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import re
import string
import random
import sys
__doc__ = """
This is a very simple script..
Autogen is the main function. It returns a string, the first value is the number of species, the second the kmer (1 or 2).
There are no objs. The reason why is that it is highly linear.
trainer and trainer2 were copypaste laziness. sorry.
The trainer generates the data or the data is loaded from the data.json file.
I downloaded the LSPN indices with were parsed with _LPSN_lister for each trainer run. The JSON file is the data.
"""
def trainerdump():
json.dump([[trainer(0), trainer(1)],[trainer2(0), trainer2(1)]],open('data.json','w',encoding="utf8"))
def trainerload(kmer,i):
obj=json.load(open('data.json','r',encoding="utf8"))
return obj[kmer-1][i]
def autogen(pool=100, kmer=1,mode='internal'):
out=''
if mode=='internal':
data=[[{"qe": 0.0, "ej": 0.0003176115610608226, "r_": 0.12893265459400818, "ce": 0.09180222258012563, "do": 0.31887052341597794, "dq": 0.0, "io": 0.06025386144670439, "pv": 0.0, "rm": 0.02795627138446132, "vi": 0.5351993214588634, "yy": 0.0, "ni": 0.15525260625501203, "_z": 0.00311873468478503, "he": 0.13529411764705881, "cu": 0.08576260267353841, "l_": 0.0, "bt": 0.0006693440428380187, "ev": 0.015404160711449897, "qw": 0.0, "dt": 0.0013774104683195593, "fh": 0.0, "nn": 0.00817963111467522, "mi": 0.07307988697662471, "eo": 0.028188026044148006, "rh": 0.03788700659267295, "cx": 0.0, "_x": 0.0057919358431721985, "hu": 0.006862745098039216, "kd": 0.016722408026755852, "jp": 0.0, "pn": 0.001593308105954989, "bz": 0.0, "qo": 0.0, "ie": 0.013840036702859765, "of": 0.004176572640236458, "wv": 0.0, "dy": 0.01652892561983471, "rx": 0.00016690311274305267, "ic": 0.07615843401131671, "zp": 0.0, "nk": 0.0036888532477947072, "zl": 0.0, "cp": 0.0, "_v": 0.016633251652186827, "hn": 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"thc": 0.0, "opc": 0.0, "yur": 0.1111111111111111, "ssj": 0.0, "pmq": 0.0, "gln": 0.0, "blp": 0.0, "_zc": 0.0, "zib": 0.023809523809523808, "khp": 0.0, "kcq": 0.0, "auv": 0.0125, "yau": 0.0, "gcy": 0.0, "ezz": 0.05555555555555555, "nbn": 0.0, "wrd": 0.0, "pl_": 0.0, "_og": 0.002976190476190476, "yfz": 0.0, "awc": 0.0, "orh": 0.005641748942172073, "aej": 0.011889035667107, "klv": 0.0, "dba": 0.0, "rov": 0.025592417061611375, "tsk": 0.08888888888888889, "ffh": 0.0, "mup": 0.008928571428571428, "csv": 0.0, "uoi": 0.0, "uhn": 0.16666666666666666, "gdm": 0.0, "_gm": 0.0, "nah": 0.0, "cra": 0.0896551724137931, "hwq": 0.0, "ioy": 0.00684931506849315, "gcc": 0.0, "tlz": 0.0, "tmb": 0.0, "lhn": 0.0, "ran": 0.3841103086014445, "evi": 0.527027027027027, "__r": 0.03660800475235761, "bbg": 0.0, "glp": 0.0, "ljd": 0.0, "gon": 0.16666666666666666, "zdh": 0.0, "mdc": 0.0, "aow": 0.0, "ovb": 0.0, "occ": 0.06451612903225806, "spq": 0.0, "hol": 0.10702341137123746, "gqs": 0.0, "krk": 0.0, "fas": 0.09767441860465116, "shc": 0.006535947712418301, "ffa": 0.0, "nu_": 0.0, "cty": 0.0, "ltk": 0.0, "nsw": 0.0, "pn_": 0.0, "cbs": 0.0, "kwc": 0.0, "su_": 0.006382978723404255, "_cd": 0.0, "xaq": 0.0, "dsv": 0.07692307692307693, "mce": 0.0, "lcr": 0.016666666666666666, "hkr": 0.0, "asp": 0.025974025974025976, "agn": 0.09578544061302682, "wda": 0.0, "eru": 0.028070175438596492, "plo": 0.022727272727272728, "ykn": 0.0, "mgk": 0.0, "avv": 0.0, "ywj": 0.0, "go_": 0.0, "_hc": 0.0, "kja": 0.5, "kjf": 0.0, "lwu": 0.0, "rno": 0.05263157894736842, "wbb": 0.0, "wel": 0.1111111111111111, "yrd": 0.0, "ipg": 0.0, "teq": 0.0011862396204033216, "yvr": 0.0, "lke": 0.0375, "awf": 0.0, "xcz": 0.0, "gwz": 0.0, "gqt": 0.0, "etv": 0.0, "sqp": 0.0, "rdz": 0.0, "sge": 0.0, "leu": 0.02585034013605442, "mml": 0.0, "rtw": 0.0, "gzs": 0.0, "ljz": 0.0, "ddy": 0.0, "hav": 0.0012437810945273632, "slj": 0.0, "_bk": 0.0, "tgj": 0.0, "zlp": 0.0, "htq": 0.0, "rho": 0.16279069767441862, "lpn": 0.0, "mda": 0.0, "gkm": 0.0, "cmw": 0.0, "spc": 0.0, "vet": 0.040160642570281124, "eii": 0.0182370820668693, "hoc": 0.06354515050167224, "thq": 0.0, "znp": 0.0, "weq": 0.0, "zer": 0.18604651162790697, "lld": 0.0, "wnc": 0.0, "yas": 0.025423728813559324, "iri": 0.28104575163398693, "ysc": 0.04, "ndb": 0.0, "sfg": 0.0, "vin": 0.07157464212678936, "cla": 0.4146341463414634, "kl_": 0.0, "prd": 0.0, "hli": 0.13114754098360656, "yln": 0.0, "tm_": 0.0, "eqn": 0.0, "okv": 0.0, "ijr": 0.0, "jur": 0.05263157894736842, "nhd": 0.0, "ban": 0.08614232209737828, "xng": 0.0, "koi": 0.019867549668874173, "zhp": 0.0, "rge": 0.41904761904761906, "laq": 0.0006622516556291391, "elg": 0.006012024048096192, "isv": 0.0, "grb": 0.0041841004184100415, "sbm": 0.0, "tlu": 0.0, "nhs": 0.0, "taz": 0.0012195121951219512, "iat": 0.04487179487179487, "esm": 0.003236245954692557, "oqu": 1.0, "pnp": 0.0, "bdc": 0.0, "gah": 0.002421307506053269, "_nk": 0.0, "jeg": 0.0, "usg": 0.0, "lir": 0.0039548022598870055, "ujz": 0.0, "jui": 0.0, "ntd": 0.0, "spf": 0.0, "wmf": 0.0, "oim": 0.0, "flg": 0.0, "ukt": 0.0, "fnj": 0.0, "knv": 0.0, "cui": 0.0009025270758122744, "cgf": 0.0, "ipi": 0.04697986577181208, "eew": 0.0, "tzq": 0.0, "lek": 0.004081632653061225, "whq": 0.0, "rei": 0.05, "zho": 0.41935483870967744, "ls_": 0.0, "_ki": 0.09929078014184398, "ivo": 