WAIT - ▁MIDDLE - OUR - ▁HAPPENS - AP - GA - ▁HUGE - ▁SEEM - ▁COLLEGE - ▁AMOUNT - ▁CONTINUE - ▁ACCESS - ▁ARM - ▁LEAD - ▁LONGER - ▁NEWS - ▁PASS - ▁COULDN - ▁APPROACH - ▁R - ▁ROAD - ▁WRITING - ▁ATTENTION - ▁INSIDE - ENS - ▁PRODUCT - LER - ▁TECHNOLOGY - ▁RETURN - WARD - ▁MAIN - ▁VISIT - ▁ALONE - ▁KA - ▁BROTHER - ▁PARTY - ▁SU - ▁PIECE - BY - ▁LINK - DER - ▁SHIP - UD - ▁WIFE - '0' - THER - ▁OTHERS - ▁PRACTICE - IFY - ICAL - PING - ▁MEETING - RON - ▁TOWN - ▁DESIGN - ▁CHARACTER - ▁BLOOD - ▁RUNNING - ▁CHE - ▁PROVIDE - ▁TH - ▁MEET - ▁COOL - ▁LOCAL - ▁CHANCE - ▁BASED - STER - IONS - ▁THIRD - ▁SAFE - ▁FA - ▁FEET - FA - ▁VOTE - CING - ECT - ▁ENERGY - ▁NORTH - ▁TOWARDS - ▁GREEN - ▁PERIOD - TION - ▁HAPPENING - NING - CY - ILE - ▁SOCIETY - ▁LATE - ATOR - ▁DARK - ▁WOULDN - ▁L - ▁POLICE - ▁CENTER - ▁SUBJECT - ▁TRIED - ▁SEEING - ▁QUICKLY - ▁TU - ▁FOCUS - ▁BILL - ▁TRUST - ▁CHALLENGE - ▁SAT - ▁WINDOW - PP - ▁MARK - ▁NOR - ▁EPISODE - ▁FAST - ▁BRI - ▁TRA - HI - ▁EL - ▁SOURCE - LEY - ▁WORKED - ▁ISSUES - ▁IMAGE - ▁HERSELF - ▁HAR - RK - ▁ADDRESS - ▁COMPANIES - ▁TRI - UGH - ▁COLOR - ▁PE - ▁TOUCH - ▁PARENTS - RIC - ▁RATE - ▁PEN - ▁HOWEVER - SIDE - CC - ▁CONSIDER - ▁SAN - IFIED - ▁CODE - CHE - ▁EVIDENCE - ▁WONDER - TLE - ▁MASTER - ▁MONTH - ▁WORTH - ▁EAT - ▁SEARCH - ▁INTER - UNT - EP - ▁RESPECT - ▁ESPECIALLY - ▁RAN - ATIVE - ▁BEGIN - ▁WROTE - ▁DOG - ▁FUN - ▁DREAM - ABILITY - ▁FAIR - ▁LADY - ▁WORKS - ▁HAVEN - ▁CULTURE - ▁WI - ▁PICK - ▁AUSTRALIA - ▁MIS - ▁SIT - ▁IMAGINE - GU - ▁CLICK - ▁ATTACK - ▁OPPORTUNITY - ▁EYE - ▁STE - ▁DEN - ▁DEVELOPMENT - ▁FACEBOOK - ▁OFFER - ▁BANK - ▁NINETEEN - ▁PERSONAL - ▁APPLICATION - ▁ABSOLUTELY - ▁EFFECT - ▁DEAR - ▁BREATH - ▁NI - ▁OBJECT - ▁GRI - ▁REACH - ▁STOOD - ▁PHONE - ▁MACHINE - ▁WO - ▁SIXTY - ▁FIT - ▁PROBLEMS - ▁BOOKS - ▁SIMPLY - ▁FURTHER - ▁CHANGED - SET - ▁BUILT - ▁BEGINNING - ▁LAY - ▁COVER - ▁MOVEMENT - ▁KILL - ▁INSTEAD - ▁GU - GEN - ▁WOOD - ▁IMPACT - ▁RESULT - ▁LETTER - CL - ▁MEMBERS - ▁FI - ▁N - ▁CAP - ▁ENTIRE - MENTS - ▁COMPLETELY - ▁DOUBT - ▁ENGLISH - ▁SOFTWARE - MEN - ▁STORIES - ▁NATION - ▁FOOT - ▁POLICY - GER - ▁LEARNED - ▁CENTURY - ▁FIGHT - ▁TRANS - ▁FLOW - ▁PASSED - ▁MESSAGE - ▁INDIVIDUAL - ▁FIFTEEN - ▁TRAVEL - ▁CROSS - ▁REMAIN - ▁WIN - ▁PAIN - RIES - ▁ROCK - ▁BU - AIN - CTION - ▁PURPOSE - VAL - ▁SUCCESS - ▁AB - ▁WELCOME - ONE - ▁WRITTEN - ▁NON - ▁PICTURE - ▁KEPT - SA - ▁LOOKS - VEN - ▁TROUBLE - ▁EFFORT - ▁NEEDS - ▁HORSE - GING - ANG - LAR - ACH - ▁KNOWLEDGE - ▁MAJOR - IP - ▁FUNCTION - ▁PODCAST - NED - ▁ROLE - ▁MINE - OUT - ▁CIVIL - QUE - ▁AMAZING - USE - WI - ▁MENTIONED - ▁FORCE - ▁SONG - ▁DISEASE - ▁GROW - ▁HELD - ▁HAIR - ▁WEBSITE - ▁AHEAD - ▁PATH - ▁LISTENING - ▁WEEKS - ▁INTERESTED - ▁DIE - TU - ▁MEASURE - ▁NATURAL - ▁STORE - ▁WANNA - ▁TEXT - ▁READING - ▁CLOUD - WE - ▁SERVICES - ▁TERM - ▁INTERVIEW - ▁EXPLAIN - ▁SIMILAR - ▁DECIDED - ▁ABOVE - ▁SUR - ▁CASES - ▁CHAIR - ▁INDEED - ILY - ▁MOVING - ▁BLUE - ▁JO - ▁BEYOND - ▁DECISION - ▁NEEDED - ▁LED - ▁ECONOMIC - ▁SPIRIT - ▁WHOM - ▁SITE - ▁AVAILABLE - ▁NINETY - ▁DEPEND - ▁PERFECT - ▁GIVING - ▁DAUGHTER - ▁PRESS - ▁BOX - OLOGY - IGN - ▁JUSTICE - ▁WATCHING - ▁CLAIM - ▁COUNT - IO - ▁CHARGE - LEN - ▁REGARD - ISTS - ISTIC - ▁PARK - ▁VER - ▁DEPARTMENT - IANS - ▁OK - ▁CUR - ▁WIND - ▁SECRET - ▁EXPECT - ▁OP - ▁OBVIOUSLY - ▁FINALLY - ▁ANYONE - ▁FO - ▁COMMAND - ▁SITTING - ▁PROFESSOR - ▁NETWORK - ▁TRAIN - ▁INVOLVED - ▁REPRESENT - ▁DOCUMENT - ▁ONLINE - ▁MOVIE - ▁MON - ▁PRICE - ▁RIVER - ▁EXIST - ▁WONDERFUL - ▁THANKS - ▁EQUAL - ▁STAFF - ▁TWELVE - ▁PROTECT - ▁QUICK - PL - ▁RACE - ▁INDUSTRY - ▁PAT - ▁COR - ▁PRIVATE - ▁RESPONSE - ▁BRA - ▁EVENING - ▁CHI - ▁WILD - ▁CAT - ▁DEC - ▁ENVIRONMENT - ▁DEF - ▁SPECIFIC - ▁SCREEN - ▁WEST - NU - ▁MATERIAL - ▁PHYSICAL - ▁NORMAL - DIC - ABLY - ▁AUDIENCE - ▁SOUL - ▁ANTI - FT - ▁SEVENTY - ▁REQUIRE - ▁CREATED - ▁STUDENT - ▁FISH - ▁MINUTE - ▁CONCERN - IZATION - ▁COLD - ▁PLACES - ▁WIDE - RAL - ▁SPEND - ▁MAD - ▁DEFINITELY - GED - ▁MENTAL - ▁SAL - ▁CORRECT - ▁RICH - TRO - ▁IDEAS - ▁COUNTRIES - ▁UNDERSTANDING - ▁INCLUDE - ELL - ▁POPULATION - ▁FLU - ▁USUALLY - ▁AGREE - ▁PEACE - ▁FELLOW - ▁STAGE - ▁YE - IBLE - EE - ▁STANDARD - ▁DISC - ▁SPEAKING - ▁CHOICE - ▁HIGHER - ▁PU - ▁CHAR - EM - ▁TRADE - ▁STRANGE - ▁TEND - MED - ▁SPOKE - ▁DAR - ▁NOTE - ▁KID - ▁SAVE - ▁SISTER - EA - ▁JUDGE - ▁ROLL - ▁WHOSE - THE - ▁CLEAN - ITION - ZE - ▁LEG - TURE - 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