Usage example for DREME wrapper


In [1]:
%load_ext autoreload
%autoreload 2

In [2]:
from dreme_wrapper import Dreme

In [3]:
dreme = Dreme(alphabet='dna',
              e_threshold=1e-9,
              scoring_criteria='pwm',
              mink=4,
              maxk=8,
              output_dir='dreme_output')

In [3]:
%%time 
dreme.fit(fasta_file='dreme-sample.fa')


INFO:dreme_wrapper:
INFO:dreme_wrapper:DREME finished in 792 s
INFO:dreme_wrapper:Processing DREME output finished in 21 s

In [14]:
print "Version:", dreme.record.version


Version: 4.11.0

In [15]:
print "sequence alphabet: ", dreme.record.alphabet


sequence alphabet:  IUPACUnambiguousDNA()

In [16]:
print "Consensus Sequences"
for i, c in enumerate(dreme.record.consensus_seqs):
    print "Motif %d: "%(i+1), c
    print "Width:", dreme.record.widths[i],
    print "Nsites: ", dreme.record.nsites[i],
    print "E-Value: ", dreme.record.e_values[i]
    print


Consensus Sequences
Motif 1:  GGGYGKGG
Width: 8 Nsites:  230 E-Value:  1e-35

Motif 2:  MCRCCCW
Width: 7 Nsites:  511 E-Value:  1.2e-40

Motif 3:  HGATAA
Width: 6 Nsites:  378 E-Value:  1.9e-21

Motif 4:  BTTATC
Width: 6 Nsites:  377 E-Value:  3.5e-13


In [17]:
for i, mat in enumerate(dreme.record.prob_matrices):
    for m in mat:
        print m
    print


[0.0, 0.0, 1.0, 0.0]
[0.0, 0.0, 1.0, 0.0]
[0.0, 0.0, 1.0, 0.0]
[0.0, 0.308696, 0.0, 0.691304]
[0.0, 0.0, 1.0, 0.0]
[0.0, 0.0, 0.473913, 0.526087]
[0.0, 0.0, 1.0, 0.0]
[0.0, 0.0, 1.0, 0.0]

[0.553816, 0.446184, 0.0, 0.0]
[0.0, 1.0, 0.0, 0.0]
[0.720157, 0.0, 0.279843, 0.0]
[0.0, 1.0, 0.0, 0.0]
[0.0, 1.0, 0.0, 0.0]
[0.0, 1.0, 0.0, 0.0]
[0.524462, 0.0, 0.0, 0.475538]

[0.55291, 0.055556, 0.0, 0.391534]
[0.0, 0.0, 1.0, 0.0]
[1.0, 0.0, 0.0, 0.0]
[0.0, 0.0, 0.0, 1.0]
[1.0, 0.0, 0.0, 0.0]
[1.0, 0.0, 0.0, 0.0]

[0.0, 0.474801, 0.212202, 0.312997]
[0.0, 0.0, 0.0, 1.0]
[0.0, 0.0, 0.0, 1.0]
[1.0, 0.0, 0.0, 0.0]
[0.0, 0.0, 0.0, 1.0]
[0.0, 1.0, 0.0, 0.0]


