Word Frequency Using Dictionary
My problem is I can't figure out how to display the word count using the dictionary and refer to keys length. For example, consider the following piece of text: 'This is the s
Solution 1:
def freqCounter(infilepath):
answer = {}
with open(infilepath) as infile:
for line in infilepath:
for word in line.strip().split():
l = len(word)
if l not in answer:
answer[l] = 0
answer[l] += 1
return answer
AlternativelyL
import collections
def freqCounter(infilepath):
with open(infilepath) as infile:
return collections.Counter(len(word) for line in infile for word in line.strip().split())
Solution 2:
Use collections.Counter
import collections
sentence = "This is the sample text to get an idea"
Count = collections.Counter([len(a) for a in sentence.split()])
print Count
Solution 3:
To count how many words in a text have given lengths: size
-> frequency
distribution, you could use a regular expression to extract words:
#!/usr/bin/env python3
import re
from collections import Counter
text = "This is the sample text to get an idea!. "
words = re.findall(r'\w+', text.casefold())
frequencies = Counter(map(len, words)).most_common()
print("\n".join(["%d word(s) of length %d" % (n, length)
for length, n in frequencies]))
Output
3 word(s) of length 2
3 word(s) of length 4
2 word(s) of length 3
1 word(s) of length 6
Note: It ignores the punctuation such as !.
after 'idea'
unlike .split()
-based solutions automatically.
To read words from a file, you could read lines and extract words from them in the same way as it done for text
in the first code example:
from itertools import chain
with open(filename) as file:
words = chain.from_iterable(re.findall(r'\w+', line.casefold())
for line in file)
# use words here.. (the same as above)
frequencies = Counter(map(len, words)).most_common()
print("\n".join(["%d word(s) of length %d" % (n, length)
for length, n in frequencies]))
In practice, you could use a list to find the length frequency distribution if you ignore words that are longer than a threshold:
def count_lengths(words, maxlen=100):
frequencies = [0] * (maxlen + 1)
for length in map(len, words):
if length <= maxlen:
frequencies[length] += 1
return frequencies
Example
import re
text = "This is the sample text to get an idea!. "
words = re.findall(r'\w+', text.casefold())
frequencies = count_lengths(words)
print("\n".join(["%d word(s) of length %d" % (n, length)
for length, n in enumerate(frequencies) if n > 0]))
Output
3 word(s) of length 2
2 word(s) of length 3
3 word(s) of length 4
1 word(s) of length 6
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