tag = input("POS/Affixes? -> ")
while tag!= "POS" and tag !="Affixes":
print("wrong input")
tag = input("POS/Affixes? -> ")
backoff = input("DefaultTagger as backoff? J/N-> ")
if backoff =="J":
backoff = DefaultTagger('n')
else:
backoff = None
print("\nCalculating Brill & Wu Complementarity\n\nAfter the programme finished, please look for \
'Results\CompareBrillWu_Regex"+tone+tag+".txt' and 'Results\Disagreement_BrillWuHtml_Regex"+tone+tag+".txt' in your current working directory.\n")
bambara = create_reader(tone, tag)
hmm = indivHMM(bambara)
hmmtagged = hmm.tag_sents([untag(i) for i in bambara.test_sents])
hmm_acc = hmm.evaluate(bambara.test_sents)
hmm_err = round((1 - (hmm_acc)),4)
crf = indivCRF(bambara, tone, tag)
crftagged = crf.tag_sents([untag(i) for i in bambara.test_sents])
crf_acc = crf.evaluate(bambara.test_sents)
crf_err = round((1-(crf_acc)),4)
tnt = indivTnT(bambara, backoff)
tnttagged = tnt.tag_sents([untag(i) for i in bambara.test_sents])
tnt_acc = tnt.evaluate(bambara.test_sents)
tnt_err = round((1-(tnt_acc)),4)
def backoff_evaluation(tone, tag):
'''Calculates various backoff-combinations'''
bambara = create_reader(tone, tag)
print("Calculating Backoff-Combinations...\n")
unidef = backoff_tagger([2,1,0], bambara,option_tones=tone, option_tag=tag)
print("unidef acc: ", unidef.evaluate(bambara.test_sents))
print("hallo")
unidef = backoff_tagger([0], bambara,option_tones=tone, option_tag=tag)
print("unidef acc: ", unidef.evaluate(bambara.test_sents))
uniregdef = backoff_tagger([5,0],bambara, option_tones=tone, option_tag=tag)
print("uniregdef acc: ", uniregdef.evaluate(bambara.test_sents))
unidicdef = backoff_tagger([6,0], bambara,option_tones=tone, option_tag=tag)
print("unidicdef acc: ", unidicdef.evaluate(bambara.test_sents))
unibidef = backoff_tagger([1,0], bambara,option_tones=tone, option_tag=tag)
print("unibidef acc: ", unibidef.evaluate(bambara.test_sents))
unibidicdef = backoff_tagger([6,1,0], bambara,option_tones=tone, option_tag=tag)
print("unibidicdef acc: ", unibidicdef.evaluate(bambara.test_sents))
uniaffixdef = backoff_tagger([8,0],bambara,option_tones=tone, option_tag=tag)
print("uniaffixdef acc: ", uniaffixdef.evaluate(bambara.test_sents))
uniaffixregdef = backoff_tagger([5,8,0],bambara,option_tones=tone, option_tag=tag)
print("uniaffixregdef acc: ", uniaffixregdef.evaluate(bambara.test_sents))
uniaffixdicdef = backoff_tagger([6,8,0],bambara,option_tones=tone, option_tag=tag)
print("uniaffixdicdef acc: ", uniaffixdicdef.evaluate(bambara.test_sents))
uniaffixdicdef = backoff_tagger([5,6,8,0],bambara,option_tones=tone, option_tag=tag)
print("uniaffixdicregdef acc: ", uniaffixdicdef.evaluate(bambara.test_sents))
bidef = backoff_tagger([1],bambara, option_tones=tone, option_tag=tag)
print("bief acc: ", bidef.evaluate(bambara.test_sents))
biregdef = backoff_tagger([5,1],bambara,option_tones=tone, option_tag=tag)
print("biregdef acc: ", biregdef.evaluate(bambara.test_sents))
bidicdef = backoff_tagger([6,1], bambara,option_tones=tone, option_tag=tag)
print("bidicdef acc: ", bidicdef.evaluate(bambara.test_sents))
biunidef = backoff_tagger([0,1], bambara,option_tones=tone, option_tag=tag)
print("biunidef acc: ", biunidef.evaluate(bambara.test_sents))
biunidicdef = backoff_tagger([6,0,1], bambara,option_tones=tone, option_tag=tag)
print("biunidicdef acc: ", biunidicdef.evaluate(bambara.test_sents))
biaffixdef = backoff_tagger([8,1],bambara,option_tones=tone, option_tag=tag)
