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kamaludeen
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803d2ea
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Browse files- CLR_test.csv +0 -0
- PA_test.csv +23 -0
- PA_train.csv +0 -0
- colorectal-carcinoma-microbiome-fengq.py +80 -0
CLR_test.csv
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PA_test.csv
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s__Faecalibacterium_prausnitzii,s__Streptococcus_salivarius,s__Anaerostipes_hadrus,s__Bacteroides_stercoris,s__Collinsella_aerofaciens,s__Bifidobacterium_longum,s__Bacteroides_plebeius,s__Bacteroides_vulgatus,s__Dorea_longicatena,s__Eubacterium_sp_CAG_251,s__Fusicatenibacter_saccharivorans,s__Coprococcus_comes,s__Ruminococcus_torques,s__Eubacterium_hallii,s__Holdemanella_biformis,s__Bacteroides_uniformis,s__Blautia_wexlerae,s__Gemmiger_formicilis,s__Dorea_formicigenerans,s__Streptococcus_parasanguinis,s__Coprococcus_eutactus,s__Ruminococcus_lactaris,s__Coprococcus_catus,s__Roseburia_intestinalis,s__Roseburia_inulinivorans,s__Phascolarctobacterium_succinatutens,s__Eubacterium_rectale,s__Blautia_obeum,s__Agathobaculum_butyriciproducens,s__Bacteroides_xylanisolvens,s__Bacteroides_ovatus,s__Bacteroides_thetaiotaomicron,s__Streptococcus_thermophilus,s__Eubacterium_ramulus,s__Bifidobacterium_adolescentis,s__Eubacterium_sp_CAG_274,s__Lactococcus_lactis,s__Eubacterium_ventriosum,s__Flavonifractor_plautii,s__Lactobacillus_rhamnosus,s__Gemella_sanguinis,s__Streptococcus_infantis,s__Lactobacillus_delbrueckii,s__Hafnia_paralvei,s__Lactobacillus_curvatus,s__Streptococcus_mitis,s__Rothia_mucilaginosa,s__Oscillibacter_sp_57_20,s__Roseburia_hominis,s__Haemophilus_parainfluenzae,s__Roseburia_sp_CAG_471,s__Actinomyces_odontolyticus,s__Alistipes_finegoldii,s__Alistipes_putredinis,s__Streptococcus_australis,s__Streptococcus_sanguinis,s__Veillonella_atypica,s__Ruminococcus_bromii,s__Haemophilus_sp_HMSC71H05,s__Firmicutes_bacterium_CAG_83,s__Veillonella_dispar,s__Veillonella_parvula,s__Enterococcus_faecium,s__Eubacterium_eligens,s__Actinomyces_sp_S6_Spd3,s__Gemella_haemolysans,s__Allisonella_histaminiformans,s__Lactobacillus_fermentum,s__Leuconostoc_mesenteroides,s__Holdemania_filiformis,s__Rothia_dentocariosa,s__Veillonella_infantium,s__Streptococcus_mutans,s__Streptococcus_oralis,s__Alistipes_onderdonkii,s__Collinsella_intestinalis,s__Enorma_massiliensis,s__Ruminococcus_gnavus,s__Streptococcus_anginosus_group,s__Gemella_morbillorum,s__Actinomyces_sp_HPA0247,s__Actinomyces_sp_oral_taxon_181,s__Actinomyces_sp_HMSC035G02,s__Streptococcus_sp_F0442,s__Streptococcus_cristatus,s__Bacteroides_eggerthii,s__Roseburia_faecis,s__Actinobaculum_sp_oral_taxon_183,s__Veillonella_tobetsuensis,s__Veillonella_rogosae,s__Clostridium_sp_CAG_299,s__Bacteroides_coprocola,s__Actinomyces_johnsonii,s__Asaccharobacter_celatus,s__Streptococcus_sp_HMSC034E03,s__Granulicatella_adiacens,s__Olsenella_scatoligenes,s__Eubacterium_brachy,s__Gordonibacter_pamelaeae,s__Eubacterium_sp_OM08_24,s__Cardiobacterium_valvarum,s__Eubacterium_sp_CAG_180,s__Parabacteroides_merdae,s__Roseburia_sp_CAG_182,s__Bacteroides_dorei,s__Eubacterium_siraeum,s__Barnesiella_intestinihominis,s__Methanobrevibacter_smithii,s__Firmicutes_bacterium_CAG_145,s__Bacteroides_pectinophilus,s__Bacteroides_cellulosilyticus,s__Adlercreutzia_equolifaciens,s__Ruminococcus_bicirculans,s__Firmicutes_bacterium_CAG_110,s__Parabacteroides_distasonis,s__Ruthenibacterium_lactatiformans,s__Anaeromassilibacillus_sp_An250,s__Roseburia_sp_CAG_303,s__Odoribacter_splanchnicus,s__Oscillibacter_sp_CAG_241,s__Firmicutes_bacterium_CAG_95,s__Alistipes_shahii,s__Actinomyces_sp_ICM47,s__Eggerthella_lenta,s__Escherichia_coli,s__Enterococcus_faecalis,s__Butyricimonas_virosa,s__Bacteroides_sp_CAG_144,s__Enterorhabdus_caecimuris,s__Intestinibacter_bartlettii,s__Massiliomicrobiota_timonensis,s__Lactobacillus_plantarum,s__Leuconostoc_pseudomesenteroides,s__Clostridium_leptum,s__Erysipelatoclostridium_ramosum,s__Slackia_isoflavoniconvertens,s__Lactobacillus_otakiensis,s__Romboutsia_ilealis,s__Roseburia_sp_CAG_309,s__Phascolarctobacterium_sp_CAG_266,s__Clostridium_innocuum,s__Streptococcus_vestibularis,s__Clostridium_sp_CAG_58,s__Lactococcus_petauri,s__Actinomyces_graevenitzii,s__Aeriscardovia_aeriphila,s__Bifidobacterium_animalis,s__Enterococcus_pseudoavium,s__Bilophila_wadsworthia,s__Akkermansia_muciniphila,s__Bacteroides_intestinalis,s__Dialister_sp_CAG_357,s__Bifidobacterium_pseudocatenulatum,s__Eubacterium_sp_CAG_38,s__Bacteroides_fragilis,s__Clostridium_sp_CAG_253,s__Ruminococcus_obeum_CAG_39,s__Clostridium_sp_CAG_167,s__Bifidobacterium_bifidum,s__Bifidobacterium_catenulatum,s__Blautia_sp_CAG_257,s__Lactobacillus_gasseri,s__Intestinimonas_butyriciproducens,s__Lactobacillus_acidophilus,s__Parasutterella_excrementihominis,s__Alistipes_indistinctus,s__Eisenbergiella_massiliensis,s__Proteobacteria_bacterium_CAG_139,s__Clostridium_spiroforme,s__Catabacter_hongkongensis,s__Clostridium_citroniae,s__Lawsonibacter_asaccharolyticus,s__Hungatella_hathewayi,s__Eisenbergiella_tayi,s__Turicibacter_sanguinis,s__Coprobacter_fastidiosus,s__Bacteroides_sp_D2,s__Sellimonas_intestinalis,s__Coprobacillus_cateniformis,s__Clostridium_scindens,s__Eubacterium_sulci,s__Dielma_fastidiosa,s__Clostridium_bolteae_CAG_59,s__Streptococcus_gordonii,s__Alistipes_inops,s__Bacteroides_finegoldii,s__Monoglobus_pectinilyticus,s__Haemophilus_sputorum,s__Propionibacterium_freudenreichii,s__Paraprevotella_xylaniphila,s__Blautia_hydrogenotrophica,s__Dialister_invisus,s__Clostridium_clostridioforme,s__Paraprevotella_clara,s__Bacteroides_nordii,s__Ruminococcaceae_bacterium_D16,s__Clostridium_lavalense,s__Bifidobacterium_dentium,s__Bacteroides_faecichinchillae,s__Clostridium_bolteae,s__Streptococcus_sp_A12,s__Lachnoclostridium_sp_An14,s__Lachnoclostridium_sp_An138,s__Actinomyces_naeslundii,s__Anaerotruncus_colihominis,s__Bacteroides_faecis,s__Actinomyces_sp_oral_taxon_448,s__Enterococcus_italicus,s__Actinomyces_oris,s__Bacteroides_caccae,s__Firmicutes_bacterium_CAG_170,s__Denitrobacterium_detoxificans,s__Desulfovibrio_piger,s__Firmicutes_bacterium_CAG_238,s__Mogibacterium_diversum,s__Solobacterium_moorei,s__Atopobium_rimae,s__Clostridium_disporicum,s__Dorea_sp_CAG_317,s__Anaeromassilibacillus_sp_An172,s__Blautia_coccoides,s__Clostridium_symbiosum,s__Anaeroglobus_geminatus,s__Saccharomyces_cerevisiae,s__Clostridium_paraputrificum,s__Enterococcus_avium,s__Terrisporobacter_othiniensis,s__Lachnospira_pectinoschiza,s__Prevotella_copri,s__Bacteroides_massiliensis,s__Clostridium_asparagiforme,s__Lactobacillus_pontis,s__Anaerofilum_sp_An201,s__Bacteroides_clarus,s__Abiotrophia_sp_HMSC24B09,s__Streptococcus_sp_M334,s__Clostridium_aldenense,s__Clostridium_sp_7_2_43FAA,s__Lactococcus_garvieae,s__Propionibacterium_acidifaciens,s__Megamonas_funiformis_CAG_377,s__Absiella_dolichum,s__Harryflintia_acetispora,s__Eubacterium_dolichum_CAG_375,s__Megamonas_hypermegale,s__Megasphaera_sp_DISK_18,s__Blautia_producta,s__Megamonas_funiformis,s__Streptococcus_sp_NLAE_zl_C503,s__Bifidobacterium_breve,s__Actinomyces_massiliensis,s__Phascolarctobacterium_faecium,s__Pseudopropionibacterium_propionicum,s__Acidaminococcus_intestini,s__Lactonifactor_longoviformis,s__Rikenella_microfusus,s__Clostridium_sp_D5,s__Clostridium_saccharolyticum,s__Faecalicatena_orotica,s__Firmicutes_bacterium_CAG_94,s__Anaerofustis_stercorihominis,s__Clostridium_methylpentosum,s__Anaerotignum_lactatifermentans,s__Atopobium_parvulum,s__Eubacteriaceae_bacterium_CHKCI005,s__Veillonella_sp_T11011_6,s__Cronobacter_sakazakii,s__Fusobacterium_varium,s__Fusobacterium_nucleatum,s__Pediococcus_acidilactici,s__Olsenella_uli,s__Streptococcus_sobrinus,s__Parvimonas_sp_KA00067,s__Prevotella_sp_CAG_1320,s__Clostridium_butyricum,s__Parascardovia_denticolens,s__Citrobacter_braakii,s__Tyzzerella_nexilis,s__Peptococcus_niger,s__Bifidobacterium_angulatum,s__Anaerococcus_vaginalis,s__Lactobacillus_gastricus,s__Actinomyces_sp_oral_taxon_180,s__Catenibacterium_mitsuokai,s__Streptococcus_sp_HPH0090,s__Scardovia_wiggsiae,s__Bacteroides_salyersiae,s__Mogibacterium_timidum,s__Clostridium_sp_CAG_590,s__Clostridium_sp_CAG_964,s__Treponema_berlinense,s__Firmicutes_bacterium_CAG_555,s__Prevotella_sp_CAG_1092,s__Bacteroides_sp_CAG_633,s__Prevotella_sp_CAG_279,s__Clostridium_sp_CAG_632,s__Atopobium_deltae,s__Lactobacillus_rogosae,s__Ruminococcus_callidus,s__Firmicutes_bacterium_CAG_534,s__Bacteroides_sp_CAG_598,s__Bacteroides_galacturonicus,s__Parabacteroides_sp_CAG_409,s__Prevotella_sp_CAG_