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toddbirchard/json_extract.py

Last active September 6, 2023 04:40
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json_extract.py
"""Extract nested values from a JSON tree."""
def json_extract(obj, key):
"""Recursively fetch values from nested JSON."""
arr = []
def extract(obj, arr, key):
"""Recursively search for values of key in JSON tree."""
if isinstance(obj, dict):
for k, v in obj.items():
if isinstance(v, (dict, list)):
extract(v, arr, key)
elif k == key:
arr.append(v)
elif isinstance(obj, list):
for item in obj:
extract(item, arr, key)
return arr
values = extract(obj, arr, key)
return values
@dqharris6
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dqharris6 commented Apr 5, 2019 •
edited
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Is there any way to capture the position of the key that was found? I'm looking to pull the relative position of the key that was found, or somehow relate the data captured back to the structure of the original JSON.

@nikhilc2710
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thank you for this snippet greatly appreciated but when i trying to access key whole value is list or dict. it returning empty list
for ex extract_values(r.json,'rows')
it gives empty list

@ecallahan5
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thank you for this snippet greatly appreciated but when i trying to access key whole value is list or dict. it returning empty list
for ex extract_values(r.json,'rows')
it gives empty list

Agreed. To be more specific, in my case it seems to return values fine when the key refers to a single text value but returns an empty list when the key refers to a value which is another dictionary.

@mantig
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mantig commented Aug 8, 2019

Hello, i'm trying to parse through the json files from https://nvd.nist.gov/vuln/data-feeds.
Everything is deeply nested. I'll give this a try and see if it will work. Do you think there are any changes that i'll have to specify for it to work?
I just keep getting "CVE_items" as a column and a bunch of nested json data within the field.

@triwats
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triwats commented Feb 26, 2020

A sneaky yank from me... Nothing to see here...

@rravi-devhub
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thank you for this snippet greatly appreciated but when i trying to access key whole value is list or dict. it returning empty list
for ex extract_values(r.json,'rows')
it gives empty list

Agreed. To be more specific, in my case it seems to return values fine when the key refers to a single text value but returns an empty list when the key refers to a value which is another dictionary.

Hi, I see the same result. Returns an empty list when the value for the key is another list or dictionary. Is there a fix for this?

@Fjurg
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Fjurg commented Jun 16, 2020

Hey guys, I modified the function to this and it appears to be working as intended. I also modified the results to return a one-dimensional list instead of possibly nested lists:

`def extract_values(obj, key):
"""Recursively pull values of specified key from nested JSON."""
arr = []

def extract(obj, arr, key):
    """Return all matching values in an object."""
    if isinstance(obj, dict):
        for k, v in obj.items():
            if isinstance(v, (dict, list)):
                if k == key:
                    arr.append(v)
                extract(v, arr, key)
            elif k == key:
                arr.append(v)
    elif isinstance(obj, list):
        for item in obj:
            extract(item, arr, key)
    return arr

results = extract(obj, arr, key)
to_return = []
for result in results:
    if type(result) == list:
        for item in result:
            to_return.append(item)
    else:
        to_return.append(result)
return to_return`

@toddbirchard
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Author

Hello, i'm trying to parse through the json files from https://nvd.nist.gov/vuln/data-feeds.
Everything is deeply nested. I'll give this a try and see if it will work. Do you think there are any changes that i'll have to specify for it to work?
I just keep getting "CVE_items" as a column and a bunch of nested json data within the field.

Hey @mantig, I just tried parsing one of the JSON files from nvd.nist.gov using the json_extract() function. First I grabbed all version numbers:

import json
from extract import json_extract

data = json.loads(open('nvd.json').read())
my_values = json_extract(data, 'version')
print(my_values)

Here's what I got:

['2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '3.1', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '3.1', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '3.1', '2.0', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '3.1', '2.0', '3.1', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '3.1', '2.0', '2.0', '2.0', '2.0', '3.1', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '3.1', '2.0', '3.1', '2.0', '2.0', '3.1', '2.0', '2.0', '3.1', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '3.1', '2.0', '2.0', '2.0', '3.1', '2.0', '2.0', '3.1', '2.0', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '2.0', '3.1', '2.0', '3.1', '2.0', '2.0', '3.1', '2.0', '2.0', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '2.0', '2.0', '3.1', '2.0', '2.0', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '2.0', '2.0', '3.1', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '2.0', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '2.0', '3.1', '2.0', '3.1', '2.0', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '2.0', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.0', '2.0', '3.0', '2.0', '3.0', '2.0', '3.1', '2.0', '3.0', '2.0', '3.1', '2.0', '3.0', '2.0', '3.0', '2.0', '3.0', '2.0', '3.0', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.0', '2.0', '3.0', '2.0', '3.0', '2.0', '3.0', '2.0', '3.0', '2.0', '3.0', '2.0', '3.0', '2.0', '3.0', '2.0', '3.0', '2.0', '3.0', '2.0', '3.0', '2.0', '3.0', '2.0', '3.0', '2.0', '3.0', '2.0', '3.0', '2.0', '3.0', '2.0', '3.0', '2.0', '3.1', '2.0', '3.0', '2.0', '3.1', '2.0', '3.0', '2.0', '3.1', '2.0', '3.0', '2.0', '3.1', '2.0', '3.1', '2.0', '3.0', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.0', '2.0', '3.1', '2.0', '3.0', '2.0', '3.0', '2.0', '3.0', '2.0', '3.0', '2.0', '3.0', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.0', '2.0', '3.0', '2.0', '3.0', '2.0', '3.1', '2.0', '3.0', '2.0', '3.0', '2.0', '3.0', '2.0', '3.0', '2.0', '3.1', '2.0', '3.0', '2.0', '3.0', '2.0', '3.0', '2.0', '3.0', '2.0', '3.1', '2.0', '3.0', '2.0', '3.0', '2.0', '3.0', '2.0', '3.0', '2.0', '3.1', '2.0', '3.0', '2.0', '3.0', '2.0', '3.0', '2.0', '3.0', '2.0', '3.0', '2.0', '3.0', '2.0', '3.0', '2.0', '3.0', '2.0', '3.0', '2.0', '3.0', '2.0', '3.0', '2.0', '3.0', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.0', '2.0', '3.0', '2.0', '3.0', '2.0', '3.0', '2.0', '3.0', '2.0', '3.0', '2.0', '3.0', '2.0', '3.1', '2.0', '3.0', '2.0', '3.0', '2.0', '3.1', '2.0', '3.0', '2.0', '3.1', '2.0', '3.0', '2.0', '3.0', '2.0', '3.0', '2.0', '3.1', '2.0', '3.0', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.0', '2.0', '3.0', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.0', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.0', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.0', '2.0', '3.0', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.0', '2.0', '3.0', '2.0', '3.0', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0', '3.1', '2.0']

Then again with ID:

