Created
October 22, 2017 13:54
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| def predict_conclusion(judicat=None): | |
| """ Predictor for conclusion from model/59ec825249c4a1477200017c | |
| Predictive model by BigML - Machine Learning Made Easy | |
| """ | |
| import re | |
| tm_tokens = 'tokens_only' | |
| tm_full_term = 'full_terms_only' | |
| tm_all = 'all' | |
| def term_matches(text, field_name, term): | |
| """ Counts the number of occurences of term and its variants in text | |
| """ | |
| forms_list = term_forms[field_name].get(term, [term]) | |
| options = term_analysis[field_name] | |
| token_mode = options.get('token_mode', tm_tokens) | |
| case_sensitive = options.get('case_sensitive', False) | |
| first_term = forms_list[0] | |
| if token_mode == tm_full_term: | |
| return full_term_match(text, first_term, case_sensitive) | |
| else: | |
| # In token_mode='all' we will match full terms using equals and | |
| # tokens using contains | |
| if token_mode == tm_all and len(forms_list) == 1: | |
| pattern = re.compile(r'^.+\b.+$', re.U) | |
| if re.match(pattern, first_term): | |
| return full_term_match(text, first_term, case_sensitive) | |
| return term_matches_tokens(text, forms_list, case_sensitive) | |
| def full_term_match(text, full_term, case_sensitive): | |
| """Counts the match for full terms according to the case_sensitive | |
| option | |
| """ | |
| if not case_sensitive: | |
| text = text.lower() | |
| full_term = full_term.lower() | |
| return 1 if text == full_term else 0 | |
| def get_tokens_flags(case_sensitive): | |
| """Returns flags for regular expression matching depending on text | |
| analysis options | |
| """ | |
| flags = re.U | |
| if not case_sensitive: | |
| flags = (re.I | flags) | |
| return flags | |
| def term_matches_tokens(text, forms_list, case_sensitive): | |
| """ Counts the number of occurrences of the words in forms_list in | |
| the text | |
| """ | |
| flags = get_tokens_flags(case_sensitive) | |
| expression = ur'(\b|_)%s(\b|_)' % '(\\b|_)|(\\b|_)'.join(forms_list) | |
| pattern = re.compile(expression, flags=flags) | |
| matches = re.findall(pattern, text) | |
| return len(matches) | |
| term_analysis = { | |
| "judicat": { | |
| "token_mode": 'all', | |
| "case_sensitive": False, | |
| }, | |
| } | |
| term_forms = { | |
| "judicat": { | |
| }, | |
| } | |
| if (judicat is None): | |
| return u'odmtnuto pro zjevnou neopodstatnnost' | |
| if (term_matches(judicat, "judicat", "zpravodajem") > 0): | |
| if (term_matches(judicat, "judicat", "neodstrann") > 0): | |
| if (term_matches(judicat, "judicat", "poskytuje") > 0): | |
| return u'odmtnuto pro neodstrann vady' | |
| if (term_matches(judicat, "judicat", "poskytuje") <= 0): | |
| return u'odmtnuto pro neodstrann vady' | |
| if (term_matches(judicat, "judicat", "neodstrann") <= 0): | |
| if (term_matches(judicat, "judicat", "neppustnost") > 0): | |
| if (term_matches(judicat, "judicat", "lhty") > 0): | |
| return u'odmtnuto pro neppustnost' | |
| if (term_matches(judicat, "judicat", "lhty") <= 0): | |
| return u'odmtnuto pro neppustnost' | |
| if (term_matches(judicat, "judicat", "neppustnost") <= 0): | |
| if (term_matches(judicat, "judicat", "lhty") > 0): | |
| return u'odmtnuto pro nedodren lhty' | |
| if (term_matches(judicat, "judicat", "lhty") <= 0): | |
| if (term_matches(judicat, "judicat", "prce") > 0): | |
| return u'procesn - spojen vc' | |
| if (term_matches(judicat, "judicat", "prce") <= 0): | |
| return u'odmtnuto pro neoprvnnost navrhovatele' | |
| if (term_matches(judicat, "judicat", "zpravodajem") <= 0): | |
| if (term_matches(judicat, "judicat", "vyhovno") > 0): | |