520,s__Butyrivibrio_sp_CAG_318,s__Prevotella_stercorea,s__Butyrivibrio_crossotus,s__Clostridium_sp_CAG_411,s__Bacteroides_sp_CAG_530,s__Bacteroides_faecis_CAG_32,s__Butyricimonas_synergistica,s__Parvimonas_micra,s__Mitsuokella_jalaludinii,s__Sharpea_azabuensis,s__Fretibacterium_fastidiosum,s__Fusobacterium_equinum,s__Fusobacterium_gonidiaformans,s__Coprobacter_secundus,s__Enterococcus_durans,s__Methanosphaera_stadtmanae,s__Prevotella_sp_CAG_873,s__Ruminococcus_sp_CAG_488,s__Clostridium_sp_CAG_413,s__Prevotella_sp_CAG_617,s__Bacteroides_sp_CAG_443,s__Blastocystis_sp_subtype_1,s__Cloacibacillus_porcorum,s__Actinomyces_cardiffensis,s__Bacteroides_coprophilus,s__Parabacteroides_goldsteinii,s__Peptostreptococcus_stomatis,s__Eubacterium_limosum,s__Ruminococcus_sp_CAG_563,s__Ruminococcus_sp_CAG_624,s__Eubacterium_callanderi,s__Butyribacterium_methylotrophicum,s__Anaerotruncus_sp_CAG_528,s__Ruminococcus_sp_CAG_330,s__Tetragenococcus_halophilus,s__Clostridium_sp_CAG_242,s__Lactobacillus_sakei,s__Weissella_viridescens,s__Eubacterium_sp_An11,s__Firmicutes_bacterium_CAG_424,s__Lachnoclostridium_sp_An118,s__Corynebacterium_durum,s__Streptococcus_lutetiensis,s__Lactobacillus_paragasseri,s__Lactobacillus_crispatus,s__Lactobacillus_salivarius,s__Christensenella_minuta,s__Streptococcus_agalactiae,s__Lactobacillus_antri,s__Actinomyces_hongkongensis,s__Streptococcus_milleri,s__Actinomyces_sp_oral_taxon_414,s__Actinomyces_sp_oral_taxon_897,s__Streptococcus_pseudopneumoniae,s__Clostridium_hylemonae,s__Alloscardovia_omnicolens,s__Eubacterium_infirmum,s__Pseudoflavonifractor_capillosus,s__Staphylococcus_equorum,s__Faecalitalea_cylindroides,s__Corynebacterium_casei,s__Clostridiales_bacterium_1_7_47FAA,s__Desulfovibrio_sp_An276,s__Prevotella_sp_885,s__Desulfovibrionaceae_bacterium,s__Actinomyces_turicensis,s__Prevotella_timonensis,s__Ruminococcaceae_bacterium_D5,s__Parabacteroides_johnsonii,s__Prevotella_bivia,s__Ruminococcus_sp_CAG_403,s__Campylobacter_hominis,s__Streptococcus_downei,s__Alcaligenes_aquatilis,s__Stenotrophomonas_maltophilia,s__Dialister_succinatiphilus,s__Pseudoflavonifractor_sp_An184,s__Proteus_vulgaris,s__Flavonifractor_sp_An10,s__Leuconostoc_suionicum,s__Klebsiella_oxytoca,s__Haemophilus_pittmaniae,s__Neisseria_subflava,s__Turicimonas_muris,s__Odoribacter_laneus,s__Clostridiales_bacterium_CHKCI006,s__Fusobacterium_sp_CAG_439,s__Alistipes_timonensis,s__Candidatus_Gastranaerophilales_bacterium,s__Lactobacillus_animalis,s__Klebsiella_pneumoniae,s__Klebsiella_variicola,s__Klebsiella_quasipneumoniae,s__Enterobacter_cloacae_complex,s__Finegoldia_magna,s__Lactobacillus_amylovorus,s__Lactobacillus_mucosae,s__Bifidobacterium_pseudolongum,s__Acidaminococcus_fermentans,s__Prevotella_disiens,s__Peptostreptococcus_anaerobius,s__Klebsiella_michiganensis,s__Porphyromonas_uenonis,s__Megasphaera_elsdenii,s__Faecalicoccus_pleomorphus,s__Oribacterium_sinus,s__Citrobacter_sp_MGH106,s__Megasphaera_hexanoica,s__Lachnoanaerobaculum_saburreum,s__Megasphaera_micronuciformis,s__Lactobacillus_ruminis,s__Bacillus_aerius,s__Blautia_hansenii,s__Rothia_aeria,s__Lactobacillus_helveticus,s__Raoultella_planticola,s__Actinomyces_georgiae,s__Oribacterium_parvum,s__Fusobacterium_periodonticum,s__Dialister_pneumosintes,s__Peptostreptococcus_sp_MV1,s__Parvimonas_sp_oral_taxon_393,s__Abiotrophia_defectiva,s__Campylobacter_ureolyticus,s__Prevotella_intermedia,s__Stomatobaculum_longum,s__Bifidobacterium_pullorum,s__Bifidobacterium_saeculare,s__Bifidobacterium_gallinarum,s__Muribaculum_intestinale,s__Streptococcus_parauberis,s__Enterococcus_casseliflavus,s__Actinomyces_viscosus,s__Enterococcus_devriesei,s__Lactobacillus_sanfranciscensis,s__Oxalobacter_formigenes,s__Leuconostoc_lactis,s__Streptococcus_sp_HMSC071D03,s__Lactobacillus_johnsonii,s__Lachnospiraceae_bacterium_oral_taxon_096,s__Citrobacter_freundii,s__Citrobacter_youngae,s__Alcaligenes_faecalis,s__Rhodococcus_qingshengii,s__Anaerostipes_caccae,s__Streptococcus_infantarius,s__Corynebacterium_argentoratense,s__Prevotella_sp_CAG_891,s__Clostridium_celatum,s__Mitsuokella_multacida,s__Weissella_cibaria,s__Leuconostoc_carnosum,s__Staphylococcus_succinus,s__Escherichia_marmotae,s__Victivallis_vadensis,s__Alistipes_sp_An31A,s__Staphylococcus_sp_NAM3COL9,s__Staphylococcus_aureus,s__Porphyromonas_asaccharolytica,s__Streptococcus_viridans,s__Lachnoanaerobaculum_umeaense,s__Cardiobacterium_hominis,s__Mogibacterium_pumilum,s__Campylobacter_gracilis,s__Eubacterium_minutum,s__Staphylococcus_carnosus,s__Pediococcus_pentosaceus,s__Blautia_sp_An249,s__Erysipelothrix_larvae,s__Lactobacillus_vaginalis,s__Scardovia_inopinata,s__Firmicutes_bacterium_CAG_791,s__Bacteroides_fluxus,s__Eubacterium_saphenum,s__Brachyspira_sp_CAG_700,s__Rhodococcus_erythropolis,s__Lactobacillus_oris,s__Lactobacillus_ultunensis,s__Enterococcus_gallinarum,s__Corynebacterium_kroppenstedtii,s__Clostridium_perfringens,s__Blautia_sp_N6H1_15,s__Clostridium_sp_CAG_510,s__Streptococcus_peroris,s__Lachnospiraceae_bacterium_2_1_46FAA,s__Enterococcus_dispar,s__Lactobacillus_mindensis,s__Prevotella_sp_CAG_1031,s__Hafnia_alvei,s__Lachnoclostridium_sp_An131,s__Staphylococcus_saprophyticus,s__Lactobacillus_brevis,s__Lactobacillus_senmaizukei,s__Fusobacterium_necrophorum,s__Butyricicoccus_pullicaecorum,s__Prevotella_melaninogenica,s__Prevotella_histicola,s__Lactobacillus_reuteri,s__Ruminococcus_sp_CAG_579,s__Lactobacillus_parabuchneri,s__Candida_albicans,s__Staphylococcus_haemolyticus,s__Staphylococcus_epidermidis,s__Lactococcus_raffinolactis,s__Sanguibacteroides_justesenii,s__Enterococcus_raffinosus,s__Actinomyces_sp_oral_taxon_170,s__Prevotella_corporis,s__Fusobacterium_naviforme,s__Fusobacterium_sp_oral_taxon_370,s__Morganella_