['CVE-2001-0054', 'CVE-2001-1463', 'CVE-2002-2393', 'CVE-2004-0330', 'CVE-2004-1675', 'CVE-2004-1992', 'CVE-2004-2111', 'CVE-2004-2532', 'CVE-2004-2533', 'CVE-2005-0850', 'CVE-2005-0851', 'CVE-2005-3467', 'CVE-2006-6565', 'CVE-2007-5199', 'CVE-2008-3077', 'CVE-2008-3255', 'CVE-2008-3272', 'CVE-2008-3496', 'CVE-2008-3534', 'CVE-2008-3535', 'CVE-2008-3731', 'CVE-2008-4500', 'CVE-2008-4501', 'CVE-2009-0884', 'CVE-2009-0967', 'CVE-2009-1031', 'CVE-2009-3097', 'CVE-2009-3655', 'CVE-2009-4006', 'CVE-2009-4815', 'CVE-2010-0751', 'CVE-2010-1822', 'CVE-2010-1823', 'CVE-2010-1824', 'CVE-2010-1825', 'CVE-2010-2295', 'CVE-2010-2296', 'CVE-2010-2297', 'CVE-2010-2298', 'CVE-2010-2299', 'CVE-2010-2300', 'CVE-2010-2302', 'CVE-2010-2434', 'CVE-2010-2495', 'CVE-2010-2897', 'CVE-2010-2898', 'CVE-2010-2899', 'CVE-2010-2901', 'CVE-2010-2902', 'CVE-2010-2903', 'CVE-2010-3111', 'CVE-2010-3112', 'CVE-2010-3113', 'CVE-2010-3114', 'CVE-2010-3115', 'CVE-2010-3116', 'CVE-2010-3117', 'CVE-2010-3118', 'CVE-2010-3119', 'CVE-2010-3120', 'CVE-2010-3246', 'CVE-2010-3247', 'CVE-2010-3248', 'CVE-2010-3249', 'CVE-2010-3250', 'CVE-2010-3251', 'CVE-2010-3252', 'CVE-2010-3253', 'CVE-2010-3254', 'CVE-2010-3255', 'CVE-2010-3256', 'CVE-2010-3257', 'CVE-2010-3258', 'CVE-2010-3259', 'CVE-2010-3411', 'CVE-2010-3412', 'CVE-2010-3413', 'CVE-2010-3414', 'CVE-2010-3415', 'CVE-2010-3416', 'CVE-2010-3417', 'CVE-2010-3729', 'CVE-2010-3730', 'CVE-2010-4038', 'CVE-2010-4039', 'CVE-2010-4040', 'CVE-2010-4041', 'CVE-2010-4042', 'CVE-2010-4197', 'CVE-2010-4198', 'CVE-2010-4199', 'CVE-2010-4201', 'CVE-2010-4202', 'CVE-2010-4203', 'CVE-2010-4204', 'CVE-2010-4205', 'CVE-2010-4206', 'CVE-2010-4251', 'CVE-2010-4487', 'CVE-2010-4492', 'CVE-2010-4493', 'CVE-2010-4494', 'CVE-2010-4574', 'CVE-2010-4575', 'CVE-2010-4576', 'CVE-2010-4577', 'CVE-2010-4578', 'CVE-2010-4656', 'CVE-2010-4805', 'CVE-2011-0463', 'CVE-2011-1013', 'CVE-2011-1019', 'CVE-2011-1076', 'CVE-2011-1093', 'CVE-2011-1169', 'CVE-2011-1173', 'CVE-2011-1182', 'CVE-2011-1478', 'CVE-2011-1573', 'CVE-2011-1581', 'CVE-2011-1593', 'CVE-2011-1598', 'CVE-2011-1640', 'CVE-2011-1745', 'CVE-2011-1746', 'CVE-2011-1747', 'CVE-2011-1748', 'CVE-2011-2022', 'CVE-2011-2057', 'CVE-2011-2058', 'CVE-2011-2184', 'CVE-2011-2189', 'CVE-2011-2213', 'CVE-2011-2482', 'CVE-2011-2491', 'CVE-2011-2492', 'CVE-2011-2497', 'CVE-2011-2517', 'CVE-2011-2521', 'CVE-2011-2525', 'CVE-2011-2689', 'CVE-2011-2695', 'CVE-2011-2699', 'CVE-2011-2700', 'CVE-2011-2707', 'CVE-2011-2723', 'CVE-2011-2898', 'CVE-2011-2906', 'CVE-2011-2918', 'CVE-2011-2928', 'CVE-2011-3188', 'CVE-2011-3191', 'CVE-2011-3193', 'CVE-2011-3353', 'CVE-2011-3638', 'CVE-2011-4080', 'CVE-2011-4081', 'CVE-2011-4097', 'CVE-2011-4112', 'CVE-2011-4326', 'CVE-2011-4367', 'CVE-2011-4594', 'CVE-2011-4611', 'CVE-2011-4800', 'CVE-2012-0038', 'CVE-2012-0044', 'CVE-2012-0058', 'CVE-2012-0207', 'CVE-2012-0247', 'CVE-2012-0248', 'CVE-2012-0259', 'CVE-2012-0260', 'CVE-2012-0381', 'CVE-2012-0382', 'CVE-2012-0823', 'CVE-2012-0879', 'CVE-2012-1185', 'CVE-2012-1186', 'CVE-2012-1610', 'CVE-2012-1798', 'CVE-2012-3160', 'CVE-2012-3177', 'CVE-2012-3552', 'CVE-2012-6636', 'CVE-2013-0744', 'CVE-2013-0746', 'CVE-2013-0748', 'CVE-2013-0750', 'CVE-2013-0753', 'CVE-2013-0754', 'CVE-2013-0758', 'CVE-2013-0759', 'CVE-2013-0762', 'CVE-2013-0763', 'CVE-2013-1142', 'CVE-2013-1943', 'CVE-2013-2128', 'CVE-2013-4366', 'CVE-2013-4588', 