Reputation: 24729
How do I gzip compress a string in Python?
gzip.GzipFile
exists, but that's for file objects - what about with plain strings?
Upvotes: 103
Views: 114823
Reputation: 173
Martin Thoma's answer almost worked: I had to use BytesIO as mentioned in this answer.
from io import BytesIO # Python 3.x, haven't tested 2.7
import gzip
out = BytesIO()
with gzip.GzipFile(fileobj=out, mode="w") as f:
f.write("This is mike number one, isn't this a lot of fun?")
out.getvalue()
The original code produced a TypeError: string argument expected, got 'bytes'
Upvotes: 2
Reputation: 8081
Python3 version of Sven Marnach's 2011 answer:
import gzip
exampleString = 'abcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijmortenpunnerudengelstadrocksklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuvabcdefghijklmnopqrstuv123'
compressed_value = gzip.compress(bytes(exampleString, 'utf-8'))
plain_string_again = gzip.decompress(compressed_value).decode('utf-8')
Upvotes: 52
Reputation: 500923
If you want to produce a complete gzip
-compatible binary string, with the header etc, you could use gzip.GzipFile
together with StringIO
:
try:
from StringIO import StringIO # Python 2.7
except ImportError:
from io import StringIO # Python 3.x
import gzip
out = StringIO()
with gzip.GzipFile(fileobj=out, mode="w") as f:
f.write("This is mike number one, isn't this a lot of fun?")
out.getvalue()
# returns '\x1f\x8b\x08\x00\xbd\xbe\xe8N\x02\xff\x0b\xc9\xc8,V\x00\xa2\xdc\xcc\xecT\x85\xbc\xd2\xdc\xa4\xd4"\x85\xfc\xbcT\x1d\xa0X\x9ez\x89B\tH:Q!\'\xbfD!?M!\xad4\xcf\x1e\x00w\xd4\xea\xf41\x00\x00\x00'
Upvotes: 169
Reputation: 189
For those who want to compress a Pandas dataframe in JSON format:
Tested with Python 3.6 and Pandas 0.23
import sys
import zlib, lzma, bz2
import math
def convert_size(size_bytes):
if size_bytes == 0:
return "0B"
size_name = ("B", "KB", "MB", "GB", "TB", "PB", "EB", "ZB", "YB")
i = int(math.floor(math.log(size_bytes, 1024)))
p = math.pow(1024, i)
s = round(size_bytes / p, 2)
return "%s %s" % (s, size_name[i])
dataframe = pd.read_csv('...') # your CSV file
dataframe_json = dataframe.to_json(orient='split')
data = dataframe_json.encode()
compressed_data = bz2.compress(data)
decompressed_data = bz2.decompress(compressed_data).decode()
dataframe_aux = pd.read_json(decompressed_data, orient='split')
#Original data size: 10982455 10.47 MB
#Encoded data size: 10982439 10.47 MB
#Compressed data size: 1276457 1.22 MB (lzma, slow), 2087131 1.99 MB (zlib, fast), 1410908 1.35 MB (bz2, fast)
#Decompressed data size: 10982455 10.47 MB
print('Original data size: ', sys.getsizeof(dataframe_json), convert_size(sys.getsizeof(dataframe_json)))
print('Encoded data size: ', sys.getsizeof(data), convert_size(sys.getsizeof(data)))
print('Compressed data size: ', sys.getsizeof(compressed_data), convert_size(sys.getsizeof(compressed_data)))
print('Decompressed data size: ', sys.getsizeof(decompressed_data), convert_size(sys.getsizeof(decompressed_data)))
print(dataframe.head())
print(dataframe_aux.head())
Upvotes: 3
Reputation: 602715
The easiest way is the zlib
encoding:
compressed_value = s.encode("zlib")
Then you decompress it with:
plain_string_again = compressed_value.decode("zlib")
Upvotes: 73
Reputation: 2055
s = "a long string of characters"
g = gzip.open('gzipfilename.gz', 'w', 5) # ('filename', 'read/write mode', compression level)
g.write(s)
g.close()
Upvotes: -4