morganii,s__Porphyromonas_gingivalis,s__Leptotrichia_sp_oral_taxon_215,s__Oscillibacter_sp_PC13,s__Flavonifractor_sp_An100,s__Gemella_asaccharolytica,s__Eikenella_corrodens,s__Bifidobacterium_scardovii,s__Streptococcus_pneumoniae,s__Gardnerella_vaginalis,s__Subdoligranulum_variabile,s__Bacteroides_sp_CAG_462,s__Bacteroides_sp_43_108,s__Prevotella_denticola,s__Alloprevotella_tannerae,s__Clostridium_sp_chh4_2,s__Prevotella_nigrescens,s__Slackia_exigua,s__Selenomonas_sputigena,s__Prevotella_oris,s__Pyramidobacter_piscolens,s__Clostridium_ventriculi,s__Lactobacillus_iners,s__Prevotella_sp_CAG_5226,s__Acinetobacter_johnsonii,s__Peptoniphilus_harei,s__Leptotrichia_sp_oral_taxon_212,s__Murimonas_intestini,s__Streptococcus_massiliensis,s__Streptococcus_sp_HMSC070B10,s__Leptotrichia_hofstadii,s__Prevotella_sp_AM42_24,s__Lactobacillus_kalixensis,s__Anaerobiospirillum_thomasii,s__Prevotella_bergensis,s__Porphyromonas_sp_HMSC065F10,s__Enterobacter_mori,s__Peptoniphilus_lacrimalis,s__Prevotella_sp_CAG_485,s__Lactobacillus_kefiri,s__Carnobacterium_divergens,s__Prevotella_sp_CAG_1185,s__Eubacterium_nodatum,s__Pediococcus_sp,s__Pediococcus_parvulus,s__Lactobacillus_buchneri,s__Actinomyces_radicidentis,s__Firmicutes_bacterium_CAG_646,s__Raoultella_ornithinolytica,s__Citrobacter_portucalensis,s__Chlamydia_ibidis,s__Streptococcus_pasteurianus,s__Fusobacterium_mortiferum,s__Treponema_porcinum,s__Prevotella_sp_P3_122,s__Lactobacillus_versmoldensis,s__Citrobacter_koseri,s__Dialister_micraerophilus,s__Prevotella_buccalis,s__Staphylococcus_warneri,s__Aggregatibacter_segnis,s__Actinomyces_meyeri,s__Enterococcus_hirae,s__Marvinbryantia_formatexigens,s__Alistipes_sp_An66,s__Kluyvera_intestini,s__Corynebacterium_variabile,s__Kosakonia_sp_S29,s__Bacteroides_coagulans,s__Veillonella_denticariosi,s__Veillonella_rodentium,s__Desulfovibrio_vulgaris,s__Selenomonas_noxia,s__Eggerthia_catenaformis,s__Neisseria_flavescens,s__Kingella_oralis,s__Neisseria_sicca,s__Citrobacter_werkmanii,s__Citrobacter_pasteurii,s__Fusobacterium_ulcerans,s__Staphylococcus_xylosus,s__Lachnoclostridium_sp_An169,s__Campylobacter_concisus,s__Campylobacter_jejuni,s__Brevibacterium_aurantiacum,s__Brevibacterium_linens,s__Megasphaera_sp_MJR8396C,s__Streptococcus_gallolyticus,s__Lactobacillus_apis,s__Anaerostipes_sp_494a,s__Lactobacillus_kullabergensis,s__Lactobacillus_kimbladii,target
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2 |
+
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5 |
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6 |
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8 |
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9 |
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10 |
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11 |
+
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12 |