0.6357615894039735, "nbo": 0.1, "mgq": 0.0, "hcl": 0.0, "rjj": 0.0, "ghl": 0.0, "ryd": 0.007042253521126761, "ezv": 0.0, "dkq": 0.0, "hsd": 0.0, "mtx": 0.0, "erj": 0.0005847953216374269, "ykv": 0.0, "aaw": 0.0, "iro": 0.0718954248366013, "whz": 0.0, "rdi": 0.3218390804597701, "epa": 0.12605042016806722, "mfp": 0.0, "lwa": 0.0, "csu": 0.0, "ccx": 0.0, "zzu": 0.0, "mb_": 0.0, "deb": 0.004246284501061571, "eku": 0.038461538461538464, "kjl": 0.0, "nlk": 0.0, "rsm": 0.007751937984496124, "ofa": 0.09868421052631579, "pb_": 0.0, "lnl": 0.0, "ulo": 0.10157618213660245, "csg": 0.0, "sns": 0.0, "brr": 0.0, "dkg": 0.0, "saw": 0.0016556291390728477, "kst": 0.0, "rfu": 0.2727272727272727, "dgm": 0.0, "gpd": 0.0, "cci": 0.19753086419753085, "rqr": 0.0, "tfa": 0.3333333333333333, "uuo": 0.0, "sfd": 0.0, "zdy": 0.0, "sau": 0.006622516556291391, "skq": 0.0, "rbg": 0.0, "mmz": 0.0, "drx": 0.0, "tha": 0.14619883040935672, "hdl": 0.0, "rav": 0.005252790544977019, "nft": 0.0, "lax": 0.001986754966887417, "cuq": 0.0, "yda": 0.3333333333333333, "oqq": 0.0, "iuu": 0.0, "hrq": 0.0, "_hu": 0.07515337423312883, "_df": 0.0, "hah": 0.004975124378109453, "gau": 0.002421307506053269, "wyf": 0.0, "ilo": 0.022163120567375887, "ezn": 0.0, "kyw": 0.0, "chn": 0.014598540145985401, "fgf": 0.0, "uvl": 0.0, "ioa": 0.003424657534246575, "epo": 0.09243697478991597, "ewc": 0.0, "oyy": 0.0, "dld": 0.0, "zd_": 0.0, "tms": 0.0, "bsz": 0.0, "_fe": 0.1650485436893204, "uff": 0.18181818181818182, "oxq": 0.0, "yar": 0.00847457627118644, "rkz": 0.0, "dku": 0.0, "puj": 0.0, "mon": 0.19891500904159132, "ftf": 0.0, "uly": 0.0017513134851138354, "ooe": 0.011627906976744186, "tge": 0.3, "grt": 0.0, "iov": 0.00684931506849315, "tik": 0.0, "nmq": 0.0, "gcv": 0.0, "ibp": 0.0, "_gf": 0.0, "wyq": 0.0, "mn_": 0.0, "_jw": 0.0, "gpc": 0.0, "kan": 0.13966480446927373, "rnt": 0.0, "tfg": 0.0, "uzz": 0.0, "ojm": 0.0, "kmf": 0.0, "bin": 0.06804733727810651, "cih": 0.006082725060827251, "pru": 0.029239766081871343, "vrs": 0.0, "xup": 0.0, "oky": 0.0, "chb": 0.0, "bds": 0.0, "gmw": 0.0, "iua": 0.0, "lhm": 0.0, "wnq": 0.0, "dwo": 0.0, "tre": 0.11585365853658537, "aey": 0.0006605019815059445, "asd": 0.0025974025974025974, "pbe": 1.0, "qup": 0.0, "ecz": 0.0, "amv": 0.0, "tkv": 0.0, "kub": 0.014705882352941176, "_gi": 0.17173524150268335, "mpm": 0.0, "rym": 0.014084507042253521, "bev": 0.004273504273504274, "ycd": 0.0, "nso": 0.006781576716586606, "sgr": 0.0, "tsd": 0.0, "hrp": 0.0, "avx": 0.0, "fou": 0.0, "ada": 0.08187134502923976, "bhf": 0.0, "gkk": 0.0, "lvm": 0.0, "anx": 0.001267962806424345, "mcc": 0.0, "pea": 