typoGiven = False
for k, v in p.items():
if k not in safeKeys and type(v) == type(""):
if rd.random() < typoProbability:
typoGiven = True
idxs = set()
numTypos = rd.randint(1, min(2, len(v)))
totNumTypos += numTypos
while len(idxs) < numTypos:
idxs.add(rd.randint(0, len(v) - 1))
# print(p[k],'-->',end=' ')
newVal = list(p[k])
for i in idxs:
newVal[i] = K.getTypo(newVal[i])
p[k] = "".join(newVal)
# print(p[k])
if typoGiven:
numPeopleWithTypos += 1
writer.writerow(p)
toc = time.process_time()
print()
print("Total number of persons: {}".format(totYield))
print("Total number of persons with typos: {}".format(numPeopleWithTypos))
print("Total number of typos: {}".format(totNumTypos))