In [18]:
dreme.motives_list


Out[18]:
[[('chr15:38999169-38999669', 'GGGTGTGG'),
  ('chr3:96108389-96108889', 'GGGTGTGG'),
  ('chr2:93306456-93306956', 'GGGTGTGG'),
  ('chr9:21069278-21069778', 'GGGTGTGG'),
  ('chr4:149892776-149893276', 'GGGTGTGG'),
  ('chr1:196501890-196502390', 'GGGTGTGG'),
  ('chr15:58719280-58719780', 'GGGTGTGG'),
  ('chr19:5845898-5846398', 'GGGTGTGG'),
  ('chr9:107982358-107982858', 'GGGTGTGG'),
  ('chr7:149571621-149572121', 'GGGTGTGG'),
  ('chr9:66197481-66197981', 'GGGTGTGG'),
  ('chr8:24254795-24255295', 'GGGTGTGG'),
  ('chr1:157198530-157199030', 'GGGTGTGG'),
  ('chr7:110976194-110976694', 'GGGTGTGG'),
  ('chr2:25742740-25743240', 'GGGTGTGG'),
  ('chr19:56465962-56466462', 'GGGTGTGG'),
  ('chr16:49776999-49777499', 'GGGTGTGG'),
  ('chr7:148318027-148318527', 'GGGTGTGG'),
  ('chr11:95666702-95667202', 'GGGTGTGG'),
  ('chr12:112796793-112797293', 'GGGTGTGG'),
  ('chr16:8686808-8687308', 'GGGTGTGG'),
  ('chr5:109105615-109106115', 'GGGTGTGG'),
  ('chr9:112905110-112905610', 'GGGTGTGG'),
  ('chr6:72324693-72325193', 'GGGTGTGG'),
  ('chr11:104842982-104843482', 'GGGTGTGG'),
  ('chr11:96817329-96817829', 'GGGTGTGG'),
  ('chr9:7790420-7790920', 'GGGTGTGG'),
  ('chr6:38866492-38866992', 'GGGTGTGG'),
  ('chr11:69186640-69187140', 'GGGTGTGG'),
  ('chr18:23868476-23868976', 'GGGTGTGG'),
  ('chr3:84162552-84163052', 'GGGTGTGG'),
  ('chr6:8295405-8295905', 'GGGTGTGG'),
  ('chr2:77015534-77016034', 'GGGTGTGG'),
  ('chr17:5112056-5112556', 'GGGTGTGG'),
  ('chr17:12229955-12230455', 'GGGTGTGG'),
  ('chr13:110473133-110473633', 'GGGTGTGG'),
  ('chr11:117187371-117187871', 'GGGTGTGG'),
  ('chr10:111261810-111262310', 'GGGTGTGG'),
  ('chr4:118241266-118241766', 'GGGTGTGG'),
  ('chr17:84179514-84180014', 'GGGTGTGG'),
  ('chr19:6236069-6236569', 'GGGTGTGG'),
  ('chr17:25039618-25040118', 'GGGTGTGG'),
  ('chr5:138127196-138127696', 'GGGTGTGG'),
  ('chr5:65203206-65203706', 'GGGTGTGG'),
  ('chr19:10736424-10736924', 'GGGTGTGG'),
  ('chr1:133343882-133344382', 'GGGTGTGG'),
  ('chr4:135730665-135731165', 'GGGTGTGG'),
  ('chr13:112833729-112834229', 'GGGTGTGG'),
  ('chr10:110604368-110604868', 'GGGTGTGG'),
  ('chr9:113850420-113850920', 'GGGTGTGG'),
  ('chr8:71137138-71137638', 'GGGTGTGG'),
  ('chr6:146178950-146179450', 'GGGTGTGG'),
  ('chr2:103962051-103962551', 'GGGTGTGG'),
  ('chr4:43977110-43977610', 'GGGTGTGG'),
  ('chr13:25281582-25282082', 'GGGTGTGG'),
  ('chr5:96888621-96889121', 'GGGTGTGG'),
  ('chr4:122963964-122964464', 'GGGTGTGG'),
  ('chr3:51492457-51492957', 'GGGTGTGG'),
  ('chr6:86027771-86028271', 'GGGTGTGG'),
  ('chr1:137838163-137838663', 'GGGTGTGG'),
  ('chr11:90524331-90524831', 'GGGTGTGG'),
  ('chr17:28960251-28960751', 'GGGTGTGG'),
  ('chr15:85935654-85936154', 'GGGTGTGG'),
  ('chr9:107206717-107207217', 'GGGTGTGG'),
  ('chr7:151917813-151918313', 'GGGTGTGG'),
  ('chr13:3862102-3862602', 'GGGTGTGG'),
  ('chr10:60612189-60612689', 'GGGTGTGG'),
  ('chr9:31059931-31060431', 'GGGTGTGG'),
  ('chr19:53259936-53260436', 'GGGTGTGG'),
  ('chr9:120025370-120025870', 'GGGTGTGG'),
  ('chr6:81915768-81916268', 'GGGTGTGG'),
  ('chr11:32155990-32156490', 'GGGTGTGG'),
  ('chr7:138568414-138568914', 'GGGTGTGG'),
  ('chr4:151104035-151104535', 'GGGTGTGG'),
  ('chr2:103324307-103324807', 'GGGTGTGG'),
  ('chr4:154862419-154862919', 'GGGTGTGG'),
  ('chr12:114386593-114387093', 'GGGTGTGG'),
  ('chr4:135733849-135734349', 'GGGTGTGG'),
  ('chr9:121335572-121336072', 'GGGTGTGG'),
  ('chr8:4656601-4657101', 'GGGTGTGG'),
  ('chr18:60666680-60667180', 'GGGTGTGG'),
  ('chr3:95468978-95469478', 'GGGTGTGG'),
  ('chr2:5220410-5220910', 'GGGTGTGG'),
  ('chr5:139672807-139673307', 'GGGTGTGG'),
  ('chr3:33209987-33210487', 'GGGTGTGG'),
  ('chr2:152650540-152651040', 'GGGTGGGG'),
  ('chr1:170140426-170140926', 'GGGTGGGG'),
  ('chr15:56455063-56455563', 'GGGTGGGG'),
  ('chr7:16987194-16987694', 'GGGTGGGG'),
  ('chr1:135693775-135694275', 'GGGTGGGG'),
  ('chr15:79757890-79758390', 'GGGTGGGG'),
  ('chr6:144850419-144850919', 'GGGTGGGG'),
  ('chr15:98860005-98860505', 'GGGTGGGG'),
  ('chr12:85791924-85792424', 'GGGTGGGG'),
  ('chr10:75308228-75308728', 'GGGTGGGG'),
  ('chr5:129513005-129513505', 'GGGTGGGG'),
  ('chr9:90156772-90157272', 'GGGTGGGG'),
  ('chr5:64979147-64979647', 'GGGTGGGG'),
  ('chr17:47735005-47735505', 'GGGTGGGG'),
  ('chr7:111009339-111009839', 'GGGTGGGG'),
  ('chr19:5922115-5922615', 'GGGTGGGG'),
  ('chr8:122895508-122896008', 'GGGTGGGG'),
  ('chr17:26651346-26651846', 'GGGTGGGG'),
  ('chr17:12397642-12398142', 'GGGTGGGG'),
  ('chr7:111019147-111019647', 'GGGTGGGG'),
  ('chr18:62325791-62326291', 'GGGTGGGG'),
  ('chr8:87494749-87495249', 'GGGTGGGG'),
  ('chr11:101309432-101309932', 'GGGTGGGG'),
  ('chr5:77087236-77087736', 'GGGTGGGG'),
  ('chr13:81067499-81067999', 'GGGTGGGG'),
  ('chr10:40726423-40726923', 'GGGTGGGG'),
  ('chr8:109927243-109927743', 'GGGTGGGG'),
  ('chr14:70865966-70866466', 'GGGTGGGG'),
  ('chr7:128112656-128113156', 'GGGTGGGG'),
  ('chr5:123643387-123643887', 'GGGTGGGG'),
  ('chr15:34829704-34830204', 'GGGTGGGG'),
  ('chr8:107823857-107824357', 'GGGTGGGG'),
  ('chr4:154285744-154286244', 'GGGTGGGG'),
  ('chr7:111007529-111008029', 'GGGTGGGG'),
  ('chr18:85054318-85054818', 'GGGTGGGG'),
  ('chr16:10384211-10384711', 'GGGTGGGG'),
  ('chr1:155596605-155597105', 'GGGTGGGG'),
  ('chr19:6300360-6300860', 'GGGTGGGG'),
  ('chr2:121963843-121964343', 'GGGTGGGG'),
  ('chr14:119195311-119195811', 'GGGTGGGG'),
  ('chr9:122282102-122282602', 'GGGTGGGG'),
  ('chr4:46419778-46420278', 'GGGTGGGG'),
  ('chr2:32629290-32629790', 'GGGTGGGG'),
  ('chr14:69939826-69940326', 'GGGTGGGG'),
  ('chr11:104890314-104890814', 'GGGTGGGG'),
  ('chr6:136416750-136417250', 'GGGTGGGG'),
  ('chr11:60988819-60989319', 'GGGTGGGG'),
  ('chr9:44773666-44774166', 'GGGTGGGG'),
  ('chr16:32509879-32510379', 'GGGTGGGG'),
  ('chr4:155335984-155336484', 'GGGTGGGG'),
  ('chr9:108243079-108243579', 'GGGTGGGG'),
  ('chr8:125244308-125244808', 'GGGTGGGG'),
  ('chr19:4558364-4558864', 'GGGTGGGG'),
  ('chr7:28266695-28267195', 'GGGTGGGG'),
  ('chr5:117587453-117587953', 'GGGTGGGG'),
  ('chr4:118863135-118863635', 'GGGTGGGG'),
  ('chr1:60399689-60400189', 'GGGCGTGG'),
  ('chr11:115374473-115374973', 'GGGCGTGG'),
  ('chr8:73222227-73222727', 'GGGCGTGG'),
  ('chr17:28946039-28946539', 'GGGCGTGG'),
  ('chr7:103853791-103854291', 'GGGCGTGG'),
  ('chr10:107550273-107550773', 'GGGCGTGG'),
  ('chr9:108709856-108710356', 'GGGCGTGG'),
  ('chr6:142838755-142839255', 'GGGCGTGG'),
  ('chr11:117642059-117642559', 'GGGCGTGG'),
  ('chr2:112350166-112350666', 'GGGCGTGG'),
  ('chr11:30901438-30901938', 'GGGCGTGG'),
  ('chr2:24832340-24832840', 'GGGCGTGG'),
  ('chr4:128287321-128287821', 'GGGCGTGG'),
  ('chr5:89197188-89197688', 'GGGCGTGG'),
  ('chr4:153535134-153535634', 'GGGCGTGG'),
  ('chr3:108248003-108248503', 'GGGCGTGG'),
  ('chr9:66763905-66764405', 'GGGCGTGG'),
  ('chr13:74873193-74873693', 'GGGCGTGG'),
  ('chr7:128850882-128851382', 'GGGCGTGG'),
  ('chr4:106351519-106352019', 'GGGCGTGG'),
  ('chr10:57252235-57252735', 'GGGCGTGG'),
  ('chr2:84852385-84852885', 'GGGCGTGG'),
  ('chr7:38970374-38970874', 'GGGCGTGG'),
  ('chr14:21299129-21299629', 'GGGCGTGG'),
  ('chr16:8829690-8830190', 'GGGCGGGG'),
  ('chr1:136638481-136638981', 'GGGCGGGG'),
  ('chr9:59598185-59598685', 'GGGCGGGG'),
  ('chr3:100351339-100351839', 'GGGCGGGG'),
  ('chr3:97461667-97462167', 'GGGCGGGG'),
  ('chr15:103088528-103089028', 'GGGCGGGG'),
  ('chr4:117504523-117505023', 'GGGCGGGG'),
  ('chr12:80012616-80013116', 'GGGCGGGG'),
  ('chr15:66969076-66969576', 'GGGCGGGG'),
  ('chr15:95715579-95716079', 'GGGCGGGG'),
  ('chr17:33229102-33229602', 'GGGCGGGG'),
  ('chr7:139915432-139915932', 'GGGCGGGG'),
  ('chr17:29067182-29067682', 'GGGCGGGG'),
  ('chr5:129723299-129723799', 'GGGCGGGG'),
  ('chr16:44265653-44266153', 'GGGCGGGG'),
  ('chr2:28462971-28463471', 'GGGCGGGG'),
  ('chr19:11699766-11700266', 'GGGCGGGG'),
  ('chr11:74652046-74652546', 'GGGCGGGG'),
  ('chr16:92715757-92716257', 'GGGCGGGG'),
  ('chr17:45710229-45710729', 'GGGCGGGG'),
  ('chr12:70465143-70465643', 'GGGCGGGG'),
  ('chr12:114390659-114391159', 'GGGCGGGG'),
  ('chr14:79987351-79987851', 'GGGCGGGG'),
  ('chr7:148354573-148355073', 'GGGCGGGG'),
  ('chr5:89056516-89057016', 'GGGTGAGG'),
  ('chr11:107308643-107309143', 'GGGTGCGG'),
  ('chr7:28233710-28234210', 'GGGTGAGG'),
  ('chr4:128532892-128533392', 'GGGTGAGG'),
  ('chr2:25869095-25869595', 'GGGTGAGG'),
  ('chr7:148956812-148957312', 'GGGTGCGG'),
  ('chr5:118929926-118930426', 'GGGTGAGG'),
  ('chr14:70506761-70507261', 'GGGTGAGG'),
  ('chr3:88167295-88167795', 'GGGTGAGG'),
  ('chr16:34031621-34032121', 'GGGTGCGG'),
  ('chr11:57767825-57768325', 'GGGTGAGG'),
  ('chr8:87362362-87362862', 'GGGTGAGG'),
  ('chr1:183187346-183187846', 'GGGTGAGG'),
  ('chr4:109112540-109113040', 'GGGTGAGG'),
  ('chr18:54151150-54151650', 'GGGTGAGG'),
  ('chr2:122090759-122091259', 'GGGTGAGG'),
  ('chr17:25716183-25716683', 'GGGTGCGG'),
  ('chr9:57147432-57147932', 'GGGTGAGG'),
  ('chr6:57653288-57653788', 'GGGTGAGG'),
  ('chr14:51549490-51549990', 'GGGGGTGG'),
  ('chr7:6315631-6316131', 'GGGAGTGG'),
  ('chr19:45121627-45122127', 'GGGGGTGG'),
  ('chr6:28617038-28617538', 'GGGGGTGG'),
  ('chr9:70774507-70775007', 'GGGAGTGG'),
  ('chr15:83253023-83253523', 'GGGGGTGG'),
  ('chr11:99087547-99088047', 'GGGAGTGG'),
  ('chr5:37112215-37112715', 'GGGGGTGG'),
  ('chr17:24289204-24289704', 'GGGAGTGG'),