'CVE-2014-0160', 'CVE-2014-0224', 'CVE-2014-1490', 'CVE-2014-1491', 'CVE-2014-1496', 'CVE-2014-1505', 'CVE-2014-1508', 'CVE-2014-1509', 'CVE-2014-1510', 'CVE-2014-1511', 'CVE-2014-1514', 'CVE-2014-1766', 'CVE-2014-7255', 'CVE-2014-9410', 'CVE-2014-9512', 'CVE-2014-9758', 'CVE-2015-0568', 'CVE-2015-0569', 'CVE-2015-0570', 'CVE-2015-0571', 'CVE-2015-0572', 'CVE-2015-0573', 'CVE-2015-1350', 'CVE-2015-3890', 'CVE-2015-4027', 'CVE-2015-4173', 'CVE-2015-7714', 'CVE-2015-7715', 'CVE-2015-8900', 'CVE-2015-8901', 'CVE-2015-8902', 'CVE-2015-8903', 'CVE-2015-9098', 'CVE-2015-9233', 'CVE-2015-9542', 'CVE-2015-9549', 'CVE-2016-10402', 'CVE-2016-2059', 'CVE-2016-2061', 'CVE-2016-2062', 'CVE-2016-2064', 'CVE-2016-2065', 'CVE-2016-2067', 'CVE-2016-2068', 'CVE-2016-5340', 'CVE-2016-5342', 'CVE-2016-5343', 'CVE-2016-5344', 'CVE-2016-5556', 'CVE-2016-5568', 'CVE-2016-5582', 'CVE-2016-5870', 'CVE-2016-8827', 'CVE-2016-9085', 'CVE-2016-9840', 'CVE-2016-9841', 'CVE-2016-9842', 'CVE-2016-9843', 'CVE-2017-1000009', 'CVE-2017-1000010', 'CVE-2017-1000068', 'CVE-2017-1000119', 'CVE-2017-1000193', 'CVE-2017-1000194', 'CVE-2017-1000195', 'CVE-2017-1000196', 'CVE-2017-1000197', 'CVE-2017-11104', 'CVE-2017-11464', 'CVE-2017-12122', 'CVE-2017-14245', 'CVE-2017-14246', 'CVE-2017-14440', 'CVE-2017-14441', 'CVE-2017-14442', 'CVE-2017-14448', 'CVE-2017-14449', 'CVE-2017-14450', 'CVE-2017-14702', 'CVE-2017-15284', 'CVE-2017-15376', 'CVE-2017-16244', 'CVE-2017-16821', 'CVE-2017-17458', 'CVE-2017-18112', 'CVE-2017-18923', 'CVE-2017-2718', 'CVE-2017-5645', 'CVE-2017-5878', 'CVE-2017-5972', 'CVE-2017-6311', 'CVE-2017-6312', 'CVE-2017-6313', 'CVE-2017-6314', 'CVE-2017-6519', 'CVE-2017-6743', 'CVE-2017-7442', 'CVE-2017-7656', 'CVE-2017-7657', 'CVE-2017-7658', 'CVE-2017-7950', 'CVE-2017-9334', 'CVE-2017-9585', 'CVE-2017-9591', 'CVE-2018-0739', 'CVE-2018-1000049', 'CVE-2018-1000132', 'CVE-2018-1000500', 'CVE-2018-1000544', 'CVE-2018-1000549', 'CVE-2018-1000550', 'CVE-2018-1000671', 'CVE-2018-10756', 'CVE-2018-1152', 'CVE-2018-11695', 'CVE-2018-12437', 'CVE-2018-12538', 'CVE-2018-1285', 'CVE-2018-13346', 'CVE-2018-13347', 'CVE-2018-13348', 'CVE-2018-14498', 'CVE-2018-14647', 'CVE-2018-15686', 'CVE-2018-15750', 'CVE-2018-15751', 'CVE-2018-16402', 'CVE-2018-18823', 'CVE-2018-18824', 'CVE-2018-19360', 'CVE-2018-19361', 'CVE-2018-19362', 'CVE-2018-1999008', 'CVE-2018-1999009', 'CVE-2018-20685', 'CVE-2018-3628', 'CVE-2018-3629', 'CVE-2018-3632', 'CVE-2018-3837', 'CVE-2018-3838', 'CVE-2018-3839', 'CVE-2018-3977', 'CVE-2018-6594', 'CVE-2018-6892', 'CVE-2018-7198', 'CVE-2019-1010091', 'CVE-2019-1010247', 'CVE-2019-10160', 'CVE-2019-10580', 'CVE-2019-10646', 'CVE-2019-11252', 'CVE-2019-11286', 'CVE-2019-11411', 'CVE-2019-11412', 'CVE-2019-11413', 'CVE-2019-11485', 'CVE-2019-12380', 'CVE-2019-12520', 'CVE-2019-12523', 'CVE-2019-12524', 'CVE-2019-13312', 'CVE-2019-13510', 'CVE-2019-13565', 'CVE-2019-14037', 'CVE-2019-14077', 'CVE-2019-14093', 'CVE-2019-14099', 'CVE-2019-14100', 'CVE-2019-14101', 'CVE-2019-14123', 'CVE-2019-14124', 'CVE-2019-14130', 'CVE-2019-14379', 'CVE-2019-14540', 'CVE-2019-14857', 'CVE-2019-14892', 'CVE-2019-14893', 'CVE-2019-15942', 'CVE-2019-16056', 'CVE-2019-16089', 'CVE-2019-16335', 'CVE-2019-16942', 'CVE-2019-16943', 'CVE-2019-17113', 'CVE-2019-17267', 'CVE-2019-17531', 'CVE-2019-17571', 'CVE-2019-18618', 'CVE-2019-18619', 'CVE-2019-18676', 'CVE-2019-19036', 'CVE-2019-19039', 'CVE-2019-19318', 'CVE-2019-19377', 'CVE-2019-19453', 'CVE-2019-19454', 'CVE-2019-19455', 'CVE-2019-19456', 'CVE-2019-19462', 'CVE-2019-19813', 'CVE-2019-19816', 'CVE-2019-20001', 'CVE-2019-20025', 'CVE-2019-20026', 'CVE-2019-20027', 'CVE-2019-20028', 'CVE-2019-20029', 'CVE-2019-20030', 'CVE-2019-20031', 'CVE-2019-20032', 'CVE-2019-20033', 'CVE-2019-20330', 'CVE-2019-20444', 'CVE-2019-20445', 'CVE-2019-20446', 'CVE-2019-20479', 'CVE-2019-20810', 'CVE-2019-20907', 'CVE-2019-20908', 'CVE-2019-3832', 'CVE-2019-3902', 'CVE-2019-4366', 'CVE-2019-4589', 'CVE-2019-4731', 'CVE-2019-5010', 'CVE-2019-5429', 'CVE-2019-7148', 'CVE-2019-9948', 'CVE-2020-0642', 'CVE-2020-10136', 'CVE-2020-10600', 'CVE-2020-10602', 'CVE-2020-10604', 'CVE-2020-10606', 'CVE-2020-10608', 'CVE-2020-10609', 'CVE-2020-10610', 'CVE-2020-10614', 'CVE-2020-10643', 'CVE-2020-10683', 'CVE-2020-10711', 'CVE-2020-10713', 'CVE-2020-10730', 'CVE-2020-10731', 'CVE-2020-10732', 'CVE-2020-10756', 'CVE-2020-10757', 'CVE-2020-10761', 'CVE-2020-10917', 'CVE-2020-10918', 'CVE-2020-10919', 'CVE-2020-10920', 'CVE-2020-10921', 'CVE-2020-10922', 'CVE-2020-10923', 'CVE-2020-10924', 'CVE-2020-10925', 'CVE-2020-10926', 'CVE-2020-10927', 'CVE-2020-10928', 'CVE-2020-10929', 'CVE-2020-10930', 'CVE-2020-10936', 'CVE-2020-10945', 'CVE-2020-10982', 'CVE-2020-10983', 'CVE-2020-10984', 'CVE-2020-10985', 'CVE-2020-11078', 'CVE-2020-11083', 'CVE-2020-11095', 'CVE-2020-11096', 'CVE-2020-11097', 'CVE-2020-11098', 'CVE-2020-11099', 'CVE-2020-11110', 'CVE-2020-11440', 'CVE-2020-1147', 'CVE-2020-11474', 'CVE-2020-11476', 'CVE-2020-11583', 'CVE-2020-11584', 'CVE-2020-11623', 'CVE-2020-11624', 'CVE-2020-11625', 'CVE-2020-11655', 'CVE-2020-11656', 'CVE-2020-11749', 'CVE-2020-11932', 'CVE-2020-11933', 'CVE-2020-11934', 'CVE-2020-12007', 'CVE-2020-12009', 'CVE-2020-12011', 'CVE-2020-12013', 'CVE-2020-12081', 'CVE-2020-12284', 'CVE-2020-12399', 'CVE-2020-12402', 'CVE-2020-12460', 'CVE-2020-12499', 'CVE-2020-12620', 'CVE-2020-12638', 'CVE-2020-12739', 'CVE-2020-12762', 'CVE-2020-12770', 'CVE-2020-12812', 'CVE-2020-12845', 'CVE-2020-12880', 'CVE-2020-13143', 'CVE-2020-13151', 'CVE-2020-13361', 'CVE-2020-13362', 'CVE-2020-13404', 'CVE-2020-13434', 'CVE-2020-13435', 'CVE-2020-13522', 'CVE-2020-13523', 'CVE-2020-13625', 'CVE-2020-13630', 'CVE-2020-13631', 'CVE-2020-13632', 'CVE-2020-13659', 'CVE-2020-13692', 'CVE-2020-13699', 'CVE-2020-13776', 'CVE-2020-13790', 'CVE-2020-13800', 'CVE-2020-13819', 'CVE-2020-13820', 'CVE-2020-13867', 'CVE-2020-13904', 'CVE-2020-13913', 'CVE-2020-13914', 'CVE-2020-13915', 'CVE-2020-13916', 'CVE-2020-13917', 'CVE-2020-13918', 'CVE-2020-13919', 'CVE-2020-13921', 'CVE-2020-13934', 'CVE-2020-13935', 'CVE-2020-13970', 'CVE-2020-13971', 'CVE-2020-13974', 'CVE-2020-13997', 'CVE-2020-14001', 'CVE-2020-14039', 'CVE-2020-14093', 'CVE-2020-14152', 'CVE-2020-14154', 'CVE-2020-14158', 'CVE-2020-14162', 'CVE-2020-14212', 'CVE-2020-1425', 'CVE-2020-14297', 'CVE-2020-14307', 'CVE-2020-14308', 'CVE-2020-14309', 'CVE-2020-14310', 'CVE-2020-14311', 'CVE-2020-14316', 'CVE-2020-14319', 'CVE-2020-14334', 'CVE-2020-14337', 'CVE-2020-14344', 'CVE-2020-14347', 'CVE-2020-14399', 'CVE-2020-14400', 'CVE-2020-14401', 'CVE-2020-14403', 'CVE-2020-14405', 'CVE-2020-14422', 'CVE-2020-14486', 'CVE-2020-14487', 'CVE-2020-14488', 'CVE-2020-14489', 'CVE-2020-14490', 'CVE-2020-14492', 