How to convert to a Python datetime object with JSON.loads?
I have a string representation of a JSON object.
dumped_dict = '{"debug": false, "created_at": "2020-08-09T11:24:20"}'
When I call json.loads with this object;
json.loads(dumped_dict)
I get;
{'created_at': '2020-08-09T11:24:20', 'debug': False}
There is nothing wrong in here. However, I want to know if there is a way to convert the above object with json.loads to something like this:
{'created_at': datetime.datetime(2020, 08, 09, 11, 24, 20), 'debug': False}
Shortly, are we able to convert datetime strings to actual datetime.datetime objects while calling json.loads?
My solution so far:
>>> json_string = '{"last_updated": {"$gte": "Thu, 1 Mar 2012 10:00:49 UTC"}}'
>>> dct = json.loads(json_string, object_hook=datetime_parser)
>>> dct
{u'last_updated': {u'$gte': datetime.datetime(2012, 3, 1, 10, 0, 49)}}
def datetime_parser(dct):
for k, v in dct.items():
if isinstance(v, basestring) and re.search("\ UTC", v):
try:
dct[k] = datetime.datetime.strptime(v, DATE_FORMAT)
except:
pass
return dct
For further reference on the use of object_hook: JSON encoder and decoder
In my case the json string is coming from a GET request to my REST API. This solution allows me to 'get the date right' transparently, without forcing clients and users into hardcoding prefixes like __date__
into the JSON, as long as the input string conforms to DATE_FORMAT which is:
DATE_FORMAT = '%a, %d %b %Y %H:%M:%S UTC'
The regex pattern should probably be further refined
PS: in case you are wondering, the json_string is a MongoDB/PyMongo query.
You need to pass an object_hook. From the documentation:
object_hook is an optional function that will be called with the result of any object literal decoded (a dict). The return value of object_hook will be used instead of the dict.
Like this:
import datetime
import json
def date_hook(json_dict):
for (key, value) in json_dict.items():
try:
json_dict[key] = datetime.datetime.strptime(value, "%Y-%m-%dT%H:%M:%S")
except:
pass
return json_dict
dumped_dict = '{"debug": false, "created_at": "2020-08-09T11:24:20"}'
loaded_dict = json.loads(dumped_dict, object_hook=date_hook)
If you also want to handle timezones you'll have to use dateutil instead of strptime.
I would do the same as Nicola suggested with 2 changes:
- Use
dateutil.parser
instead ofdatetime.datetime.strptime
- Define explicitly which exceptions I want to catch. I generally recommend avoiding at all cost having an empty
except:
Or in code:
import dateutil.parser
def datetime_parser(json_dict):
for (key, value) in json_dict.items():
try:
json_dict[key] = dateutil.parser.parse(value)
except (ValueError, AttributeError):
pass
return json_dict
str = "{...}" # Some JSON with date
obj = json.loads(str, object_hook=datetime_parser)
print(obj)