Reading JSON Files using Pandas To read the files, we use read_json() function and through it, we pass the path to the JSON file we want to read. Once we do that, it returns a “DataFrame”( A table of rows and columns) that stores data.
Steps for Appending to a JSON File In Python, appending JSON to a file consists of the following steps: Read the JSON in Python dict or list object. Append the JSON to dict (or list ) object by modifying it. Write the updated dict (or list ) object into the original file.
From version 0.19.0 of Pandas you can use the lines
parameter, like so:
import pandas as pd
data = pd.read_json('/path/to/file.json', lines=True)
You have to read it line by line. For example, you can use the following code provided by ryptophan on reddit:
import pandas as pd
# read the entire file into a python array
with open('your.json', 'rb') as f:
data = f.readlines()
# remove the trailing "\n" from each line
data = map(lambda x: x.rstrip(), data)
# each element of 'data' is an individual JSON object.
# i want to convert it into an *array* of JSON objects
# which, in and of itself, is one large JSON object
# basically... add square brackets to the beginning
# and end, and have all the individual business JSON objects
# separated by a comma
data_json_str = "[" + ','.join(data) + "]"
# now, load it into pandas
data_df = pd.read_json(data_json_str)
The following code helped me to load JSON
content into a dataframe
:
import json
import pandas as pd
with open('Appointment.json', encoding="utf8") as f:
data = f.readlines()
data = [json.loads(line) for line in data] #convert string to dict format
df = pd.read_json(data) # Load into dataframe
I've also faced same problem. It happens when your data is written in lines separated by endlines like '\n'; You need to first read them in lines, then convert each line to python built-in types. I solved it in this way:
with open("/path/to/file") as f:
content = f.readlines()
data = [eval(c) for c in content]
data = pd.DataFrame(data)
Good luck!
I had a similar problem.
It turns out that pd.read_json(myfile.json)
will search in the parent folder automatically, but it returns this 'trailing data' error if you're not in the same folder as the file.
I figured it out, because when I tried to do it with open('myfile.json', 'r')
, and I got a FileNotFound
error, so I checked the paths.
I had failed to move myfile.json into the same folder as my notebook.
Changing it to pd.read_json('../myfile.json')
just worked.
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