0.014084507042253521, "yps": 0.022222222222222223, "niw": 0.0006531678641410843, "ek_": 0.0, "knq": 0.0, "whu": 0.0, "kjs": 0.0, "pho": 0.0650319829424307, "upa": 0.0, "ctc": 0.0, "jas": 0.04, "ish": 0.00747301411569333, "nri": 0.2222222222222222, "lao": 0.0006622516556291391, "ren": 0.21125, "nre": 0.5555555555555556, "geh": 0.0, "_fs": 0.0, "cby": 0.0, "sbk": 0.0, "mwv": 0.0, "_tq": 0.0, "ojk": 0.0, "lne": 0.55, "odh": 0.0, "eyr": 0.0, "thz": 0.0, "civ": 0.030413625304136254, "apl": 0.023474178403755867, "nxr": 0.0, "ygb": 0.0, "ytv": 0.0, "bgs": 0.0, "zhs": 0.0, "hoo": 0.0033444816053511705, "imy": 0.007246376811594203, "bfz": 0.0, "kwy": 0.0, "avr": 0.0, "mey": 0.007380073800738007, "owd": 0.06451612903225806, "_r_": 0.0, "mpn": 0.0, "cgp": 0.0, "xpl": 0.0, "ssu": 0.06040268456375839, "caz": 0.0, "blk": 0.0, "clc": 0.0, "eji": 0.10909090909090909, "hti": 0.0, "nks": 0.0, "_ik": 0.0, "ruk": 0.0017391304347826088, "ck_": 0.0, "ldp": 0.0, "iox": 0.00684931506849315, "is_": 0.8438970384721838, "sdt": 0.0, "scg": 0.0, "lcx": 0.0, "bvh": 0.0, "_uf": 0.0, "lpv": 0.0, "ynp": 0.0, "hvl": 0.0, "usq": 0.0, "egl": 0.007194244604316547, "sdg": 0.0, "svj": 0.0, "wnx": 0.0, "_rs": 0.0, "nqd": 0.0, "oku": 0.0410958904109589, "ygq": 0.0, "dmj": 0.0, "qiq": 0.0, "ivk": 0.0, "vof": 0.006006006006006006, "rrl": 0.0, "cgx": 0.0, "mhr": 0.0, "pns": 0.0, "tov": 0.024528301886792454, "uje": 0.25, "hab": 0.009950248756218905, "gdw": 0.0, "emx": 0.0, "lnt": 0.0, "lpb": 0.0, "khh": 0.0, "eje": 0.2545454545454545, "qaq": 0.0, "els": 0.008016032064128256, "yrw": 0.0, "mox": 0.0, "szb": 0.0, "bm_": 0.0, "hyu": 0.005291005291005291, "rro": 0.05078125, "vls": 0.0, "dhe": 0.1111111111111111, "mdy": 0.0, "ykw": 0.0, "bow": 0.009900990099009901, "bfq": 0.0, "gil": 0.07692307692307693, "czj": 0.0, "cqo": 0.0, "aue": 0.0375, "xun": 0.0, "pnv": 0.0, "ybi": 0.0, "sta": 0.14383561643835616, "rhp": 0.0, "frk": 0.0, "hmk": 0.0, "cmf": 0.0, "bvw": 0.0, "nrt": 0.0, "ybv": 0.0, "erl": 0.005263157894736842, "onl": 0.0010526315789473684, "_nr": 0.0, "aqz": 0.0, "elx": 0.0, "bmh": 0.0, "ovz": 0.0, "swd": 0.0, "anv": 0.00042265426880811494, "zdu": 0.0, "lvo": 0.03636363636363636, "rfm": 0.0, "gdx": 0.0, "_qm": 0.0, "rfj": 0.0, "ynr": 0.0, "ofz": 0.0, "gdy": 0.0, "ncq": 0.0, "yki": 0.0, "rto": 0.045454545454545456, "gbg": 0.0, "pbj": 0.0, "apj": 0.0, "wng": 0.0, "obv": 0.0, "tpy": 0.0, "svm": 0.0, "onw": 0.0, "mos": 0.10488245931283906, "br_": 0.0, "_jq": 0.0, "km_": 0.0, "do_": 0.005714285714285714, "gbo": 0.1111111111111111, "unx": 0.0, "lmf": 0.0, "khl": 0.0, "yrq": 0.0, "_yn": 0.0, "gzf": 