def pipe_create_ics(test=False):
'''Compute smoothed data'''
if test:
rows = test_data2
else:
rows = gen_rows
g = pipe.pipe( lambda x: rows(),
lambda p: pipe.mapiter(p, coerce_row),
lambda p: gen_insulin_carb_vrows(rows=p), # does the actual smoothing
lambda p: gen_all_rows_basals(rows=p), # calc basal_amt_12
)
def pipe4(test=False):
'''Write smoothed data to .csv file'''
print('Not yet ready for prime time')
raise Exception
if test:
p1 = ic_test_data1
filename = 'active_insulin_on_test_data.csv'
else:
p1 = gen_rows
filename = 'active_insulin_on_real_data.csv'
g = pipe.pipe(lambda x: p1(), lambda x: pipe.mapiter(x, coerce_row),
gen_insulin_carb_vrows, gen_all_rows_basals)
csv_output(g(None), filename, IOB_KEYS)
def pipe1(test=False):
if test:
p1 = ic_test_data1()
else:
p1 = gen_rows()
# should be the same from here on
p2 = pipe.mapiter(p1, coerce_row)
p25 = p2 # pipe.tee(p2, prefix='real:', printer=printrow)
p3 = gen_insulin_carb_vrows(rows=p25)
p35 = p3 # pipe.tee(p3, prefix='vrow:', stringify=format_row)
# pipe.more(p35, page=10, printer=printrow)
p4 = gen_all_rows_basals(rows=p35)
# pipe.more(p4, page=10, printer=print_row)
return p4
def pipe_count_carbs():
carb_count = [0]
def count_carbs(seq):
for s in seq:
if s['carbs'] > 0:
carb_count[0] += 1
yield s
g = pipe.pipe(
lambda x: gen_rows(),
lambda p: pipe.mapiter(p, coerce_row),
lambda p: gen_insulin_carb_vrows(rows=p), # does the actual smoothing
lambda p: gen_all_rows_basals(rows=p), # calc basal_amt_12
count_carbs)
# pipe.more(g(None))
pipe.exhaust(g(None), progress=1000)
print 'carb_count', carb_count
def pipe2(test=False):
'''Computes smoothed data'''
if test:
p1 = ic_test_data1()
else:
p1 = gen_rows(year=2014, month=5, day=19)
# should be the same from here on
p2 = pipe.mapiter(p1, coerce_row)
p25 = pipe.tee(p2, prefix='real:', stringify=format_real_row)
p3 = gen_insulin_carb_vrows(rows=p25)
pipe.more(p3, page=10, printer=print_row)
p35 = p3 # pipe.tee(p3, prefix='vrow:', printer=lambda row: print(format_row(row))
p4 = gen_all_rows_basals(rows=p35)
if test:
filename = 'insulin_carb_smoothed_on_test_data.csv'
else:
filename = 'insulin_carb_smoothed_on_real_data.csv'
csv_output(p4, filename, ICS_KEYS)
def pipe3(test=False):
'''Computes active_insulin data'''
if test:
p1 = ic_test_data1()
else:
p1 = gen_rows()
# should be the same from here on
p2 = pipe.mapiter(p1, coerce_row)
p25 = p2 # pipe.tee(p2, prefix='real:', printer=printrow)
p3 = gen_insulin_carb_vrows(rows = p25)
p35 = p3 # pipe.tee(p3, prefix='vrow:', stringify=format_row)
# pipe.more(p35, page=10, printer=printrow)
p4 = gen_all_rows_basals(rows = p35)
# pipe.more(p4, page=10, printer=print_row)
p5 = compute_insulin_on_board(rows=p4, test_data=test, test_iac=False, showCalc=False)
if test:
filename = 'active_insulin_on_test_data.csv'
else:
filename = 'active_insulin_on_real_data.csv'
csv_output(p5, filename, IOB_KEYS)