  ('chr3:88305499-88305999', 'GGGAGTGG'),
  ('chr10:128184603-128185103', 'GGGAGTGG'),
  ('chr2:180447045-180447545', 'GGGAGTGG'),
  ('chr13:114649130-114649630', 'GGGAGTGG'),
  ('chr19:44460304-44460804', 'GGGAGTGG'),
  ('chr13:98513311-98513811', 'GGGAGTGG'),
  ('chr2:167256470-167256970', 'GGGAGTGG'),
  ('chr7:36132952-36133452', 'GGGGGTGG'),
  ('chr19:5963827-5964327', 'GGGAGTGG'),
  ('chr7:16507688-16508188', 'GGGGGTGG'),
  ('chr14:63796626-63797126', 'GGGAGTGG'),
  ('chr8:83025149-83025649', 'GGGAGTGG'),
  ('chr15:58828419-58828919', 'GGGAGGGG')],
 [('chr7:20321985-20322485', 'ACACCCA'),
  ('chr7:91033421-91033921', 'ACACCCA'),
  ('chr3:108248003-108248503', 'ACACCCA'),
  ('chr10:76673548-76674048', 'ACACCCA'),
  ('chr4:135179214-135179714', 'ACACCCA'),
  ('chr1:36977018-36977518', 'ACACCCA'),
  ('chr1:136638481-136638981', 'ACACCCA'),
  ('chr2:150491522-150492022', 'ACACCCA'),
  ('chr11:57590459-57590959', 'ACACCCA'),
  ('chr13:107890788-107891288', 'ACACCCA'),
  ('chr13:74873193-74873693', 'ACACCCA'),
  ('chr6:72223025-72223525', 'ACACCCA'),
  ('chr5:35503671-35504171', 'ACACCCA'),
  ('chr12:110018191-110018691', 'ACACCCA'),
  ('chr7:71081137-71081637', 'ACACCCA'),
  ('chr7:26004856-26005356', 'ACACCCA'),
  ('chr1:186481026-186481526', 'ACACCCA'),
  ('chr7:111009339-111009839', 'ACACCCA'),
  ('chr13:3862102-3862602', 'ACACCCA'),
  ('chr4:154303236-154303736', 'ACACCCA'),
  ('chr11:62363715-62364215', 'ACACCCA'),
  ('chr14:69922787-69923287', 'ACACCCA'),
  ('chr2:25869095-25869595', 'ACACCCA'),
  ('chr1:156887118-156887618', 'ACACCCA'),
  ('chr9:42938267-42938767', 'ACACCCA'),
  ('chr1:196501890-196502390', 'ACACCCA'),
  ('chr4:151334551-151335051', 'ACACCCA'),
  ('chr10:59256088-59256588', 'ACACCCA'),
  ('chr13:96735032-96735532', 'ACACCCA'),
  ('chr10:59465794-59466294', 'ACACCCA'),
  ('chr12:112505814-112506314', 'ACACCCA'),
  ('chr1:135846956-135847456', 'ACACCCA'),
  ('chr13:25281582-25282082', 'ACACCCA'),
  ('chr2:156710229-156710729', 'ACACCCA'),
  ('chr17:85277578-85278078', 'ACACCCA'),
  ('chr5:64826641-64827141', 'ACACCCA'),
  ('chr3:96232775-96233275', 'ACACCCA'),
  ('chr11:115367839-115368339', 'ACACCCA'),
  ('chr10:40924607-40925107', 'ACACCCA'),
  ('chr13:112863644-112864144', 'ACACCCA'),
  ('chr7:148354573-148355073', 'ACACCCA'),
  ('chr4:111175598-111176098', 'ACACCCA'),
  ('chr17:24289204-24289704', 'ACACCCA'),
  ('chr5:45951564-45952064', 'ACACCCA'),
  ('chr16:76323701-76324201', 'ACACCCA'),
  ('chr14:41760573-41761073', 'ACACCCA'),
  ('chr5:64979147-64979647', 'ACACCCA'),
  ('chr15:34829704-34830204', 'ACACCCA'),
  ('chr15:83139084-83139584', 'ACACCCA'),
  ('chr5:139672807-139673307', 'ACACCCA'),
  ('chr18:61379740-61380240', 'ACACCCA'),
  ('chr10:126642276-126642776', 'ACACCCA'),
  ('chr5:30289968-30290468', 'ACACCCA'),
  ('chr11:68709694-68710194', 'ACACCCA'),
  ('chr3:79383669-79384169', 'ACACCCA'),
  ('chr17:45884715-45885215', 'ACACCCA'),
  ('chr9:120025370-120025870', 'ACACCCA'),
  ('chr1:183078714-183079214', 'ACACCCA'),
  ('chr18:80416879-80417379', 'ACACCCA'),
  ('chr5:89056516-89057016', 'ACACCCA'),
  ('chr5:139858101-139858601', 'ACACCCA'),
  ('chr14:55043397-55043897', 'ACACCCA'),
  ('chr5:143681949-143682449', 'ACACCCA'),
  ('chr7:19832206-19832706', 'ACACCCA'),
  ('chr15:81700366-81700866', 'ACACCCA'),
  ('chr10:57527584-57528084', 'ACACCCA'),
  ('chr15:83253023-83253523', 'ACACCCA'),
  ('chr18:62120157-62120657', 'ACACCCA'),
  ('chr17:43466517-43467017', 'ACACCCA'),
  ('chr7:139969683-139970183', 'ACACCCA'),
  ('chr12:70884546-70885046', 'ACACCCA'),
  ('chr5:115468249-115468749', 'ACACCCA'),
  ('chr9:70682446-70682946', 'ACACCCA'),
  ('chr6:34857295-34857795', 'ACACCCA'),
  ('chr2:28462971-28463471', 'ACACCCA'),
  ('chr17:29067182-29067682', 'ACACCCA'),
  ('chr9:21940048-21940548', 'ACACCCA'),
  ('chr12:80012616-80013116', 'ACACCCA'),
  ('chr9:98389942-98390442', 'ACACCCA'),
  ('chr6:34107096-34107596', 'ACACCCA'),
  ('chr5:65255864-65256364', 'ACACCCA'),
  ('chr11:32150817-32151317', 'ACACCCA'),
  ('chr1:169314207-169314707', 'ACACCCA'),
  ('chr10:60585890-60586390', 'ACACCCA'),
  ('chr4:32996228-32996728', 'ACACCCA'),
  ('chr11:97307229-97307729', 'ACACCCA'),
  ('chr12:77577207-77577707', 'ACACCCA'),
  ('chr2:167169232-167169732', 'ACACCCA'),
  ('chr8:97257704-97258204', 'ACACCCA'),
  ('chr3:104843904-104844404', 'ACACCCA'),
  ('chr7:87847380-87847880', 'ACACCCA'),
  ('chr7:149565909-149566409', 'ACACCCA'),
  ('chr11:58166513-58167013', 'ACACCCA'),
  ('chr8:19984029-19984529', 'ACACCCA'),
  ('chr5:123643387-123643887', 'ACACCCA'),
  ('chr2:91483171-91483671', 'ACACCCA'),
  ('chr10:80321115-80321615', 'ACACCCA'),
  ('chr17:29575283-29575783', 'ACACCCA'),
  ('chr4:109112540-109113040', 'ACACCCA'),
  ('chr7:148318027-148318527', 'ACACCCA'),
  ('chr11:54679508-54680008', 'ACACCCA'),
  ('chr19:17397730-17398230', 'ACACCCA'),
  ('chr1:92185725-92186225', 'ACACCCT'),
  ('chr5:53046154-53046654', 'ACACCCT'),
  ('chr6:121187424-121187924', 'ACACCCT'),
  ('chr11:84636992-84637492', 'ACACCCT'),
  ('chr15:91082415-91082915', 'ACACCCT'),
  ('chr2:180447045-180447545', 'ACACCCT'),
  ('chr17:47735005-47735505', 'ACACCCT'),
  ('chr4:129140944-129141444', 'ACACCCT'),
  ('chr4:128724868-128725368', 'ACACCCT'),
  ('chr1:88208802-88209302', 'ACACCCT'),
  ('chr16:91804488-91804988', 'ACACCCT'),
  ('chr10:93585403-93585903', 'ACACCCT'),
  ('chr19:5841546-5842046', 'ACACCCT'),
  ('chr5:143814328-143814828', 'ACACCCT'),
  ('chr15:62052573-62053073', 'ACACCCT'),
  ('chr15:98886718-98887218', 'ACACCCT'),
  ('chr17:26079524-26080024', 'ACACCCT'),
  ('chr16:49776999-49777499', 'ACACCCT'),
  ('chr11:107308643-107309143', 'ACACCCT'),
  ('chr5:27985059-27985559', 'ACACCCT'),
  ('chr16:49839620-49840120', 'ACACCCT'),
  ('chr15:58828419-58828919', 'ACACCCT'),
  ('chr11:53839887-53840387', 'ACACCCT'),
  ('chr11:90547829-90548329', 'ACACCCT'),
  ('chr15:76083899-76084399', 'ACACCCT'),
  ('chr13:3866265-3866765', 'ACACCCT'),
  ('chr11:94858858-94859358', 'ACACCCT'),
  ('chr4:128532892-128533392', 'ACACCCT'),
  ('chr16:34319202-34319702', 'ACACCCT'),
  ('chr8:108344710-108345210', 'ACACCCT'),
  ('chr8:97963969-97964469', 'ACACCCT'),
  ('chr16:91352913-91353413', 'ACACCCT'),
  ('chr3:145253491-145253991', 'ACACCCT'),
  ('chr7:135432388-135432888', 'ACACCCT'),
  ('chr14:79702843-79703343', 'ACACCCT'),
  ('chr9:107275713-107276213', 'ACACCCT'),
  ('chr5:33616213-33616713', 'ACACCCT'),
  ('chr4:118863135-118863635', 'ACACCCT'),
  ('chr14:63796626-63797126', 'ACACCCT'),
  ('chr7:25993968-25994468', 'ACACCCT'),
  ('chr7:25637853-25638353', 'ACACCCT'),
  ('chr6:57653288-57653788', 'ACACCCT'),
  ('chr7:28233710-28234210', 'ACACCCT'),
  ('chr14:56154882-56155382', 'ACACCCT'),
  ('chr19:55941581-55942081', 'ACACCCT'),
  ('chr12:3795438-3795938', 'ACACCCT'),
  ('chr1:82633923-82634423', 'ACACCCT'),
  ('chr11:69714223-69714723', 'ACACCCT'),
  ('chr2:103324307-103324807', 'ACACCCT'),
  ('chr1:77295121-77295621', 'ACACCCT'),
  ('chr5:118933400-118933900', 'ACACCCT'),
  ('chr13:35769193-35769693', 'ACACCCT'),
  ('chr11:32193433-32193933', 'ACACCCT'),
  ('chr11:102236404-102236904', 'ACACCCT'),
  ('chr12:112063120-112063620', 'ACACCCT'),
  ('chr5:87232755-87233255', 'ACACCCT'),
  ('chr8:107486056-107486556', 'ACACCCT'),
  ('chr6:81915768-81916268', 'ACACCCT'),
  ('chr19:5896487-5896987', 'ACACCCT'),
  ('chr17:35879924-35880424', 'ACACCCT'),
  ('chr17:26651346-26651846', 'ACACCCT'),
  ('chr3:68858679-68859179', 'ACACCCT'),
  ('chr9:65063484-65063984', 'ACACCCT'),
  ('chr9:20561644-20562144', 'ACACCCT'),
  ('chr2:122090759-122091259', 'ACACCCT'),
  ('chr19:4558364-4558864', 'ACACCCT'),
  ('chr14:51490139-51490639', 'ACACCCT'),
  ('chr2:77015534-77016034', 'ACACCCT'),
  ('chr4:44084688-44085188', 'ACACCCT'),
  ('chr14:21299129-21299629', 'ACACCCT'),
  ('chr19:55293250-55293750', 'ACACCCT'),
  ('chr4:151104035-151104535', 'CCACCCA'),
  ('chr11:89087922-89088422', 'CCACCCA'),
  ('chr6:82964292-82964792', 'CCACCCA'),
  ('chr17:35878719-35879219', 'CCACCCA'),
  ('chr15:85935654-85936154', 'CCACCCA'),
  ('chr14:69939826-69940326', 'CCACCCA'),
  ('chr17:25039618-25040118', 'CCACCCA'),
  ('chr17:24339801-24340301', 'CCACCCA'),
  ('chr1:134264177-134264677', 'CCACCCA'),
  ('chr17:84208415-84208915', 'CCACCCA'),
  ('chr16:8655670-8656170', 'CCACCCA'),
  ('chr2:84852385-84852885', 'CCACCCA'),
  ('chr1:173447613-173448113', 'CCACCCA'),
  ('chr11:107258863-107259363', 'CCACCCA'),
  ('chr3:121365444-121365944', 'CCACCCA'),
  ('chr17:36138805-36139305', 'CCACCCA'),
  ('chr5:108943417-108943917', 'CCACCCA'),
  ('chr15:76778490-76778990', 'CCACCCA'),
  ('chr19:5922115-5922615', 'CCACCCA'),
  ('chr2:164599350-164599850', 'CCACCCA'),
  ('chr2:103797833-103798333', 'CCACCCA'),
  ('chr13:94151185-94151685', 'CCACCCA'),
  ('chr12:33905457-33905957', 'CCACCCA'),
  ('chr5:138127196-138127696', 'CCACCCA'),
  ('chr19:53259936-53260436', 'CCACCCA'),
  ('chr11:105013713-105014213', 'CCACCCA'),
  ('chr18:57030486-57030986', 'CCACCCA'),
  ('chr11:94195589-94196089', 'CCACCCA'),
  ('chr11:86476947-86477447', 'CCACCCA'),
  ('chr13:113537910-113538410', 'CCACCCA'),
  ('chr9:44096485-44096985', 'CCACCCA'),
  ('chr12:70860460-70860960', 'CCACCCA'),
  ('chr12:70394725-70395225', 'CCACCCA'),
  ('chr6:135115627-135116127', 'CCACCCA'),
  ('chr9:70774507-70775007', 'CCACCCA'),
  ('chr11:86427475-86427975', 'CCACCCA'),
  ('chr18:32719456-32719956', 'CCACCCA'),