'CVE-2020-14493', 'CVE-2020-14520', 'CVE-2020-14539', 'CVE-2020-14540', 'CVE-2020-14547', 'CVE-2020-14550', 'CVE-2020-14553', 'CVE-2020-14556', 'CVE-2020-14559', 'CVE-2020-14562', 'CVE-2020-14568', 'CVE-2020-1457', 'CVE-2020-14573', 'CVE-2020-14575', 'CVE-2020-14576', 'CVE-2020-14577', 'CVE-2020-14578', 'CVE-2020-14579', 'CVE-2020-14581', 'CVE-2020-14583', 'CVE-2020-14586', 'CVE-2020-14591', 'CVE-2020-14593', 'CVE-2020-14597', 'CVE-2020-14619', 'CVE-2020-14620', 'CVE-2020-14621', 'CVE-2020-14623', 'CVE-2020-14624', 'CVE-2020-14631', 'CVE-2020-14632', 'CVE-2020-14633', 'CVE-2020-14634', 'CVE-2020-14641', 'CVE-2020-14643', 'CVE-2020-14651', 'CVE-2020-14654', 'CVE-2020-14656', 'CVE-2020-14663', 'CVE-2020-14678', 'CVE-2020-14680', 'CVE-2020-14697', 'CVE-2020-14702', 'CVE-2020-14725', 'CVE-2020-14928', 'CVE-2020-14954', 'CVE-2020-15009', 'CVE-2020-15038', 'CVE-2020-15085', 'CVE-2020-15086', 'CVE-2020-15092', 'CVE-2020-15098', 'CVE-2020-15099', 'CVE-2020-15101', 'CVE-2020-15103', 'CVE-2020-15106', 'CVE-2020-15109', 'CVE-2020-15111', 'CVE-2020-15112', 'CVE-2020-15113', 'CVE-2020-15118', 'CVE-2020-15120', 'CVE-2020-15125', 'CVE-2020-15126', 'CVE-2020-15127', 'CVE-2020-15128', 'CVE-2020-15129', 'CVE-2020-15130', 'CVE-2020-15131', 'CVE-2020-15132', 'CVE-2020-15133', 'CVE-2020-15134', 'CVE-2020-15135', 'CVE-2020-15358', 'CVE-2020-15366', 'CVE-2020-15408', 'CVE-2020-15416', 'CVE-2020-15417', 'CVE-2020-15418', 'CVE-2020-15419', 'CVE-2020-15420', 'CVE-2020-15421', 'CVE-2020-15422', 'CVE-2020-15423', 'CVE-2020-15424', 'CVE-2020-15425', 'CVE-2020-15426', 'CVE-2020-15427', 'CVE-2020-15428', 'CVE-2020-15429', 'CVE-2020-15430', 'CVE-2020-15431', 'CVE-2020-15432', 'CVE-2020-15433', 'CVE-2020-15434', 'CVE-2020-15435', 'CVE-2020-15467', 'CVE-2020-15492', 'CVE-2020-15497', 'CVE-2020-15503', 'CVE-2020-15511', 'CVE-2020-15586', 'CVE-2020-15588', 'CVE-2020-15592', 'CVE-2020-15593', 'CVE-2020-15606', 'CVE-2020-15607', 'CVE-2020-15608', 'CVE-2020-15609', 'CVE-2020-15610', 'CVE-2020-15611', 'CVE-2020-15612', 'CVE-2020-15613', 'CVE-2020-15614', 'CVE-2020-15615', 'CVE-2020-15616', 'CVE-2020-15617', 'CVE-2020-15618', 'CVE-2020-15619', 'CVE-2020-15620', 'CVE-2020-15621', 'CVE-2020-15622', 'CVE-2020-15623', 'CVE-2020-15624', 'CVE-2020-15625', 'CVE-2020-15626', 'CVE-2020-15627', 'CVE-2020-15628', 'CVE-2020-15631', 'CVE-2020-15632', 'CVE-2020-15633', 'CVE-2020-15705', 'CVE-2020-15706', 'CVE-2020-15707', 'CVE-2020-15712', 'CVE-2020-15713', 'CVE-2020-15714', 'CVE-2020-15715', 'CVE-2020-15719', 'CVE-2020-15778', 'CVE-2020-15780', 'CVE-2020-15801', 'CVE-2020-15803', 'CVE-2020-15860', 'CVE-2020-15863', 'CVE-2020-15869', 'CVE-2020-15870', 'CVE-2020-15871', 'CVE-2020-15882', 'CVE-2020-15888', 'CVE-2020-15890', 'CVE-2020-15899', 'CVE-2020-15900', 'CVE-2020-15904', 'CVE-2020-15912', 'CVE-2020-15917', 'CVE-2020-15932', 'CVE-2020-15943', 'CVE-2020-15944', 'CVE-2020-15945', 'CVE-2020-15953', 'CVE-2020-15954', 'CVE-2020-15956', 'CVE-2020-15957', 'CVE-2020-16088', 'CVE-2020-16094', 'CVE-2020-16095', 'CVE-2020-16116', 'CVE-2020-16117', 'CVE-2020-16118', 'CVE-2020-16131', 'CVE-2020-16134', 'CVE-2020-16135', 'CVE-2020-16136', 'CVE-2020-1614', 'CVE-2020-16143', 'CVE-2020-16157', 'CVE-2020-16162', 'CVE-2020-16163', 'CVE-2020-16164', 'CVE-2020-16165', 'CVE-2020-16166', 'CVE-2020-16192', 'CVE-2020-16199', 'CVE-2020-16201', 'CVE-2020-16203', 'CVE-2020-16252', 'CVE-2020-16253', 