| if (term_matches(judicat, "judicat", "vyjden") > 0): | |
| if (term_matches(judicat, "judicat", "zruil") > 0): | |
| if (term_matches(judicat, "judicat", "vyhovl") > 0): | |
| if (term_matches(judicat, "judicat", "porueno") > 0): | |
| return u'vyhovno' | |
| if (term_matches(judicat, "judicat", "porueno") <= 0): | |
| return u'vyhovno' | |
| if (term_matches(judicat, "judicat", "vyhovl") <= 0): | |
| return u'vyhovno' | |
| if (term_matches(judicat, "judicat", "zruil") <= 0): | |
| if (term_matches(judicat, "judicat", "dvodn") > 0): | |
| return u'odmtnuto pro zjevnou neopodstatnnost' | |
| if (term_matches(judicat, "judicat", "dvodn") <= 0): | |
| return u'odmtnuto pro zjevnou neopodstatnnost' | |
| if (term_matches(judicat, "judicat", "vyjden") <= 0): | |
| if (term_matches(judicat, "judicat", "procesnm") > 0): | |
| return u'odmtnuto pro zjevnou neopodstatnnost' | |
| if (term_matches(judicat, "judicat", "procesnm") <= 0): | |
| if (term_matches(judicat, "judicat", "vyhovl") > 0): | |
| return u'odmtnuto pro zjevnou neopodstatnnost' | |
| if (term_matches(judicat, "judicat", "vyhovl") <= 0): | |
| return u'odmtnuto pro zjevnou neopodstatnnost' | |
| if (term_matches(judicat, "judicat", "vyhovno") <= 0): | |
| if (term_matches(judicat, "judicat", "neodstrann") > 0): | |
| if (term_matches(judicat, "judicat", "argumentace") > 0): | |
| return u'odmtnuto pro zjevnou neopodstatnnost' | |
| if (term_matches(judicat, "judicat", "argumentace") <= 0): | |
| return u'odmtnuto pro neodstrann vady' | |
| if (term_matches(judicat, "judicat", "neodstrann") <= 0): | |
| if (term_matches(judicat, "judicat", "neppustnost") > 0): | |
| if (term_matches(judicat, "judicat", "poskytuje") > 0): | |
| if (term_matches(judicat, "judicat", "podstavnho") > 0): | |
| return u'odmtnuto pro zjevnou neopodstatnnost' | |
| if (term_matches(judicat, "judicat", "podstavnho") <= 0): | |
| if (term_matches(judicat, "judicat", "odvodnil") > 0): | |
| return u'odmtnuto pro zjevnou neopodstatnnost' | |
| if (term_matches(judicat, "judicat", "odvodnil") <= 0): | |
| return u'odmtnuto pro neppustnost' | |
| if (term_matches(judicat, "judicat", "poskytuje") <= 0): | |
| if (term_matches(judicat, "judicat", "aplikace") > 0): | |
| return u'odmtnuto pro zjevnou neopodstatnnost' | |
| if (term_matches(judicat, "judicat", "aplikace") <= 0): | |
| if (term_matches(judicat, "judicat", "mla") > 0): | |
| return u'odmtnuto pro zjevnou neopodstatnnost' | |
| if (term_matches(judicat, "judicat", "mla") <= 0): | |
| return u'odmtnuto pro zjevnou neopodstatnnost' | |
| if (term_matches(judicat, "judicat", "neppustnost") <= 0): | |
| if (term_matches(judicat, "judicat", "vylouen") > 0): | |
| if (term_matches(judicat, "judicat", "pochybnost") > 0): | |
| if (term_matches(judicat, "judicat", "zsad") > 0): | |
| return u'odmtnuto pro zjevnou neopodstatnnost' | |
| if (term_matches(judicat, "judicat", "zsad") <= 0): | |
| return u'procesn - vylouen soudce, asistenta, apod.' | |
| if (term_matches(judicat, "judicat", "pochybnost") <= 0): | |
| if (term_matches(judicat, "judicat", "inn") > 0): | |
| return u'odmtnuto pro zjevnou neopodstatnnost' | |
| if (term_matches(judicat, "judicat", "inn") <= 0): | |
| return u'odmtnuto pro zjevnou neopodstatnnost' | |
| if (term_matches(judicat, "judicat", "vylouen") <= 0): | |
| if (term_matches(judicat, "judicat", "dkaz") > 0): | |
| return u'odmtnuto pro zjevnou neopodstatnnost' | |
| if (term_matches(judicat, "judicat", "dkaz") <= 0): | |
| if (term_matches(judicat, "judicat", "okamiku") > 0): | |
| if (term_matches(judicat, "judicat", "vklad") > 0): | |
| return u'odmtnuto pro zjevnou neopodstatnnost' | |