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13 |
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14 |
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20 |
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1,1,1,0,1,1,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,0,0,1,1,0,1,1,0,0,0,1,0,1,1,0,1,1,1,1,0,1,0,1,0,1,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,1,1,1,0,0,0,0,1,0,0,0,1,0,0,0,0,0,0,1,0,0,1,0,1,1,0,1,1,0,1,1,1,1,1,0,1,1,1,1,1,1,0,0,1,1,0,0,1,1,1,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
|
21 |
+
1,1,1,0,1,1,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,0,1,1,1,1,1,1,1,0,1,0,0,0,1,1,0,1,1,0,1,1,1,1,1,0,0,1,0,1,0,0,1,1,1,0,1,0,0,1,0,0,1,1,1,1,1,1,1,0,0,0,1,0,0,0,1,0,0,0,0,0,0,1,0,0,1,1,1,1,0,1,1,1,0,1,1,0,1,0,0,1,1,1,1,1,1,0,1,1,1,1,1,1,1,0,1,0,1,1,1,1,0,1,1,1,0,1,1,0,1,0,1,0,1,0,1,0,0,1,0,0,1,1,1,0,1,1,1,0,1,0,0,0,0,1,0,0,1,0,0,1,0,1,1,1,0,0,1,0,1,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,1,0,0,1,1,1,1,0,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,1,1,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
|
22 |
+
1,1,1,1,1,1,1,1,1,1,1,1,1,1,0,1,1,1,1,1,0,0,1,1,1,0,1,1,1,1,1,1,1,1,1,1,0,1,1,1,1,0,0,0,0,0,0,0,1,0,1,1,1,1,0,1,1,1,0,1,0,1,0,1,0,0,0,1,0,1,0,0,1,1,0,1,1,1,1,1,1,1,1,0,0,1,1,1,0,0,0,0,1,1,0,0,1,0,1,0,0,1,1,1,0,0,1,0,0,0,0,1,0,0,1,1,0,0,0,0,0,0,1,1,1,0,1,0,1,1,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,1,1,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,1,1,0,0,0,0,0,1,1,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1
|
23 |
+
1,1,1,1,1,1,1,1,1,0,1,1,1,1,0,1,0,1,1,1,1,0,1,1,1,1,1,1,1,0,1,1,0,1,1,0,0,1,1,0,0,0,0,0,1,1,0,1,1,0,1,1,1,1,0,0,0,1,0,1,1,0,0,1,0,0,0,0,0,1,0,0,0,0,0,1,1,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,1,0,1,0,0,0,1,0,1,1,1,1,1,0,1,1,1,1,1,1,1,0,1,1,1,1,0,1,1,0,1,0,1,1,0,0,0,1,0,1,0,0,1,0,1,0,1,0,1,0,0,0,0,1,0,0,0,0,1,1,0,1,0,0,0,0,0,0,0,1,0,0,1,1,0,1,1,1,0,0,0,0,1,0,0,1,0,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,0,1,0,0,1,0,0,0,0,0,0,0,0,0,1,1,0,0,0,1,0,0,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1
|
PA_train.csv
ADDED
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colorectal-carcinoma-microbiome-fengq.py
ADDED
@@ -0,0 +1,80 @@
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|
1 |
+
import datasets
|
2 |
+
import pandas as pd
|
3 |
+
|
4 |
+
_CITATION = """\
|
5 |
+
Feng Q, Liang S, Jia H, et al. Gut microbiome development along the colorectal adenoma-carcinoma sequence. Nat Commun. 2015;6:6528. Published 2015 Mar 11. doi:10.1038/ncomms7528
|
6 |
+
"""
|
7 |
+
|
8 |
+
_DESCRIPTION = """\
|
9 |
+
The dataset contains 16S rRNA gene sequencing data from healthy controls and colorectal cancer patients. The dataset was used in the paper "Gut microbiome development along the colorectal adenoma-carcinoma sequence" by Feng et al. (2015).