  ('chr5:68206918-68207418', 'CCACCCA'),
  ('chr12:78031164-78031664', 'CCACCCA'),
  ('chr12:102194282-102194782', 'CCACCCA'),
  ('chr1:134979849-134980349', 'CCACCCA'),
  ('chr8:74937709-74938209', 'CCACCCA'),
  ('chr5:17334951-17335451', 'CCACCCA'),
  ('chr11:44322388-44322888', 'CCACCCA'),
  ('chr2:167454294-167454794', 'CCACCCA'),
  ('chr13:63465095-63465595', 'CCACCCA'),
  ('chr14:71023665-71024165', 'CCACCCA'),
  ('chr8:97323994-97324494', 'CCACCCA'),
  ('chr8:113026623-113027123', 'CCACCCA'),
  ('chr14:70506761-70507261', 'CCACCCA'),
  ('chr5:117587453-117587953', 'CCACCCA'),
  ('chr4:106351519-106352019', 'CCACCCA'),
  ('chr5:116395143-116395643', 'CCACCCA'),
  ('chr11:102226516-102227016', 'CCACCCA'),
  ('chr12:85791924-85792424', 'CCACCCA'),
  ('chr3:84607841-84608341', 'CCACCCA'),
  ('chr4:134537936-134538436', 'CCACCCA'),
  ('chr15:38473209-38473709', 'CCACCCA'),
  ('chr16:32509879-32510379', 'CCACCCA'),
  ('chr11:117642059-117642559', 'CCACCCA'),
  ('chr15:95715579-95716079', 'CCACCCA'),
  ('chr4:111173962-111174462', 'CCACCCA'),
  ('chr18:23982469-23982969', 'CCACCCA'),
  ('chr11:69759802-69760302', 'CCACCCA'),
  ('chr15:73573403-73573903', 'CCACCCA'),
  ('chr19:56465962-56466462', 'CCACCCT'),
  ('chr4:132785398-132785898', 'CCACCCT'),
  ('chr19:47458493-47458993', 'CCACCCT'),
  ('chr11:87539593-87540093', 'CCACCCT'),
  ('chr11:104890314-104890814', 'CCACCCT'),
  ('chr1:135696218-135696718', 'CCACCCT'),
  ('chr5:121847518-121848018', 'CCACCCT'),
  ('chrX:39372438-39372938', 'CCACCCT'),
  ('chr15:98860005-98860505', 'CCACCCT'),
  ('chr4:135745625-135746125', 'CCACCCT'),
  ('chr8:83024092-83024592', 'CCACCCT'),
  ('chr11:57767825-57768325', 'CCACCCT'),
  ('chr9:57618593-57619093', 'CCACCCT'),
  ('chr3:97461667-97462167', 'CCACCCT'),
  ('chr7:128009272-128009772', 'CCACCCT'),
  ('chr4:134960761-134961261', 'CCACCCT'),
  ('chr13:39515524-39516024', 'CCACCCT'),
  ('chr7:25940385-25940885', 'CCACCCT'),
  ('chr11:121295412-121295912', 'CCACCCT'),
  ('chr12:27135943-27136443', 'CCACCCT'),
  ('chr5:28369134-28369634', 'CCACCCT'),
  ('chr6:28617038-28617538', 'CCACCCT'),
  ('chr2:131039491-131039991', 'CCACCCT'),
  ('chr1:169322897-169323397', 'CCACCCT'),
  ('chr8:87362362-87362862', 'CCACCCT'),
  ('chr16:8686808-8687308', 'CCACCCT'),
  ('chr13:35887680-35888180', 'CCACCCT'),
  ('chr5:34915766-34916266', 'CCACCCT'),
  ('chr12:113882351-113882851', 'CCACCCT'),
  ('chr1:36976472-36976972', 'CCACCCT'),
  ('chr19:55358480-55358980', 'CCACCCT'),
  ('chr9:108243079-108243579', 'CCACCCT'),
  ('chr5:65202592-65203092', 'CCACCCT'),
  ('chr15:82060182-82060682', 'CCACCCT'),
  ('chr17:28946039-28946539', 'CCACCCT'),
  ('chr11:61433607-61434107', 'CCACCCT'),
  ('chr1:135693775-135694275', 'CCACCCT'),
  ('chr4:135733849-135734349', 'CCACCCT'),
  ('chr14:55690870-55691370', 'CCACCCT'),
  ('chr6:34428673-34429173', 'CCACCCT'),
  ('chr5:121049617-121050117', 'CCACCCT'),
  ('chr5:107138558-107139058', 'CCACCCT'),
  ('chr14:70865966-70866466', 'CCACCCT'),
  ('chr5:140280104-140280604', 'CCACCCT'),
  ('chr3:19087306-19087806', 'CCACCCT'),
  ('chr13:76003198-76003698', 'CCACCCT'),
  ('chr4:154862419-154862919', 'CCACCCT'),
  ('chr14:79987351-79987851', 'CCACCCT'),
  ('chr13:20241987-20242487', 'CCACCCT'),
  ('chr4:126645608-126646108', 'CCACCCT'),
  ('chr1:183187346-183187846', 'CCACCCT'),
  ('chr18:74156785-74157285', 'CCACCCT'),
  ('chr6:149136526-149137026', 'ACGCCCA'),
  ('chr4:9588077-9588577', 'ACGCCCA'),
  ('chr1:60399689-60400189', 'ACGCCCA'),
  ('chr16:34031621-34032121', 'ACGCCCA'),
  ('chr7:148976465-148976965', 'ACGCCCA'),
  ('chr9:42909937-42910437', 'ACGCCCA'),
  ('chr7:139915432-139915932', 'ACGCCCA'),
  ('chr4:118293096-118293596', 'ACGCCCA'),
  ('chr19:45865026-45865526', 'ACGCCCA'),
  ('chrX:7679264-7679764', 'ACGCCCA'),
  ('chr9:64640065-64640565', 'ACGCCCA'),
  ('chr2:157978336-157978836', 'ACGCCCA'),
  ('chr18:32716208-32716708', 'ACGCCCA'),
  ('chr16:38371686-38372186', 'ACGCCCA'),
  ('chr18:13094466-13094966', 'ACGCCCA'),
  ('chr17:12378669-12379169', 'ACGCCCA'),
  ('chr19:24348712-24349212', 'ACGCCCA'),
  ('chr10:41632090-41632590', 'ACGCCCA'),
  ('chr2:152650540-152651040', 'ACGCCCA'),
  ('chr3:60589029-60589529', 'ACGCCCA'),
  ('chr1:173210951-173211451', 'ACGCCCA'),
  ('chr4:143002327-143002827', 'ACGCCCA'),
  ('chr16:90264256-90264756', 'ACGCCCA'),
  ('chr10:24548848-24549348', 'ACGCCCA'),
  ('chr12:114390659-114391159', 'ACGCCCA'),
  ('chr1:122155871-122156371', 'ACGCCCA'),
  ('chr1:59010622-59011122', 'ACGCCCA'),
  ('chr6:131327331-131327831', 'ACGCCCA'),
  ('chr10:60612189-60612689', 'ACGCCCT'),
  ('chr3:96108389-96108889', 'ACGCCCT'),
  ('chr1:33631213-33631713', 'ACGCCCT'),
  ('chr6:120124363-120124863', 'ACGCCCT'),
  ('chr4:153400587-153401087', 'ACGCCCT'),
  ('chr19:8994494-8994994', 'ACGCCCT'),
  ('chr7:107640799-107641299', 'ACGCCCT'),
  ('chr1:137838163-137838663', 'ACGCCCT'),
  ('chr3:100351339-100351839', 'ACGCCCT'),
  ('chrX:68727376-68727876', 'ACGCCCT'),
  ('chr7:16987194-16987694', 'ACGCCCT'),
  ('chr1:9738233-9738733', 'ACGCCCT'),
  ('chr5:89197188-89197688', 'ACGCCCT'),
  ('chr8:126512499-126512999', 'ACGCCCT'),
  ('chr7:134369101-134369601', 'ACGCCCT'),
  ('chr7:56247541-56248041', 'ACGCCCT'),
  ('chr4:118862380-118862880', 'ACGCCCT'),
  ('chr18:60666680-60667180', 'ACGCCCT'),
  ('chr11:69793284-69793784', 'ACGCCCT'),
  ('chr16:12052140-12052640', 'ACGCCCT'),
  ('chr3:107899565-107900065', 'ACGCCCT'),
  ('chr1:88057040-88057540', 'ACGCCCT'),
  ('chrX:146984103-146984603', 'ACGCCCT'),
  ('chr8:24164439-24164939', 'ACGCCCT'),
  ('chr13:57679177-57679677', 'ACGCCCT'),
  ('chr9:24715044-24715544', 'ACGCCCT'),
  ('chr17:87913077-87913577', 'ACGCCCT'),
  ('chr9:114375901-114376401', 'ACGCCCT'),
  ('chr5:22924216-22924716', 'ACGCCCT'),
  ('chr13:112446981-112447481', 'ACGCCCT'),
  ('chr13:45622655-45623155', 'ACGCCCT'),
  ('chr7:20250334-20250834', 'ACGCCCT'),
  ('chr15:79757890-79758390', 'ACACCCC'),
  ('chr1:55087777-55088277', 'ACACCCC'),
  ('chr19:6300360-6300860', 'ACACCCC'),
  ('chr1:181078665-181079165', 'ACACCCG'),
  ('chr7:105490726-105491226', 'ACACCCC'),
  ('chr18:32702022-32702522', 'ACACCCG'),
  ('chr3:104477494-104477994', 'ACACCCC'),
  ('chr5:118932601-118933101', 'ACACCCC'),
  ('chr1:43307689-43308189', 'ACACCCG'),
  ('chr11:80597917-80598417', 'ACACCC-'),
  ('chr9:90156772-90157272', 'ACACCCG'),
  ('chr12:58298569-58299069', 'ACACCCC'),
  ('chr4:62177552-62178052', 'ACACCCC'),
  ('chr17:37006053-37006553', 'ACACCCC'),
  ('chr11:95661714-95662214', 'ACACCCC'),
  ('chr15:103088528-103089028', 'ACACCCC'),
  ('chr7:149571621-149572121', 'ACACCCC'),
  ('chr17:47754579-47755079', 'ACACCC-'),
  ('chr1:75175759-75176259', 'ACACCCC'),
  ('chr7:99891352-99891852', 'ACACCCC'),
  ('chr14:47973721-47974221', 'ACACCCG'),
  ('chr2:78556315-78556815', 'ACACCCC'),
  ('chr15:57638556-57639056', 'ACACCCC'),
  ('chr1:134941434-134941934', 'ACACCCG'),
  ('chr4:118241266-118241766', 'ACACCCG'),
  ('chr4:32949806-32950306', 'ACACCCC'),
  ('chr13:45499433-45499933', 'CCGCCCA'),
  ('chr11:4123202-4123702', 'CCGCCCA'),
  ('chr4:44016939-44017439', 'CCGCCCA'),
  ('chr4:116666092-116666592', 'CCGCCCA'),
  ('chr9:107198662-107199162', 'CCGCCCA'),
  ('chr13:100518007-100518507', 'CCGCCCA'),
  ('chr16:8829690-8830190', 'CCGCCCA'),
  ('chr16:32508974-32509474', 'CCGCCCA'),
  ('chr11:101309432-101309932', 'CCGCCCA'),
  ('chr8:73367285-73367785', 'CCGCCCA'),
  ('chr11:115374473-115374973', 'CCGCCCA'),
  ('chr3:151777795-151778295', 'CCGCCCA'),
  ('chr17:45710229-45710729', 'CCGCCCA'),
  ('chr7:128850882-128851382', 'CCGCCCA'),
  ('chr13:34169860-34170360', 'CCGCCCA'),
  ('chr11:50038237-50038737', 'CCGCCCA'),
  ('chr9:34860986-34861486', 'CCGCCCA'),
  ('chr5:129513005-129513505', 'TCACCCA'),
  ('chr13:112833729-112834229', 'GCACCCA'),
  ('chr16:30565673-30566173', 'GCACCCA'),
  ('chr3:102933243-102933743', '-CACCCA'),
  ('chr4:3153984-3154484', 'TCACCCA'),
  ('chr15:66969076-66969576', 'GCACCCA'),
  ('chr5:144579743-144580243', 'TCACCCA'),
  ('chr3:116562120-116562620', 'TCACCCA'),
  ('chr13:114606035-114606535', 'GCACCCA'),
  ('chr18:65375001-65375501', 'GCACCCA'),
  ('chr19:45121627-45122127', 'GCACCCA'),
  ('chr2:130961395-130961895', 'GCACCCA'),
  ('chr9:107982358-107982858', 'TCACCCA'),
  ('chr3:144332974-144333474', 'GCACCCA'),
  ('chr2:84681995-84682495', 'GCACCCA'),
  ('chr1:183146439-183146939', 'GCACCCA'),
  ('chr11:69186640-69187140', 'TCACCCA'),
  ('chr5:104188914-104189414', 'TCACCCA'),
  ('chr11:90524331-90524831', 'GCACCCA'),
  ('chr7:106742880-106743380', 'GCACCCA'),
  ('chr2:28928359-28928859', 'GCACCCA'),
  ('chr8:109948099-109948599', 'TCACCCA'),
  ('chr13:104969484-104969984', 'TCACCCA'),
  ('chr11:75460436-75460936', 'TCACCCA'),
  ('chr3:89612430-89612930', 'TCACCCA'),
  ('chr12:90222446-90222946', 'TCACCCA'),
  ('chr15:96173311-96173811', '-CACCCA'),
  ('chr4:132847120-132847620', 'GCACCCA'),
  ('chr9:21069278-21069778', 'GCACCCA'),
  ('chr2:166528953-166529453', 'GCACCCA'),
  ('chr4:117504523-117505023', 'GCACCCA'),
  ('chr13:109080651-109081151', 'GCACCCA'),
  ('chr4:124283412-124283912', 'GCACCCA'),
  ('chr7:110976194-110976694', 'GCACCCA'),
  ('chr16:33115730-33116230', 'TCACCCA'),
  ('chr17:12229955-12230455', 'TCACCCA'),
  ('chr1:70948720-70949220', 'TCACCCA'),
  ('chr18:54151150-54151650', 'CCGCCCT'),
  ('chr19:5963827-5964327', 'CCGCCCT'),
  ('chr9:66351710-66352210', 'CCGCCCT'),
  ('chr14:32981987-32982487', 'CCGCCCT'),
