def one_or_more_verbs_redblk(note):
note = n2vals(note)
lines = ca.note_verbs(note)
if type(lines) == dict:
val = lines['note_verbs']
else:
val = lines[1]
return 'red' if val > 0 else 'black'
def one_or_more_verbs_redblk(note):
note = n2vals(note)
lines = ca.note_verbs(note)
if type(lines) == dict:
val = lines['note_verbs']
else:
val = lines[1]
return 'red' if val > 0 else 'black'
first_3words_action = lambda notevals, words: ("first_3words_action", words[0] in actionWords or (len(words) > 1 and words[1] in actionWords) or (len(words) > 2 and words[2] in actionWords))
word_features = [first_word_action, first_words_action, first_word_stop, first_3words_action]
#count_verbs = lambda notevals, words: ("count_verbs", ca.note_verbs(notevals)['note_verbs'])
#count_urls = lambda notevals, words: ("count_urls", ca.note_urls(notevals)['note_urls'])
#count_numbers = lambda notevals, words: ("count_numbers", ca.numbers(notevals)['numbers'])
#count_todos = lambda notevals, words: ("count_todos", ca.note_todos(notevals)['note_todos'])
#count_names = lambda notevals, words: ("count_names", ca.note_names(notevals)["names"])
# Counts seem to be overfitting majorly, but also increasing overall accuracy...
count_features = [] ## Not using counts does better!
#count_features = [count_verbs,count_urls,count_numbers,count_todos,count_names]
contains_url = lambda notevals, words: ("contains_url", ca.note_urls(notevals)['note_urls'] > 0)
contains_verbs = lambda notevals, words: ("3+_verbs", ca.note_verbs(notevals)['note_verbs'] >= 3)
contains_dets = lambda notevals, words: ("1+_det", count_pos(words, ['DT']) > 0)
contains_3_dets = lambda notevals, words: ("3+_det", count_pos(words, ['DT']) >=3) ## 6 / 17 split
contains_adj = lambda notevals, words: ("1+_adj", count_pos(words, ['JJ', 'JJR', 'JJS']) > 0)
contains_adv = lambda notevals, words: ("1+_adv", count_pos(words, ['RB','RBR','RBS']) > 0)
#contains_linesZ = lambda notevals, words: ("contains_1_line", notevals['contents'].count('\n') == 0)
contains_linesA = lambda notevals, words: ("contains_2+_lines", notevals['contents'].count('\n') >= 1)
contains_linesB = lambda notevals, words: ("3+_lines", notevals['contents'].count('\n') >= 2)
#contains_pronoun = lambda notevals, words: ("1+_pronouns", count_pos(words, ['PRP', 'PRP$']) >= 1)
# contains_verbs .28 # contains_dets .5 # contains_3_dets .2187 # contains_adj .52 # contains_adv .49 # contains_linesB .35
# Revision 1
#contains_features = [contains_verbs, contains_dets, contains_3_dets, contains_adj, contains_adv]#,contains_linesB]#,contains_linesZ,contains_linesA,contains_linesB]#, contains_tabs]
contains_features = [contains_verbs,contains_adj]#, contains_url] ##
first_word_action, first_words_action, first_word_stop, first_3words_action
]
#count_verbs = lambda notevals, words: ("count_verbs", ca.note_verbs(notevals)['note_verbs'])
#count_urls = lambda notevals, words: ("count_urls", ca.note_urls(notevals)['note_urls'])
#count_numbers = lambda notevals, words: ("count_numbers", ca.numbers(notevals)['numbers'])
#count_todos = lambda notevals, words: ("count_todos", ca.note_todos(notevals)['note_todos'])
#count_names = lambda notevals, words: ("count_names", ca.note_names(notevals)["names"])
# Counts seem to be overfitting majorly, but also increasing overall accuracy...
count_features = [] ## Not using counts does better!
#count_features = [count_verbs,count_urls,count_numbers,count_todos,count_names]
contains_url = lambda notevals, words: ("contains_url", ca.note_urls(notevals)[
'note_urls'] > 0)
contains_verbs = lambda notevals, words: ("3+_verbs", ca.note_verbs(notevals)[
'note_verbs'] >= 3)
contains_dets = lambda notevals, words: ("1+_det", count_pos(words, ['DT']) > 0
)
contains_3_dets = lambda notevals, words: ("3+_det", count_pos(words, ['DT'])
>= 3) ## 6 / 17 split
contains_adj = lambda notevals, words: (
"1+_adj", count_pos(words, ['JJ', 'JJR', 'JJS']) > 0)
contains_adv = lambda notevals, words: (
"1+_adv", count_pos(words, ['RB', 'RBR', 'RBS']) > 0)
#contains_linesZ = lambda notevals, words: ("contains_1_line", notevals['contents'].count('\n') == 0)
contains_linesA = lambda notevals, words: ("contains_2+_lines", notevals[
'contents'].count('\n') >= 1)
contains_linesB = lambda notevals, words: ("3+_lines", notevals['contents'].
count('\n') >= 2)
#contains_pronoun = lambda notevals, words: ("1+_pronouns", count_pos(words, ['PRP', 'PRP$']) >= 1)