| if (term_matches(judicat, "judicat", "vklad") <= 0): | |
| if (term_matches(judicat, "judicat", "innost") > 0): | |
| return u'odmtnuto pro zjevnou neopodstatnnost' | |
| if (term_matches(judicat, "judicat", "innost") <= 0): | |
| return u'zastaveno' | |
| if (term_matches(judicat, "judicat", "okamiku") <= 0): | |
| if (term_matches(judicat, "judicat", "spojen") > 0): | |
| if (term_matches(judicat, "judicat", "nadle") > 0): | |
| if (term_matches(judicat, "judicat", "spolu") > 0): | |
| return u'procesn - spojen vc' | |
| if (term_matches(judicat, "judicat", "spolu") <= 0): | |
| return u'odmtnuto pro zjevnou neopodstatnnost' | |
| if (term_matches(judicat, "judicat", "nadle") <= 0): | |
| if (term_matches(judicat, "judicat", "zench") > 0): | |
| return u'odmtnuto pro zjevnou neopodstatnnost' | |
| if (term_matches(judicat, "judicat", "zench") <= 0): | |
| if (term_matches(judicat, "judicat", "opravn") > 0): | |
| return u'odmtnuto pro zjevnou neopodstatnnost' | |
| if (term_matches(judicat, "judicat", "opravn") <= 0): | |
| if (term_matches(judicat, "judicat", "nebude") > 0): | |
| return u'odmtnuto pro zjevnou neopodstatnnost' | |
| if (term_matches(judicat, "judicat", "nebude") <= 0): | |
| if (term_matches(judicat, "judicat", "zjem") > 0): | |
| return u'odmtnuto pro zjevnou neopodstatnnost' | |
| if (term_matches(judicat, "judicat", "zjem") <= 0): | |
| return u'odmtnuto pro zjevnou neopodstatnnost' | |
| if (term_matches(judicat, "judicat", "spojen") <= 0): | |
| if (term_matches(judicat, "judicat", "jinm") > 0): | |
| if (term_matches(judicat, "judicat", "nebude") > 0): | |
| return u'odmtnuto pro zjevnou neopodstatnnost' | |
| if (term_matches(judicat, "judicat", "nebude") <= 0): | |
| return u'odmtnuto pro zjevnou neopodstatnnost' | |
| if (term_matches(judicat, "judicat", "jinm") <= 0): | |
| if (term_matches(judicat, "judicat", "podnm") > 0): | |
| if (term_matches(judicat, "judicat", "podna") > 0): | |
| return u'odmtnuto pro zjevnou neopodstatnnost' | |
| if (term_matches(judicat, "judicat", "podna") <= 0): | |
| if (term_matches(judicat, "judicat", "filipa") > 0): | |
| return u'zastaveno' | |
| if (term_matches(judicat, "judicat", "filipa") <= 0): | |
| return u'odmtnuto pro zjevnou neopodstatnnost' | |
| if (term_matches(judicat, "judicat", "podnm") <= 0): | |
| if (term_matches(judicat, "judicat", "prostedek") > 0): | |
| return u'odmtnuto pro zjevnou neopodstatnnost' | |
| if (term_matches(judicat, "judicat", "prostedek") <= 0): | |
| if (term_matches(judicat, "judicat", "podala") > 0): | |
| return u'odmtnuto pro zjevnou neopodstatnnost' | |
| if (term_matches(judicat, "judicat", "podala") <= 0): | |
| if (term_matches(judicat, "judicat", "argumentaci") > 0): | |
| return u'odmtnuto pro zjevnou neopodstatnnost' | |
| if (term_matches(judicat, "judicat", "argumentaci") <= 0): | |
| if (term_matches(judicat, "judicat", "podna") > 0): | |
| return u'odmtnuto pro zjevnou neopodstatnnost' | |
| if (term_matches(judicat, "judicat", "podna") <= 0): | |
| if (term_matches(judicat, "judicat", "stavnprvn") > 0): | |
| return u'odmtnuto pro zjevnou neopodstatnnost' | |
| if (term_matches(judicat, "judicat", "stavnprvn") <= 0): | |
| if (term_matches(judicat, "judicat", "podanou") > 0): | |
| return u'odmtnuto pro zjevnou neopodstatnnost' | |
| if (term_matches(judicat, "judicat", "podanou") <= 0): | |
| if (term_matches(judicat, "judicat", "podstavnho") > 0): | |
| return u'odmtnuto pro zjevnou neopodstatnnost' | |
| if (term_matches(judicat, "judicat", "podstavnho") <= 0): | |
| return u'odmtnuto pro zjevnou neopodstatnnost' |
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