  ('chr7:134716501-134717001', 'CCGCCCT'),
  ('chr11:115373882-115374382', 'CCGCCCT'),
  ('chr10:20961509-20962009', 'CCGCCCT'),
  ('chr9:107997275-107997775', 'CCGCCCT'),
  ('chr6:136416750-136417250', 'CCGCCCT'),
  ('chr5:77087236-77087736', 'CCGCCCT'),
  ('chr4:134486381-134486881', 'CCGCCCT'),
  ('chr7:6315631-6316131', 'CCGCCCT'),
  ('chr5:38900629-38901129', 'TCACCCT'),
  ('chr2:25148315-25148815', 'GCACCCT'),
  ('chr17:25716183-25716683', 'GCACCCT'),
  ('chr11:20182001-20182501', 'TCACCCT'),
  ('chr11:116481431-116481931', 'GCACCCT'),
  ('chr7:28266695-28267195', 'TCACCCT'),
  ('chr5:137730859-137731359', 'TCACCCT'),
  ('chr10:107550273-107550773', 'TCACCCT'),
  ('chr15:41338513-41339013', 'TCACCCT'),
  ('chr9:7790420-7790920', 'TCACCCT'),
  ('chr17:84135991-84136491', 'GCACCCT'),
  ('chr14:63729028-63729528', 'GCACCCT'),
  ('chr18:23868476-23868976', 'TCACCCT'),
  ('chr12:77866194-77866694', 'GCACCCT'),
  ('chr11:32155990-32156490', 'TCACCCT'),
  ('chr6:120555451-120555951', 'GCACCCT'),
  ('chr17:12397642-12398142', 'GCACCCT'),
  ('chr11:77795183-77795683', 'TCACCCT'),
  ('chr4:154285744-154286244', 'GCACCCT'),
  ('chr13:73612724-73613224', 'TCACCCT'),
  ('chr19:24354046-24354546', 'TCACCCT'),
  ('chr2:153394592-153395092', 'GCACCCT'),
  ('chr11:100871194-100871694', 'TCACCCT'),
  ('chr7:38963791-38964291', 'GCACCCT'),
  ('chr7:101244828-101245328', 'TCACCCT'),
  ('chr8:19899370-19899870', 'GCACCCT'),
  ('chr13:98513311-98513811', 'TCACCCT'),
  ('chr5:130455804-130456304', 'CCACCCC'),
  ('chr12:82044357-82044857', 'CCACCCC'),
  ('chr6:35303480-35303980', 'CCACCCC'),
  ('chr4:117601165-117601665', 'CCACCCC'),
  ('chr2:72858950-72859450', 'CCACCCC'),
  ('chr8:73222227-73222727', 'CCACCCC'),
  ('chr2:132521380-132521880', 'CCACCCC'),
  ('chr6:86027771-86028271', 'CCACCCC'),
  ('chr7:53193728-53194228', 'CCACCCC'),
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  ('chr6:38874025-38874525', 'CCACCCC'),
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  ('chr7:106679807-106680307', 'ACCCCCA'),
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 [('chr12:90222446-90222946', 'AGATAA'),
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  ('chr2:112350166-112350666', 'AGAAAA'),
  ('chr18:74156785-74157285', 'AGATCA'),
  ('chr18:57030486-57030986', 'AGAAAA'),
  ('chr16:49776999-49777499', 'AGAAAA'),
  ('chr17:84208415-84208915', 'AGAGAA'),
  ('chr15:38997653-38998153', 'AGATAG'),
  ('chr2:121963843-121964343', 'AGAAAA'),
  ('chr3:96108389-96108889', 'ACATAA'),
  ('chr5:17334951-17335451', 'ATATAA'),
  ('chr8:51109538-51110038', 'AGAAAA'),
  ('chr6:97129433-97129933', 'AGAAAA'),
  ('chr11:102236404-102236904', 'AGAGAA'),
  ('chr6:83345789-83346289', 'ACATAA'),
  ('chr6:31150321-31150821', 'AAATAA'),
  ('chr5:131995378-131995878', 'ACATAA'),
  ('chr2:16604493-16604993', 'AGGTAA'),
  ('chr16:32449730-32450230', 'AGTTAA'),
  ('chr1:136638481-136638981', 'AGATGA'),
  ('chr17:91618497-91618997', 'AGATAT'),
  ('chr11:62363715-62364215', 'AGAGAA'),
  ('chr5:73746597-73747097', 'ACATAA'),
  ('chr19:45434964-45435464', 'ATATAA'),
  ('chr12:78031164-78031664', 'ATATAA'),
  ('chr11:24999930-25000430', 'AAATAA'),
  ('chr6:142838755-142839255', 'AGAAAA'),
  ('chr5:28369134-28369634', 'AGATAT'),
  ('chr14:55043397-55043897', 'AGAGAA'),
  ('chr11:54119663-54120163', 'AGACAA')],
 [('chr13:23643344-23643844', 'CTTATC'),
  ('chr2:32629290-32629790', 'CTTATC'),
  ('chr11:69186640-69187140', 'CTTATC'),
  ('chr1:92185725-92186225', 'CTTATC'),
  ('chr13:94151185-94151685', 'CTTATC'),
  ('chr2:52304247-52304747', 'CTTATC'),
  ('chr16:92715757-92716257', 'CTTATC'),
  ('chr10:60585890-60586390', 'CTTATC'),
  ('chr3:121365444-121365944', 'CTTATC'),
  ('chr9:98389942-98390442', 'CTTATC'),
  ('chr7:110976194-110976694', 'CTTATC'),
  ('chrX:68727376-68727876', 'CTTATC'),
  ('chr12:90222446-90222946', 'CTTATC'),
  ('chr10:43329957-43330457', 'CTTATC'),
  ('chr2:130961395-130961895', 'CTTATC'),
  ('chr11:97307229-97307729', 'CTTATC'),
  ('chr17:43466517-43467017', 'CTTATC'),
  ('chrX:39372438-39372938', 'CTTATC'),
  ('chr1:77295121-77295621', 'CTTATC'),
  ('chr18:65887980-65888480', 'CTTATC'),
  ('chr9:66763905-66764405', 'CTTATC'),
  ('chr2:150491522-150492022', 'CTTATC'),
  ('chr5:64826641-64827141', 'CTTATC'),
  ('chr7:28266695-28267195', 'CTTATC'),
  ('chr2:28462971-28463471', 'CTTATC'),
  ('chr11:32145484-32145984', 'CTTATC'),
  ('chr1:157198530-157199030', 'CTTATC'),
  ('chr8:122895508-122896008', 'CTTATC'),
  ('chr11:95195043-95195543', 'CTTATC'),
  ('chr8:87494749-87495249', 'CTTATC'),
  ('chr8:108344710-108345210', 'CTTATC'),
  ('chr3:144332974-144333474', 'CTTATC'),
  ('chr18:32716208-32716708', 'CTTATC'),
  ('chr11:32155990-32156490', 'CTTATC'),
  ('chr8:97963969-97964469', 'CTTATC'),
  ('chr15:73573403-73573903', 'CTTATC'),
  ('chr11:121294774-121295274', 'CTTATC'),
  ('chr13:112863644-112864144', 'CTTATC'),
  ('chr7:53193728-53194228', 'CTTATC'),
  ('chr1:196501890-196502390', 'CTTATC'),
  ('chr1:36977018-36977518', 'CTTATC'),
  ('chr10:40924607-40925107', 'CTTATC'),
  ('chr12:33905457-33905957', 'CTTATC'),
  ('chr19:17397730-17398230', 'CTTATC'),
  ('chr15:66969076-66969576', 'CTTATC'),
  ('chr11:87539593-87540093', 'CTTATC'),
  ('chr17:37006053-37006553', 'CTTATC'),
  ('chr7:128112656-128113156', 'CTTATC'),
  ('chr11:121295412-121295912', 'CTTATC'),
  ('chr8:3522195-3522695', 'CTTATC'),
  ('chr10:127624309-127624809', 'CTTATC'),
  ('chr17:24339801-24340301', 'CTTATC'),
  ('chr2:180447045-180447545', 'CTTATC'),
  ('chr11:87563494-87563994', 'CTTATC'),
  ('chr5:38900629-38901129', 'CTTATC'),
  ('chr15:91082415-91082915', 'CTTATC'),
  ('chr19:5726888-5727388', 'CTTATC'),
  ('chr13:73612724-73613224', 'CTTATC'),
  ('chr9:108243079-108243579', 'CTTATC'),
  ('chr7:139930394-139930894', 'CTTATC'),
  ('chr16:8686808-8687308', 'CTTATC'),
  ('chr3:104477494-104477994', 'CTTATC'),
  ('chr16:32509879-32510379', 'CTTATC'),
  ('chr8:83024092-83024592', 'CTTATC'),
  ('chr6:38874025-38874525', 'CTTATC'),
  ('chr18:32702022-32702522', 'CTTATC'),
  ('chr17:26651346-26651846', 'CTTATC'),
  ('chr18:80416879-80417379', 'CTTATC'),
  ('chr5:65203206-65203706', 'CTTATC'),
  ('chr16:30565673-30566173', 'CTTATC'),
  ('chr13:76003198-76003698', 'CTTATC'),
  ('chr4:111173962-111174462', 'CTTATC'),
  ('chr17:28960251-28960751', 'CTTATC'),
  ('chr14:32981987-32982487', 'CTTATC'),
  ('chr8:126512499-126512999', 'CTTATC'),
  ('chr3:100351339-100351839', 'CTTATC'),
  ('chr8:24254795-24255295', 'CTTATC'),
  ('chr10:60612189-60612689', 'CTTATC'),
  ('chr19:53259936-53260436', 'CTTATC'),
  ('chr12:70884546-70885046', 'CTTATC'),
  ('chr16:91352913-91353413', 'CTTATC'),
  ('chr18:61379740-61380240', 'CTTATC'),
  ('chr8:24164439-24164939', 'CTTATC'),
  ('chr5:27985059-27985559', 'CTTATC'),
  ('chr9:44096485-44096985', 'CTTATC'),
  ('chr9:42909937-42910437', 'CTTATC'),
  ('chr7:6319201-6319701', 'CTTATC'),
  ('chr5:140280104-140280604', 'CTTATC'),
  ('chr9:21940048-21940548', 'CTTATC'),
  ('chr5:28369134-28369634', 'CTTATC'),
  ('chr11:94858858-94859358', 'CTTATC'),
  ('chr7:56247541-56248041', 'CTTATC'),
  ('chr11:96809236-96809736', 'CTTATC'),
  ('chr7:134369101-134369601', 'CTTATC'),
  ('chr4:62177552-62178052', 'CTTATC'),
  ('chr4:9588077-9588577', 'CTTATC'),
  ('chr14:119195311-119195811', 'CTTATC'),
  ('chr12:82044357-82044857', 'CTTATC'),
  ('chr7:19832206-19832706', 'CTTATC'),
  ('chr13:35887680-35888180', 'CTTATC'),
  ('chr4:129974284-129974784', 'CTTATC'),
  ('chr15:96173311-96173811', 'CTTATC'),
  ('chr13:73580848-73581348', 'CTTATC'),
  ('chr15:36250678-36251178', 'CTTATC'),
  ('chr7:104332487-104332987', 'CTTATC'),
  ('chr19:24354046-24354546', 'CTTATC'),
  ('chr9:121335572-121336072', 'CTTATC'),
  ('chr6:83115545-83116045', 'CTTATC'),
  ('chr18:57137387-57137887', 'CTTATC'),
  ('chr13:81067499-81067999', 'CTTATC'),
  ('chr4:8631654-8632154', 'CTTATC'),
  ('chr15:62052573-62053073', 'CTTATC'),
  ('chr2:103324307-103324807', 'CTTATC'),
  ('chr9:107997275-107997775', 'CTTATC'),
  ('chr2:167169232-167169732', 'CTTATC'),
  ('chr18:85054318-85054818', 'CTTATC'),
  ('chr11:32168936-32169436', 'CTTATC'),
  ('chr2:84652032-84652532', 'CTTATC'),
  ('chr16:12052140-12052640', 'CTTATC'),
  ('chr11:4123202-4123702', 'CTTATC'),
  ('chr14:70506761-70507261', 'CTTATC'),
  ('chr14:55043397-55043897', 'CTTATC'),
  ('chr5:115468249-115468749', 'CTTATC'),
  ('chr3:60589029-60589529', 'CTTATC'),
  ('chr4:42890554-42891054', 'CTTATC'),
  ('chr11:104890314-104890814', 'CTTATC'),
  ('chr2:25742740-25743240', 'CTTATC'),
  ('chr6:41654152-41654652', 'CTTATC'),
  ('chr16:34031621-34032121', 'CTTATC'),
  ('chr7:28320390-28320890', 'CTTATC'),
  ('chr2:93306456-93306956', 'CTTATC'),
  ('chr5:77087236-77087736', 'CTTATC'),
  ('chr2:132521380-132521880', 'CTTATC'),
  ('chr8:107823857-107824357', 'CTTATC'),
  ('chr14:71023665-71024165', 'CTTATC'),
  ('chr2:121963843-121964343', 'CTTATC'),
  ('chr4:129140944-129141444', 'CTTATC'),
  ('chr3:101355777-101356277', 'CTTATC'),
  ('chr5:116395143-116395643', 'CTTATC'),
  ('chr18:62325791-62326291', 'CTTATC'),
  ('chr5:137730859-137731359', 'CTTATC'),
  ('chr19:5963827-5964327', 'CTTATC'),
  ('chr11:31712261-31712761', 'CTTATC'),
  ('chr6:117858602-117859102', 'CTTATC'),
  ('chr6:145703214-145703714', 'CTTATC'),
  ('chr6:34857295-34857795', 'CTTATC'),
  ('chr5:17334951-17335451', 'CTTATC'),
  ('chr8:86146485-86146985', 'CTTATC'),