0.0, "ony": 0.003157894736842105, "fii": 0.056768558951965066, "iwd": 0.0, "icr": 0.013030888030888031, "hi_": 0.014427412082957619, "zoa": 0.018691588785046728, "eea": 0.0, "iuf": 0.0, "kkv": 0.0, "dlm": 0.0, "irp": 0.0, "uyl": 0.0, "ciz": 0.0, "pfq": 0.0, "oia": 0.0, "ciq": 0.0, "rfx": 0.0, "spu": 0.07216494845360824, "trx": 0.0, "bma": 1.0, "gxt": 0.0, "rou": 0.0037914691943127963, "tmg": 0.0, "hvi": 0.5, "gta": 0.25, "grg": 0.0, "tmc": 0.0, "euh": 0.0, "orm": 0.0930888575458392, "xyr": 0.0, "oxm": 0.0, "_sk": 0.003933910306845004, "hvg": 0.0, "xnn": 0.0, "byf": 0.0, "zuu": 0.0, "mzi": 0.0, "ant": 0.10904480135249366, "sfj": 0.0, "das": 0.02925531914893617, "idp": 0.0, "vym": 0.0, "eid": 0.02127659574468085, "ynf": 0.0, "nrj": 0.0, "nrm": 0.0, "dkk": 0.0, "odk": 0.0, "xaj": 0.0, "snr": 0.0, "hrr": 0.0, "rf_": 0.0, "xou": 0.0, "npy": 0.0, "ijd": 0.0, "maj": 0.003575685339690107, "dwd": 0.0, "ncr": 0.024390243902439025, "_wm": 0.0, "qar": 0.0, "wbe": 0.0, "ghz": 0.0, "bta": 0.0, "_mv": 0.0, "akh": 0.019417475728155338, "dhu": 0.0, "_mn": 0.0, "end": 0.013973108357500659, "xnw": 0.0, "rlu": 0.13636363636363635, "ibh": 0.0, "rwx": 0.0, "doz": 0.0, "eow": 0.0, "uit": 0.045454545454545456, "dns": 0.0, "lyw": 0.0, "kry": 0.034482758620689655, "ndo": 0.16954022988505746, "lli": 0.41517857142857145, "rek": 0.00125, "ldg": 0.0, "elq": 0.0, "hcu": 0.0, "ptc": 0.0, "evy": 0.0, "igj": 0.0, "xtr": 0.4, "div": 0.037712895377128956, "gsn": 0.0, "eos": 0.033444816053511704, "esi": 0.10841423948220065, "vlq": 0.0, "meu": 0.005535055350553505, "zin": 0.23809523809523808, "exl": 0.01, "ubz": 0.0, "vi_": 0.053169734151329244, "otc": 0.0, "yrp": 0.031746031746031744, "oft": 0.0, "anf": 0.0008453085376162299, "bfc": 0.0, "krz": 0.0, "_ah": 0.0012634238787113076, "mgt": 0.0, "wdh": 0.0, "mqr": 0.0, "aqq": 0.0, "mar": 0.3957091775923719, "oyv": 0.0, "fge": 0.0, "rzv": 0.0, "gzc": 0.0, "_gr": 0.19320214669051877, "grj": 0.0, "niz": 0.0, "fgd": 0.0, "nht": 0.0, "_ou": 0.008928571428571428, "bfj": 0.0, "igh": 0.0029850746268656717, "grv": 0.0, "cqg": 0.0, "_mr": 0.0, "vum": 0.25190839694656486, "zyi": 0.0, "edt": 0.018315018315018316, "oui": 0.05970149253731343, "czt": 0.0, "bor": 0.24257425742574257, "ght": 0.0, "mmq": 0.0, "may": 0.007151370679380214, "hui": 0.043209876543209874, "xhy": 0.0, "iny": 0.0005285412262156448, "edj": 0.007326007326007326, "fnw": 0.0, "teh": 0.0, "iby": 0.0, "wyo": 0.3333333333333333, "ugy": 0.0, "ppk": 0.0, "smt": 0.0, "_kj": 0.0, "uug": 0.0, "ikt": 0.0, "ove": 0.1111111111111111, "_kp": 0.0, "itb": 0.0, "aeg": 0.007926023778071334, "sbj": 0.0, "weu": 0.0, "tya": 0.038461538461538464, "_rh": 0.11764705882352941, "eti": 0.3701657458563536}]]