|
10 |
+
"""
|
11 |
+
|
12 |
+
_HOMEPAGE = "https://pubmed.ncbi.nlm.nih.gov/25758642/"
|
13 |
+
|
14 |
+
_URL = "https://huggingface.co/datasets/wwydmanski/colorectal-carcinoma-microbiome-fengq/raw/main/"
|
15 |
+
|
16 |
+
class ColorectalCarcinomaMicrobiomeFengQConfig(datasets.GeneratorBasedBuilder):
|
17 |
+
BUILDER_CONFIGS = [
|
18 |
+
datasets.BuilderConfig(
|
19 |
+
name="presence-absence",
|
20 |
+
description="Binary presence/absence of taxa",
|
21 |
+
),
|
22 |
+
datasets.BuilderConfig(
|
23 |
+
name="CLR",
|
24 |
+
description="Relative abundance of taxa",
|
25 |
+
),
|
26 |
+
]
|
27 |
+
|
28 |
+
DEFAULT_CONFIG_NAME = "presence-absence"
|
29 |
+
|
30 |
+
def _info(self):
|
31 |
+
return datasets.DatasetInfo(
|
32 |
+
description=_DESCRIPTION,
|
33 |
+
citation=_CITATION,
|
34 |
+
homepage=_HOMEPAGE,
|
35 |
+
version=datasets.Version("0.1.0"),
|
36 |
+
)
|
37 |
+
|
38 |
+
def _split_generators(self, dl_manager):
|
39 |
+
if self.config.name == "presence-absence":
|
40 |
+
return [
|
41 |
+
datasets.SplitGenerator(
|
42 |
+
name=datasets.Split.TRAIN,
|
43 |
+
gen_kwargs={
|
44 |
+
"filepath": "PA_train.csv",
|
45 |
+
"split": "train",
|
46 |
+
},
|
47 |
+
),
|
48 |
+
datasets.SplitGenerator(
|
49 |
+
name=datasets.Split.TEST,
|
50 |
+
gen_kwargs={
|
51 |
+
"filepath": "PA_test.csv",
|
52 |
+
"split": "test",
|
53 |
+
},
|
54 |
+
),
|
55 |
+
]
|
56 |
+
elif self.config.name == "CLR":
|
57 |
+
return [
|
58 |
+
datasets.SplitGenerator(
|
59 |
+
name=datasets.Split.TRAIN,
|
60 |
+
gen_kwargs={
|
61 |
+
"filepath": "CLR_train.csv",
|
62 |
+
},
|
63 |
+
),
|
64 |
+
datasets.SplitGenerator(
|
65 |
+
name=datasets.Split.TEST,
|
66 |
+
gen_kwargs={
|
67 |
+
"filepath": "CLR_test.csv",
|
68 |
+
},
|
69 |
+
),
|
70 |
+
]
|
71 |
+
|
72 |
+
def _generate_examples(self, filepath, split=None):
|
73 |
+
df = pd.read_csv(_URL+filepath)
|
74 |
+
for i, row in df.iterrows():
|
75 |
+
target = row["target"]
|
76 |
+
values = row.drop("target").values
|
77 |
+
yield i, {
|
78 |
+
"values": values,
|
79 |
+
"target": target,
|
80 |
+
}
|