'CVE-2020-16254', 'CVE-2020-16269', 'CVE-2020-16271', 'CVE-2020-16272', 'CVE-2020-1652', 'CVE-2020-16843', 'CVE-2020-16847', 'CVE-2020-17353', 'CVE-2020-17364', 'CVE-2020-17366', 'CVE-2020-1945', 'CVE-2020-2076', 'CVE-2020-2077', 'CVE-2020-2078', 'CVE-2020-3187', 'CVE-2020-3327', 'CVE-2020-3350', 'CVE-2020-3374', 'CVE-2020-3375', 'CVE-2020-3376', 'CVE-2020-3377', 'CVE-2020-3382', 'CVE-2020-3383', 'CVE-2020-3384', 'CVE-2020-3386', 'CVE-2020-3452', 'CVE-2020-3460', 'CVE-2020-3461', 'CVE-2020-3462', 'CVE-2020-3481', 'CVE-2020-3671', 'CVE-2020-3681', 'CVE-2020-3688', 'CVE-2020-3698', 'CVE-2020-3699', 'CVE-2020-3700', 'CVE-2020-3701', 'CVE-2020-3902', 'CVE-2020-4030', 'CVE-2020-4031', 'CVE-2020-4032', 'CVE-2020-4033', 'CVE-2020-4044', 'CVE-2020-4185', 'CVE-2020-4186', 'CVE-2020-4243', 'CVE-2020-4317', 'CVE-2020-4318', 'CVE-2020-4319', 'CVE-2020-4328', 'CVE-2020-4375', 'CVE-2020-4377', 'CVE-2020-4396', 'CVE-2020-4405', 'CVE-2020-4408', 'CVE-2020-4410', 'CVE-2020-4459', 'CVE-2020-4463', 'CVE-2020-4465', 'CVE-2020-4481', 'CVE-2020-4498', 'CVE-2020-4525', 'CVE-2020-4534', 'CVE-2020-4542', 'CVE-2020-4549', 'CVE-2020-4550', 'CVE-2020-4551', 'CVE-2020-4552', 'CVE-2020-4553', 'CVE-2020-4554', 'CVE-2020-4560', 'CVE-2020-4567', 'CVE-2020-4569', 'CVE-2020-4572', 'CVE-2020-4573', 'CVE-2020-4574', 'CVE-2020-4631', 'CVE-2020-4644', 'CVE-2020-4645', 'CVE-2020-5295', 'CVE-2020-5296', 'CVE-2020-5297', 'CVE-2020-5298', 'CVE-2020-5299', 'CVE-2020-5377', 'CVE-2020-5384', 'CVE-2020-5396', 'CVE-2020-5413', 'CVE-2020-5414', 'CVE-2020-5608', 'CVE-2020-5609', 'CVE-2020-5610', 'CVE-2020-5612', 'CVE-2020-5613', 'CVE-2020-5614', 'CVE-2020-5615', 'CVE-2020-5616', 'CVE-2020-5617', 'CVE-2020-5760', 'CVE-2020-5761', 'CVE-2020-5762', 'CVE-2020-5763', 'CVE-2020-5770', 'CVE-2020-5771', 'CVE-2020-5772', 'CVE-2020-5773', 'CVE-2020-5902', 'CVE-2020-6012', 'CVE-2020-6096', 'CVE-2020-6098', 'CVE-2020-6102', 'CVE-2020-6463', 'CVE-2020-6510', 'CVE-2020-6511', 'CVE-2020-6512', 'CVE-2020-6513', 'CVE-2020-6514', 'CVE-2020-6515', 'CVE-2020-6516', 'CVE-2020-6517', 'CVE-2020-6518', 'CVE-2020-6519', 'CVE-2020-6520', 'CVE-2020-6521', 'CVE-2020-6522', 'CVE-2020-6523', 'CVE-2020-6524', 'CVE-2020-6525', 'CVE-2020-6526', 'CVE-2020-6527', 'CVE-2020-6528', 'CVE-2020-6529', 'CVE-2020-6530', 'CVE-2020-6531', 'CVE-2020-6533', 'CVE-2020-6534', 'CVE-2020-6535', 'CVE-2020-6536', 'CVE-2020-7016', 'CVE-2020-7017', 'CVE-2020-7205', 'CVE-2020-7298', 'CVE-2020-7457', 'CVE-2020-7483', 'CVE-2020-7484', 'CVE-2020-7485', 'CVE-2020-7486', 'CVE-2020-7491', 'CVE-2020-7520', 'CVE-2020-7637', 'CVE-2020-7685', 'CVE-2020-7694', 'CVE-2020-7695', 'CVE-2020-7697', 'CVE-2020-7698', 'CVE-2020-7699', 'CVE-2020-7822', 'CVE-2020-7823', 'CVE-2020-7827', 'CVE-2020-7828', 'CVE-2020-7829', 'CVE-2020-8010', 'CVE-2020-8012', 'CVE-2020-8108', 'CVE-2020-8174', 'CVE-2020-8192', 'CVE-2020-8202', 'CVE-2020-8203', 'CVE-2020-8204', 'CVE-2020-8206', 'CVE-2020-8207', 'CVE-2020-8213', 'CVE-2020-8216', 'CVE-2020-8217', 'CVE-2020-8218', 'CVE-2020-8219', 'CVE-2020-8220', 'CVE-2020-8221', 'CVE-2020-8222', 'CVE-2020-8317', 'CVE-2020-8326', 'CVE-2020-8553', 'CVE-2020-8557', 'CVE-2020-8558', 'CVE-2020-8574', 'CVE-2020-8575', 'CVE-2020-8607', 'CVE-2020-8816', 'CVE-2020-8840', 'CVE-2020-9036', 'CVE-2020-9077', 'CVE-2020-9248', 'CVE-2020-9249', 'CVE-2020-9251', 'CVE-2020-9480', 'CVE-2020-9689', 'CVE-2020-9690', 'CVE-2020-9691', 'CVE-2020-9692']