print("biaffixdef acc: ", biaffixdef.evaluate(bambara.test_sents))
biaffixregdef = backoff_tagger([5,8,1],bambara,option_tones=tone, option_tag=tag)
print("biaffixregdef acc: ", biaffixregdef.evaluate(bambara.test_sents))
biaffixdicdef = backoff_tagger([6,8,1],bambara,option_tones=tone, option_tag=tag)
print("biaffixdicdef acc: ", biaffixdicdef.evaluate(bambara.test_sents))
biaffixdicdef = backoff_tagger([5,6,8,1],bambara,option_tones=tone, option_tag=tag)
print("biaffixdicregdef acc: ", biaffixdicdef.evaluate(bambara.test_sents))
tridef = backoff_tagger([2], bambara,option_tones=tone, option_tag=tag)
print("tridef acc: ", tridef.evaluate(bambara.test_sents))
triregdef = backoff_tagger([5,2],bambara,option_tones=tone, option_tag=tag)
print("triregdef acc: ", triregdef.evaluate(bambara.test_sents))
tridic = backoff_tagger([6,2],bambara,option_tones=tone, option_tag=tag)
print("tridic acc: ", tridic.evaluate(bambara.test_sents))
tribiuni = backoff_tagger([0,1,2],bambara,option_tones=tone, option_tag=tag)
print("tribiuni acc: ", tribiuni.evaluate(bambara.test_sents))
tribiunidic = backoff_tagger([6,0,1,2],bambara,option_tones=tone, option_tag=tag)
print("tribiunidic acc: ", tribiunidic.evaluate(bambara.test_sents))
triaffix = backoff_tagger([8,2],bambara,option_tones=tone, option_tag=tag)
print("triaffix acc: ", triaffix.evaluate(bambara.test_sents))
triaffixreg = backoff_tagger([5,8,2],bambara,option_tones=tone, option_tag=tag)
print("triaffixreg acc: ", triaffixreg.evaluate(bambara.test_sents))
triaffixdic = backoff_tagger([6,8,2],bambara,option_tones=tone, option_tag=tag)
print("triaffixdic acc: ", triaffixdic.evaluate(bambara.test_sents))
triaffixdicreg = backoff_tagger([5,6,8,2],bambara,option_tones=tone, option_tag=tag)
print("triaffixdicregdef acc: ", triaffixdicreg.evaluate(bambara.test_sents))
tntdef = backoff_tagger([9],bambara,option_tones=tone, option_tag=tag)
print("tntdef acc: ", tntdef.evaluate(bambara.test_sents))
tntreg = backoff_tagger([5,9],bambara,option_tones=tone, option_tag=tag)
print("tntreg acc: ", tntreg.evaluate(bambara.test_sents))
tntdic = backoff_tagger([6,9],bambara,option_tones=tone, option_tag=tag)
print("tntdic acc: ", tntdic.evaluate(bambara.test_sents))
tntbiuni = backoff_tagger([0,1,9],bambara,option_tones=tone, option_tag=tag)
print("tntbiuni acc: ", tntbiuni.evaluate(bambara.test_sents))
tntaffix = backoff_tagger([8,9],bambara,option_tones=tone, option_tag=tag)
print("tntaffix acc: ", tntaffix.evaluate(bambara.test_sents))
tntaffixdic = backoff_tagger([6,8,9],bambara,option_tones=tone, option_tag=tag)
print("tntaffixdic acc: ", tntaffixdic.evaluate(bambara.test_sents))
tntaffixdic = backoff_tagger([5,6,8,9],bambara,option_tones=tone, option_tag=tag)
print("tntaffixdicregdef acc: ", tntaffixdic.evaluate(bambara.test_sents))
tntcrf = backoff_tagger([4,9],bambara,option_tones=tone, option_tag=tag)
print("tntcrf acc"+tone+" "+tag+": ", tntcrf.evaluate(bambara.test_sents))
tnthmm = backoff_tagger([10,9], bambara, option_tones=tone, option_tag=tag)
print("tnthmm acc: ", tnthmm.evaluate(bambara.test_sents))
print("Calculating precision of individual taggers...\n")
indivDefault(bambara)
indivUnigram(bambara,backoff=None)
indivBigram(bambara,backoff=None)
indivTrigram(bambara,backoff=None)
indivAffix(bambara, affix_length=-4, backoff=None)
indivTnT(bambara, backoff=None)
indivRegexp(bambara, tag, tone, backoff=None)
indivDic(bambara, tone)
indivHMM(bambara)
indivCRF(bambara)