elif mode=='load':
import json
elif mode=='parse':
import collections
else:
raise Error
if kmer == 1:
if mode=='internal':
gn = data[0][0]
sp = data[0][1]
elif mode=='load':
gn = trainerload(1,0)
sp = trainerload(1,1)
elif mode=='parse':
gn = trainer(0)
sp = trainer(1)
for a in range(1, pool):
out+=generator(gn).capitalize() + " " + generator(sp)+"\n"
else:
if mode=='internal':
gn = data[1][0]
sp = data[1][1]
elif mode=='load':
gn = trainerload(2,0)
sp = trainerload(2,1)
elif mode=='parse':
gn = trainer2(0)
sp = trainer2(1)
for a in range(1, pool):
out+=generator2(gn).capitalize() + " " + generator2(sp)+"\n"
return out
def trainer2(n=0):
bacteria = _LPSN2lister('AC.html') + _LPSN2lister('DL.html') + _LPSN2lister('MR.html') + _LPSN2lister('SZ.html')
lista = ['__' + i[n].lower() + '_' for i in bacteria]
d = collections.Counter([k[i:i + 3] for k in lista for i in range(0, len(k) - 2)])
kpool = [q + g for g in '_' + string.ascii_lowercase for q in '_' + string.ascii_lowercase]
for i in kpool:
try:
# s=sys.float_info.epsilon
s = 0
for k in '_' + string.ascii_lowercase:
s += d[i + k]
for k in '_' + string.ascii_lowercase: d[i + k] /= s
except ZeroDivisionError:
pass
return d
def generator2(di):
letter = '__'
word = _chooser(di, letter)
word += _chooser(di, '_' + word)
tm = 0
while tm < 1000:
letter = _chooser(di, word[-2:])[-1]
if letter == '_': break
word += letter
tm += 1
else:
word = generator2(di)
return word
def trainer(n):
bacteria = _LPSN2lister('AC.html') + _LPSN2lister('DL.html') + _LPSN2lister('MR.html') + _LPSN2lister(
'SZ.html') # renamed downloads of http://www.bacterio.net/-allnamesac.html
lista = ['_' + i[n].lower() + '_' for i in bacteria]
d = collections.Counter([k[i:i + 2] for k in lista for i in range(0, len(k))])
for i in '_' + string.ascii_lowercase:
s = 0
for k in '_' + string.ascii_lowercase:
s += d[i + k]
for k in '_' + string.ascii_lowercase: d[i + k] /= s
return d
def generator(di):
letter = '_'
word = ''
while True:
letter = _chooser(di, letter)
if letter == '_': break
word += letter
return word
def _chooser(di, p):
s = 0
x = random.random()
for i in '_' + string.ascii_lowercase:
s += di[p + i]
if s > x: break
else:
raise Exception('Bug: ' + p + '+something is impossible')
return i
def _LPSN2lister(fn):
l = ''
with open(fn, encoding="utf8") as f:
l = f.read()
return [[m.group(1), m.group(2)] for m in
re.finditer('\<span class\=\"genusspecies\"\>(\w+)\<\/span\>\s+\<span class\=\"\w+\"\>(\w+)', l)]
if __name__ == "__main__":
print(autogen(100,2))