  ('chr17:29584279-29584779', 'CTTATC'),
  ('chr5:143814328-143814828', 'CTTATC'),
  ('chr5:139672807-139673307', 'CTTATC'),
  ('chr5:96888621-96889121', 'CTTATC'),
  ('chr12:41693215-41693715', 'CTTATC'),
  ('chr4:118241266-118241766', 'CTTATC'),
  ('chr17:87913077-87913577', 'CTTATC'),
  ('chr3:39901710-39902210', 'CTTATC'),
  ('chr12:116305851-116306351', 'CTTATC'),
  ('chr4:134537936-134538436', 'CTTATC'),
  ('chr2:28928359-28928859', 'CTTATC'),
  ('chr4:76585119-76585619', 'CTTATC'),
  ('chr6:134934722-134935222', 'TTTATC'),
  ('chr10:25440010-25440510', 'TTTATC'),
  ('chr2:152650540-152651040', 'TTTATC'),
  ('chr6:57653288-57653788', 'TTTATC'),
  ('chr9:44773666-44774166', 'TTTATC'),
  ('chr12:32992413-32992913', 'TTTATC'),
  ('chr9:90156772-90157272', 'TTTATC'),
  ('chr16:49776999-49777499', 'TTTATC'),
  ('chr15:103088528-103089028', 'TTTATC'),
  ('chr4:135179214-135179714', 'TTTATC'),
  ('chr14:69939826-69940326', 'TTTATC'),
  ('chr13:113639369-113639869', 'TTTATC'),
  ('chr1:90207103-90207603', 'TTTATC'),
  ('chr19:7626414-7626914', 'TTTATC'),
  ('chr3:154291293-154291793', 'TTTATC'),
  ('chr19:6300360-6300860', 'TTTATC'),
  ('chr19:4046662-4047162', 'TTTATC'),
  ('chr5:139858101-139858601', 'TTTATC'),
  ('chr17:56074304-56074804', 'TTTATC'),
  ('chr1:22562530-22563030', 'TTTATC'),
  ('chr11:84636992-84637492', 'TTTATC'),
  ('chr5:45951564-45952064', 'TTTATC'),
  ('chr5:22924216-22924716', 'TTTATC'),
  ('chr16:91804488-91804988', 'TTTATC'),
  ('chr5:30289968-30290468', 'TTTATC'),
  ('chr19:55293250-55293750', 'TTTATC'),
  ('chr15:78888126-78888626', 'TTTATC'),
  ('chr12:110018191-110018691', 'TTTATC'),
  ('chr7:148956812-148957312', 'TTTATC'),
  ('chrX:146984103-146984603', 'TTTATC'),
  ('chr3:19087306-19087806', 'TTTATC'),
  ('chr17:29575283-29575783', 'TTTATC'),
  ('chr10:25018819-25019319', 'TTTATC'),
  ('chr11:74652046-74652546', 'TTTATC'),
  ('chr8:96633153-96633653', 'TTTATC'),
  ('chr5:140488128-140488628', 'TTTATC'),
  ('chr5:123643387-123643887', 'TTTATC'),
  ('chr11:94195589-94196089', 'TTTATC'),
  ('chr9:66351710-66352210', 'TTTATC'),
  ('chr4:124283412-124283912', 'TTTATC'),
  ('chr17:84135991-84136491', 'TTTATC'),
  ('chr17:28946039-28946539', 'TTTATC'),
  ('chr3:96232775-96233275', 'TTTATC'),
  ('chr7:128005138-128005638', 'TTTATC'),
  ('chr14:70865966-70866466', 'TTTATC'),
  ('chr1:183078714-183079214', 'TTTATC'),
  ('chr15:58828419-58828919', 'TTTATC'),
  ('chr11:117642059-117642559', 'TTTATC'),
  ('chr2:103797833-103798333', 'TTTATC'),
  ('chr15:82060182-82060682', 'TTTATC'),
  ('chr17:47735005-47735505', 'TTTATC'),
  ('chr15:56455063-56455563', 'TTTATC'),
  ('chr15:83139084-83139584', 'TTTATC'),
  ('chr16:8655670-8656170', 'TTTATC'),
  ('chr5:104483855-104484355', 'TTTATC'),
  ('chr5:34915766-34916266', 'TTTATC'),
  ('chr12:78031164-78031664', 'TTTATC'),
  ('chr4:117601165-117601665', 'TTTATC'),
  ('chr11:58166513-58167013', 'TTTATC'),
  ('chr6:86027771-86028271', 'TTTATC'),
  ('chr10:112467641-112468141', 'TTTATC'),
  ('chr16:38371686-38372186', 'TTTATC'),
  ('chr17:5112056-5112556', 'TTTATC'),
  ('chr12:85791924-85792424', 'TTTATC'),
  ('chr4:118863135-118863635', 'TTTATC'),
  ('chr4:43977110-43977610', 'TTTATC'),
  ('chr10:93585403-93585903', 'TTTATC'),
  ('chr8:85946911-85947411', 'TTTATC'),
  ('chr11:51213800-51214300', 'TTTATC'),
  ('chr2:78556315-78556815', 'TTTATC'),
  ('chr17:47672782-47673282', 'TTTATC'),
  ('chr7:111007529-111008029', 'TTTATC'),
  ('chr16:33115730-33116230', 'TTTATC'),
  ('chr15:58719280-58719780', 'TTTATC'),
  ('chr4:32996228-32996728', 'TTTATC'),
  ('chr11:86427475-86427975', 'TTTATC'),
  ('chr4:116666092-116666592', 'TTTATC'),
  ('chr5:104188914-104189414', 'TTTATC'),
  ('chr4:46609848-46610348', 'TTTATC'),
  ('chr13:74873193-74873693', 'TTTATC'),
  ('chr1:88057040-88057540', 'TTTATC'),
  ('chr10:93128959-93129459', 'TTTATC'),
  ('chr3:108248003-108248503', 'TTTATC'),
  ('chr14:69922787-69923287', 'TTTATC'),
  ('chr10:59256088-59256588', 'TTTATC'),
  ('chr3:79383669-79384169', 'TTTATC'),
  ('chr12:27135943-27136443', 'TTTATC'),
  ('chr2:77015534-77016034', 'GTTATC'),
  ('chr4:33073879-33074379', 'GTTATC'),
  ('chr3:68858679-68859179', 'GTTATC'),
  ('chr8:113026623-113027123', 'GTTATC'),
  ('chr1:36976472-36976972', 'GTTATC'),
  ('chr4:134960761-134961261', 'GTTATC'),
  ('chr2:34638537-34639037', 'GTTATC'),
  ('chr2:103728070-103728570', 'GTTATC'),
  ('chr12:112796793-112797293', 'GTTATC'),
  ('chr11:115367839-115368339', 'GTTATC'),
  ('chr5:118933400-118933900', 'GTTATC'),
  ('chr6:28617038-28617538', 'GTTATC'),
  ('chr12:32828021-32828521', 'GTTATC'),
  ('chr10:107550273-107550773', 'GTTATC'),
  ('chr11:60988819-60989319', 'GTTATC'),
  ('chr16:32508974-32509474', 'GTTATC'),
  ('chr2:84681995-84682495', 'GTTATC'),
  ('chr6:149136526-149137026', 'GTTATC'),
  ('chr16:76323701-76324201', 'GTTATC'),
  ('chr13:45499433-45499933', 'GTTATC'),
  ('chr9:7790420-7790920', 'GTTATC'),
  ('chr4:32949806-32950306', 'GTTATC'),
  ('chr11:57767825-57768325', 'GTTATC'),
  ('chr17:34266308-34266808', 'GTTATC'),
  ('chr17:29067182-29067682', 'GTTATC'),
  ('chr10:41632090-41632590', 'GTTATC'),
  ('chr13:110473133-110473633', 'GTTATC'),
  ('chr3:102933243-102933743', 'GTTATC'),
  ('chr2:37405046-37405546', 'GTTATC'),
  ('chr4:154285744-154286244', 'GTTATC'),
  ('chr19:55941581-55942081', 'GTTATC'),
  ('chr1:136638481-136638981', 'GTTATC'),
  ('chr4:118723530-118724030', 'GTTATC'),
  ('chr11:61770985-61771485', 'GTTATC'),
  ('chr7:20321985-20322485', 'GTTATC'),
  ('chr4:151334551-151335051', 'GTTATC'),
  ('chr5:37127174-37127674', 'GTTATC'),
  ('chr3:51034100-51034600', 'GTTATC'),
  ('chr9:21362670-21363170', 'GTTATC'),
  ('chr11:32193433-32193933', 'GTTATC'),
  ('chr15:83253023-83253523', 'GTTATC'),
  ('chr12:102194282-102194782', 'GTTATC'),
  ('chr2:25869095-25869595', 'GTTATC'),
  ('chr8:71137138-71137638', 'GTTATC'),
  ('chr1:157123772-157124272', 'GTTATC'),
  ('chr19:55358480-55358980', 'GTTATC'),
  ('chr4:126645608-126646108', 'GTTATC'),
  ('chr5:73746597-73747097', 'GTTATC'),
  ('chr10:30482937-30483437', 'GTTATC'),
  ('chr13:98513311-98513811', 'GTTATC'),
  ('chr2:84852385-84852885', 'GTTATC'),
  ('chr13:35769193-35769693', 'GTTATC'),
  ('chr11:44322388-44322888', 'GTTATC'),
  ('chr11:102226516-102227016', 'GTTATC'),
  ('chr16:14166505-14167005', 'GTTATC'),
  ('chr13:3862102-3862602', 'GTTATC'),
  ('chr15:78243389-78243889', 'GTTATC'),
  ('chr12:66059744-66060244', 'GTTATC'),
  ('chr10:40726423-40726923', 'ATTATC'),
  ('chr19:42304738-42305238', 'ATTATC'),
  ('chr4:119486254-119486754', 'ATTATC'),
  ('chr19:7017106-7017606', 'ATTATC'),
  ('chr13:112837037-112837537', 'ATTATC'),
  ('chr6:131327331-131327831', 'ATTATC'),
  ('chr9:70682446-70682946', 'ATTATC'),
  ('chr7:105490726-105491226', 'ATTATC'),
  ('chr5:87232755-87233255', 'ATTATC'),
  ('chr11:86476947-86477447', 'ATTATC'),
  ('chr13:104969484-104969984', 'ATTATC'),
  ('chr11:80597917-80598417', '-TTATC'),
  ('chr6:38866492-38866992', 'ATTATC'),
  ('chr13:3866265-3866765', 'ATTATC'),
  ('chr4:44084688-44085188', 'ATTATC'),
  ('chr3:84162552-84163052', 'ATTATC'),
  ('chr7:111019147-111019647', 'ATTATC'),
  ('chr1:133343882-133344382', 'ATTATC'),
  ('chr4:128724868-128725368', 'ATTATC'),
  ('chr4:134486381-134486881', 'ATTATC'),
  ('chr4:153400587-153401087', 'ATTATC'),
  ('chr17:35879924-35880424', 'ATTATC'),
  ('chr13:3345624-3346124', 'ATTATC'),
  ('chr4:41334758-41335258', 'ATTATC'),
  ('chr9:104996245-104996745', 'ATTATC'),
  ('chr7:107640799-107641299', 'ATTATC'),
  ('chr1:122155871-122156371', 'ATTATC'),
  ('chr6:125826720-125827220', 'ATTATC'),
  ('chr13:57679177-57679677', 'ATTATC'),
  ('chr8:97257704-97258204', 'ATTATC'),
  ('chr11:75460436-75460936', 'ATTATC'),
  ('chr2:122090759-122091259', 'CTTTTC'),
  ('chr17:91618497-91618997', 'CTTATG'),
  ('chr14:65307371-65307871', 'CTGATC'),
  ('chr13:112511938-112512438', 'CTTATA'),
  ('chr10:110604368-110604868', 'CTTAAC'),
  ('chr6:82964292-82964792', 'CTTAGC'),
  ('chr5:144438246-144438746', 'CTTATT'),
  ('chr12:58298569-58299069', 'CTTATT'),
  ('chr10:59336304-59336804', 'CTTCTC'),
  ('chr5:121847518-121848018', 'CTTGTC'),
  ('chr1:9738233-9738733', 'CTTGTC'),
  ('chr13:56459265-56459765', 'CTTATG'),
  ('chr9:118957546-118958046', 'CTTATG'),
  ('chr6:35303480-35303980', 'CTTGTC'),
  ('chr6:34107096-34107596', 'CTTCTC'),
  ('chr10:126642276-126642776', 'CATATC'),
  ('chr9:42938267-42938767', 'CTGATC'),
  ('chr19:5896487-5896987', 'CTTAAC'),
  ('chr13:57763835-57764335', 'CTTATG'),
  ('chr19:45121627-45122127', 'CTTTTC'),
  ('chr15:22324757-22325257', 'CTTTTC'),
  ('chr3:96108389-96108889', 'CTGATC'),
  ('chr8:87362362-87362862', 'CTTCTC'),
  ('chr12:70394725-70395225', 'CTTACC'),
  ('chr10:41003810-41004310', 'CTTACC'),
  ('chr7:36132952-36133452', 'CTTACC'),
  ('chr2:167454294-167454794', 'CTCATC'),
  ('chr17:45710229-45710729', 'CTTGTC'),
  ('chr14:41775476-41775976', 'CTTCTC'),
  ('chr4:111203043-111203543', 'CTGATC'),
  ('chr2:125973397-125973897', 'CTGATC'),
  ('chr10:75308228-75308728', 'CTAATC'),
  ('chr10:3150237-3150737', 'CATATC'),
  ('chr9:66197481-66197981', 'CTGATC'),
  ('chr7:101244828-101245328', 'CTTAAC'),
  ('chr4:34497471-34497971', 'CTTAGC'),
  ('chr3:88167295-88167795', 'CTGATC'),
  ('chr1:55087777-55088277', 'CCTATC'),
  ('chr7:87847380-87847880', 'CTTATG'),
  ('chr6:136416750-136417250', 'CATATC'),
  ('chr11:115373882-115374382', 'CTTAGC')]]