@lsaiken
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lsaiken commented Sep 10, 2020

Why not return arr from json_extract and remove returning it from extract since lists are mutable?

@selfcontrol7
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Awsome code. Thank's a lot, you save me hours of coding!!!!

@mark2m60
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mark2m60 commented Dec 3, 2021

This was great. Saved ton of time. Was able to modify an return 3 fields from 1 obj. Thank you!

@selfcontrol7
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Hello @Fjurg .
Thank you for your work. Your code works like a charm

@gstewart86
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Super useful function, thanks all. Here's @Fjurg 's code with added type hinting and more explicit parameter names

 from typing import Dict, List, Union, Any


def extract_values(object_to_search: Union[Dict[Any, Any], List[Any]], search_key: str) -> List:
    """Recursively pull values of specified key from nested JSON."""
    results_array: List = []

    def extract(object_to_search: Union[Dict[Any, Any], List[Any]], results_array: List[Any], search_key: str) -> List:
        """Return all matching values in an object."""
        if isinstance(object_to_search, dict):
            for key, val in object_to_search.items():
                if isinstance(val, (dict, list)):
                    if key == search_key:
                        results_array.append(val)
                    extract(val, results_array, search_key)
                elif key == search_key:
                    results_array.append(val)
        elif isinstance(object_to_search, list):
            for item in object_to_search:
                extract(item, results_array, search_key)
        return results_array

    results = extract(object_to_search, results_array, search_key)
    to_return = []
    for result in results:
        if type(result) == list:
            for item in result:
                to_return.append(item)
        else:
            to_return.append(result)
    return to_return

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