In [19]:
for k, i in enumerate(dreme.motives_list):
    for l, j in enumerate(i):
        if '-' in j[1]:
            print k, l, j


1 359 ('chr11:80597917-80598417', 'ACACCC-')
1 367 ('chr17:47754579-47755079', 'ACACCC-')
1 396 ('chr3:102933243-102933743', '-CACCCA')
1 419 ('chr15:96173311-96173811', '-CACCCA')
1 484 ('chr16:91086847-91087347', 'CCACCC-')
3 316 ('chr11:80597917-80598417', '-TTATC')

In [20]:
predictions = dreme.predict(input_seqs="dreme-sample_2.fa", return_list=True)
for p in predictions: print p


[1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3]
[1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3]
[2, 2, 2, 2, 2, 2, 2, 3, 3]
[2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3]
[1, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3]
[1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3]
[2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3]
[1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3]
[1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3]
[1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3]
[1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3]
[1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3]
[1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3]
[0, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3]
[1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3]
[1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3]
[1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3]
[2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3]
[1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3]
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[1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3]
[1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3]
[1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3]
[0, 0, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3]
[2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3]
[1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3]
[1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3]
[2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3]

In [21]:
predictions = dreme.predict(input_seqs="dreme-sample_2.fa", return_list=False)
for p in predictions: print p


241
171
9
112
21
84
86
301
286
186
319
96
311
147
81
196
324
37
280
165
134
316
285
282
64
318
270
265
262
264
267
223
238
252
186
190
182
339
316
278
241
296
250
260
228
280
356
289
199
259
251
189
305
242
190
227
281
284
213
267
318
55
292
260
246
253
284
111
246
250
168
276
258
204
295
152
45
257
299
327
127
293
311
30
227
180
145
257
309
309
175
249
256
245
255
227
115
147
137
238

In [22]:
match = dreme.transform(input_seqs="dreme-sample_2.fa", return_match=True)
for m in match: print m


[[], [(216, 223, 0.015653598775851495), (221, 228, 0.015653598775851495), (254, 261, 0.000749140966663594), (276, 283, 0.036997281426188126)], [(1, 7, 4.222609680380457e-08), (38, 44, 3.0934869453336683e-09), (40, 46, 1.8668575017699622e-07), (46, 52, 1.1631510914454592e-08), (48, 54, 1.5877012398230518e-05), (56, 62, 2.1345059922802307e-08), (71, 77, 2.846007989706975e-07), (74, 80, 6.07148371137488e-09), (76, 82, 2.066383460611713e-08), (82, 88, 1.064414557320594e-08), (94, 100, 1.4192194097607918e-09), (98, 104, 4.222609680380457e-09), (115, 121, 2.320115209000251e-09), (136, 142, 1.064414557320594e-08), (139, 145, 6.8304191752967385e-09), (144, 150, 2.320115209000251e-08), (145, 151, 6.8304191752967385e-09), (155, 161, 2.8460079897069743e-09), (158, 164, 1.469428238657218e-09), (186, 192, 3.0027446616038805e-09), (201, 207, 6.8304191752967385e-09), (204, 210, 1.5834786301426715e-05), (213, 219, 3.0934869453336683e-09), (264, 270, 4.361816592920472e-08), (268, 274, 8.025742530973667e-06), (299, 305, 5.630146240507275e-09), (321, 327, 7.613071372466157e-06), (324, 330, 4.350216016875471e-09), (327, 333, 1.240694497541823e-08), (352, 358, 6.8304191752967385e-09), (353, 359, 1.7400864067501883e-08), (376, 382, 4.652604365781837e-06), (377, 383, 2.088103688100226e-08), (378, 384, 3.611584138938151e-05), (379, 385, 3.9151944151879235e-08), (380, 386, 4.907043667035531e-05), (382, 388, 1.9210553930522076e-07), (385, 391, 4.211379335485828e-08), (386, 392, 2.320115209000251e-09), (388, 394, 3.7337150035399244e-07), (395, 401, 2.9947586385677002e-09), (396, 402, 6.07148371137488e-09), (400, 406, 3.262662012656603e-08), (402, 408, 5.234179911504567e-08), (422, 428, 3.0276680741563564e-09), (423, 429, 5.6920159794139486e-09), (425, 431, 2.134505992280231e-06), (428, 434, 2.134505992280231e-06), (429, 435, 1.7400864067501883e-08), (430, 436, 9.60527696526104e-08), (431, 437, 4.8026384826305195e-06), (432, 438, 1.7447266371681888e-08), (434, 440, 1.600879494210173e-05), (435, 441, 1.7400864067501883e-08), (436, 442, 9.60527696526104e-08), (437, 443, 1.2807035953681383e-08), (446, 452, 8.275077578767562e-08), (447, 453, 6.8304191752967385e-09), (448, 454, 1.2807035953681383e-08), (451, 457, 1.0331917303058564e-08), (456, 462, 5.676877639043167e-09), (457, 463, 1.4230039948534871e-09), (459, 465, 8.723633185840946e-06), (460, 466, 2.088103688100226e-08), (461, 467, 3.611584138938151e-05), (463, 469, 1.305064805062641e-07), (464, 470, 1.305064805062641e-07), (465, 471, 9.60527696526104e-08), (466, 472, 2.5614071907362766e-08), (469, 475, 1.064414557320594e-08), (472, 478, 0.00010359469082533388), (483, 489, 1.1384031958827897e-08), (492, 498, 2.7625250886755697e-07)], [(2, 8, 3.42235172960919e-07), (4, 10, 1.1521349935500257e-07), (6, 12, 4.037958834537233e-06), (7, 13, 1.1750850520872252e-09), (9, 15, 1.1562836912538294e-07), (13, 19, 4.037958834537233e-06), (14, 20, 1.1750850520872252e-09), (15, 21, 4.937721400928682e-08), (17, 23, 1.1521349935500257e-07), (20, 26, 1.1562836912538294e-07), (29, 35, 2.8364599932902253e-08), (33, 39, 5.7293669516210525e-08), (36, 42, 5.675541840147909e-09), (39, 45, 2.8672075270928297e-08), (41, 47, 1.1530325175976526e-09), (47, 53, 2.8287731098395743e-08), (49, 55, 3.131451832592409e-05), (50, 56, 1.725796554110193e-08), (55, 61, 5.956565985909473e-07), (57, 63, 3.2918142672857876e-08), (59, 65, 1.5457776556500407e-09), (60, 66, 1.1562836912538294e-07), (65, 71, 2.1699693937739426e-09), (70, 76, 2.690409207727856e-09), (75, 81, 2.3042699871000514e-07), (79, 85, 2.448788662249184e-08), (80, 86, 1.418374661271364e-05), (81, 87, 2.1132910887126836e-09), (86, 92, 6.509908181321828e-09), (92, 98, 6.509908181321828e-09), (99, 105, 5.107987656133119e-08), (103, 109, 3.0284691259029253e-06), (104, 110, 3.191342987860569e-05), (105, 111, 9.982493672338202e-08), (106, 112, 3.327497890779401e-08), (108, 114, 5.6884617727921497e-08), (109, 115, 0.003914714065108966), (110, 116, 1.381327561909799e-05), (111, 117, 9.982493672338202e-08), (112, 118, 1.6637489453897003e-08), (114, 120, 1.0438172775308028e-05), (119, 125, 5.989115526816082e-07), (121, 127, 6.654995781558803e-08), (122, 128, 6.139233608487995e-06), (125, 131, 1.418374661271364e-05), (128, 134, 1.418374661271364e-05), (131, 137, 3.8438337703831004e-08), (133, 139, 1.4143865549197872e-07), (134, 140, 1.1562836912538294e-07), (153, 159, 2.1699693937739426e-09), (159, 165, 8.163461492045463e-06), (160, 166, 1.7469363926591859e-07), (162, 168, 4.9912468361691023e-08), (163, 169, 0.002259237967923582), (165, 171, 3.2828933614123845e-08), (166, 172, 1.0637809959535233e-05), (168, 174, 0.00521961875347862), (170, 176, 4.937721400928682e-08), (171, 177, 5.7344150541856594e-08), (173, 179, 8.555879324022975e-08), (175, 181, 0.00521961875347862), (176, 182, 3.75360750518967e-08), (178, 184, 1.1562836912538294e-07), (182, 188, 1.7026625520443728e-08), (183, 189, 4.386984194458973e-09), (186, 192, 1.1593332417375306e-09), (187, 193, 0.0038934384451898953), (188, 194, 5.004810006919561e-08), (192, 198, 2.7051108973875716e-09), (194, 200, 1.2278467216975991e-05), (195, 201, 3.5033670048436927e-07), (200, 206, 1.9855219953031576e-07), (206, 212, 4.136767078890153e-08), (212, 218, 8.18480993088722e-09), (215, 221, 4.233522378045112e-09), (220, 226, 2.8364599932902253e-08), (226, 232, 2.1699693937739426e-09), (228, 234, 1.0972714224285962e-08), (230, 236, 1.7026625520443728e-08), (231, 237, 2.8672075270928297e-08), (234, 240, 5.675541840147909e-09), (236, 242, 1.7026625520443728e-08), (237, 243, 5.7344150541856594e-08), (238, 244, 1.6459071336428938e-08), (240, 246, 1.7026625520443728e-08), (241, 247, 5.7344150541856594e-08), (242, 248, 1.6459071336428938e-08), (244, 250, 2.088599397174431e-06), (245, 251, 1.1750850520872252e-09), (246, 252, 4.937721400928682e-08), (248, 254, 1.1521349935500257e-07), (250, 256, 4.037958834537233e-06), (252, 258, 6.05693825180585e-06), (253, 259, 8.672127684403721e-08), (254, 260, 4.937721400928682e-08), (256, 262, 1.6459071336428938e-08), (258, 264, 1.5457776556500407e-09), (259, 265, 2.8672075270928297e-08), (261, 267, 1.6142455246367135e-09), (267, 273, 1.6142455246367135e-09), (269, 275, 8.162628874163946e-09), (271, 277, 8.486319329518723e-08), (272, 278, 1.725796554110193e-08), (278, 284, 1.0972714224285962e-08), (280, 286, 1.1407839098697299e-07), (281, 287, 5.7344150541856594e-08), (285, 291, 2.0070452689649805e-07), (291, 297, 8.093985838776806e-07), (302, 308, 1.8733902334146763e-09), (305, 311, 7.072654137504907e-05), (306, 312, 3.75360750518967e-08), (308, 314, 9.928622628899549e-05), (310, 316, 5.4714889356873084e-08), (311, 317, 8.672127684403721e-08), (312, 318, 4.937721400928682e-08), (313, 319, 8.093985838776806e-07), (315, 321, 1.0972714224285962e-08), (317, 323, 1.8961539242640498e-07), (318, 324, 1.1750850520872252e-09), (320, 326, 2.1934920972294866e-09), (328, 334, 3.228491049273427e-09), (332, 338, 3.0696168042439978e-06), (333, 339, 3.7032910506965117e-08), (334, 340, 5.765750655574651e-07), (341, 347, 1.418374661271364e-05), (343, 349, 1.3993615961068687e-05), (345, 351, 6.05693825180585e-06), (346, 352, 1.1750850520872252e-09), (347, 353, 4.937721400928682e-08), (348, 354, 1.5667800694496335e-09), (357, 363, 1.4088607258084554e-09), (359, 365, 7.764161745151936e-08), (361, 367, 4.081314437081974e-08), (362, 368, 1.1562836912538294e-07), (368, 374, 2.4688607004643412e-08), (369, 375, 5.765750655574651e-07), (371, 377, 1.6459071336428938e-08), (372, 378, 1.627477045330457e-09), (377, 383, 1.6142455246367135e-09), (381, 387, 8.890396993894736e-08), (384, 390, 1.2769969140332795e-08), (386, 392, 1.15315013111493e-07), (387, 393, 1.2410301236670457e-08), (389, 395, 2.8287731098395743e-08), (391, 397, 4.673808705361804e-06), (397, 403, 3.552103998407011e-05), (403, 409, 8.509379979870676e-08), (411, 417, 1.1562836912538294e-07), (412, 418, 1.1645054779717586e-09), (433, 439, 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[[], [], [(3, 9, 0.0006927894948944203), (7, 13, 3.166957260285342e-08), (12, 18, 1.2772974687847127e-08), (13, 19, 5.350495020649112e-07), (15, 21, 1.7400864067501884e-07), (16, 22, 9.280460836001004e-09), (18, 24, 4.8026384826305195e-06), (19, 25, 1.635681222345177e-06), (21, 27, 3.925634933628425e-07), (22, 28, 2.088103688100226e-08), (33, 39, 6.333914520570684e-08), (40, 46, 2.9947586385677002e-09), (51, 57, 7.550401451602958e-06), (55, 61, 9.579731015885345e-08), (56, 62, 1.635681222345177e-06), (59, 65, 0.0003175402479646104), (60, 66, 1.5660777660751693e-09), (62, 68, 0.0021235504082633317), (64, 70, 2.936395811390943e-07), (65, 71, 3.111429169616603e-08), (67, 73, 1.5877012398230518e-05), (91, 97, 1.8474386530517874e-06), (94, 100, 9.826801346020146e-09), (103, 109, 5.615172447314437e-09), (113, 119, 0.26048885008030204), (125, 131, 8.445219360760913e-09), (127, 133, 4.222609680380457e-09), (136, 142, 8.445219360760915e-07), (144, 150, 2.024753024592063e-08), (145, 151, 5.6920159794139486e-09), (147, 153, 1.1384031958827897e-08), (149, 155, 1.0331917303058564e-08), (152, 158, 7.613071372466157e-06), (154, 160, 2.5614071907362766e-08), (157, 163, 3.9151944151879237e-07), (158, 164, 2.0936719646018262e-08), (159, 165, 1.3964193414170263e-07), (160, 166, 1.3085449778761416e-07), (162, 168, 1.600879494210173e-05), (169, 175, 2.481388995083646e-08), (172, 178, 4.211379335485829e-09), (182, 188, 3.0276680741563564e-09), (183, 189, 4.350216016875471e-09), (185, 191, 5.220259220250565e-08), (186, 192, 2.3263021828909184e-09), (196, 202, 2.066383460611713e-08), (199, 205, 4.5556943053321426e-08), (202, 208, 4.361816592920472e-08), (204, 210, 1.7400864067501884e-07), (214, 220, 5.800288022500628e-09), (216, 222, 7.000715631637359e-05), (217, 223, 4.1873439292036524e-08), (219, 225, 6.333914520570684e-08), (222, 228, 4.5556943053321426e-08), (223, 229, 4.361816592920472e-09), (365, 371, 2.1113048401902286e-06), (368, 374, 3.0121282386713924e-08), (373, 379, 3.816686448063033e-06), (389, 395, 4.5041169924058205e-09), (392, 398, 7.530320596678482e-06), (413, 419, 2.3263021828909183e-08), (415, 421, 1.600879494210173e-05), (428, 434, 1.2373947781334673e-08), (434, 440, 5.647740447508861e-06), (435, 441, 1.3964193414170263e-07), (436, 442, 2.8002862526549426e-07), (439, 445, 1.1876089726070035e-05), (440, 446, 2.936395811390943e-07), (441, 447, 5.250536723728018e-05), (442, 448, 2.8002862526549426e-07), (445, 451, 1.1876089726070035e-05), (446, 452, 1.5660777660751693e-09), (449, 455, 1.1876089726070035e-05), (450, 456, 1.5660777660751693e-09), (453, 459, 1.1876089726070035e-05), (454, 460, 1.5660777660751693e-09), (457, 463, 3.158534501614371e-08), (461, 467, 4.222609680380457e-09), (465, 471, 3.8744689886469626e-06), (466, 472, 1.7400864067501883e-08), (469, 475, 0.0005953879649336444), (474, 480, 4.2690119845604613e-08), (484, 490, 1.3775889737411418e-09), (495, 501, 3.0121282386713924e-08)], [(1, 7, 1.1320321935904775e-08), (2, 8, 2.0180127294511277e-07), (4, 10, 6.089321140126306e-06), (5, 11, 3.0446605700631524e-06), (8, 14, 7.874122163956427e-06), (27, 33, 8.444098835342014e-09), (28, 34, 3.8438337703831004e-08), (30, 36, 1.035809457135287e-06), (31, 37, 5.7657506555746516e-08), (32, 38, 3.693255031588933e-08), (33, 39, 2.5816793980185004e-08), (34, 40, 0.0028010877244581), (35, 41, 3.75360750518967e-08), (36, 42, 1.4813164202786047e-07), (41, 47, 2.30630026222986e-07), (42, 48, 2.1312623990442066e-05), (44, 50, 1.0036019107578624e-09), (45, 51, 6.350931319125511e-06), (46, 52, 1.898843905064332e-09), (50, 56, 3.5171078999005376e-06), (52, 58, 1.6972638659037446e-07), (53, 59, 5.737065328930001e-09), (54, 60, 2.1132910887126836e-09), (58, 64, 1.4073498058903356e-09), (60, 66, 2.5332296506026036e-08), (61, 67, 5.249414775970952e-07), (63, 69, 4.673808705361804e-06), (64, 70, 4.279414219541536e-09), (66, 72, 4.222049417671006e-09), (68, 74, 4.2431596647593623e-07), (69, 75, 1.725796554110193e-08), (76, 82, 8.093985838776806e-07), (79, 85, 1.1407839098697299e-07), (84, 90, 1.0967460486147434e-08), (90, 96, 0.0001230987764965188), (93, 99, 2.0079728651255007e-07), (96, 102, 1.7516835024218464e-07), (98, 104, 3.1647398417738873e-09), (105, 111, 4.136767078890153e-08), (107, 113, 6.509908181321828e-09), (112, 118, 2.461975529930376e-05), (114, 120, 4.897577324498368e-08), (115, 121, 1.0498829551941904e-06), (117, 123, 2.5470724355785742e-08), (118, 124, 0.000584285681359547), (119, 125, 7.486870254253654e-08), (120, 126, 3.061298059517049e-05), (122, 128, 8.207233403530962e-08), (123, 129, 3.29023814584423e-09), (129, 135, 2.1169771063751708e-06), (134, 140, 5.7344150541856594e-08), (138, 144, 3.0529341042209325e-06), (142, 148, 1.5457776556500407e-09), (143, 149, 1.0967460486147434e-08), (148, 154, 3.122317055691127e-09), (157, 163, 4.222049417671007e-09), (158, 164, 1.433603763546415e-07), (161, 167, 1.2046608392811297e-09), (170, 176, 3.9602823537754036e-07), (173, 179, 8.605597993395003e-08), (174, 180, 2.4820602473340914e-08), (178, 184, 3.1647398417738873e-09), (187, 193, 1.2700567134135337e-08), (189, 195, 1.0820443589550286e-08), (192, 198, 1.0967460486147434e-08), (195, 201, 2.341737791768345e-09), (197, 203, 4.0817307460227316e-06), (198, 204, 2.6275252536327697e-07), (200, 206, 3.336540004613041e-08), (203, 209, 8.509379979870676e-08), (205, 211, 6.509908181321828e-09), (209, 215, 2.830080483976194e-08), (210, 216, 6.070489379082604e-07), (212, 218, 2.8649756839610646e-05), (215, 221, 2.8672075270928297e-08), (218, 224, 2.1110247088355034e-08), (220, 226, 1.6980482903857164e-08), (221, 227, 9.060431909078515e-08), (226, 232, 4.882431135991372e-09), (228, 234, 1.5528323490303872e-07), (358, 364, 2.5024050034597808e-08), (360, 366, 1.9219168851915503e-07), (363, 369, 5.381367278536341e-07), (366, 372, 2.1102647399403227e-05), (367, 373, 0.0005617398751766516), (369, 375, 8.490241451928582e-08), (371, 377, 4.937721400928682e-08), (372, 378, 2.0070452689649805e-07), (374, 380, 1.6325257748327892e-08), (375, 381, 4.256656380110932e-09), (376, 382, 1.3911998900850365e-09), (377, 383, 1.0556200205231203e-05), (378, 384, 3.75360750518967e-08), (380, 386, 2.6906836392681705e-07), (382, 388, 2.002564950461555e-06), (383, 389, 1.441437663893663e-07), (384, 390, 1.1109873152089536e-07), (385, 391, 3.4422391973580005e-08), (386, 392, 1.1646242617727904e-07), (388, 394, 0.0003694732333601569), (390, 396, 9.848680084237157e-08), (391, 397, 4.302798996697501e-09), (393, 399, 0.0038934384451898953), (394, 400, 2.4820602473340914e-08), (398, 404, 5.381367278536341e-07), (400, 406, 3.0284691259029253e-06), (401, 407, 1.7297251966723954e-07), (402, 408, 1.2245192238068196e-05), (403, 409, 2.4956234180845505e-08), (404, 410, 6.155425052648224e-08), (405, 411, 3.191342987860569e-05), (406, 412, 4.991246836169101e-08), (407, 413, 1.898843905064332e-09), (411, 417, 1.6369344009175276e-09), (414, 420, 8.07122762318357e-09), (419, 425, 9.085407377708776e-06), (420, 426, 4.763198489344133e-06), (421, 427, 9.982493672338202e-08), (422, 428, 3.327497890779401e-08), (423, 429, 1.2344303502321704e-08), (424, 430, 8.555879324022976e-08), (425, 431, 1.15315013111493e-07), (427, 433, 1.2277214896330824e-08), (432, 438, 1.706538531837645e-07), (433, 439, 1.5834300307846801e-06), (434, 440, 3.743435127126827e-08), (435, 441, 4.566990855094729e-06), (436, 442, 2.4820602473340914e-08), (437, 443, 2.448788662249184e-08), (440, 446, 1.5748244327912853e-06), (441, 447, 1.2410301236670457e-08), (443, 449, 8.444098835342012e-09), (446, 452, 3.1496488655825706e-06), (447, 453, 3.0446605700631524e-06), (450, 456, 3.1496488655825706e-06), (451, 457, 3.0446605700631524e-06), (454, 460, 3.1496488655825706e-06), (455, 461, 3.0446605700631524e-06), (458, 464, 3.4422391973580005e-08), (459, 465, 2.1312623990442066e-05), (461, 467, 1.0036019107578624e-09), (462, 468, 3.1496488655825706e-06), (463, 469, 3.327497890779401e-08), (464, 470, 3.5126066876525188e-09), (466, 472, 3.3274978907794013e-08), (467, 473, 1.737442173133864e-07), (470, 476, 6.333074126506509e-08), (471, 477, 2.1397071097707685e-08), (480, 486, 1.5457776556500407e-09), (481, 487, 4.386984194458973e-09), (485, 491, 1.6637489453897007e-07), (486, 492, 1.898843905064332e-09), (493, 499, 6.939923362806423e-06), (494, 500, 2.8828753277873258e-08)]]

In [23]:
match = dreme.transform(input_seqs="dreme-sample_2.fa", return_match=False)
for m in match: print m


[0, 1, 1, 1]
[0, 1, 1, 1]
[0, 0, 1, 1]
[0, 0, 1, 1]
[0, 1, 1, 1]
[0, 1, 1, 1]
[0, 0, 1, 1]
[0, 1, 1, 1]
[0, 1, 1, 1]
[0, 1, 1, 1]
[0, 1, 1, 1]
[0, 1, 1, 1]
[0, 1, 1, 1]
[1, 1, 1, 1]
[0, 1, 1, 1]
[0, 1, 1, 1]
[0, 1, 1, 1]
[0, 0, 1, 1]
[0, 1, 1, 1]
[0, 1, 1, 1]
[0, 1, 1, 1]
[0, 1, 1, 1]
[0, 1, 1, 1]
[0, 1, 1, 1]
[0, 0, 1, 1]
[1, 1, 1, 1]
[0, 1, 1, 1]
[1, 1, 1, 1]
[0, 1, 1, 1]
[1, 1, 1, 1]
[0, 1, 1, 1]
[0, 1, 1, 1]
[1, 1, 1, 1]
[1, 1, 1, 1]
[0, 1, 1, 1]
[1, 0, 1, 1]
[0, 1, 1, 1]
[0, 1, 1, 1]
[1, 0, 1, 1]
[0, 1, 1, 1]
[0, 1, 1, 1]
[0, 1, 1, 1]
[1, 0, 1, 1]
[0, 1, 1, 1]
[0, 1, 1, 1]
[0, 0, 1, 1]
[0, 1, 1, 1]
[0, 1, 1, 1]
[0, 1, 1, 1]
[0, 1, 1, 1]
[1, 1, 1, 1]
[0, 1, 1, 1]
[1, 1, 1, 1]
[1, 0, 1, 1]
[0, 0, 1, 1]
[1, 1, 1, 1]
[0, 1, 1, 1]
[1, 1, 1, 1]
[1, 1, 1, 1]
[1, 1, 1, 1]
[0, 1, 1, 1]
[0, 0, 1, 1]
[0, 1, 1, 1]
[1, 1, 1, 1]
[0, 1, 1, 1]
[0, 1, 1, 1]
[0, 1, 1, 1]
[0, 0, 1, 1]
[0, 0, 1, 1]
[1, 1, 1, 1]
[0, 1, 1, 1]
[1, 1, 1, 1]
[0, 1, 1, 1]
[0, 0, 1, 1]
[0, 1, 1, 1]
[1, 1, 1, 1]
[0, 0, 1, 1]
[0, 1, 1, 1]
[1, 1, 1, 1]
[1, 1, 1, 1]
[0, 0, 1, 1]
[0, 1, 1, 1]
[1, 1, 1, 1]
[0, 1, 1, 1]
[1, 1, 1, 1]
[0, 0, 1, 1]
[0, 0, 1, 1]
[0, 1, 1, 1]
[1, 1, 1, 1]
[1, 1, 1, 1]
[0, 0, 1, 1]
[0, 1, 1, 1]
[0, 1, 1, 1]
[0, 1, 1, 1]
[0, 1, 1, 1]
[1, 1, 1, 1]
[0, 0, 1, 1]
[0, 1, 1, 1]
[0, 1, 1, 1]
[0, 0, 1, 1]

In [24]:
dreme.display_logo(do_alignment=False)



In [ ]: