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import json
import re
import stat
import time
from collections import Counter, defaultdict
from datetime import datetime
from pathlib import Path
from textwrap import dedent
import numpy as np
import pandas as pd
import json
import re
import stat
import time
from collections import Counter, defaultdict
from datetime import datetime
from pathlib import Path
from textwrap import dedent
import numpy as np
import pandas as pd
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# assume that GitPython got installed: https://gitpython.readthedocs.io/
from git import Repo
# assume that GitPython got installed: https://gitpython.readthedocs.io/
from git import Repo
Comparison with line annotations in the HaPy-Bug dataset¶
HaPy-Bug dataset comprises annotated diff files from three sources. None of them had previously been subjected to human annotation at the granular (line-by-line) level.
$D_{BIP}$: BugsInPy subset is an extension of dataset of 496 real bugs proposed in "BugsInPy: a database of existing bugs in Python programs to enable controlled testing and debugging studies" (2020). This subset focuses on bugs in source code and excludes issues related to configurations, build scripts, docu- mentation, and test cases. It also requires bugs to be reproducible, i.e. at least one test case from the fixed version must fail with the faulty version. Only changes involving isolated bugs are included.
$D_{CVE}$: Python CVE and $D_{CRAWL}$: Crawled Python CVE are new custom made, specialized collections of Python-related bugs sourced from the CVE DB and projects git repositories.
$D_{CVE}$ comprises bugs identified through a comprehensive full-text search of CVE DB. This subset was refined by selecting bugs with direct links to source code fixes that involved modifications to Python code.
$D_{CRAWL}$ is a subset created by scanning repositories of most popular Python projects for commits that have a CVE id pattern inside. Each bug found was cross-referenced with CVE DB.
$D_{BIP}$: BugsInPy subset of HaPy-Bug dataset¶
Here all entries are single diff
Experiments extracting data for a single entry (single bug)¶
Larger outputs are stored collapsed
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annotator_json = '/mnt/data/python-diff-annotator/example_annotations/HaPy-Bug/bugsinpy-dataset/cookiecutter-1/annotation/7f6804c4953a18386809f11faf4d86898570debc.v2.json'
annotator_json = '/mnt/data/python-diff-annotator/example_annotations/HaPy-Bug/bugsinpy-dataset/cookiecutter-1/annotation/7f6804c4953a18386809f11faf4d86898570debc.v2.json'
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with open(annotator_json, mode='r') as json_fp:
annotator_data = json.load(json_fp)
with open(annotator_json, mode='r') as json_fp:
annotator_data = json.load(json_fp)
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annotator_data.keys()
annotator_data.keys()
Out[4]:
dict_keys(['commit_metadata', 'changes', 'diff_metadata'])
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annotator_data['changes'].keys()
annotator_data['changes'].keys()
Out[5]:
dict_keys(['cookiecutter/generate.py', '/dev/null', 'tests/test-generate-context/non_ascii.json', 'tests/test_generate_context.py'])
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hapybug_json = '/mnt/data/HaPy-Bug/raw_data/bugsinpy-dataset/cookiecutter-1/annotation/7f6804c4953a18386809f11faf4d86898570debc.json'
hapybug_json = '/mnt/data/HaPy-Bug/raw_data/bugsinpy-dataset/cookiecutter-1/annotation/7f6804c4953a18386809f11faf4d86898570debc.json'
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with open(hapybug_json, mode='r') as json_fp:
hapybug_data = json.load(json_fp)
with open(hapybug_json, mode='r') as json_fp:
hapybug_data = json.load(json_fp)
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hapybug_data.keys()
hapybug_data.keys()
Out[8]:
dict_keys(['cookiecutter/generate.py', '/dev/null', 'tests/test-generate-context/non_ascii.json', 'tests/test_generate_context.py'])
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annotator_data['changes']['cookiecutter/generate.py']
annotator_data['changes']['cookiecutter/generate.py']
Out[9]:
{'language': 'Python',
'type': 'programming',
'purpose': 'programming',
'-': [{'id': 3,
'file_line_no': 85,
'type': 'code',
'purpose': 'programming',
'tokens': [[40, ['Text'], ' '],
[48, ['Keyword'], 'with'],
[52, ['Text'], ' '],
[53, ['Name', 'Builtin'], 'open'],
[57, ['Punctuation'], '('],
[58, ['Name'], 'context_file'],
[70, ['Punctuation'], ')'],
[71, ['Text'], ' '],
[72, ['Keyword'], 'as'],
[74, ['Text'], ' '],
[75, ['Name'], 'file_handle'],
[86, ['Punctuation'], ':'],
[87, ['Text', 'Whitespace'], '\n']]}],
'+': [{'id': 4,
'file_line_no': 85,
'type': 'code',
'purpose': 'programming',
'tokens': [[40, ['Text'], ' '],
[48, ['Keyword'], 'with'],
[52, ['Text'], ' '],
[53, ['Name', 'Builtin'], 'open'],
[57, ['Punctuation'], '('],
[58, ['Name'], 'context_file'],
[70, ['Punctuation'], ','],
[71, ['Text'], ' '],
[72, ['Name'], 'encoding'],
[80, ['Operator'], '='],
[81, ['Literal', 'String', 'Single'], "'"],
[82, ['Literal', 'String', 'Single'], 'utf-8'],
[87, ['Literal', 'String', 'Single'], "'"],
[88, ['Punctuation'], ')'],
[89, ['Text'], ' '],
[90, ['Keyword'], 'as'],
[92, ['Text'], ' '],
[93, ['Name'], 'file_handle'],
[104, ['Punctuation'], ':'],
[105, ['Text', 'Whitespace'], '\n']]}]}
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hapybug_data['cookiecutter/generate.py']
hapybug_data['cookiecutter/generate.py']
Out[10]:
{'language': 'Python',
'type': 'programming',
'purpose': 'programming',
'+': [{'id': 85, 'type': 'bug(fix)'}],
'-': [{'id': 85, 'type': 'bug(fix)'}]}
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hapybug_data['tests/test_generate_context.py']
hapybug_data['tests/test_generate_context.py']
Out[11]:
{'language': 'Python',
'type': 'programming',
'purpose': 'test',
'+': [{'id': 111, 'type': 'test'},
{'id': 112, 'type': 'test'},
{'id': 113, 'type': 'test'},
{'id': 114, 'type': 'test'},
{'id': 115, 'type': 'test'},
{'id': 116, 'type': 'test'},
{'id': 117, 'type': 'test'},
{'id': 118, 'type': 'test'},
{'id': 119, 'type': 'test'},
{'id': 120, 'type': 'test'},
{'id': 121, 'type': 'test'}],
'-': []}
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print(Path('/mnt/data/HaPy-Bug/raw_data/bugsinpy-dataset/cookiecutter-1/patches/7f6804c4953a18386809f11faf4d86898570debc.diff').read_text())
print(Path('/mnt/data/HaPy-Bug/raw_data/bugsinpy-dataset/cookiecutter-1/patches/7f6804c4953a18386809f11faf4d86898570debc.diff').read_text())
diff --git a/cookiecutter/generate.py b/cookiecutter/generate.py
index 37365a4..c526b97 100644
--- a/cookiecutter/generate.py
+++ b/cookiecutter/generate.py
@@ -82,7 +82,7 @@ def generate_context(
context = OrderedDict([])
try:
- with open(context_file) as file_handle:
+ with open(context_file, encoding='utf-8') as file_handle:
obj = json.load(file_handle, object_pairs_hook=OrderedDict)
except ValueError as e:
# JSON decoding error. Let's throw a new exception that is more
diff --git a/tests/test-generate-context/non_ascii.json b/tests/test-generate-context/non_ascii.json
new file mode 100644
index 0000000..af0edf6
--- /dev/null
+++ b/tests/test-generate-context/non_ascii.json
@@ -0,0 +1,3 @@
+{
+ "full_name": "éèà"
+}
diff --git a/tests/test_generate_context.py b/tests/test_generate_context.py
index 26e7d4d..69d0148 100644
--- a/tests/test_generate_context.py
+++ b/tests/test_generate_context.py
@@ -108,6 +108,17 @@ def test_default_context_replacement_in_generate_context():
assert generated_context == expected_context
+def test_generate_context_decodes_non_ascii_chars():
+ """Verify `generate_context` correctly decodes non-ascii chars."""
+ expected_context = {'non_ascii': OrderedDict([('full_name', 'éèà'),])}
+
+ generated_context = generate.generate_context(
+ context_file='tests/test-generate-context/non_ascii.json'
+ )
+
+ assert generated_context == expected_context
+
+
@pytest.fixture
def template_context():
"""Fixture. Populates template content for future tests."""
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with open('/mnt/data/CVE/final_bugs_packages.json', mode='r') as json_fp:
where_labeling_data = json.load(json_fp)
with open('/mnt/data/CVE/final_bugs_packages.json', mode='r') as json_fp:
where_labeling_data = json.load(json_fp)
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where_labeling_data['cookiecutter-1']
where_labeling_data['cookiecutter-1']
Out[14]:
{'rA': 1, 'rB': 1, 'rC': 0, 'rD': 1, 'pA': 2, 'pB': 4, 'pC': 1, 'pD': 3}
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label_studio_json_1 = '/mnt/data/HaPy-Bug/annotated_data/D_4_3.json'
label_studio_json_1 = '/mnt/data/HaPy-Bug/annotated_data/D_4_3.json'
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with open(label_studio_json_1, mode='r') as json_fp:
label_studio_data_1 = json.load(json_fp)
with open(label_studio_json_1, mode='r') as json_fp:
label_studio_data_1 = json.load(json_fp)
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[elem['annotations'][0]['result'][3]['value'] for elem in label_studio_data_1]
[elem['annotations'][0]['result'][3]['value'] for elem in label_studio_data_1]
Out[17]:
[{'hyperlinks': [{'url': 'http://lists.fedoraproject.org/pipermail/package-announce/2013-May/106220.html',
'dates': {'min': '2013-01-01', 'max': '2020-05-24'},
'labels': ['lists.fedoraproject.org',
'lists.fedoraproject.org/pipermail',
'lists.fedoraproject.org/pipermail/package-announce',
'lists.fedoraproject.org/pipermail/package-announce/2013-May']},
{'url': 'http://lists.fedoraproject.org/pipermail/package-announce/2013-May/105916.html',
'dates': {'min': '2001-05-22', 'max': '2013-05-14'},
'labels': ['lists.fedoraproject.org',
'lists.fedoraproject.org/pipermail',
'lists.fedoraproject.org/pipermail/package-announce',
'lists.fedoraproject.org/pipermail/package-announce/2013-May']},
{'url': 'http://rhn.redhat.com/errata/RHSA-2013-0806.html',
'dates': {'min': '2012-02-04', 'max': '2013-05-09'},
'labels': ['Vendor Advisory']},
{'url': 'https://bugs.launchpad.net/keystone/+bug/1172195',
'dates': {'min': '2013-01-01', 'max': '2013-10-17'},
'labels': ['bugs.launchpad.net',
'bugs.launchpad.net/keystone',
'bugs.launchpad.net/keystone/+bug']},
{'url': 'https://bugs.launchpad.net/ossn/+bug/1168252',
'dates': {'min': '0251-04-19', 'max': '4096-04-19'},
'labels': ['bugs.launchpad.net',
'bugs.launchpad.net/ossn',
'bugs.launchpad.net/ossn/+bug']},
{'url': 'http://www.openwall.com/lists/oss-security/2013/04/24/2',
'dates': {'min': '2013-04-24', 'max': '2013-04-24'},
'labels': ['www.openwall.com',
'www.openwall.com/lists',
'www.openwall.com/lists/oss-security',
'www.openwall.com/lists/oss-security/2013',
'www.openwall.com/lists/oss-security/2013/04',
'www.openwall.com/lists/oss-security/2013/04/24']},
{'url': 'https://github.com/openstack/keystone/commit/c5037dd6b82909efaaa8720e8cfa8bdb8b4a0edd',
'dates': {'min': '2013-05-01', 'max': '2013-05-01'},
'labels': ['github.com',
'github.com/openstack',
'github.com/openstack/keystone',
'github.com/openstack/keystone/commit']},
{'url': 'http://www.openwall.com/lists/oss-security/2013/04/24/1',
'dates': {'min': '2013-04-23', 'max': '2013-04-23'},
'labels': ['www.openwall.com',
'www.openwall.com/lists',
'www.openwall.com/lists/oss-security',
'www.openwall.com/lists/oss-security/2013',
'www.openwall.com/lists/oss-security/2013/04',
'www.openwall.com/lists/oss-security/2013/04/24']}],
'diffsFiles': [[{'fileName': 'keystone/common/config.py',
'category': 'programming',
'lines': {'afterChange': [{'lineNumber': 191, 'category': 'bug(fix)'},
{'lineNumber': 274, 'category': 'bug(fix)'}],
'beforeChange': [{'lineNumber': 191, 'category': 'bug(fix)'},
{'lineNumber': 274, 'category': 'bug(fix)'}]}}]]},
{'hyperlinks': [{'url': 'https://github.com/latchset/kdcproxy/commit/f274aa6787cb8b3ec1cc12c440a56665b7231882',
'dates': {'min': '2015-08-03', 'max': '2015-08-03'},
'labels': ['Patch', 'Vendor Advisory']},
{'url': 'https://bugzilla.redhat.com/show_bug.cgi?id=1245200',
'dates': {'min': '2015-07-21', 'max': '2023-05-12'},
'labels': ['Mitigation',
'Issue Tracking',
'Patch',
'Third Party Advisory']}],
'diffsFiles': [[{'fileName': 'kdcproxy/__init__.py',
'category': 'programming',
'lines': {'afterChange': [{'lineNumber': 64, 'category': 'bug(fix)'},
{'lineNumber': 184, 'category': 'bug(fix)'},
{'lineNumber': 185, 'category': 'bug(fix)'},
{'lineNumber': 186, 'category': 'bug(fix)'},
{'lineNumber': 187, 'category': 'bug(fix)'},
{'lineNumber': 188, 'category': 'bug(fix)'}],
'beforeChange': [{'lineNumber': 183, 'category': 'bug(fix)'}]}}]]},
{'hyperlinks': [{'url': 'http://bugs.debian.org/cgi-bin/bugreport.cgi?bug=735263',
'dates': {'min': '2013-01-30', 'max': '2023-06-17'},
'labels': ['bugs.debian.org', 'bugs.debian.org/cgi-bin']},
{'url': 'http://secunia.com/advisories/56429',
'dates': {'min': None, 'max': None},
'labels': ['secunia.com', 'secunia.com/advisories']},
{'url': 'http://www.openwall.com/lists/oss-security/2014/01/18/4',
'dates': {'min': '2014-01-17', 'max': '2014-01-17'},
'labels': ['www.openwall.com',
'www.openwall.com/lists',
'www.openwall.com/lists/oss-security',
'www.openwall.com/lists/oss-security/2014',
'www.openwall.com/lists/oss-security/2014/01',
'www.openwall.com/lists/oss-security/2014/01/18']},
{'url': 'https://github.com/alex/rply/commit/fc9bbcd25b0b4f09bbd6339f710ad24c129d5d7c',
'dates': {'min': '2014-01-17', 'max': '2014-01-17'},
'labels': ['github.com',
'github.com/alex',
'github.com/alex/rply',
'github.com/alex/rply/commit']},
{'url': 'http://www.openwall.com/lists/oss-security/2014/01/17/8',
'dates': {'min': '2014-01-14', 'max': '2014-01-14'},
'labels': ['www.openwall.com',
'www.openwall.com/lists',
'www.openwall.com/lists/oss-security',
'www.openwall.com/lists/oss-security/2014',
'www.openwall.com/lists/oss-security/2014/01',
'www.openwall.com/lists/oss-security/2014/01/17']},
{'url': 'https://exchange.xforce.ibmcloud.com/vulnerabilities/90593',
'dates': {'min': None, 'max': None},
'labels': ['exchange.xforce.ibmcloud.com',
'exchange.xforce.ibmcloud.com/vulnerabilities']}],
'diffsFiles': [[{'fileName': 'rply/parsergenerator.py',
'category': 'programming',
'lines': {'afterChange': [{'lineNumber': 5, 'category': 'bug(fix)'},
{'lineNumber': 128, 'category': 'bug(fix)'},
{'lineNumber': 134, 'category': 'bug(fix)'},
{'lineNumber': 135, 'category': 'bug(fix)'},
{'lineNumber': 136, 'category': 'bug(fix)'},
{'lineNumber': 137, 'category': 'bug(fix)'},
{'lineNumber': 138, 'category': 'bug(fix)'},
{'lineNumber': 139, 'category': 'bug(fix) + refactoring'},
{'lineNumber': 140, 'category': 'bug(fix) + refactoring'},
{'lineNumber': 143, 'category': 'bug(fix)'},
{'lineNumber': 144, 'category': 'bug(fix)'}],
'beforeChange': [{'lineNumber': 127, 'category': 'bug(fix)'},
{'lineNumber': 133, 'category': 'bug(fix)'},
{'lineNumber': 134, 'category': 'bug(fix)'},
{'lineNumber': 137, 'category': 'bug(fix)'}]}}]]},
{'hyperlinks': [{'url': 'https://github.com/vyperlang/vyper/security/advisories/GHSA-4v9q-cgpw-cf38',
'dates': {'min': '2022-06-06', 'max': '2022-06-06'},
'labels': ['Exploit', 'Mitigation', 'Third Party Advisory']},
{'url': 'https://github.com/vyperlang/vyper/commit/6b4d8ff185de071252feaa1c319712b2d6577f8d',
'dates': {'min': '2022-06-06', 'max': '2022-06-06'},
'labels': ['Patch', 'Third Party Advisory']}],
'diffsFiles': [[{'fileName': 'tests/parser/features/external_contracts/test_external_contract_calls.py',
'category': 'test',
'lines': {'afterChange': [{'lineNumber': 2414, 'category': 'test'},
{'lineNumber': 2415, 'category': 'test'},
{'lineNumber': 2416, 'category': 'test'},
{'lineNumber': 2417, 'category': 'test'},
{'lineNumber': 2418, 'category': 'documentation'},
{'lineNumber': 2419, 'category': 'test'},
{'lineNumber': 2420, 'category': 'test'},
{'lineNumber': 2421, 'category': 'test'},
{'lineNumber': 2422, 'category': 'test'},
{'lineNumber': 2423, 'category': 'test'},
{'lineNumber': 2424, 'category': 'test'},
{'lineNumber': 2425, 'category': 'test'},
{'lineNumber': 2426, 'category': 'test'},
{'lineNumber': 2427, 'category': 'test'},
{'lineNumber': 2428, 'category': 'test'},
{'lineNumber': 2429, 'category': 'test'},
{'lineNumber': 2430, 'category': 'test'},
{'lineNumber': 2431, 'category': 'test'},
{'lineNumber': 2432, 'category': 'test'},
{'lineNumber': 2433, 'category': 'documentation'},
{'lineNumber': 2434, 'category': 'test'},
{'lineNumber': 2435, 'category': 'test'},
{'lineNumber': 2436, 'category': 'test'},
{'lineNumber': 2437, 'category': 'test'},
{'lineNumber': 2438, 'category': 'test'},
{'lineNumber': 2439, 'category': 'test'},
{'lineNumber': 2440, 'category': 'test'},
{'lineNumber': 2441, 'category': 'test'},
{'lineNumber': 2442, 'category': 'test'},
{'lineNumber': 2443, 'category': 'test'},
{'lineNumber': 2444, 'category': 'test'},
{'lineNumber': 2445, 'category': 'test'},
{'lineNumber': 2446, 'category': 'test'},
{'lineNumber': 2447, 'category': 'test'},
{'lineNumber': 2448, 'category': 'test'},
{'lineNumber': 2449, 'category': 'test'},
{'lineNumber': 2450, 'category': 'test'},
{'lineNumber': 2451, 'category': 'test'},
{'lineNumber': 2452, 'category': 'test'},
{'lineNumber': 2453, 'category': 'test'},
{'lineNumber': 2454, 'category': 'test'}],
'beforeChange': []}},
{'fileName': 'vyper/codegen/external_call.py',
'category': 'programming',
'lines': {'afterChange': [{'lineNumber': 171, 'category': 'bug(fix)'},
{'lineNumber': 218, 'category': 'refactoring'},
{'lineNumber': 219, 'category': 'refactoring'},
{'lineNumber': 220, 'category': 'bug(fix) + refactoring'},
{'lineNumber': 221, 'category': 'bug(fix) + refactoring'},
{'lineNumber': 222, 'category': 'refactoring'},
{'lineNumber': 223, 'category': 'bug(fix)'},
{'lineNumber': 224, 'category': 'bug(fix)'},
{'lineNumber': 225, 'category': 'bug(fix)'},
{'lineNumber': 226, 'category': 'bug(fix)'},
{'lineNumber': 227, 'category': 'refactoring'},
{'lineNumber': 228, 'category': 'bug(fix)'},
{'lineNumber': 229, 'category': 'bug(fix)'},
{'lineNumber': 230, 'category': 'bug(fix)'},
{'lineNumber': 231, 'category': 'bug(fix)'}],
'beforeChange': [{'lineNumber': 171, 'category': 'bug(fix)'},
{'lineNumber': 172, 'category': 'bug(fix)'},
{'lineNumber': 173, 'category': 'bug(fix)'},
{'lineNumber': 174, 'category': 'bug(fix)'},
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{'lineNumber': 177, 'category': 'refactoring'},
{'lineNumber': 178, 'category': 'bug(fix)'},
{'lineNumber': 179, 'category': 'refactoring'}]}}]]},
{'hyperlinks': [{'url': 'https://github.com/andialbrecht/sqlparse/commit/8238a9e450ed1524e40cb3a8b0b3c00606903aeb',
'dates': {'min': '2021-09-10', 'max': '2021-09-10'},
'labels': ['Patch', 'Third Party Advisory']},
{'url': 'https://github.com/andialbrecht/sqlparse/security/advisories/GHSA-p5w8-wqhj-9hhf',
'dates': {'min': '2021-09-10', 'max': '2021-09-10'},
'labels': ['Third Party Advisory']}],
'diffsFiles': [[{'fileName': 'sqlparse/filters/others.py',
'category': 'programming',
'lines': {'afterChange': [{'lineNumber': 25, 'category': 'documentation'},
{'lineNumber': 26, 'category': 'documentation'},
{'lineNumber': 27, 'category': 'documentation'},
{'lineNumber': 28, 'category': 'bug(fix)'}],
'beforeChange': [{'lineNumber': 25, 'category': 'bug(fix)'}]}},
{'fileName': 'tests/test_format.py',
'category': 'test',
'lines': {'afterChange': [{'lineNumber': 87, 'category': 'test'},
{'lineNumber': 88, 'category': 'test'},
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{'lineNumber': 94, 'category': 'test'},
{'lineNumber': 95, 'category': 'test'},
{'lineNumber': 96, 'category': 'test'},
{'lineNumber': 97, 'category': 'test'},
{'lineNumber': 98, 'category': 'test'},
{'lineNumber': 99, 'category': 'test'},
{'lineNumber': 100, 'category': 'test'},
{'lineNumber': 101, 'category': 'test'},
{'lineNumber': 102, 'category': 'test'},
{'lineNumber': 103, 'category': 'test'}],
'beforeChange': []}}]]},
{'hyperlinks': [{'url': 'https://github.com/urllib3/urllib3/security/advisories/GHSA-5phf-pp7p-vc2r',
'dates': {'min': '2021-03-15', 'max': '2021-03-15'},
'labels': ['Mitigation', 'Third Party Advisory']},
{'url': 'https://lists.fedoraproject.org/archives/list/package-announce@lists.fedoraproject.org/message/4S65ZQVZ2ODGB52IC7VJDBUK4M5INCXL/',
'dates': {'min': '2021-05-17', 'max': '2021-05-24'},
'labels': ['Mailing List', 'Third Party Advisory']},
{'url': 'https://github.com/urllib3/urllib3/commit/8d65ea1ecf6e2cdc27d42124e587c1b83a3118b0',
'dates': {'min': '2021-03-15', 'max': '2021-03-15'},
'labels': ['Patch', 'Third Party Advisory']},
{'url': 'https://github.com/urllib3/urllib3/commits/main',
'dates': {'min': '2023-04-24', 'max': '2023-06-12'},
'labels': ['Patch', 'Third Party Advisory']},
{'url': 'https://pypi.org/project/urllib3/1.26.4/',
'dates': {'min': '2008-11-16', 'max': '2023-06-07'},
'labels': ['Third Party Advisory']}],
'diffsFiles': [[{'fileName': 'src/urllib3/connection.py',
'category': 'programming',
'lines': {'afterChange': [{'lineNumber': 493,
'category': 'documentation'},
{'lineNumber': 494, 'category': 'documentation'},
{'lineNumber': 495, 'category': 'documentation'},
{'lineNumber': 496, 'category': 'bug(fix)'}],
'beforeChange': []}},
{'fileName': 'test/conftest.py',
'category': 'test',
'lines': {'afterChange': [{'lineNumber': 67, 'category': 'test'},
{'lineNumber': 68, 'category': 'test'},
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{'fileName': 'pandas/tests/arithmetic/conftest.py',
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{'fileName': 'pandas/tests/arithmetic/test_period.py',
'category': 'test',
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{'fileName': 'pandas/tests/extension/base/reshaping.py',
'category': 'test',
'lines': {'afterChange': [{'lineNumber': 298, 'category': 'test'},
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{'lineNumber': 338, 'category': 'test'}],
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Using the collective.{csv,json}, generated by Paper.ipynb¶
In [18]:
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collective_dir = '../../data/experiments/HaPy-Bug/'
list(Path(collective_dir).glob('*'))
collective_dir = '../../data/experiments/HaPy-Bug/'
list(Path(collective_dir).glob('*'))
Out[18]:
[PosixPath('../../data/experiments/HaPy-Bug/run_annotation_bugsinpy_repos.sh'),
PosixPath('../../data/experiments/HaPy-Bug/consensus.csv'),
PosixPath('../../data/experiments/HaPy-Bug/bip_blame.csv'),
PosixPath('../../data/experiments/HaPy-Bug/repositories.json'),
PosixPath('../../data/experiments/HaPy-Bug/crawl_blame.csv'),
PosixPath('../../data/experiments/HaPy-Bug/hapybug_line_callback_func.py'),
PosixPath('../../data/experiments/HaPy-Bug/run_annotation_hapy_bip_repos.sh'),
PosixPath('../../data/experiments/HaPy-Bug/collective.csv'),
PosixPath('../../data/experiments/HaPy-Bug/cve_blame.csv')]
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%ls -l '../../data/experiments/HaPy-Bug/'
%ls -l '../../data/experiments/HaPy-Bug/'
total 81732 -rw-r--r-- 1 jnareb jnareb 2558150 Dec 13 20:03 bip_blame.csv -rw-r--r-- 1 jnareb jnareb 50424028 Dec 13 20:03 collective.csv -rw-r--r-- 1 jnareb jnareb 18222220 Dec 13 20:03 consensus.csv -rw-r--r-- 1 jnareb jnareb 6895847 Dec 13 20:03 crawl_blame.csv -rw-r--r-- 1 jnareb jnareb 5385717 Dec 13 20:03 cve_blame.csv -rw-r--r-- 1 jnareb jnareb 939 Dec 13 20:03 hapybug_line_callback_func.py -rw-r--r-- 1 jnareb jnareb 15132 Dec 13 20:03 repositories.json -rwxr-xr-x 1 jnareb jnareb 26627 Dec 13 20:03 run_annotation_bugsinpy_repos.sh* -rwxr-xr-x 1 jnareb jnareb 150891 Dec 13 20:03 run_annotation_hapy_bip_repos.sh*
In [20]:
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collective_csv = Path(collective_dir) / 'collective.csv'
collective_csv
collective_csv = Path(collective_dir) / 'collective.csv'
collective_csv
Out[20]:
PosixPath('../../data/experiments/HaPy-Bug/collective.csv')
In [21]:
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collective_df = pd.read_csv(collective_csv, index_col=0)
collective_df.index = collective_df.index.rename(name='')
collective_df
collective_df = pd.read_csv(collective_csv, index_col=0)
collective_df.index = collective_df.index.rename(name='')
collective_df
Out[21]:
| id | bundle | file | fcat | image | line | annotation | user | auto | ds | bug | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | cve_CVE-2020-10289 | B_6_13 | actionlib_tools/scripts/library.py | programming | afterChange | 103 | bug(fix) | U1 | False | cve | CVE-2020-10289 |
| 1 | cve_CVE-2020-10289 | B_6_13 | actionlib_tools/scripts/library.py | programming | afterChange | 137 | bug(fix) | U1 | False | cve | CVE-2020-10289 |
| 2 | cve_CVE-2020-10289 | B_6_13 | actionlib_tools/scripts/library.py | programming | beforeChange | 103 | bug(fix) | U1 | False | cve | CVE-2020-10289 |
| 3 | cve_CVE-2020-10289 | B_6_13 | actionlib_tools/scripts/library.py | programming | beforeChange | 137 | bug(fix) | U1 | False | cve | CVE-2020-10289 |
| 4 | cve_CVE-2020-10289 | C_4_9 | actionlib_tools/scripts/library.py | programming | afterChange | 103 | bug(fix) | U2 | False | cve | CVE-2020-10289 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 391913 | cve_CVE-2018-16876 | auto_C_5_8 | lib/ansible/plugins/connection/ssh.py | programming | afterChange | 361 | bug(fix) | U2 | True | cve | CVE-2018-16876 |
| 391914 | cve_CVE-2018-16876 | auto_C_5_8 | lib/ansible/plugins/connection/ssh.py | programming | afterChange | 362 | bug(fix) | U2 | True | cve | CVE-2018-16876 |
| 391915 | cve_CVE-2018-16876 | auto_C_5_8 | lib/ansible/plugins/connection/ssh.py | programming | afterChange | 363 | bug(fix) | U2 | True | cve | CVE-2018-16876 |
| 391916 | cve_CVE-2018-16876 | auto_C_5_8 | lib/ansible/plugins/connection/ssh.py | programming | afterChange | 364 | bug(fix) | U2 | True | cve | CVE-2018-16876 |
| 391917 | cve_CVE-2018-16876 | auto_C_5_8 | lib/ansible/plugins/connection/ssh.py | programming | afterChange | 365 | bug(fix) | U2 | True | cve | CVE-2018-16876 |
391918 rows × 11 columns
In [22]:
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collective_df['ds'].value_counts()
collective_df['ds'].value_counts()
Out[22]:
ds crawl 146366 cve 125176 bugs-in-py 120376 Name: count, dtype: int64
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collective_df_manual = collective_df[collective_df['auto'] == False]
collective_df_manual['ds'].value_counts()
collective_df_manual = collective_df[collective_df['auto'] == False]
collective_df_manual['ds'].value_counts()
Out[23]:
ds crawl 73183 cve 62588 bugs-in-py 60194 Name: count, dtype: int64
In [24]:
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collective_df_manual[collective_df_manual['ds'] == 'bugs-in-py']['id'].drop_duplicates()
collective_df_manual[collective_df_manual['ds'] == 'bugs-in-py']['id'].drop_duplicates()
Out[24]:
16414 bugs-in-py_keras-17
16459 bugs-in-py_thefuck-23
16633 bugs-in-py_scrapy-2
16735 bugs-in-py_luigi-6
16969 bugs-in-py_scrapy-29
...
194691 bugs-in-py_pandas-164
194742 bugs-in-py_pandas-88
194820 bugs-in-py_youtube-dl-42
195465 bugs-in-py_pandas-36
195884 bugs-in-py_pandas-54
Name: id, Length: 496, dtype: object
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collective_df_manual[collective_df_manual['ds'] == 'bugs-in-py']['id'].drop_duplicates().shape
collective_df_manual[collective_df_manual['ds'] == 'bugs-in-py']['id'].drop_duplicates().shape
Out[25]:
(496,)
Running annotation on BugsInPy dataset¶
The annotation data was generated using the following command:
diff-annotate \
--purpose-to-annotation=data \
--purpose-to-annotation=documentation \
--purpose-to-annotation=markup \
--purpose-to-annotation=other \
--purpose-to-annotation=project \
--purpose-to-annotation=test \
dataset \
--output-prefix=/mnt/data/python-diff-annotator/example_annotations/HaPy-Bug \
/mnt/data/HaPy-Bug/raw_data/bugsinpy-dataset/
And as can be seen, it is present in /mnt/data/python-diff-annotator/example_annotations/HaPy-Bug/bugsinpy-dataset/
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bugsinpy_annotated_from_dataset_dir = '/mnt/data/python-diff-annotator/example_annotations/HaPy-Bug/bugsinpy-dataset/'
bugsinpy_annotated_from_dataset_dir = '/mnt/data/python-diff-annotator/example_annotations/HaPy-Bug/bugsinpy-dataset/'
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%ls /mnt/data/python-diff-annotator/example_annotations/HaPy-Bug/bugsinpy-dataset/
%ls /mnt/data/python-diff-annotator/example_annotations/HaPy-Bug/bugsinpy-dataset/
ansible-1/ keras-40/ pandas-125/ pandas-64/ thefuck-12/ ansible-10/ keras-41/ pandas-126/ pandas-65/ thefuck-13/ ansible-11/ keras-42/ pandas-127/ pandas-66/ thefuck-14/ ansible-12/ keras-43/ pandas-128/ pandas-67/ thefuck-15/ ansible-13/ keras-44/ pandas-129/ pandas-68/ thefuck-16/ ansible-14/ keras-45/ pandas-13/ pandas-69/ thefuck-17/ ansible-15/ keras-5/ pandas-130/ pandas-7/ thefuck-18/ ansible-16/ keras-6/ pandas-131/ pandas-70/ thefuck-19/ ansible-17/ keras-7/ pandas-132/ pandas-71/ thefuck-2/ ansible-18/ keras-8/ pandas-133/ pandas-72/ thefuck-20/ ansible-2/ keras-9/ pandas-134/ pandas-73/ thefuck-21/ ansible-3/ luigi-1/ pandas-135/ pandas-74/ thefuck-22/ ansible-4/ luigi-10/ pandas-136/ pandas-75/ thefuck-23/ ansible-5/ luigi-11/ pandas-137/ pandas-76/ thefuck-24/ ansible-6/ luigi-12/ pandas-138/ pandas-77/ thefuck-25/ ansible-7/ luigi-13/ pandas-139/ pandas-78/ thefuck-26/ ansible-8/ luigi-14/ pandas-14/ pandas-79/ thefuck-27/ ansible-9/ luigi-15/ pandas-140/ pandas-8/ thefuck-28/ black-1/ luigi-16/ pandas-141/ pandas-80/ thefuck-29/ black-10/ luigi-17/ pandas-142/ pandas-81/ thefuck-3/ black-11/ luigi-18/ pandas-143/ pandas-82/ thefuck-30/ black-12/ luigi-19/ pandas-144/ pandas-83/ thefuck-31/ black-13/ luigi-2/ pandas-145/ pandas-84/ thefuck-32/ black-14/ luigi-20/ pandas-146/ pandas-85/ thefuck-4/ black-15/ luigi-21/ pandas-147/ pandas-86/ thefuck-5/ black-16/ luigi-22/ pandas-148/ pandas-87/ thefuck-6/ black-17/ luigi-23/ pandas-149/ pandas-88/ thefuck-7/ black-18/ luigi-24/ pandas-15/ pandas-89/ thefuck-8/ black-19/ luigi-25/ pandas-150/ pandas-9/ thefuck-9/ black-2/ luigi-26/ pandas-151/ pandas-90/ tornado-1/ black-20/ luigi-27/ pandas-152/ pandas-91/ tornado-10/ black-21/ luigi-28/ pandas-153/ pandas-92/ tornado-11/ black-22/ luigi-29/ pandas-154/ pandas-93/ tornado-12/ black-23/ luigi-3/ pandas-155/ pandas-94/ tornado-13/ black-3/ luigi-30/ pandas-156/ pandas-95/ tornado-14/ black-4/ luigi-31/ pandas-157/ pandas-96/ tornado-15/ black-5/ luigi-32/ pandas-158/ pandas-97/ tornado-16/ black-6/ luigi-33/ pandas-159/ pandas-98/ tornado-2/ black-7/ luigi-4/ pandas-16/ pandas-99/ tornado-3/ black-8/ luigi-5/ pandas-160/ PySnooper-1/ tornado-4/ black-9/ luigi-6/ pandas-161/ PySnooper-2/ tornado-5/ cookiecutter-1/ luigi-7/ pandas-162/ PySnooper-3/ tornado-6/ cookiecutter-2/ luigi-8/ pandas-163/ sanic-1/ tornado-7/ cookiecutter-3/ luigi-9/ pandas-164/ sanic-2/ tornado-8/ cookiecutter-4/ matplotlib-1/ pandas-165/ sanic-3/ tornado-9/ fastapi-1/ matplotlib-10/ pandas-166/ sanic-4/ tqdm-1/ fastapi-10/ matplotlib-11/ pandas-167/ sanic-5/ tqdm-2/ fastapi-11/ matplotlib-12/ pandas-168/ scrapy-1/ tqdm-3/ fastapi-12/ matplotlib-13/ pandas-169/ scrapy-10/ tqdm-4/ fastapi-13/ matplotlib-14/ pandas-17/ scrapy-11/ tqdm-5/ fastapi-14/ matplotlib-15/ pandas-18/ scrapy-12/ tqdm-6/ fastapi-15/ matplotlib-16/ pandas-19/ scrapy-13/ tqdm-7/ fastapi-16/ matplotlib-18/ pandas-2/ scrapy-14/ tqdm-8/ fastapi-2/ matplotlib-2/ pandas-20/ scrapy-15/ tqdm-9/ fastapi-3/ matplotlib-20/ pandas-21/ scrapy-16/ youtube-dl-1/ fastapi-4/ matplotlib-21/ pandas-22/ scrapy-17/ youtube-dl-10/ fastapi-5/ matplotlib-22/ pandas-23/ scrapy-18/ youtube-dl-11/ fastapi-6/ matplotlib-23/ pandas-24/ scrapy-19/ youtube-dl-12/ fastapi-7/ matplotlib-24/ pandas-25/ scrapy-2/ youtube-dl-13/ fastapi-8/ matplotlib-25/ pandas-26/ scrapy-20/ youtube-dl-14/ fastapi-9/ matplotlib-27/ pandas-27/ scrapy-21/ youtube-dl-15/ httpie-1/ matplotlib-28/ pandas-28/ scrapy-22/ youtube-dl-16/ httpie-2/ matplotlib-29/ pandas-29/ scrapy-23/ youtube-dl-17/ httpie-3/ matplotlib-3/ pandas-3/ scrapy-24/ youtube-dl-18/ httpie-4/ matplotlib-30/ pandas-30/ scrapy-25/ youtube-dl-19/ httpie-5/ matplotlib-4/ pandas-31/ scrapy-26/ youtube-dl-2/ keras-1/ matplotlib-5/ pandas-32/ scrapy-27/ youtube-dl-20/ keras-10/ matplotlib-6/ pandas-33/ scrapy-28/ youtube-dl-21/ keras-11/ matplotlib-7/ pandas-34/ scrapy-29/ youtube-dl-22/ keras-12/ matplotlib-8/ pandas-35/ scrapy-3/ youtube-dl-23/ keras-13/ matplotlib-9/ pandas-36/ scrapy-30/ youtube-dl-24/ keras-14/ pandas-1/ pandas-37/ scrapy-31/ youtube-dl-25/ keras-15/ pandas-10/ pandas-38/ scrapy-32/ youtube-dl-26/ keras-16/ pandas-100/ pandas-39/ scrapy-33/ youtube-dl-27/ keras-17/ pandas-101/ pandas-40/ scrapy-34/ youtube-dl-28/ keras-18/ pandas-102/ pandas-41/ scrapy-35/ youtube-dl-29/ keras-19/ pandas-103/ pandas-42/ scrapy-36/ youtube-dl-3/ keras-2/ pandas-104/ pandas-43/ scrapy-37/ youtube-dl-30/ keras-20/ pandas-105/ pandas-44/ scrapy-38/ youtube-dl-31/ keras-21/ pandas-106/ pandas-45/ scrapy-39/ youtube-dl-32/ keras-22/ pandas-107/ pandas-46/ scrapy-4/ youtube-dl-33/ keras-23/ pandas-108/ pandas-47/ scrapy-40/ youtube-dl-34/ keras-24/ pandas-109/ pandas-48/ scrapy-5/ youtube-dl-35/ keras-25/ pandas-11/ pandas-49/ scrapy-6/ youtube-dl-36/ keras-26/ pandas-110/ pandas-5/ scrapy-7/ youtube-dl-37/ keras-27/ pandas-111/ pandas-50/ scrapy-8/ youtube-dl-38/ keras-28/ pandas-112/ pandas-51/ scrapy-9/ youtube-dl-39/ keras-29/ pandas-113/ pandas-52/ spacy-1/ youtube-dl-4/ keras-3/ pandas-114/ pandas-53/ spacy-10/ youtube-dl-40/ keras-30/ pandas-115/ pandas-54/ spacy-2/ youtube-dl-41/ keras-31/ pandas-116/ pandas-55/ spacy-3/ youtube-dl-42/ keras-32/ pandas-117/ pandas-56/ spacy-4/ youtube-dl-43/ keras-33/ pandas-118/ pandas-57/ spacy-5/ youtube-dl-5/ keras-34/ pandas-119/ pandas-58/ spacy-6/ youtube-dl-6/ keras-35/ pandas-12/ pandas-59/ spacy-7/ youtube-dl-7/ keras-36/ pandas-120/ pandas-6/ spacy-8/ youtube-dl-8/ keras-37/ pandas-121/ pandas-60/ spacy-9/ youtube-dl-9/ keras-38/ pandas-122/ pandas-61/ thefuck-1/ keras-39/ pandas-123/ pandas-62/ thefuck-10/ keras-4/ pandas-124/ pandas-63/ thefuck-11/
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%ls /mnt/data/python-diff-annotator/example_annotations/HaPy-Bug/bugsinpy-dataset/cookiecutter-1/annotation/
%ls /mnt/data/python-diff-annotator/example_annotations/HaPy-Bug/bugsinpy-dataset/cookiecutter-1/annotation/
7f6804c4953a18386809f11faf4d86898570debc.v2.json
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example_repo = 'cookiecutter'
example_bug = 'cookiecutter-1'
example_path = next(Path(bugsinpy_annotated_from_dataset_dir).joinpath(example_bug, 'annotation').glob('*.json'))
example_path
example_repo = 'cookiecutter'
example_bug = 'cookiecutter-1'
example_path = next(Path(bugsinpy_annotated_from_dataset_dir).joinpath(example_bug, 'annotation').glob('*.json'))
example_path
Out[29]:
PosixPath('/mnt/data/python-diff-annotator/example_annotations/HaPy-Bug/bugsinpy-dataset/cookiecutter-1/annotation/7f6804c4953a18386809f11faf4d86898570debc.v2.json')
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with open(example_path, mode='r') as json_fp:
example_data_from_dataset = json.load(json_fp)
type(example_data_from_dataset)
with open(example_path, mode='r') as json_fp:
example_data_from_dataset = json.load(json_fp)
type(example_data_from_dataset)
Out[30]:
dict
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example_data_from_dataset.keys()
example_data_from_dataset.keys()
Out[31]:
dict_keys(['commit_metadata', 'changes', 'diff_metadata'])
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example_data_from_dataset['commit_metadata']
example_data_from_dataset['commit_metadata']
Out[32]:
{'id': '7f6804c4953a18386809f11faf4d86898570debc'}
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example_data_from_dataset['diff_metadata']
example_data_from_dataset['diff_metadata']
Out[33]:
{'n_files': 3,
'hunk_span_src': 11,
'hunk_span_dst': 24,
'n_hunks': 3,
'n_lines_added': 15,
'n_lines_removed': 1,
'n_lines_all': 28,
'n_mod': 1,
'n_groups': 3,
'patch_size': 15,
'n_added_files': 1,
'n_add': 14}
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example_data_from_dataset['changes'].keys()
example_data_from_dataset['changes'].keys()
Out[34]:
dict_keys(['cookiecutter/generate.py', '/dev/null', 'tests/test-generate-context/non_ascii.json', 'tests/test_generate_context.py'])
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example_data_from_dataset['changes']['cookiecutter/generate.py']
example_data_from_dataset['changes']['cookiecutter/generate.py']
Out[35]:
{'language': 'Python',
'type': 'programming',
'purpose': 'programming',
'-': [{'id': 3,
'file_line_no': 85,
'type': 'code',
'purpose': 'programming',
'tokens': [[40, ['Text'], ' '],
[48, ['Keyword'], 'with'],
[52, ['Text'], ' '],
[53, ['Name', 'Builtin'], 'open'],
[57, ['Punctuation'], '('],
[58, ['Name'], 'context_file'],
[70, ['Punctuation'], ')'],
[71, ['Text'], ' '],
[72, ['Keyword'], 'as'],
[74, ['Text'], ' '],
[75, ['Name'], 'file_handle'],
[86, ['Punctuation'], ':'],
[87, ['Text', 'Whitespace'], '\n']]}],
'+': [{'id': 4,
'file_line_no': 85,
'type': 'code',
'purpose': 'programming',
'tokens': [[40, ['Text'], ' '],
[48, ['Keyword'], 'with'],
[52, ['Text'], ' '],
[53, ['Name', 'Builtin'], 'open'],
[57, ['Punctuation'], '('],
[58, ['Name'], 'context_file'],
[70, ['Punctuation'], ','],
[71, ['Text'], ' '],
[72, ['Name'], 'encoding'],
[80, ['Operator'], '='],
[81, ['Literal', 'String', 'Single'], "'"],
[82, ['Literal', 'String', 'Single'], 'utf-8'],
[87, ['Literal', 'String', 'Single'], "'"],
[88, ['Punctuation'], ')'],
[89, ['Text'], ' '],
[90, ['Keyword'], 'as'],
[92, ['Text'], ' '],
[93, ['Name'], 'file_handle'],
[104, ['Punctuation'], ':'],
[105, ['Text', 'Whitespace'], '\n']]}]}
Running annotation with line callback on BugsInPy dataset¶
The annotation data was generated using the following command:
diff-annotate \
--line-callback='data/experiments/HaPy-Bug/hapybug_line_callback_func.py' \
dataset \
--output-prefix=/mnt/data/python-diff-annotator/example_annotations/HaPy-Bug_bip \
/mnt/data/HaPy-Bug/raw_data/bugsinpy-dataset/
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bugsinpy_hapy_from_dataset_dir = '/mnt/data/python-diff-annotator/example_annotations/HaPy-Bug_bip/bugsinpy-dataset/'
Path(bugsinpy_hapy_from_dataset_dir).is_dir()
bugsinpy_hapy_from_dataset_dir = '/mnt/data/python-diff-annotator/example_annotations/HaPy-Bug_bip/bugsinpy-dataset/'
Path(bugsinpy_hapy_from_dataset_dir).is_dir()
Out[36]:
True
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%ls /mnt/data/python-diff-annotator/example_annotations/HaPy-Bug_bip/bugsinpy-dataset/cookiecutter-1/annotation/
%ls /mnt/data/python-diff-annotator/example_annotations/HaPy-Bug_bip/bugsinpy-dataset/cookiecutter-1/annotation/
7f6804c4953a18386809f11faf4d86898570debc.v2.json
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Extracting commit ids from BugsInPy dataset¶
For each bug in BugsInPy dataset we want repository and commit id, to be able to use more powerful diff-annotate from-repo, rather than diff-annotate dataset.
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bugsinpy_dir = '/mnt/data/HaPy-Bug/raw_data/bugsinpy-dataset/'
bugsinpy_dir = '/mnt/data/HaPy-Bug/raw_data/bugsinpy-dataset/'
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repo_commits = {}
for bug_dir in Path(bugsinpy_dir).iterdir():
repo_name = bug_dir.name.rsplit('-', maxsplit=1)[0]
#print(f"{bug_dir.name=}, {repo_name=}")
if repo_name not in repo_commits:
repo_commits[repo_name] = { 'commits': [], 'bugs': [] }
repo_commits[repo_name]['bugs'].append(bug_dir.name)
for diff_file in bug_dir.joinpath('patches').glob('*.diff'):
#print(f" {diff_file.stem=}")
repo_commits[repo_name]['commits'].append(diff_file.stem)
repo_commits['cookiecutter']
repo_commits = {}
for bug_dir in Path(bugsinpy_dir).iterdir():
repo_name = bug_dir.name.rsplit('-', maxsplit=1)[0]
#print(f"{bug_dir.name=}, {repo_name=}")
if repo_name not in repo_commits:
repo_commits[repo_name] = { 'commits': [], 'bugs': [] }
repo_commits[repo_name]['bugs'].append(bug_dir.name)
for diff_file in bug_dir.joinpath('patches').glob('*.diff'):
#print(f" {diff_file.stem=}")
repo_commits[repo_name]['commits'].append(diff_file.stem)
repo_commits['cookiecutter']
Out[39]:
{'commits': ['7f6804c4953a18386809f11faf4d86898570debc',
'7129d474206761a6156925db78eee4b62a0e3944',
'90434ff4ea4477941444f1e83313beb414838535',
'457a1a4e862aab4102b644ff1d2b2e2b5a766b3c'],
'bugs': ['cookiecutter-1',
'cookiecutter-3',
'cookiecutter-2',
'cookiecutter-4']}
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repo_commits.keys()
repo_commits.keys()
Out[40]:
dict_keys(['pandas', 'thefuck', 'tornado', 'black', 'youtube-dl', 'spacy', 'keras', 'ansible', 'scrapy', 'fastapi', 'luigi', 'matplotlib', 'tqdm', 'sanic', 'cookiecutter', 'httpie', 'PySnooper'])
Find where repositories were cloned to (locally):
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repositories_json = '../../data/experiments/HaPy-Bug/repositories.json'
%ls -l '../../data/experiments/HaPy-Bug/repositories.json'
repositories_json = '../../data/experiments/HaPy-Bug/repositories.json'
%ls -l '../../data/experiments/HaPy-Bug/repositories.json'
-rw-r--r-- 1 jnareb jnareb 15132 Dec 13 20:03 ../../data/experiments/HaPy-Bug/repositories.json
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with open(repositories_json, mode='r') as json_fp:
repositories_data = json.load(json_fp)
repositories_data[:3]
with open(repositories_json, mode='r') as json_fp:
repositories_data = json.load(json_fp)
repositories_data[:3]
Out[42]:
[{'project': 'pandas',
'repository_url': 'https://github.com/pandas-dev/pandas',
'repository_path': '/mnt/data/python_bug_localization_data/repositories/pandas'},
{'project': 'ansible',
'repository_url': 'https://github.com/ansible/ansible',
'repository_path': '/mnt/data/python_bug_localization_data/repositories/ansible'},
{'project': 'black',
'repository_url': 'https://github.com/psf/black',
'repository_path': '/mnt/data/python_bug_localization_data/repositories/black'}]
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repositories_map = {
elem['project']: {'url': elem['repository_url'], 'path': elem['repository_path'] }
for elem in repositories_data
}
repositories_map['cookiecutter']
repositories_map = {
elem['project']: {'url': elem['repository_url'], 'path': elem['repository_path'] }
for elem in repositories_data
}
repositories_map['cookiecutter']
Out[43]:
{'url': 'https://github.com/cookiecutter/cookiecutter',
'path': '/mnt/data/python_bug_localization_data/repositories/cookiecutter'}
Running annotation on BugsInPy repos¶
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script_file = '../../run_annotation_bugsinpy_repos.sh'
script_file = '../../run_annotation_bugsinpy_repos.sh'
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file_purpose_list = [
"data",
"documentation",
"markup",
"other",
"project",
#"test", # rely on diff-annotate to return "documentation" or "test" for test files
]
with open(script_file, 'wt') as fp:
print('#!/usr/bin/sh', file=fp)
print('', file=fp)
print('echo "running annotations on BugsInPy repos for BugsInPy buggy commits"', file=fp)
print('', file=fp)
Path(script_file).chmod(0o755) # 0755/-rwxr-xr-x
file_purpose_list = [
"data",
"documentation",
"markup",
"other",
"project",
#"test", # rely on diff-annotate to return "documentation" or "test" for test files
]
with open(script_file, 'wt') as fp:
print('#!/usr/bin/sh', file=fp)
print('', file=fp)
print('echo "running annotations on BugsInPy repos for BugsInPy buggy commits"', file=fp)
print('', file=fp)
Path(script_file).chmod(0o755) # 0755/-rwxr-xr-x
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for repo_name, repo_data in repo_commits.items():
print(f"{repo_name}:")
cmd_str = ''.join([
"diff-annotate ",
*[f"--purpose-to-annotation={file_purpose} " for file_purpose in file_purpose_list],
"from-repo ",
f"--output-dir=/mnt/data/python-diff-annotator/example_annotations/bugsinpy-from-repo/{repo_name} ",
f"{repositories_map[repo_name]['path']} --no-walk=sorted {' '.join(repo_data['commits'])}",
])
print(" arg_length <=", len(cmd_str))
with open(script_file, 'at') as fp:
print(f"# {repo_name}", file=fp)
print(cmd_str, file=fp)
print("")
for repo_name, repo_data in repo_commits.items():
print(f"{repo_name}:")
cmd_str = ''.join([
"diff-annotate ",
*[f"--purpose-to-annotation={file_purpose} " for file_purpose in file_purpose_list],
"from-repo ",
f"--output-dir=/mnt/data/python-diff-annotator/example_annotations/bugsinpy-from-repo/{repo_name} ",
f"{repositories_map[repo_name]['path']} --no-walk=sorted {' '.join(repo_data['commits'])}",
])
print(" arg_length <=", len(cmd_str))
with open(script_file, 'at') as fp:
print(f"# {repo_name}", file=fp)
print(cmd_str, file=fp)
print("")
pandas: arg_length <= 7238 thefuck: arg_length <= 1664 tornado: arg_length <= 1008 black: arg_length <= 1291 youtube-dl: arg_length <= 2121 spacy: arg_length <= 758 keras: arg_length <= 2193 ansible: arg_length <= 1090 scrapy: arg_length <= 1990 fastapi: arg_length <= 1008 luigi: arg_length <= 1701 matplotlib: arg_length <= 1465 tqdm: arg_length <= 715 sanic: arg_length <= 553 cookiecutter: arg_length <= 526 httpie: arg_length <= 555 PySnooper: arg_length <= 479
Run for example:
uptime && time diff-annotate \
--purpose-to-annotation=data \
--purpose-to-annotation=documentation \
--purpose-to-annotation=markup \
--purpose-to-annotation=other \
--purpose-to-annotation=project \
--purpose-to-annotation=test \
from-repo \
--output-dir=/mnt/data/python-diff-annotator/example_annotations/bugsinpy-from-repo/cookiecutter \
/mnt/data/python_bug_localization_data/repositories/cookiecutter --no-walk=sorted \
7f6804c4953a18386809f11faf4d86898570debc 7129d474206761a6156925db78eee4b62a0e3944 \
90434ff4ea4477941444f1e83313beb414838535 457a1a4e862aab4102b644ff1d2b2e2b5a766b3c
The output below as for the run without --purpose-to-annotation= parameters
02:36:41 up 289 days, 4:26, 12 users, load average: 1.08, 1.18, 1.54
Logging to 'diff-annotate.log' file, with log level=WARNING
Computing patch sizes and spreads (# files, # change groups, # spanned lines,...)
Storing annotations in <output_dir>/<commit_id>.json
with output dir: '/mnt/data/python-diff-annotator/example_annotations/bugsinpy-from-repo/cookiecutter'
Ensuring that output directory '/mnt/data/python-diff-annotator/example_annotations/bugsinpy-from-repo/cookiecutter' exists
Generating patches from local Git repo '/mnt/data/python_bug_localization_data/repositories/cookiecutter'
using `git log -p '--no-walk=sorted' '7f6804c4953a18386809f11faf4d86898570debc' '7129d474206761a6156925db78eee4b62a0e3944' '90434ff4ea4477941444f1e83313beb414838535' '457a1a4e862aab4102b644ff1d2b2e2b5a766b3c'`
took 0.212 seconds (includes parsing unified diffs)
Annotating commits and saving annotated data, for 4 commits
lexing pre- and post-image file contents, from repo 'cookiecutter'
using sequential processing
commits: 100%|█████████████████████████████████████████████████████| 4/4 [00:00<00:00, 7.38it/s]
real 0m1.720s
user 0m8.406s
sys 0m0.176s
Extract the same commit annotated data:
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example_repo = 'cookiecutter'
example_commit = '7f6804c4953a18386809f11faf4d86898570debc'
example_repo = 'cookiecutter'
example_commit = '7f6804c4953a18386809f11faf4d86898570debc'
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bugsinpy_annotated_from_repo_dir = '/mnt/data/python-diff-annotator/example_annotations/bugsinpy-from-repo/'
%ls -1 '/mnt/data/python-diff-annotator/example_annotations/bugsinpy-from-repo/'
bugsinpy_annotated_from_repo_dir = '/mnt/data/python-diff-annotator/example_annotations/bugsinpy-from-repo/'
%ls -1 '/mnt/data/python-diff-annotator/example_annotations/bugsinpy-from-repo/'
ansible/ black/ cookiecutter/ fastapi/ httpie/ keras/ luigi/ matplotlib/ pandas/ PySnooper/ sanic/ scrapy/ spacy/ thefuck/ tornado/ tqdm/ youtube-dl/
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%ls -1 '/mnt/data/python-diff-annotator/example_annotations/bugsinpy-from-repo/cookiecutter'
%ls -1 '/mnt/data/python-diff-annotator/example_annotations/bugsinpy-from-repo/cookiecutter'
457a1a4e862aab4102b644ff1d2b2e2b5a766b3c.v2.json 7129d474206761a6156925db78eee4b62a0e3944.v2.json 7f6804c4953a18386809f11faf4d86898570debc.v2.json 90434ff4ea4477941444f1e83313beb414838535.v2.json
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example_path_2 = Path(bugsinpy_annotated_from_repo_dir).joinpath(example_repo, f"{example_commit}.v2.json")
example_path_2
example_path_2 = Path(bugsinpy_annotated_from_repo_dir).joinpath(example_repo, f"{example_commit}.v2.json")
example_path_2
Out[50]:
PosixPath('/mnt/data/python-diff-annotator/example_annotations/bugsinpy-from-repo/cookiecutter/7f6804c4953a18386809f11faf4d86898570debc.v2.json')
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with open(example_path_2, mode='r') as json_fp:
example_data_from_repo = json.load(json_fp)
type(example_data_from_repo)
with open(example_path_2, mode='r') as json_fp:
example_data_from_repo = json.load(json_fp)
type(example_data_from_repo)
Out[51]:
dict
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example_data_from_repo.keys()
example_data_from_repo.keys()
Out[52]:
dict_keys(['commit_metadata', 'changes', 'diff_metadata'])
There is more commit metadata, because diff-annotate dataset ... does not yet try to parse *.message files
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example_data_from_repo['commit_metadata']
example_data_from_repo['commit_metadata']
Out[53]:
{'id': '7f6804c4953a18386809f11faf4d86898570debc',
'parents': ['c15633745df6abdb24e02746b82aadb20b8cdf8c'],
'tree': 'd04faaa47bc47a2f2cda28dcba057ac3865d842e',
'author': {'author': 'Aurélien Gâteau <mail@agateau.com>',
'name': 'Aurélien Gâteau',
'email': 'mail@agateau.com',
'timestamp': 1590790310,
'tz_info': '+0200'},
'committer': {'committer': 'GitHub <noreply@github.com>',
'name': 'GitHub',
'email': 'noreply@github.com',
'timestamp': 1590790310,
'tz_info': '+0300'},
'message': 'Fix default values being loaded with wrong encoding on Windows (#1414)\n\nExplicitly set the encoding to utf-8 when reading the context file to\nensure values are correctly loaded.\n\nCo-authored-by: Andrey Shpak <insspb@users.noreply.github.com>\n'}
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example_data_from_repo['diff_metadata']
example_data_from_repo['diff_metadata']
Out[54]:
{'n_files': 3,
'hunk_span_src': 11,
'hunk_span_dst': 24,
'n_hunks': 3,
'n_lines_added': 15,
'n_lines_removed': 1,
'n_lines_all': 28,
'n_mod': 1,
'n_groups': 3,
'patch_size': 15,
'n_added_files': 1,
'n_add': 14}
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example_data_from_dataset['changes'].keys()
example_data_from_dataset['changes'].keys()
Out[55]:
dict_keys(['cookiecutter/generate.py', '/dev/null', 'tests/test-generate-context/non_ascii.json', 'tests/test_generate_context.py'])
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example_data_from_dataset['changes']['cookiecutter/generate.py']
example_data_from_dataset['changes']['cookiecutter/generate.py']
Out[56]:
{'language': 'Python',
'type': 'programming',
'purpose': 'programming',
'-': [{'id': 3,
'file_line_no': 85,
'type': 'code',
'purpose': 'programming',
'tokens': [[40, ['Text'], ' '],
[48, ['Keyword'], 'with'],
[52, ['Text'], ' '],
[53, ['Name', 'Builtin'], 'open'],
[57, ['Punctuation'], '('],
[58, ['Name'], 'context_file'],
[70, ['Punctuation'], ')'],
[71, ['Text'], ' '],
[72, ['Keyword'], 'as'],
[74, ['Text'], ' '],
[75, ['Name'], 'file_handle'],
[86, ['Punctuation'], ':'],
[87, ['Text', 'Whitespace'], '\n']]}],
'+': [{'id': 4,
'file_line_no': 85,
'type': 'code',
'purpose': 'programming',
'tokens': [[40, ['Text'], ' '],
[48, ['Keyword'], 'with'],
[52, ['Text'], ' '],
[53, ['Name', 'Builtin'], 'open'],
[57, ['Punctuation'], '('],
[58, ['Name'], 'context_file'],
[70, ['Punctuation'], ','],
[71, ['Text'], ' '],
[72, ['Name'], 'encoding'],
[80, ['Operator'], '='],
[81, ['Literal', 'String', 'Single'], "'"],
[82, ['Literal', 'String', 'Single'], 'utf-8'],
[87, ['Literal', 'String', 'Single'], "'"],
[88, ['Punctuation'], ')'],
[89, ['Text'], ' '],
[90, ['Keyword'], 'as'],
[92, ['Text'], ' '],
[93, ['Name'], 'file_handle'],
[104, ['Punctuation'], ':'],
[105, ['Text', 'Whitespace'], '\n']]}]}
Running annotation with line callback on BugsInPy repo¶
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script_file_2 = '../../run_annotation_hapy_bip_repos.sh'
script_file_2 = '../../run_annotation_hapy_bip_repos.sh'
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%ls -l '../../run_annotation_hapy_bip_repos.sh'
%ls -l '../../run_annotation_hapy_bip_repos.sh'
-rwxr-xr-x 1 jnareb jnareb 429 Dec 5 09:35 ../../run_annotation_hapy_bip_repos.sh*
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callback_file='data/experiments/HaPy-Bug/hapybug_line_callback_func.py'
callback_file='data/experiments/HaPy-Bug/hapybug_line_callback_func.py'
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bugsinpy_annotated_hapy_bip_dir='/mnt/data/python-diff-annotator/example_annotations/hapy_bip-from-repo'
bugsinpy_annotated_hapy_bip_dir='/mnt/data/python-diff-annotator/example_annotations/hapy_bip-from-repo'
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with open(script_file_2, 'wt') as fp:
print('#!/usr/bin/sh', file=fp)
print('', file=fp)
print(f'CALLBACK_FILE="{callback_file}"', file=fp)
print('if [ ! -f "$CALLBACK_FILE" ]; then', file=fp)
print(' echo "Could not find file $CALLBACK_FILE"', file=fp)
print(' echo "You are in directory $PWD"', file=fp)
print(' echo "Change directory to the top dir of this repo"', file=fp)
print(' exit 1', file=fp)
print('fi', file=fp)
print('', file=fp)
print('echo "running annotations on BugsInPy repos for BugsInPy buggy commits"', file=fp)
print('echo "using the original-ish code for generating initial automatic annotations"', file=fp)
print('', file=fp)
Path(script_file_2).chmod(0o755) # 0755/-rwxr-xr-x
with open(script_file_2, 'wt') as fp:
print('#!/usr/bin/sh', file=fp)
print('', file=fp)
print(f'CALLBACK_FILE="{callback_file}"', file=fp)
print('if [ ! -f "$CALLBACK_FILE" ]; then', file=fp)
print(' echo "Could not find file $CALLBACK_FILE"', file=fp)
print(' echo "You are in directory $PWD"', file=fp)
print(' echo "Change directory to the top dir of this repo"', file=fp)
print(' exit 1', file=fp)
print('fi', file=fp)
print('', file=fp)
print('echo "running annotations on BugsInPy repos for BugsInPy buggy commits"', file=fp)
print('echo "using the original-ish code for generating initial automatic annotations"', file=fp)
print('', file=fp)
Path(script_file_2).chmod(0o755) # 0755/-rwxr-xr-x
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%ls -l '../../data/experiments/HaPy-Bug/hapybug_line_callback_func.py'
%ls -l '../../data/experiments/HaPy-Bug/hapybug_line_callback_func.py'
-rw-r--r-- 1 jnareb jnareb 939 Dec 13 20:03 ../../data/experiments/HaPy-Bug/hapybug_line_callback_func.py
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for repo_name, repo_data in repo_commits.items():
print(f"{repo_name:12s}", end='')
cmd_str = ''.join([
"diff-annotate ",
f"--line-callback='{callback_file}' "
"from-repo ",
f"--output-dir={bugsinpy_annotated_hapy_bip_dir}/{repo_name} ",
f"{repositories_map[repo_name]['path']} --no-walk=sorted {' '.join(repo_data['commits'])}",
])
print("\targ_length <=", len(cmd_str))
with open(script_file, 'at') as fp:
print(f"# {repo_name}", file=fp)
print(cmd_str, file=fp)
for repo_name, repo_data in repo_commits.items():
print(f"{repo_name:12s}", end='')
cmd_str = ''.join([
"diff-annotate ",
f"--line-callback='{callback_file}' "
"from-repo ",
f"--output-dir={bugsinpy_annotated_hapy_bip_dir}/{repo_name} ",
f"{repositories_map[repo_name]['path']} --no-walk=sorted {' '.join(repo_data['commits'])}",
])
print("\targ_length <=", len(cmd_str))
with open(script_file, 'at') as fp:
print(f"# {repo_name}", file=fp)
print(cmd_str, file=fp)
pandas arg_length <= 7152 thefuck arg_length <= 1578 tornado arg_length <= 922 black arg_length <= 1205 youtube-dl arg_length <= 2035 spacy arg_length <= 672 keras arg_length <= 2107 ansible arg_length <= 1004 scrapy arg_length <= 1904 fastapi arg_length <= 922 luigi arg_length <= 1615 matplotlib arg_length <= 1379 tqdm arg_length <= 629 sanic arg_length <= 467 cookiecutter arg_length <= 440 httpie arg_length <= 469 PySnooper arg_length <= 393
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%ls -l '../../run_annotation_hapy_bip_repos.sh'
%ls -l '../../run_annotation_hapy_bip_repos.sh'
-rwxr-xr-x 1 jnareb jnareb 429 Jan 28 09:57 ../../run_annotation_hapy_bip_repos.sh*
Extracting date ranges (addition)¶
This should be done in the https://github.com/ncusi/HaPy-Bug repository, in Paper.ipynb notebook (and perhaps it will be moved there)
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df_bip_blame = pd.read_csv(Path(collective_dir) / 'bip_blame.csv', index_col=0)
df_bip_blame.columns
df_bip_blame = pd.read_csv(Path(collective_dir) / 'bip_blame.csv', index_col=0)
df_bip_blame.columns
Out[263]:
Index(['bug_id', 'commit', 'repo', 'filename', 'lineNumber', 'start time',
'end time'],
dtype='object')
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repo_commits['cookiecutter']
repo_commits['cookiecutter']
Out[269]:
{'commits': ['7f6804c4953a18386809f11faf4d86898570debc',
'7129d474206761a6156925db78eee4b62a0e3944',
'90434ff4ea4477941444f1e83313beb414838535',
'457a1a4e862aab4102b644ff1d2b2e2b5a766b3c'],
'bugs': ['cookiecutter-1',
'cookiecutter-3',
'cookiecutter-2',
'cookiecutter-4']}
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df_bip_blame[df_bip_blame['repo'] == 'cookiecutter'][['commit', 'repo']].drop_duplicates()
df_bip_blame[df_bip_blame['repo'] == 'cookiecutter'][['commit', 'repo']].drop_duplicates()
Out[297]:
| commit | repo | |
|---|---|---|
| 30735 | 7129d474206761a6156925db78eee4b62a0e3944 | cookiecutter |
| 90169 | 7f6804c4953a18386809f11faf4d86898570debc | cookiecutter |
| 96146 | 90434ff4ea4477941444f1e83313beb414838535 | cookiecutter |
| 152130 | 457a1a4e862aab4102b644ff1d2b2e2b5a766b3c | cookiecutter |
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repos_dir = Path('/mnt/data/python_bug_localization_data/repositories/')
repos_dir
repos_dir = Path('/mnt/data/python_bug_localization_data/repositories/')
repos_dir
Out[275]:
PosixPath('/mnt/data/python_bug_localization_data/repositories')
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alt_repos_dir = Path('/mnt/data/olekkazecki/repos/')
alt_repos_dir
alt_repos_dir = Path('/mnt/data/olekkazecki/repos/')
alt_repos_dir
Out[324]:
PosixPath('/mnt/data/olekkazecki/repos')
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grouped_1_cookiecutter = df_bip_blame[df_bip_blame['repo'] == 'cookiecutter'][['commit', 'repo']].drop_duplicates().groupby('repo')
for name, group in grouped_1_cookiecutter:
print(f"repo '{name}' is cloned: {repos_dir.joinpath(name).is_dir()}")
#print(group)
print(group['commit'].tolist())
grouped_1_cookiecutter = df_bip_blame[df_bip_blame['repo'] == 'cookiecutter'][['commit', 'repo']].drop_duplicates().groupby('repo')
for name, group in grouped_1_cookiecutter:
print(f"repo '{name}' is cloned: {repos_dir.joinpath(name).is_dir()}")
#print(group)
print(group['commit'].tolist())
repo 'cookiecutter' is cloned: True ['7129d474206761a6156925db78eee4b62a0e3944', '7f6804c4953a18386809f11faf4d86898570debc', '90434ff4ea4477941444f1e83313beb414838535', '457a1a4e862aab4102b644ff1d2b2e2b5a766b3c']
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grouped = df_bip_blame[['commit', 'repo']].drop_duplicates().groupby('repo')
for name, group in grouped:
print(f"repo '{name}' is cloned: {repos_dir.joinpath(name).is_dir()};", end="")
#print(group)
print(f" {len(group['commit'].tolist())=}")
grouped = df_bip_blame[['commit', 'repo']].drop_duplicates().groupby('repo')
for name, group in grouped:
print(f"repo '{name}' is cloned: {repos_dir.joinpath(name).is_dir()};", end="")
#print(group)
print(f" {len(group['commit'].tolist())=}")
repo 'PySnooper' is cloned: True; len(group['commit'].tolist())=3 repo 'ansible' is cloned: True; len(group['commit'].tolist())=18 repo 'black' is cloned: True; len(group['commit'].tolist())=23 repo 'cookiecutter' is cloned: True; len(group['commit'].tolist())=4 repo 'fastapi' is cloned: True; len(group['commit'].tolist())=15 repo 'httpie' is cloned: True; len(group['commit'].tolist())=5 repo 'keras' is cloned: True; len(group['commit'].tolist())=45 repo 'luigi' is cloned: True; len(group['commit'].tolist())=33 repo 'matplotlib' is cloned: True; len(group['commit'].tolist())=27 repo 'pandas' is cloned: True; len(group['commit'].tolist())=168 repo 'sanic' is cloned: True; len(group['commit'].tolist())=5 repo 'scrapy' is cloned: True; len(group['commit'].tolist())=40 repo 'spaCy' is cloned: False; len(group['commit'].tolist())=10 repo 'thefuck' is cloned: True; len(group['commit'].tolist())=32 repo 'tornado' is cloned: True; len(group['commit'].tolist())=16 repo 'tqdm' is cloned: True; len(group['commit'].tolist())=9 repo 'youtube-dl' is cloned: True; len(group['commit'].tolist())=43
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def date_range(grouped):
min_commit_all = max_commit_all = None
min_author_all = max_author_all = None
missing_all = []
repos_missing = 0
for name, group in grouped:
print(f"repo '{name}':", end=" ")
repo_path = alt_repos_dir.joinpath(name)
if not repo_path.is_dir():
repo_path = repos_dir.joinpath(name)
if not repo_path.is_dir():
print("is not cloned!")
repos_missing += 1
continue
repo = Repo(repo_path)
min_commit = max_commit = None
min_author = max_author = None
missing = []
for commit_id in group['commit'].tolist():
try:
commit = repo.commit(commit_id)
except ValueError:
missing.append(commit_id)
continue
commit_date = commit.committed_date
author_date = commit.authored_date
commit_year = time.gmtime(commit_date)
if min_commit is None or commit_year < min_commit:
min_commit = commit_year
if max_commit is None or commit_year > max_commit:
max_commit = commit_year
author_year = time.gmtime(author_date)
if min_author is None or author_year < min_author:
min_author = commit_year
if max_author is None or author_year > max_author:
max_author = author_year
print(f"{min_commit.tm_year if min_commit else '????'}-{max_commit.tm_year if max_commit else '????'}", end=" ")
print(f"{min_author.tm_year if min_author else '????'}-{max_author.tm_year if max_author else '????'}")
if missing:
print(f" {len(missing)} commits missing from repo")
if min_commit is not None and (min_commit_all is None or min_commit < min_commit_all):
min_commit_all = min_commit
if max_commit is not None and (max_commit_all is None or max_commit > max_commit_all):
max_commit_all = max_commit
if min_author is not None and (min_author_all is None or min_author < min_author_all):
min_author_all = min_author
if max_author is not None and (max_author_all is None or max_author > max_author_all):
max_author_all = max_author
missing_all += missing
print("")
print(f"ALL: commit {min_commit_all.tm_year}--{max_commit_all.tm_year}, "
f"author {min_author_all.tm_year}--{max_author_all.tm_year}, "
f"{repos_missing} repos missing, {len(missing_all)} commits missing")
def date_range(grouped):
min_commit_all = max_commit_all = None
min_author_all = max_author_all = None
missing_all = []
repos_missing = 0
for name, group in grouped:
print(f"repo '{name}':", end=" ")
repo_path = alt_repos_dir.joinpath(name)
if not repo_path.is_dir():
repo_path = repos_dir.joinpath(name)
if not repo_path.is_dir():
print("is not cloned!")
repos_missing += 1
continue
repo = Repo(repo_path)
min_commit = max_commit = None
min_author = max_author = None
missing = []
for commit_id in group['commit'].tolist():
try:
commit = repo.commit(commit_id)
except ValueError:
missing.append(commit_id)
continue
commit_date = commit.committed_date
author_date = commit.authored_date
commit_year = time.gmtime(commit_date)
if min_commit is None or commit_year < min_commit:
min_commit = commit_year
if max_commit is None or commit_year > max_commit:
max_commit = commit_year
author_year = time.gmtime(author_date)
if min_author is None or author_year < min_author:
min_author = commit_year
if max_author is None or author_year > max_author:
max_author = author_year
print(f"{min_commit.tm_year if min_commit else '????'}-{max_commit.tm_year if max_commit else '????'}", end=" ")
print(f"{min_author.tm_year if min_author else '????'}-{max_author.tm_year if max_author else '????'}")
if missing:
print(f" {len(missing)} commits missing from repo")
if min_commit is not None and (min_commit_all is None or min_commit < min_commit_all):
min_commit_all = min_commit
if max_commit is not None and (max_commit_all is None or max_commit > max_commit_all):
max_commit_all = max_commit
if min_author is not None and (min_author_all is None or min_author < min_author_all):
min_author_all = min_author
if max_author is not None and (max_author_all is None or max_author > max_author_all):
max_author_all = max_author
missing_all += missing
print("")
print(f"ALL: commit {min_commit_all.tm_year}--{max_commit_all.tm_year}, "
f"author {min_author_all.tm_year}--{max_author_all.tm_year}, "
f"{repos_missing} repos missing, {len(missing_all)} commits missing")
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#date_range(grouped_1_cookiecutter)
date_range(grouped)
#date_range(grouped_1_cookiecutter)
date_range(grouped)
repo 'PySnooper': 2019-2019 2019-2019 repo 'ansible': 2019-2020 2019-2020 repo 'black': 2018-2020 2018-2020 repo 'cookiecutter': 2015-2020 2015-2020 repo 'fastapi': 2019-2020 2019-2020 repo 'httpie': 2012-2016 2012-2016 repo 'keras': 2017-2019 2017-2019 repo 'luigi': 2015-2019 2015-2019 repo 'matplotlib': 2019-2020 2019-2020 repo 'pandas': 2019-2020 2019-2020 repo 'sanic': 2018-2020 2018-2020 repo 'scrapy': 2015-2020 2015-2020 repo 'spaCy': 2019-2020 2019-2020 repo 'thefuck': 2015-2020 2015-2020 repo 'tornado': 2015-2019 2015-2019 repo 'tqdm': 2015-2020 2015-2020 repo 'youtube-dl': 2013-2020 2013-2020 ALL: commit 2012--2020, author 2012--2020, 0 repos missing, 0 commits missing
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df_bip_blame['repo'].value_counts()
df_bip_blame['repo'].value_counts()
Out[ ]:
repo pandas 6055 keras 1751 fastapi 1477 black 1288 luigi 1102 scrapy 949 ansible 704 thefuck 668 matplotlib 587 youtube-dl 569 tornado 518 spaCy 439 sanic 194 tqdm 162 httpie 129 PySnooper 112 cookiecutter 89 Name: count, dtype: int64
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for name, group in grouped:
for name, group in grouped:
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df_bip_blame[['commit', 'repo']].drop_duplicates()['repo'].value_counts()
df_bip_blame[['commit', 'repo']].drop_duplicates()['repo'].value_counts()
Out[266]:
repo pandas 168 keras 45 youtube-dl 43 scrapy 40 luigi 33 thefuck 32 matplotlib 27 black 23 ansible 18 tornado 16 fastapi 15 spaCy 10 tqdm 9 httpie 5 sanic 5 cookiecutter 4 PySnooper 3 Name: count, dtype: int64
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df_cve_blame = pd.read_csv(Path(collective_dir) / 'cve_blame.csv', index_col=0)
df_cve_blame[['commit', 'repo']].drop_duplicates()['repo'].value_counts()
df_cve_blame = pd.read_csv(Path(collective_dir) / 'cve_blame.csv', index_col=0)
df_cve_blame[['commit', 'repo']].drop_duplicates()['repo'].value_counts()
Out[267]:
repo
keystone 16
Pillow 16
cpython 15
synapse 7
glance 6
..
ceph-iscsi-cli 1
websockets 1
ipython 1
swift 1
sqlparse 1
Name: count, Length: 91, dtype: int64
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grouped_cve = df_cve_blame[['commit', 'repo']].drop_duplicates().groupby('repo')
for name, group in grouped_cve:
print(f"repo '{name}' is cloned: {repos_dir.joinpath(name).is_dir()}")
#print(group)
print(f" {len(group['commit'].tolist())=}")
grouped_cve = df_cve_blame[['commit', 'repo']].drop_duplicates().groupby('repo')
for name, group in grouped_cve:
print(f"repo '{name}' is cloned: {repos_dir.joinpath(name).is_dir()}")
#print(group)
print(f" {len(group['commit'].tolist())=}")
repo 'AccessControl' is cloned: False len(group['commit'].tolist())=1 repo 'CairoSVG' is cloned: False len(group['commit'].tolist())=1 repo 'MLAlchemy' is cloned: False len(group['commit'].tolist())=1 repo 'Pillow' is cloned: True len(group['commit'].tolist())=16 repo 'PyPDF2' is cloned: True len(group['commit'].tolist())=1 repo 'Yamale' is cloned: True len(group['commit'].tolist())=1 repo 'Zope' is cloned: False len(group['commit'].tolist())=3 repo 'actionlib' is cloned: True len(group['commit'].tolist())=1 repo 'advisory-review' is cloned: False len(group['commit'].tolist())=1 repo 'aiohttp' is cloned: False len(group['commit'].tolist())=1 repo 'ansible' is cloned: True len(group['commit'].tolist())=1 repo 'ansible-vault' is cloned: False len(group['commit'].tolist())=1 repo 'autobahn-python' is cloned: True len(group['commit'].tolist())=1 repo 'b2-sdk-python' is cloned: False len(group['commit'].tolist())=1 repo 'babel' is cloned: True len(group['commit'].tolist())=1 repo 'beaker' is cloned: False len(group['commit'].tolist())=1 repo 'bot' is cloned: False len(group['commit'].tolist())=1 repo 'calibre' is cloned: False len(group['commit'].tolist())=1 repo 'ceph' is cloned: True len(group['commit'].tolist())=1 repo 'ceph-iscsi-cli' is cloned: True len(group['commit'].tolist())=1 repo 'confire' is cloned: False len(group['commit'].tolist())=1 repo 'cookiecutter' is cloned: True len(group['commit'].tolist())=1 repo 'cpython' is cloned: True len(group['commit'].tolist())=15 repo 'cryptography' is cloned: True len(group['commit'].tolist())=2 repo 'django' is cloned: False len(group['commit'].tolist())=3 repo 'django-tastypie' is cloned: False len(group['commit'].tolist())=1 repo 'ecdsa-python' is cloned: False len(group['commit'].tolist())=1 repo 'electrum' is cloned: True len(group['commit'].tolist())=1 repo 'fastapi' is cloned: True len(group['commit'].tolist())=1 repo 'fbthrift' is cloned: False len(group['commit'].tolist())=1 repo 'flask-caching' is cloned: True len(group['commit'].tolist())=1 repo 'flask-security' is cloned: False len(group['commit'].tolist())=2 repo 'glance' is cloned: False len(group['commit'].tolist())=6 repo 'horizon' is cloned: False len(group['commit'].tolist())=1 repo 'httplib2' is cloned: True len(group['commit'].tolist())=1 repo 'hub-rest-api-python' is cloned: True len(group['commit'].tolist())=1 repo 'ipython' is cloned: False len(group['commit'].tolist())=1 repo 'jinja' is cloned: False len(group['commit'].tolist())=1 repo 'kdcproxy' is cloned: False len(group['commit'].tolist())=1 repo 'keycloak-httpd-client-install' is cloned: False len(group['commit'].tolist())=2 repo 'keystone' is cloned: False len(group['commit'].tolist())=16 repo 'lookatme' is cloned: True len(group['commit'].tolist())=1 repo 'lxml' is cloned: True len(group['commit'].tolist())=5 repo 'mongo-python-driver' is cloned: False len(group['commit'].tolist())=1 repo 'nltk' is cloned: True len(group['commit'].tolist())=1 repo 'nova' is cloned: False len(group['commit'].tolist())=4 repo 'openapi-python-client' is cloned: False len(group['commit'].tolist())=2 repo 'openssh_key_parser' is cloned: True len(group['commit'].tolist())=3 repo 'owlmixin' is cloned: False len(group['commit'].tolist())=1 repo 'pikepdf' is cloned: False len(group['commit'].tolist())=1 repo 'pip' is cloned: False len(group['commit'].tolist())=1 repo 'pipenv' is cloned: False len(group['commit'].tolist())=1 repo 'pki' is cloned: False len(group['commit'].tolist())=1 repo 'py' is cloned: True len(group['commit'].tolist())=1 repo 'pycrypto' is cloned: False len(group['commit'].tolist())=1 repo 'pydantic' is cloned: False len(group['commit'].tolist())=1 repo 'pyjwt' is cloned: False len(group['commit'].tolist())=1 repo 'pyoidc' is cloned: False len(group['commit'].tolist())=1 repo 'pyopenssl' is cloned: True len(group['commit'].tolist())=1 repo 'pysaml2' is cloned: True len(group['commit'].tolist())=2 repo 'python-dbusmock' is cloned: False len(group['commit'].tolist())=1 repo 'python-fedora' is cloned: False len(group['commit'].tolist())=1 repo 'python-feedgen' is cloned: False len(group['commit'].tolist())=1 repo 'python-jose' is cloned: True len(group['commit'].tolist())=1 repo 'pyyaml' is cloned: True len(group['commit'].tolist())=2 repo 'recurly-client-python' is cloned: False len(group['commit'].tolist())=1 repo 'rencode' is cloned: True len(group['commit'].tolist())=2 repo 'requests' is cloned: True len(group['commit'].tolist())=1 repo 'rply' is cloned: False len(group['commit'].tolist())=1 repo 'rtslib-fb' is cloned: True len(group['commit'].tolist())=1 repo 'scrapy' is cloned: True len(group['commit'].tolist())=1 repo 'sopel-channelmgnt' is cloned: True len(group['commit'].tolist())=1 repo 'sqlparse' is cloned: False len(group['commit'].tolist())=1 repo 'subscription-manager' is cloned: False len(group['commit'].tolist())=1 repo 'swift' is cloned: False len(group['commit'].tolist())=1 repo 'sydent' is cloned: False len(group['commit'].tolist())=1 repo 'synapse' is cloned: True len(group['commit'].tolist())=7 repo 'tensorflow' is cloned: False len(group['commit'].tolist())=5 repo 'thefuck' is cloned: True len(group['commit'].tolist())=1 repo 'tlslite' is cloned: False len(group['commit'].tolist())=1 repo 'tlslite-ng' is cloned: True len(group['commit'].tolist())=2 repo 'tuf' is cloned: True len(group['commit'].tolist())=1 repo 'twisted' is cloned: False len(group['commit'].tolist())=2 repo 'ultrajson' is cloned: False len(group['commit'].tolist())=1 repo 'urllib3' is cloned: True len(group['commit'].tolist())=5 repo 'vault-cli' is cloned: False len(group['commit'].tolist())=1 repo 'vyper' is cloned: True len(group['commit'].tolist())=3 repo 'waitress' is cloned: True len(group['commit'].tolist())=5 repo 'websockets' is cloned: False len(group['commit'].tolist())=1 repo 'werkzeug' is cloned: True len(group['commit'].tolist())=1 repo 'yum-utils' is cloned: True len(group['commit'].tolist())=3
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n_to_clone = 0
for name, group in grouped_cve:
if not repos_dir.joinpath(name).is_dir():
n_to_clone += 1
print(f"repo '{name}' is cloned: {repos_dir.joinpath(name).is_dir()}")
print("")
print(f"there are {n_to_clone} repositories to clone")
n_to_clone = 0
for name, group in grouped_cve:
if not repos_dir.joinpath(name).is_dir():
n_to_clone += 1
print(f"repo '{name}' is cloned: {repos_dir.joinpath(name).is_dir()}")
print("")
print(f"there are {n_to_clone} repositories to clone")
repo 'AccessControl' is cloned: False repo 'CairoSVG' is cloned: False repo 'MLAlchemy' is cloned: False repo 'Zope' is cloned: False repo 'advisory-review' is cloned: False repo 'aiohttp' is cloned: False repo 'ansible-vault' is cloned: False repo 'b2-sdk-python' is cloned: False repo 'beaker' is cloned: False repo 'bot' is cloned: False repo 'calibre' is cloned: False repo 'confire' is cloned: False repo 'django' is cloned: False repo 'django-tastypie' is cloned: False repo 'ecdsa-python' is cloned: False repo 'fbthrift' is cloned: False repo 'flask-security' is cloned: False repo 'glance' is cloned: False repo 'horizon' is cloned: False repo 'ipython' is cloned: False repo 'jinja' is cloned: False repo 'kdcproxy' is cloned: False repo 'keycloak-httpd-client-install' is cloned: False repo 'keystone' is cloned: False repo 'mongo-python-driver' is cloned: False repo 'nova' is cloned: False repo 'openapi-python-client' is cloned: False repo 'owlmixin' is cloned: False repo 'pikepdf' is cloned: False repo 'pip' is cloned: False repo 'pipenv' is cloned: False repo 'pki' is cloned: False repo 'pycrypto' is cloned: False repo 'pydantic' is cloned: False repo 'pyjwt' is cloned: False repo 'pyoidc' is cloned: False repo 'python-dbusmock' is cloned: False repo 'python-fedora' is cloned: False repo 'python-feedgen' is cloned: False repo 'recurly-client-python' is cloned: False repo 'rply' is cloned: False repo 'sqlparse' is cloned: False repo 'subscription-manager' is cloned: False repo 'swift' is cloned: False repo 'sydent' is cloned: False repo 'tensorflow' is cloned: False repo 'tlslite' is cloned: False repo 'twisted' is cloned: False repo 'ultrajson' is cloned: False repo 'vault-cli' is cloned: False repo 'websockets' is cloned: False there are 51 repositories to clone
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date_range(grouped_cve)
date_range(grouped_cve)
repo 'AccessControl': 2021-2021 2021-2021 repo 'CairoSVG': 2021-2021 2021-2021 repo 'MLAlchemy': 2017-2017 2017-2017 repo 'Pillow': 2016-2021 2016-2021 3 commits missing from repo repo 'PyPDF2': 2022-2022 2022-2022 repo 'Yamale': 2021-2021 2021-2021 repo 'Zope': 2021-2021 2021-2021 repo 'actionlib': 2020-2020 2020-2020 repo 'advisory-review': is not cloned! repo 'aiohttp': 2021-2021 2021-2021 repo 'ansible': 2018-2018 2018-2018 repo 'ansible-vault': 2017-2017 2017-2017 repo 'autobahn-python': 2020-2020 2020-2020 repo 'b2-sdk-python': 2022-2022 2022-2022 repo 'babel': 2021-2021 2021-2021 repo 'beaker': 2012-2012 2012-2012 repo 'bot': 2021-2021 2021-2021 repo 'calibre': 2018-2018 2018-2018 repo 'ceph': 2018-2018 2018-2018 repo 'ceph-iscsi-cli': 2018-2018 2018-2018 repo 'confire': 2017-2017 2017-2017 repo 'cookiecutter': 2022-2022 2022-2022 repo 'cpython': 2018-2021 2018-2021 repo 'cryptography': 2018-2020 2018-2020 repo 'django': 2015-2016 2015-2016 repo 'django-tastypie': 2011-2011 2011-2011 repo 'ecdsa-python': 2021-2021 2021-2021 repo 'electrum': 2018-2018 2018-2018 repo 'fastapi': 2021-2021 2021-2021 repo 'fbthrift': 2019-2019 2019-2019 repo 'flask-caching': ????-???? ????-???? 1 commits missing from repo repo 'flask-security': 2021-2021 2021-2021 1 commits missing from repo repo 'glance': 2012-2013 2012-2013 repo 'horizon': 2012-2012 2012-2012 repo 'httplib2': 2021-2021 2021-2021 repo 'hub-rest-api-python': 2020-2020 2020-2020 repo 'ipython': ????-???? ????-???? 1 commits missing from repo repo 'jinja': 2016-2016 2016-2016 repo 'kdcproxy': 2015-2015 2015-2015 repo 'keycloak-httpd-client-install': 2018-2018 2018-2018 repo 'keystone': 2012-2013 2012-2013 repo 'lookatme': 2020-2020 2020-2020 repo 'lxml': 2021-2021 2021-2021 repo 'mongo-python-driver': 2013-2013 2013-2013 repo 'nltk': 2021-2021 2021-2021 repo 'nova': 2012-2013 2012-2013 repo 'openapi-python-client': 2020-2020 2020-2020 repo 'openssh_key_parser': 2022-2022 2022-2022 repo 'owlmixin': 2017-2017 2017-2017 repo 'pikepdf': 2021-2021 2021-2021 repo 'pip': 2019-2019 2019-2019 repo 'pipenv': 2022-2022 2022-2022 repo 'pki': 2020-2020 2020-2020 repo 'py': 2020-2020 2020-2020 repo 'pycrypto': 2014-2014 2014-2013 repo 'pydantic': 2021-2021 2021-2021 repo 'pyjwt': 2022-2022 2022-2022 repo 'pyoidc': 2020-2020 2020-2020 repo 'pyopenssl': 2017-2017 2017-2017 repo 'pysaml2': 2016-2021 2016-2021 repo 'python-dbusmock': 2015-2015 2015-2015 repo 'python-fedora': 2017-2017 2017-2017 repo 'python-feedgen': 2020-2020 2020-2020 repo 'python-jose': 2016-2016 2016-2016 repo 'pyyaml': 2017-2020 2017-2020 repo 'recurly-client-python': 2017-2017 2017-2017 repo 'rencode': 2021-2021 2021-2021 1 commits missing from repo repo 'requests': 2015-2015 2015-2015 repo 'rply': 2014-2014 2014-2014 repo 'rtslib-fb': 2020-2020 2020-2020 repo 'scrapy': 2021-2021 2021-2019 repo 'sopel-channelmgnt': 2020-2020 2020-2020 repo 'sqlparse': 2021-2021 2021-2021 repo 'subscription-manager': 2016-2016 2016-2016 repo 'swift': 2012-2012 2012-2012 repo 'sydent': 2019-2019 2019-2019 repo 'synapse': 2020-2021 2020-2021 repo 'tensorflow': 2019-2021 2019-2021 repo 'thefuck': 2021-2021 2021-2021 repo 'tlslite': 2015-2015 2015-2015 repo 'tlslite-ng': 2020-2020 2020-2020 repo 'tuf': 2019-2019 2019-2019 repo 'twisted': 2022-2022 2022-2022 repo 'ultrajson': 2022-2022 2022-2022 repo 'urllib3': 2018-2021 2018-2021 repo 'vault-cli': 2021-2021 2021-2021 repo 'vyper': 2022-2022 2022-2022 repo 'waitress': 2019-2022 2019-2022 repo 'websockets': 2021-2021 2021-2021 repo 'werkzeug': ????-???? ????-???? 1 commits missing from repo repo 'yum-utils': 2018-2018 2018-2018 ALL: commit 2011--2022, author 2011--2022, 1 repos missing, 8 commits missing
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df_crawl_blame = pd.read_csv(Path(collective_dir) / 'crawl_blame.csv', index_col=0)
df_crawl_blame[['commit', 'repo']].drop_duplicates()['repo'].value_counts()
df_crawl_blame = pd.read_csv(Path(collective_dir) / 'crawl_blame.csv', index_col=0)
df_crawl_blame[['commit', 'repo']].drop_duplicates()['repo'].value_counts()
Out[268]:
repo django 170 ansible 43 salt 31 stackless 25 Pillow 23 twisted 7 urllib3 5 cpython 5 paramiko 5 mailman 3 cryptography 3 airflow 3 python-jose 2 mistune 2 supervisor 2 rope 2 Products.CMFPlone 2 pudb 2 tensorflow 2 pyre-check 2 gym 1 jinja 1 python-oauth2 1 cloud-init 1 napalm 1 core 1 aws-cli 1 scons 1 prefect 1 indico 1 sqlalchemy 1 facebook-sdk 1 django-allauth 1 sandman2 1 pyramid 1 pyzmq 1 mutagen 1 keras 1 webargs 1 spyder 1 ironpython3 1 Name: count, dtype: int64
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df_crawl_blame[['commit', 'repo']].drop_duplicates()['repo'].value_counts().shape
df_crawl_blame[['commit', 'repo']].drop_duplicates()['repo'].value_counts().shape
Out[346]:
(41,)
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grouped_crawl = df_crawl_blame[['commit', 'repo']].drop_duplicates().groupby('repo')
for name, group in grouped_crawl:
print(f"{name:<20s} is cloned: {alt_repos_dir.joinpath(name).is_dir()!s:>5} {repos_dir.joinpath(name).is_dir()!s:>5} \t{len(group['commit'].tolist())}")
grouped_crawl = df_crawl_blame[['commit', 'repo']].drop_duplicates().groupby('repo')
for name, group in grouped_crawl:
print(f"{name:<20s} is cloned: {alt_repos_dir.joinpath(name).is_dir()!s:>5} {repos_dir.joinpath(name).is_dir()!s:>5} \t{len(group['commit'].tolist())}")
Pillow is cloned: True True 23 Products.CMFPlone is cloned: False False 2 airflow is cloned: False False 3 ansible is cloned: True True 43 aws-cli is cloned: False False 1 cloud-init is cloned: False False 1 core is cloned: False False 1 cpython is cloned: True True 5 cryptography is cloned: True True 3 django is cloned: True False 170 django-allauth is cloned: False False 1 facebook-sdk is cloned: False False 1 gym is cloned: False False 1 indico is cloned: False False 1 ironpython3 is cloned: False False 1 jinja is cloned: True False 1 keras is cloned: False True 1 mailman is cloned: False False 3 mistune is cloned: False False 2 mutagen is cloned: False False 1 napalm is cloned: False False 1 paramiko is cloned: False False 5 prefect is cloned: False False 1 pudb is cloned: False False 2 pyramid is cloned: False False 1 pyre-check is cloned: False False 2 python-jose is cloned: True True 2 python-oauth2 is cloned: True True 1 pyzmq is cloned: False False 1 rope is cloned: False False 2 salt is cloned: False False 31 sandman2 is cloned: False False 1 scons is cloned: False False 1 spyder is cloned: False False 1 sqlalchemy is cloned: False False 1 stackless is cloned: False False 25 supervisor is cloned: False False 2 tensorflow is cloned: True False 2 twisted is cloned: True False 7 urllib3 is cloned: True True 5 webargs is cloned: False False 1
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df_crawl_blame.columns
df_crawl_blame.columns
Out[351]:
Index(['bug', 'commit', 'repo', 'filename', 'lineNumber', 'blame',
'rev blame'],
dtype='object')
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df_crawl_blame.head(3)
df_crawl_blame.head(3)
Out[352]:
| bug | commit | repo | filename | lineNumber | blame | rev blame | |
|---|---|---|---|---|---|---|---|
| 0 | CVE-2020-35653 | a5a6ae6bc0a5cfc0ff1ce9be723d59593c165022 | gym | setup.py | 32 | a5a6ae6b (Daniel Ciborowski 2021-04-06 11:18:5... | 2f313346 (J K Terry 2021-07-28 20:26:00 -0400 ... |
| 1 | CVE-2020-35653 | a5a6ae6bc0a5cfc0ff1ce9be723d59593c165022 | gym | setup.py | 33 | a5a6ae6b (Daniel Ciborowski 2021-04-06 11:18:5... | 2ef26144 (Christian Clauss 2021-07-27 07:20:29... |
| 2 | CVE-2020-35653 | a5a6ae6bc0a5cfc0ff1ce9be723d59593c165022 | gym | setup.py | 34 | a5a6ae6b (Daniel Ciborowski 2021-04-06 11:18:5... | 0de634b2 (qdevpsi3 2021-07-26 20:41:35 +0100 3... |
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date_range(grouped_crawl)
date_range(grouped_crawl)
repo 'Pillow': 2014-2021 2014-2021 repo 'Products.CMFPlone': is not cloned! repo 'airflow': 2018-2019 2018-2019 repo 'ansible': 2013-2021 2013-2021 repo 'aws-cli': is not cloned! repo 'cloud-init': is not cloned! repo 'core': is not cloned! repo 'cpython': 2020-2021 2020-2021 repo 'cryptography': 2021-2021 2021-2021 repo 'django': 2016-2022 2016-2022 repo 'django-allauth': is not cloned! repo 'facebook-sdk': is not cloned! repo 'gym': is not cloned! repo 'indico': is not cloned! repo 'ironpython3': is not cloned! repo 'jinja': 2014-2014 2014-2014 repo 'keras': 2019-2019 2019-2019 repo 'mailman': is not cloned! repo 'mistune': is not cloned! repo 'mutagen': is not cloned! repo 'napalm': is not cloned! repo 'paramiko': is not cloned! repo 'prefect': is not cloned! repo 'pudb': is not cloned! repo 'pyramid': is not cloned! repo 'pyre-check': is not cloned! repo 'python-jose': 2017-2017 2017-2017 repo 'python-oauth2': 2015-2015 2015-2015 repo 'pyzmq': is not cloned! repo 'rope': is not cloned! repo 'salt': is not cloned! repo 'sandman2': is not cloned! repo 'scons': is not cloned! repo 'spyder': is not cloned! repo 'sqlalchemy': is not cloned! repo 'stackless': is not cloned! repo 'supervisor': is not cloned! repo 'tensorflow': 2019-2019 2019-2019 repo 'twisted': 2016-2019 2016-2019 repo 'urllib3': 2016-2019 2016-2019 repo 'webargs': is not cloned! ALL: commit 2013--2022, author 2013--2022, 28 repos missing, 0 commits missing
Note that there should be directory with all the repos from $D_{\text{CRAWL}}$ that had to be used to compute blame and reverse blame, but I cannot find it.
I will be using *.message files instead
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datetime.strptime(' Sat Jul 16 15:01:04 2022 -0700'.strip(), '%a %b %d %H:%M:%S %Y %z').year
datetime.strptime(' Sat Jul 16 15:01:04 2022 -0700'.strip(), '%a %b %d %H:%M:%S %Y %z').year
Out[365]:
2022
In [372]:
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def date_range_messages(dataset_dir):
cve_year_min = cve_year_max = None
author_year_min = author_year_max = None
for d in Path(dataset_dir).iterdir():
if d.name.startswith('CRAWL'):
cve_year = d.name.split('-')[2]
elif d.name.startswith('CVE'):
cve_year = d.name.split('-')[1]
else:
cve_year = None
if cve_year is not None:
if cve_year_min is None or cve_year < cve_year_min:
cve_year_min = cve_year
if cve_year_max is None or cve_year > cve_year_max:
cve_year_max = cve_year
for f in d.joinpath('patches').glob('*.message'):
with f.open('r') as fp:
for l in fp:
if not l.startswith('Date: '):
continue
author_year = datetime.strptime(l[6:].strip(), '%a %b %d %H:%M:%S %Y %z').year
if author_year_min is None or author_year < author_year_min:
author_year_min = author_year
if author_year_max is None or author_year > author_year_max:
author_year_max = author_year
break
print(f"CVE date: {cve_year_min}--{cve_year_max}")
print(f"author date: {author_year_min}--{author_year_max}")
crawl_dataset_dir = '/data/MSR/crawl-dataset/'
date_range_messages(crawl_dataset_dir)
def date_range_messages(dataset_dir):
cve_year_min = cve_year_max = None
author_year_min = author_year_max = None
for d in Path(dataset_dir).iterdir():
if d.name.startswith('CRAWL'):
cve_year = d.name.split('-')[2]
elif d.name.startswith('CVE'):
cve_year = d.name.split('-')[1]
else:
cve_year = None
if cve_year is not None:
if cve_year_min is None or cve_year < cve_year_min:
cve_year_min = cve_year
if cve_year_max is None or cve_year > cve_year_max:
cve_year_max = cve_year
for f in d.joinpath('patches').glob('*.message'):
with f.open('r') as fp:
for l in fp:
if not l.startswith('Date: '):
continue
author_year = datetime.strptime(l[6:].strip(), '%a %b %d %H:%M:%S %Y %z').year
if author_year_min is None or author_year < author_year_min:
author_year_min = author_year
if author_year_max is None or author_year > author_year_max:
author_year_max = author_year
break
print(f"CVE date: {cve_year_min}--{cve_year_max}")
print(f"author date: {author_year_min}--{author_year_max}")
crawl_dataset_dir = '/data/MSR/crawl-dataset/'
date_range_messages(crawl_dataset_dir)
CVE date: 2005--2022 author date: 2006--2022
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crawl_dataset_dir_alt = '/mnt/data/CVE/crawl-dataset/'
date_range_messages(crawl_dataset_dir_alt)
crawl_dataset_dir_alt = '/mnt/data/CVE/crawl-dataset/'
date_range_messages(crawl_dataset_dir_alt)
CVE date: 2005--2022 author date: 2006--2022
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date_range_messages('/mnt/data/CVE/final/bugsinpy-dataset/')
date_range_messages('/mnt/data/CVE/final/bugsinpy-dataset/')
CVE date: None--None author date: 2012--2020
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date_range_messages('/mnt/data/CVE/final/data/')
date_range_messages('/mnt/data/CVE/final/data/')
CVE date: 2011--2022 author date: None--None
Number of repositories (additional)¶
In [376]:
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df_bip_blame.columns
df_bip_blame.columns
Out[376]:
Index(['bug_id', 'commit', 'repo', 'filename', 'lineNumber', 'start time',
'end time'],
dtype='object')
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df_bip_blame['repo'].value_counts()
df_bip_blame['repo'].value_counts()
Out[378]:
repo pandas 6055 keras 1751 fastapi 1477 black 1288 luigi 1102 scrapy 949 ansible 704 thefuck 668 matplotlib 587 youtube-dl 569 tornado 518 spaCy 439 sanic 194 tqdm 162 httpie 129 PySnooper 112 cookiecutter 89 Name: count, dtype: int64
In [379]:
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df_bip_blame['repo'].nunique()
df_bip_blame['repo'].nunique()
Out[379]:
17
In [380]:
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df_bip_blame['repo'].value_counts().shape
df_bip_blame['repo'].value_counts().shape
Out[380]:
(17,)
In [381]:
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df_cve_blame['repo'].nunique()
df_cve_blame['repo'].nunique()
Out[381]:
91
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df_crawl_blame['repo'].nunique()
df_crawl_blame['repo'].nunique()
Out[382]:
41
Creating DataFrame for comparison¶
In [65]:
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collective_df_manual.columns
collective_df_manual.columns
Out[65]:
Index(['id', 'bundle', 'file', 'fcat', 'image', 'line', 'annotation', 'user',
'auto', 'ds', 'bug'],
dtype='object')
In [66]:
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collective_df_manual.dtypes
collective_df_manual.dtypes
Out[66]:
id object bundle object file object fcat object image object line int64 annotation object user object auto bool ds object bug object dtype: object
In [67]:
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collective_df_manual.head(5)
collective_df_manual.head(5)
Out[67]:
| id | bundle | file | fcat | image | line | annotation | user | auto | ds | bug | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | cve_CVE-2020-10289 | B_6_13 | actionlib_tools/scripts/library.py | programming | afterChange | 103 | bug(fix) | U1 | False | cve | CVE-2020-10289 |
| 1 | cve_CVE-2020-10289 | B_6_13 | actionlib_tools/scripts/library.py | programming | afterChange | 137 | bug(fix) | U1 | False | cve | CVE-2020-10289 |
| 2 | cve_CVE-2020-10289 | B_6_13 | actionlib_tools/scripts/library.py | programming | beforeChange | 103 | bug(fix) | U1 | False | cve | CVE-2020-10289 |
| 3 | cve_CVE-2020-10289 | B_6_13 | actionlib_tools/scripts/library.py | programming | beforeChange | 137 | bug(fix) | U1 | False | cve | CVE-2020-10289 |
| 4 | cve_CVE-2020-10289 | C_4_9 | actionlib_tools/scripts/library.py | programming | afterChange | 103 | bug(fix) | U2 | False | cve | CVE-2020-10289 |
In [68]:
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collective_df_manual['ds'].value_counts()
collective_df_manual['ds'].value_counts()
Out[68]:
ds crawl 73183 cve 62588 bugs-in-py 60194 Name: count, dtype: int64
In [69]:
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collective_df_manual_bugsinpy = collective_df_manual[collective_df_manual['ds'] == 'bugs-in-py']
collective_df_manual_bugsinpy
collective_df_manual_bugsinpy = collective_df_manual[collective_df_manual['ds'] == 'bugs-in-py']
collective_df_manual_bugsinpy
Out[69]:
| id | bundle | file | fcat | image | line | annotation | user | auto | ds | bug | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 16414 | bugs-in-py_keras-17 | B_6_13 | keras/metrics.py | programming | afterChange | 37 | documentation | U1 | False | bugs-in-py | keras-17 |
| 16415 | bugs-in-py_keras-17 | B_6_13 | keras/metrics.py | programming | afterChange | 38 | bug(fix) | U1 | False | bugs-in-py | keras-17 |
| 16416 | bugs-in-py_keras-17 | B_6_13 | keras/metrics.py | programming | beforeChange | 37 | bug(fix) | U1 | False | bugs-in-py | keras-17 |
| 16417 | bugs-in-py_keras-17 | B_6_13 | tests/keras/metrics_test.py | test | afterChange | 50 | test | U1 | False | bugs-in-py | keras-17 |
| 16418 | bugs-in-py_keras-17 | B_6_13 | tests/keras/metrics_test.py | test | afterChange | 51 | test | U1 | False | bugs-in-py | keras-17 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 195909 | bugs-in-py_pandas-54 | A_1_24 | pandas/tests/dtypes/test_dtypes.py | test | afterChange | 133 | test | E1 | False | bugs-in-py | pandas-54 |
| 195910 | bugs-in-py_pandas-54 | A_1_24 | pandas/tests/dtypes/test_dtypes.py | test | afterChange | 134 | test | E1 | False | bugs-in-py | pandas-54 |
| 195911 | bugs-in-py_pandas-54 | A_1_24 | pandas/tests/indexes/common.py | test | afterChange | 608 | test | E1 | False | bugs-in-py | pandas-54 |
| 195912 | bugs-in-py_pandas-54 | A_1_24 | pandas/tests/indexes/common.py | test | afterChange | 609 | documentation | E1 | False | bugs-in-py | pandas-54 |
| 195913 | bugs-in-py_pandas-54 | A_1_24 | pandas/tests/indexes/common.py | test | beforeChange | 608 | test | E1 | False | bugs-in-py | pandas-54 |
60194 rows × 11 columns
In [70]:
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collective_df_manual_bugsinpy[collective_df_manual_bugsinpy['bug'] == 'cookiecutter-1']['bundle'].value_counts()
collective_df_manual_bugsinpy[collective_df_manual_bugsinpy['bug'] == 'cookiecutter-1']['bundle'].value_counts()
Out[70]:
bundle D_4_3 16 B_5_14 16 A_3_22 16 Name: count, dtype: int64
In [71]:
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example_collective = collective_df_manual_bugsinpy[
(collective_df_manual_bugsinpy['bug'] == 'cookiecutter-1') &
(collective_df_manual_bugsinpy['bundle'] == 'D_4_3')
]
example_collective
example_collective = collective_df_manual_bugsinpy[
(collective_df_manual_bugsinpy['bug'] == 'cookiecutter-1') &
(collective_df_manual_bugsinpy['bundle'] == 'D_4_3')
]
example_collective
Out[71]:
| id | bundle | file | fcat | image | line | annotation | user | auto | ds | bug | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 145609 | bugs-in-py_cookiecutter-1 | D_4_3 | cookiecutter/generate.py | programming | afterChange | 85 | bug(fix) | U3 | False | bugs-in-py | cookiecutter-1 |
| 145610 | bugs-in-py_cookiecutter-1 | D_4_3 | cookiecutter/generate.py | programming | beforeChange | 85 | bug(fix) | U3 | False | bugs-in-py | cookiecutter-1 |
| 145611 | bugs-in-py_cookiecutter-1 | D_4_3 | tests/test-generate-context/non_ascii.json | test | afterChange | 1 | test | U3 | False | bugs-in-py | cookiecutter-1 |
| 145612 | bugs-in-py_cookiecutter-1 | D_4_3 | tests/test-generate-context/non_ascii.json | test | afterChange | 2 | test | U3 | False | bugs-in-py | cookiecutter-1 |
| 145613 | bugs-in-py_cookiecutter-1 | D_4_3 | tests/test-generate-context/non_ascii.json | test | afterChange | 3 | test | U3 | False | bugs-in-py | cookiecutter-1 |
| 145614 | bugs-in-py_cookiecutter-1 | D_4_3 | tests/test_generate_context.py | test | afterChange | 111 | test | U3 | False | bugs-in-py | cookiecutter-1 |
| 145615 | bugs-in-py_cookiecutter-1 | D_4_3 | tests/test_generate_context.py | test | afterChange | 112 | documentation | U3 | False | bugs-in-py | cookiecutter-1 |
| 145616 | bugs-in-py_cookiecutter-1 | D_4_3 | tests/test_generate_context.py | test | afterChange | 113 | test | U3 | False | bugs-in-py | cookiecutter-1 |
| 145617 | bugs-in-py_cookiecutter-1 | D_4_3 | tests/test_generate_context.py | test | afterChange | 114 | test | U3 | False | bugs-in-py | cookiecutter-1 |
| 145618 | bugs-in-py_cookiecutter-1 | D_4_3 | tests/test_generate_context.py | test | afterChange | 115 | test | U3 | False | bugs-in-py | cookiecutter-1 |
| 145619 | bugs-in-py_cookiecutter-1 | D_4_3 | tests/test_generate_context.py | test | afterChange | 116 | test | U3 | False | bugs-in-py | cookiecutter-1 |
| 145620 | bugs-in-py_cookiecutter-1 | D_4_3 | tests/test_generate_context.py | test | afterChange | 117 | test | U3 | False | bugs-in-py | cookiecutter-1 |
| 145621 | bugs-in-py_cookiecutter-1 | D_4_3 | tests/test_generate_context.py | test | afterChange | 118 | test | U3 | False | bugs-in-py | cookiecutter-1 |
| 145622 | bugs-in-py_cookiecutter-1 | D_4_3 | tests/test_generate_context.py | test | afterChange | 119 | test | U3 | False | bugs-in-py | cookiecutter-1 |
| 145623 | bugs-in-py_cookiecutter-1 | D_4_3 | tests/test_generate_context.py | test | afterChange | 120 | test | U3 | False | bugs-in-py | cookiecutter-1 |
| 145624 | bugs-in-py_cookiecutter-1 | D_4_3 | tests/test_generate_context.py | test | afterChange | 121 | test | U3 | False | bugs-in-py | cookiecutter-1 |
In [72]:
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example_data_from_dataset['changes'].keys()
example_data_from_dataset['changes'].keys()
Out[72]:
dict_keys(['cookiecutter/generate.py', '/dev/null', 'tests/test-generate-context/non_ascii.json', 'tests/test_generate_context.py'])
In [73]:
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example_data_from_dataset['changes']['cookiecutter/generate.py']
example_data_from_dataset['changes']['cookiecutter/generate.py']
Out[73]:
{'language': 'Python',
'type': 'programming',
'purpose': 'programming',
'-': [{'id': 3,
'file_line_no': 85,
'type': 'code',
'purpose': 'programming',
'tokens': [[40, ['Text'], ' '],
[48, ['Keyword'], 'with'],
[52, ['Text'], ' '],
[53, ['Name', 'Builtin'], 'open'],
[57, ['Punctuation'], '('],
[58, ['Name'], 'context_file'],
[70, ['Punctuation'], ')'],
[71, ['Text'], ' '],
[72, ['Keyword'], 'as'],
[74, ['Text'], ' '],
[75, ['Name'], 'file_handle'],
[86, ['Punctuation'], ':'],
[87, ['Text', 'Whitespace'], '\n']]}],
'+': [{'id': 4,
'file_line_no': 85,
'type': 'code',
'purpose': 'programming',
'tokens': [[40, ['Text'], ' '],
[48, ['Keyword'], 'with'],
[52, ['Text'], ' '],
[53, ['Name', 'Builtin'], 'open'],
[57, ['Punctuation'], '('],
[58, ['Name'], 'context_file'],
[70, ['Punctuation'], ','],
[71, ['Text'], ' '],
[72, ['Name'], 'encoding'],
[80, ['Operator'], '='],
[81, ['Literal', 'String', 'Single'], "'"],
[82, ['Literal', 'String', 'Single'], 'utf-8'],
[87, ['Literal', 'String', 'Single'], "'"],
[88, ['Punctuation'], ')'],
[89, ['Text'], ' '],
[90, ['Keyword'], 'as'],
[92, ['Text'], ' '],
[93, ['Name'], 'file_handle'],
[104, ['Punctuation'], ':'],
[105, ['Text', 'Whitespace'], '\n']]}]}
In [74]:
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example_records = []
dataset = "bugs-in-py"
bug = "cookiecutter-1"
for patched_file, file_data in example_data_from_dataset['changes'].items():
if patched_file == '/dev/null':
continue
for pm in list("-+"):
if pm not in file_data:
continue
for line_data in file_data[pm]:
example_records.append({
'id': f"{dataset}_{bug}",
'file': patched_file,
'fcat': file_data['purpose'],
'image': 'beforeChange' if pm == '-' else 'afterChange',
'line': line_data['file_line_no'],
'annotation': 'bug(fix)' if line_data['type'] == 'code' else line_data['type'],
'ds': dataset,
'bug': bug,
})
example_records[:5]
example_records = []
dataset = "bugs-in-py"
bug = "cookiecutter-1"
for patched_file, file_data in example_data_from_dataset['changes'].items():
if patched_file == '/dev/null':
continue
for pm in list("-+"):
if pm not in file_data:
continue
for line_data in file_data[pm]:
example_records.append({
'id': f"{dataset}_{bug}",
'file': patched_file,
'fcat': file_data['purpose'],
'image': 'beforeChange' if pm == '-' else 'afterChange',
'line': line_data['file_line_no'],
'annotation': 'bug(fix)' if line_data['type'] == 'code' else line_data['type'],
'ds': dataset,
'bug': bug,
})
example_records[:5]
Out[74]:
[{'id': 'bugs-in-py_cookiecutter-1',
'file': 'cookiecutter/generate.py',
'fcat': 'programming',
'image': 'beforeChange',
'line': 85,
'annotation': 'bug(fix)',
'ds': 'bugs-in-py',
'bug': 'cookiecutter-1'},
{'id': 'bugs-in-py_cookiecutter-1',
'file': 'cookiecutter/generate.py',
'fcat': 'programming',
'image': 'afterChange',
'line': 85,
'annotation': 'bug(fix)',
'ds': 'bugs-in-py',
'bug': 'cookiecutter-1'},
{'id': 'bugs-in-py_cookiecutter-1',
'file': 'tests/test-generate-context/non_ascii.json',
'fcat': 'test',
'image': 'afterChange',
'line': 1,
'annotation': 'test',
'ds': 'bugs-in-py',
'bug': 'cookiecutter-1'},
{'id': 'bugs-in-py_cookiecutter-1',
'file': 'tests/test-generate-context/non_ascii.json',
'fcat': 'test',
'image': 'afterChange',
'line': 2,
'annotation': 'test',
'ds': 'bugs-in-py',
'bug': 'cookiecutter-1'},
{'id': 'bugs-in-py_cookiecutter-1',
'file': 'tests/test-generate-context/non_ascii.json',
'fcat': 'test',
'image': 'afterChange',
'line': 3,
'annotation': 'test',
'ds': 'bugs-in-py',
'bug': 'cookiecutter-1'}]
In [75]:
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example_df = pd.DataFrame.from_records(example_records)
example_df
example_df = pd.DataFrame.from_records(example_records)
example_df
Out[75]:
| id | file | fcat | image | line | annotation | ds | bug | |
|---|---|---|---|---|---|---|---|---|
| 0 | bugs-in-py_cookiecutter-1 | cookiecutter/generate.py | programming | beforeChange | 85 | bug(fix) | bugs-in-py | cookiecutter-1 |
| 1 | bugs-in-py_cookiecutter-1 | cookiecutter/generate.py | programming | afterChange | 85 | bug(fix) | bugs-in-py | cookiecutter-1 |
| 2 | bugs-in-py_cookiecutter-1 | tests/test-generate-context/non_ascii.json | test | afterChange | 1 | test | bugs-in-py | cookiecutter-1 |
| 3 | bugs-in-py_cookiecutter-1 | tests/test-generate-context/non_ascii.json | test | afterChange | 2 | test | bugs-in-py | cookiecutter-1 |
| 4 | bugs-in-py_cookiecutter-1 | tests/test-generate-context/non_ascii.json | test | afterChange | 3 | test | bugs-in-py | cookiecutter-1 |
| 5 | bugs-in-py_cookiecutter-1 | tests/test_generate_context.py | test | afterChange | 111 | test | bugs-in-py | cookiecutter-1 |
| 6 | bugs-in-py_cookiecutter-1 | tests/test_generate_context.py | test | afterChange | 112 | test | bugs-in-py | cookiecutter-1 |
| 7 | bugs-in-py_cookiecutter-1 | tests/test_generate_context.py | test | afterChange | 113 | test | bugs-in-py | cookiecutter-1 |
| 8 | bugs-in-py_cookiecutter-1 | tests/test_generate_context.py | test | afterChange | 114 | test | bugs-in-py | cookiecutter-1 |
| 9 | bugs-in-py_cookiecutter-1 | tests/test_generate_context.py | test | afterChange | 115 | test | bugs-in-py | cookiecutter-1 |
| 10 | bugs-in-py_cookiecutter-1 | tests/test_generate_context.py | test | afterChange | 116 | test | bugs-in-py | cookiecutter-1 |
| 11 | bugs-in-py_cookiecutter-1 | tests/test_generate_context.py | test | afterChange | 117 | test | bugs-in-py | cookiecutter-1 |
| 12 | bugs-in-py_cookiecutter-1 | tests/test_generate_context.py | test | afterChange | 118 | test | bugs-in-py | cookiecutter-1 |
| 13 | bugs-in-py_cookiecutter-1 | tests/test_generate_context.py | test | afterChange | 119 | test | bugs-in-py | cookiecutter-1 |
| 14 | bugs-in-py_cookiecutter-1 | tests/test_generate_context.py | test | afterChange | 120 | test | bugs-in-py | cookiecutter-1 |
| 15 | bugs-in-py_cookiecutter-1 | tests/test_generate_context.py | test | afterChange | 121 | test | bugs-in-py | cookiecutter-1 |
In [76]:
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example_df.head(5)
example_df.head(5)
Out[76]:
| id | file | fcat | image | line | annotation | ds | bug | |
|---|---|---|---|---|---|---|---|---|
| 0 | bugs-in-py_cookiecutter-1 | cookiecutter/generate.py | programming | beforeChange | 85 | bug(fix) | bugs-in-py | cookiecutter-1 |
| 1 | bugs-in-py_cookiecutter-1 | cookiecutter/generate.py | programming | afterChange | 85 | bug(fix) | bugs-in-py | cookiecutter-1 |
| 2 | bugs-in-py_cookiecutter-1 | tests/test-generate-context/non_ascii.json | test | afterChange | 1 | test | bugs-in-py | cookiecutter-1 |
| 3 | bugs-in-py_cookiecutter-1 | tests/test-generate-context/non_ascii.json | test | afterChange | 2 | test | bugs-in-py | cookiecutter-1 |
| 4 | bugs-in-py_cookiecutter-1 | tests/test-generate-context/non_ascii.json | test | afterChange | 3 | test | bugs-in-py | cookiecutter-1 |
In [77]:
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example_collective.head(5)
example_collective.head(5)
Out[77]:
| id | bundle | file | fcat | image | line | annotation | user | auto | ds | bug | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 145609 | bugs-in-py_cookiecutter-1 | D_4_3 | cookiecutter/generate.py | programming | afterChange | 85 | bug(fix) | U3 | False | bugs-in-py | cookiecutter-1 |
| 145610 | bugs-in-py_cookiecutter-1 | D_4_3 | cookiecutter/generate.py | programming | beforeChange | 85 | bug(fix) | U3 | False | bugs-in-py | cookiecutter-1 |
| 145611 | bugs-in-py_cookiecutter-1 | D_4_3 | tests/test-generate-context/non_ascii.json | test | afterChange | 1 | test | U3 | False | bugs-in-py | cookiecutter-1 |
| 145612 | bugs-in-py_cookiecutter-1 | D_4_3 | tests/test-generate-context/non_ascii.json | test | afterChange | 2 | test | U3 | False | bugs-in-py | cookiecutter-1 |
| 145613 | bugs-in-py_cookiecutter-1 | D_4_3 | tests/test-generate-context/non_ascii.json | test | afterChange | 3 | test | U3 | False | bugs-in-py | cookiecutter-1 |
Join/merge for comparison¶
In [78]:
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example_collective_sel = example_collective[['ds', 'bug', 'bundle', 'user', 'file', 'fcat', 'image', 'line', 'annotation']]
example_collective_sel.head(5)
example_collective_sel = example_collective[['ds', 'bug', 'bundle', 'user', 'file', 'fcat', 'image', 'line', 'annotation']]
example_collective_sel.head(5)
Out[78]:
| ds | bug | bundle | user | file | fcat | image | line | annotation | |
|---|---|---|---|---|---|---|---|---|---|
| 145609 | bugs-in-py | cookiecutter-1 | D_4_3 | U3 | cookiecutter/generate.py | programming | afterChange | 85 | bug(fix) |
| 145610 | bugs-in-py | cookiecutter-1 | D_4_3 | U3 | cookiecutter/generate.py | programming | beforeChange | 85 | bug(fix) |
| 145611 | bugs-in-py | cookiecutter-1 | D_4_3 | U3 | tests/test-generate-context/non_ascii.json | test | afterChange | 1 | test |
| 145612 | bugs-in-py | cookiecutter-1 | D_4_3 | U3 | tests/test-generate-context/non_ascii.json | test | afterChange | 2 | test |
| 145613 | bugs-in-py | cookiecutter-1 | D_4_3 | U3 | tests/test-generate-context/non_ascii.json | test | afterChange | 3 | test |
In [79]:
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example_df_sel = example_df[['bug', 'file', 'fcat', 'image', 'line', 'annotation']]
example_df_sel.head(5)
example_df_sel = example_df[['bug', 'file', 'fcat', 'image', 'line', 'annotation']]
example_df_sel.head(5)
Out[79]:
| bug | file | fcat | image | line | annotation | |
|---|---|---|---|---|---|---|
| 0 | cookiecutter-1 | cookiecutter/generate.py | programming | beforeChange | 85 | bug(fix) |
| 1 | cookiecutter-1 | cookiecutter/generate.py | programming | afterChange | 85 | bug(fix) |
| 2 | cookiecutter-1 | tests/test-generate-context/non_ascii.json | test | afterChange | 1 | test |
| 3 | cookiecutter-1 | tests/test-generate-context/non_ascii.json | test | afterChange | 2 | test |
| 4 | cookiecutter-1 | tests/test-generate-context/non_ascii.json | test | afterChange | 3 | test |
In [80]:
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example_merge_sel = pd.merge(
example_collective_sel, example_df_sel,
how='outer', on=['bug', 'file', 'image', 'line'],
indicator="indicator_column", suffixes=("_hapy", "_auto"),
)
example_merge_sel.head()
example_merge_sel = pd.merge(
example_collective_sel, example_df_sel,
how='outer', on=['bug', 'file', 'image', 'line'],
indicator="indicator_column", suffixes=("_hapy", "_auto"),
)
example_merge_sel.head()
Out[80]:
| ds | bug | bundle | user | file | fcat_hapy | image | line | annotation_hapy | fcat_auto | annotation_auto | indicator_column | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | bugs-in-py | cookiecutter-1 | D_4_3 | U3 | cookiecutter/generate.py | programming | afterChange | 85 | bug(fix) | programming | bug(fix) | both |
| 1 | bugs-in-py | cookiecutter-1 | D_4_3 | U3 | cookiecutter/generate.py | programming | beforeChange | 85 | bug(fix) | programming | bug(fix) | both |
| 2 | bugs-in-py | cookiecutter-1 | D_4_3 | U3 | tests/test-generate-context/non_ascii.json | test | afterChange | 1 | test | test | test | both |
| 3 | bugs-in-py | cookiecutter-1 | D_4_3 | U3 | tests/test-generate-context/non_ascii.json | test | afterChange | 2 | test | test | test | both |
| 4 | bugs-in-py | cookiecutter-1 | D_4_3 | U3 | tests/test-generate-context/non_ascii.json | test | afterChange | 3 | test | test | test | both |
In [81]:
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example_merge_sel['fcat_eq'] = example_merge_sel['fcat_hapy'] == example_merge_sel['fcat_auto']
example_merge_sel['annotation_eq'] = example_merge_sel['annotation_hapy'] == example_merge_sel['annotation_auto']
example_merge_sel.head()
example_merge_sel['fcat_eq'] = example_merge_sel['fcat_hapy'] == example_merge_sel['fcat_auto']
example_merge_sel['annotation_eq'] = example_merge_sel['annotation_hapy'] == example_merge_sel['annotation_auto']
example_merge_sel.head()
Out[81]:
| ds | bug | bundle | user | file | fcat_hapy | image | line | annotation_hapy | fcat_auto | annotation_auto | indicator_column | fcat_eq | annotation_eq | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | bugs-in-py | cookiecutter-1 | D_4_3 | U3 | cookiecutter/generate.py | programming | afterChange | 85 | bug(fix) | programming | bug(fix) | both | True | True |
| 1 | bugs-in-py | cookiecutter-1 | D_4_3 | U3 | cookiecutter/generate.py | programming | beforeChange | 85 | bug(fix) | programming | bug(fix) | both | True | True |
| 2 | bugs-in-py | cookiecutter-1 | D_4_3 | U3 | tests/test-generate-context/non_ascii.json | test | afterChange | 1 | test | test | test | both | True | True |
| 3 | bugs-in-py | cookiecutter-1 | D_4_3 | U3 | tests/test-generate-context/non_ascii.json | test | afterChange | 2 | test | test | test | both | True | True |
| 4 | bugs-in-py | cookiecutter-1 | D_4_3 | U3 | tests/test-generate-context/non_ascii.json | test | afterChange | 3 | test | test | test | both | True | True |
In [82]:
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example_merge_sel[['fcat_eq', 'annotation_eq']].value_counts()
example_merge_sel[['fcat_eq', 'annotation_eq']].value_counts()
Out[82]:
fcat_eq annotation_eq
True True 15
False 1
Name: count, dtype: int64
In [83]:
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example_merge_sel[(example_merge_sel['fcat_eq'] == False) | (example_merge_sel['annotation_eq'] == False)]
example_merge_sel[(example_merge_sel['fcat_eq'] == False) | (example_merge_sel['annotation_eq'] == False)]
Out[83]:
| ds | bug | bundle | user | file | fcat_hapy | image | line | annotation_hapy | fcat_auto | annotation_auto | indicator_column | fcat_eq | annotation_eq | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 6 | bugs-in-py | cookiecutter-1 | D_4_3 | U3 | tests/test_generate_context.py | test | afterChange | 112 | documentation | test | test | both | True | False |
Full comparison¶
In [84]:
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sha_to_bug = {}
for repo_data in repo_commits.values():
for sha, bug in zip(repo_data['commits'], repo_data['bugs']):
sha_to_bug[sha] = bug
{sha: bug for sha, bug in sha_to_bug.items() if bug.startswith('cookiecutter')}
sha_to_bug = {}
for repo_data in repo_commits.values():
for sha, bug in zip(repo_data['commits'], repo_data['bugs']):
sha_to_bug[sha] = bug
{sha: bug for sha, bug in sha_to_bug.items() if bug.startswith('cookiecutter')}
Out[84]:
{'7f6804c4953a18386809f11faf4d86898570debc': 'cookiecutter-1',
'7129d474206761a6156925db78eee4b62a0e3944': 'cookiecutter-3',
'90434ff4ea4477941444f1e83313beb414838535': 'cookiecutter-2',
'457a1a4e862aab4102b644ff1d2b2e2b5a766b3c': 'cookiecutter-4'}
for bugsinpy-from-repo¶
In [85]:
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bugsinpy_annotated_from_repo_dir
bugsinpy_annotated_from_repo_dir
Out[85]:
'/mnt/data/python-diff-annotator/example_annotations/bugsinpy-from-repo/'
In [86]:
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records_from_repos = []
dataset = 'bugs-in-py'
for subdir in Path(bugsinpy_annotated_from_repo_dir).iterdir():
print(f"{subdir.name}")
count = 0
n_files = 0
n_lines = 0
for json_file in subdir.glob('*.json'):
sha = json_file.name.split('.', maxsplit=1)[0]
bug = sha_to_bug[sha]
#print(f" {json_file.name} -> {sha=}, {bug=}")
count += 1
with open(json_file, mode='r') as json_fp:
json_data = json.load(json_fp)
for patched_file, file_data in json_data['changes'].items():
if patched_file == '/dev/null':
continue
n_files += 1
for pm in list("-+"):
if pm not in file_data:
continue
for line_data in file_data[pm]:
n_lines += 1
records_from_repos.append({
'id': f"{dataset}_{bug}",
'ds': dataset,
'bug': bug,
'sha': sha,
'file': patched_file,
'fcat': file_data['purpose'],
'image': 'beforeChange' if pm == '-' else 'afterChange',
'line': line_data['file_line_no'],
'annotation': 'bug(fix)' if line_data['type'] == 'code' else line_data['type'],
})
print(f" {count} commits, {n_files} changed files, {n_lines} changed lines")
records_from_repos = []
dataset = 'bugs-in-py'
for subdir in Path(bugsinpy_annotated_from_repo_dir).iterdir():
print(f"{subdir.name}")
count = 0
n_files = 0
n_lines = 0
for json_file in subdir.glob('*.json'):
sha = json_file.name.split('.', maxsplit=1)[0]
bug = sha_to_bug[sha]
#print(f" {json_file.name} -> {sha=}, {bug=}")
count += 1
with open(json_file, mode='r') as json_fp:
json_data = json.load(json_fp)
for patched_file, file_data in json_data['changes'].items():
if patched_file == '/dev/null':
continue
n_files += 1
for pm in list("-+"):
if pm not in file_data:
continue
for line_data in file_data[pm]:
n_lines += 1
records_from_repos.append({
'id': f"{dataset}_{bug}",
'ds': dataset,
'bug': bug,
'sha': sha,
'file': patched_file,
'fcat': file_data['purpose'],
'image': 'beforeChange' if pm == '-' else 'afterChange',
'line': line_data['file_line_no'],
'annotation': 'bug(fix)' if line_data['type'] == 'code' else line_data['type'],
})
print(f" {count} commits, {n_files} changed files, {n_lines} changed lines")
httpie 5 commits, 13 changed files, 145 changed lines PySnooper 3 commits, 8 changed files, 117 changed lines keras 45 commits, 107 changed files, 2122 changed lines pandas 168 commits, 582 changed files, 7464 changed lines spacy 10 commits, 29 changed files, 270 changed lines tornado 16 commits, 39 changed files, 575 changed lines scrapy 40 commits, 98 changed files, 1196 changed lines youtube-dl 43 commits, 100 changed files, 702 changed lines matplotlib 27 commits, 64 changed files, 714 changed lines black 23 commits, 74 changed files, 1638 changed lines sanic 5 commits, 14 changed files, 207 changed lines cookiecutter 4 commits, 11 changed files, 108 changed lines fastapi 16 commits, 43 changed files, 1415 changed lines luigi 33 commits, 70 changed files, 1308 changed lines tqdm 9 commits, 19 changed files, 215 changed lines ansible 18 commits, 54 changed files, 803 changed lines thefuck 32 commits, 72 changed files, 891 changed lines
In [87]:
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records_from_repos[:5]
records_from_repos[:5]
Out[87]:
[{'id': 'bugs-in-py_httpie-1',
'ds': 'bugs-in-py',
'bug': 'httpie-1',
'sha': '5300b0b490b8db48fac30b5e32164be93dc574b7',
'file': 'CHANGELOG.rst',
'fcat': 'documentation',
'image': 'afterChange',
'line': 30,
'annotation': 'documentation'},
{'id': 'bugs-in-py_httpie-1',
'ds': 'bugs-in-py',
'bug': 'httpie-1',
'sha': '5300b0b490b8db48fac30b5e32164be93dc574b7',
'file': 'httpie/downloads.py',
'fcat': 'programming',
'image': 'beforeChange',
'line': 142,
'annotation': 'bug(fix)'},
{'id': 'bugs-in-py_httpie-1',
'ds': 'bugs-in-py',
'bug': 'httpie-1',
'sha': '5300b0b490b8db48fac30b5e32164be93dc574b7',
'file': 'httpie/downloads.py',
'fcat': 'programming',
'image': 'beforeChange',
'line': 143,
'annotation': 'bug(fix)'},
{'id': 'bugs-in-py_httpie-1',
'ds': 'bugs-in-py',
'bug': 'httpie-1',
'sha': '5300b0b490b8db48fac30b5e32164be93dc574b7',
'file': 'httpie/downloads.py',
'fcat': 'programming',
'image': 'afterChange',
'line': 10,
'annotation': 'bug(fix)'},
{'id': 'bugs-in-py_httpie-1',
'ds': 'bugs-in-py',
'bug': 'httpie-1',
'sha': '5300b0b490b8db48fac30b5e32164be93dc574b7',
'file': 'httpie/downloads.py',
'fcat': 'programming',
'image': 'afterChange',
'line': 139,
'annotation': 'bug(fix)'}]
In [88]:
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from_repos_df = pd.DataFrame.from_records(records_from_repos)
from_repos_df
from_repos_df = pd.DataFrame.from_records(records_from_repos)
from_repos_df
Out[88]:
| id | ds | bug | sha | file | fcat | image | line | annotation | |
|---|---|---|---|---|---|---|---|---|---|
| 0 | bugs-in-py_httpie-1 | bugs-in-py | httpie-1 | 5300b0b490b8db48fac30b5e32164be93dc574b7 | CHANGELOG.rst | documentation | afterChange | 30 | documentation |
| 1 | bugs-in-py_httpie-1 | bugs-in-py | httpie-1 | 5300b0b490b8db48fac30b5e32164be93dc574b7 | httpie/downloads.py | programming | beforeChange | 142 | bug(fix) |
| 2 | bugs-in-py_httpie-1 | bugs-in-py | httpie-1 | 5300b0b490b8db48fac30b5e32164be93dc574b7 | httpie/downloads.py | programming | beforeChange | 143 | bug(fix) |
| 3 | bugs-in-py_httpie-1 | bugs-in-py | httpie-1 | 5300b0b490b8db48fac30b5e32164be93dc574b7 | httpie/downloads.py | programming | afterChange | 10 | bug(fix) |
| 4 | bugs-in-py_httpie-1 | bugs-in-py | httpie-1 | 5300b0b490b8db48fac30b5e32164be93dc574b7 | httpie/downloads.py | programming | afterChange | 139 | bug(fix) |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 19885 | bugs-in-py_thefuck-9 | bugs-in-py | thefuck-9 | feb36ede5c518fdc3b6eddf945b2d8b1e2294d15 | thefuck/rules/git_push.py | programming | afterChange | 27 | bug(fix) |
| 19886 | bugs-in-py_thefuck-9 | bugs-in-py | thefuck-9 | feb36ede5c518fdc3b6eddf945b2d8b1e2294d15 | thefuck/rules/git_push.py | programming | afterChange | 28 | bug(fix) |
| 19887 | bugs-in-py_thefuck-9 | bugs-in-py | thefuck-9 | feb36ede5c518fdc3b6eddf945b2d8b1e2294d15 | thefuck/rules/git_push.py | programming | afterChange | 29 | bug(fix) |
| 19888 | bugs-in-py_thefuck-9 | bugs-in-py | thefuck-9 | feb36ede5c518fdc3b6eddf945b2d8b1e2294d15 | thefuck/rules/git_push.py | programming | afterChange | 30 | documentation |
| 19889 | bugs-in-py_thefuck-9 | bugs-in-py | thefuck-9 | feb36ede5c518fdc3b6eddf945b2d8b1e2294d15 | thefuck/rules/git_push.py | programming | afterChange | 31 | bug(fix) |
19890 rows × 9 columns
for hapy_bip-from-repo¶
In [89]:
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bugsinpy_annotated_hapy_bip_dir
bugsinpy_annotated_hapy_bip_dir
Out[89]:
'/mnt/data/python-diff-annotator/example_annotations/hapy_bip-from-repo'
In [90]:
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records_from_repos_2 = []
dataset = 'bugs-in-py'
for subdir in Path(bugsinpy_annotated_hapy_bip_dir).iterdir():
print(f"{subdir.name}", end='')
count = 0
n_files = 0
n_lines = 0
for json_file in subdir.glob('*.json'):
sha = json_file.name.split('.', maxsplit=1)[0]
bug = sha_to_bug[sha]
#print(f" {json_file.name} -> {sha=}, {bug=}")
count += 1
with open(json_file, mode='r') as json_fp:
json_data = json.load(json_fp)
for patched_file, file_data in json_data['changes'].items():
if patched_file == '/dev/null':
continue
n_files += 1
for pm in list("-+"):
if pm not in file_data:
continue
for line_data in file_data[pm]:
n_lines += 1
records_from_repos_2.append({
'id': f"{dataset}_{bug}",
'ds': dataset,
'bug': bug,
'sha': sha,
'file': patched_file,
'fcat': file_data['purpose'],
'image': 'beforeChange' if pm == '-' else 'afterChange',
'line': line_data['file_line_no'],
'annotation': line_data['type'],
})
print(f" {count} commits, {n_files} changed files, {n_lines} changed lines")
records_from_repos_2[:2]
records_from_repos_2 = []
dataset = 'bugs-in-py'
for subdir in Path(bugsinpy_annotated_hapy_bip_dir).iterdir():
print(f"{subdir.name}", end='')
count = 0
n_files = 0
n_lines = 0
for json_file in subdir.glob('*.json'):
sha = json_file.name.split('.', maxsplit=1)[0]
bug = sha_to_bug[sha]
#print(f" {json_file.name} -> {sha=}, {bug=}")
count += 1
with open(json_file, mode='r') as json_fp:
json_data = json.load(json_fp)
for patched_file, file_data in json_data['changes'].items():
if patched_file == '/dev/null':
continue
n_files += 1
for pm in list("-+"):
if pm not in file_data:
continue
for line_data in file_data[pm]:
n_lines += 1
records_from_repos_2.append({
'id': f"{dataset}_{bug}",
'ds': dataset,
'bug': bug,
'sha': sha,
'file': patched_file,
'fcat': file_data['purpose'],
'image': 'beforeChange' if pm == '-' else 'afterChange',
'line': line_data['file_line_no'],
'annotation': line_data['type'],
})
print(f" {count} commits, {n_files} changed files, {n_lines} changed lines")
records_from_repos_2[:2]
httpie 5 commits, 13 changed files, 145 changed lines PySnooper 3 commits, 8 changed files, 117 changed lines keras 45 commits, 107 changed files, 2122 changed lines pandas 168 commits, 582 changed files, 7464 changed lines spacy 10 commits, 29 changed files, 270 changed lines tornado 16 commits, 39 changed files, 575 changed lines scrapy 40 commits, 98 changed files, 1196 changed lines youtube-dl 43 commits, 100 changed files, 702 changed lines matplotlib 27 commits, 64 changed files, 714 changed lines black 23 commits, 74 changed files, 1638 changed lines sanic 5 commits, 14 changed files, 207 changed lines cookiecutter 4 commits, 11 changed files, 108 changed lines fastapi 16 commits, 43 changed files, 1415 changed lines luigi 33 commits, 70 changed files, 1308 changed lines tqdm 9 commits, 19 changed files, 215 changed lines ansible 18 commits, 54 changed files, 803 changed lines thefuck 32 commits, 72 changed files, 891 changed lines
Out[90]:
[{'id': 'bugs-in-py_httpie-1',
'ds': 'bugs-in-py',
'bug': 'httpie-1',
'sha': '5300b0b490b8db48fac30b5e32164be93dc574b7',
'file': 'CHANGELOG.rst',
'fcat': 'documentation',
'image': 'afterChange',
'line': 30,
'annotation': 'documentation'},
{'id': 'bugs-in-py_httpie-1',
'ds': 'bugs-in-py',
'bug': 'httpie-1',
'sha': '5300b0b490b8db48fac30b5e32164be93dc574b7',
'file': 'httpie/downloads.py',
'fcat': 'programming',
'image': 'beforeChange',
'line': 142,
'annotation': 'bug(fix)'}]
In [91]:
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hapy_bip_from_repos_df = pd.DataFrame.from_records(records_from_repos_2)
hapy_bip_from_repos_df
hapy_bip_from_repos_df = pd.DataFrame.from_records(records_from_repos_2)
hapy_bip_from_repos_df
Out[91]:
| id | ds | bug | sha | file | fcat | image | line | annotation | |
|---|---|---|---|---|---|---|---|---|---|
| 0 | bugs-in-py_httpie-1 | bugs-in-py | httpie-1 | 5300b0b490b8db48fac30b5e32164be93dc574b7 | CHANGELOG.rst | documentation | afterChange | 30 | documentation |
| 1 | bugs-in-py_httpie-1 | bugs-in-py | httpie-1 | 5300b0b490b8db48fac30b5e32164be93dc574b7 | httpie/downloads.py | programming | beforeChange | 142 | bug(fix) |
| 2 | bugs-in-py_httpie-1 | bugs-in-py | httpie-1 | 5300b0b490b8db48fac30b5e32164be93dc574b7 | httpie/downloads.py | programming | beforeChange | 143 | bug(fix) |
| 3 | bugs-in-py_httpie-1 | bugs-in-py | httpie-1 | 5300b0b490b8db48fac30b5e32164be93dc574b7 | httpie/downloads.py | programming | afterChange | 10 | bug(fix) |
| 4 | bugs-in-py_httpie-1 | bugs-in-py | httpie-1 | 5300b0b490b8db48fac30b5e32164be93dc574b7 | httpie/downloads.py | programming | afterChange | 139 | bug(fix) |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 19885 | bugs-in-py_thefuck-9 | bugs-in-py | thefuck-9 | feb36ede5c518fdc3b6eddf945b2d8b1e2294d15 | thefuck/rules/git_push.py | programming | afterChange | 27 | bug(fix) |
| 19886 | bugs-in-py_thefuck-9 | bugs-in-py | thefuck-9 | feb36ede5c518fdc3b6eddf945b2d8b1e2294d15 | thefuck/rules/git_push.py | programming | afterChange | 28 | bug(fix) |
| 19887 | bugs-in-py_thefuck-9 | bugs-in-py | thefuck-9 | feb36ede5c518fdc3b6eddf945b2d8b1e2294d15 | thefuck/rules/git_push.py | programming | afterChange | 29 | bug(fix) |
| 19888 | bugs-in-py_thefuck-9 | bugs-in-py | thefuck-9 | feb36ede5c518fdc3b6eddf945b2d8b1e2294d15 | thefuck/rules/git_push.py | programming | afterChange | 30 | documentation |
| 19889 | bugs-in-py_thefuck-9 | bugs-in-py | thefuck-9 | feb36ede5c518fdc3b6eddf945b2d8b1e2294d15 | thefuck/rules/git_push.py | programming | afterChange | 31 | bug(fix) |
19890 rows × 9 columns
In [92]:
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hapy_bip_from_repos_df['annotation'].value_counts()
hapy_bip_from_repos_df['annotation'].value_counts()
Out[92]:
annotation test 11557 bug(fix) 5798 documentation 2535 Name: count, dtype: int64
for HaPy-Bug_bip/bugsinpy-dataset¶
In [93]:
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bugsinpy_dataset_hapy_bip_dir = '/mnt/data/python-diff-annotator/example_annotations/HaPy-Bug_bip/bugsinpy-dataset'
bugsinpy_dataset_hapy_bip_dir
bugsinpy_dataset_hapy_bip_dir = '/mnt/data/python-diff-annotator/example_annotations/HaPy-Bug_bip/bugsinpy-dataset'
bugsinpy_dataset_hapy_bip_dir
Out[93]:
'/mnt/data/python-diff-annotator/example_annotations/HaPy-Bug_bip/bugsinpy-dataset'
In [94]:
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records_from_dataset = []
dataset = 'bugs-in-py'
for subdir in sorted(Path(bugsinpy_dataset_hapy_bip_dir).iterdir()):
print(f"{subdir.name}", end='')
bug = subdir.name
repo = subdir.name.rsplit('-', maxsplit=1)[0]
print(f" -> {repo=}, {bug=}", end='')
count = 0
n_files = 0
n_lines = 0
for json_file in subdir.joinpath('annotation').glob('*.json'):
sha = json_file.name.split('.', maxsplit=1)[0]
#bug = sha_to_bug[sha]
#print(f" {json_file.name} -> {sha=}, {bug=}")
count += 1
with open(json_file, mode='r') as json_fp:
json_data = json.load(json_fp)
for patched_file, file_data in json_data['changes'].items():
if patched_file == '/dev/null':
continue
n_files += 1
for pm in list("-+"):
if pm not in file_data:
continue
for line_data in file_data[pm]:
n_lines += 1
records_from_dataset.append({
'id': f"{dataset}_{bug}",
'ds': dataset,
'bug': bug,
'sha': sha,
'file': patched_file,
'fcat': file_data['purpose'],
'image': 'beforeChange' if pm == '-' else 'afterChange',
'line': line_data['file_line_no'],
'annotation': line_data['type'],
})
print(f" {count} commit(s), {n_files} changed file(s), {n_lines} changed line(s)")
records_from_dataset = []
dataset = 'bugs-in-py'
for subdir in sorted(Path(bugsinpy_dataset_hapy_bip_dir).iterdir()):
print(f"{subdir.name}", end='')
bug = subdir.name
repo = subdir.name.rsplit('-', maxsplit=1)[0]
print(f" -> {repo=}, {bug=}", end='')
count = 0
n_files = 0
n_lines = 0
for json_file in subdir.joinpath('annotation').glob('*.json'):
sha = json_file.name.split('.', maxsplit=1)[0]
#bug = sha_to_bug[sha]
#print(f" {json_file.name} -> {sha=}, {bug=}")
count += 1
with open(json_file, mode='r') as json_fp:
json_data = json.load(json_fp)
for patched_file, file_data in json_data['changes'].items():
if patched_file == '/dev/null':
continue
n_files += 1
for pm in list("-+"):
if pm not in file_data:
continue
for line_data in file_data[pm]:
n_lines += 1
records_from_dataset.append({
'id': f"{dataset}_{bug}",
'ds': dataset,
'bug': bug,
'sha': sha,
'file': patched_file,
'fcat': file_data['purpose'],
'image': 'beforeChange' if pm == '-' else 'afterChange',
'line': line_data['file_line_no'],
'annotation': line_data['type'],
})
print(f" {count} commit(s), {n_files} changed file(s), {n_lines} changed line(s)")
PySnooper-1 -> repo='PySnooper', bug='PySnooper-1' 1 commit(s), 4 changed file(s), 60 changed line(s) PySnooper-2 -> repo='PySnooper', bug='PySnooper-2' 1 commit(s), 2 changed file(s), 27 changed line(s) PySnooper-3 -> repo='PySnooper', bug='PySnooper-3' 1 commit(s), 2 changed file(s), 30 changed line(s) ansible-1 -> repo='ansible', bug='ansible-1' 1 commit(s), 2 changed file(s), 39 changed line(s) ansible-10 -> repo='ansible', bug='ansible-10' 1 commit(s), 3 changed file(s), 24 changed line(s) ansible-11 -> repo='ansible', bug='ansible-11' 1 commit(s), 2 changed file(s), 57 changed line(s) ansible-12 -> repo='ansible', bug='ansible-12' 1 commit(s), 5 changed file(s), 64 changed line(s) ansible-13 -> repo='ansible', bug='ansible-13' 1 commit(s), 4 changed file(s), 43 changed line(s) ansible-14 -> repo='ansible', bug='ansible-14' 1 commit(s), 3 changed file(s), 67 changed line(s) ansible-15 -> repo='ansible', bug='ansible-15' 1 commit(s), 2 changed file(s), 8 changed line(s) ansible-16 -> repo='ansible', bug='ansible-16' 1 commit(s), 3 changed file(s), 17 changed line(s) ansible-17 -> repo='ansible', bug='ansible-17' 1 commit(s), 3 changed file(s), 26 changed line(s) ansible-18 -> repo='ansible', bug='ansible-18' 1 commit(s), 2 changed file(s), 10 changed line(s) ansible-2 -> repo='ansible', bug='ansible-2' 1 commit(s), 2 changed file(s), 66 changed line(s) ansible-3 -> repo='ansible', bug='ansible-3' 1 commit(s), 2 changed file(s), 37 changed line(s) ansible-4 -> repo='ansible', bug='ansible-4' 1 commit(s), 3 changed file(s), 57 changed line(s) ansible-5 -> repo='ansible', bug='ansible-5' 1 commit(s), 5 changed file(s), 156 changed line(s) ansible-6 -> repo='ansible', bug='ansible-6' 1 commit(s), 3 changed file(s), 87 changed line(s) ansible-7 -> repo='ansible', bug='ansible-7' 1 commit(s), 3 changed file(s), 16 changed line(s) ansible-8 -> repo='ansible', bug='ansible-8' 1 commit(s), 3 changed file(s), 28 changed line(s) ansible-9 -> repo='ansible', bug='ansible-9' 1 commit(s), 3 changed file(s), 17 changed line(s) black-1 -> repo='black', bug='black-1' 1 commit(s), 2 changed file(s), 35 changed line(s) black-10 -> repo='black', bug='black-10' 1 commit(s), 2 changed file(s), 17 changed line(s) black-11 -> repo='black', bug='black-11' 1 commit(s), 3 changed file(s), 102 changed line(s) black-12 -> repo='black', bug='black-12' 1 commit(s), 3 changed file(s), 48 changed line(s) black-13 -> repo='black', bug='black-13' 1 commit(s), 3 changed file(s), 30 changed line(s) black-14 -> repo='black', bug='black-14' 1 commit(s), 3 changed file(s), 45 changed line(s) black-15 -> repo='black', bug='black-15' 1 commit(s), 4 changed file(s), 283 changed line(s) black-16 -> repo='black', bug='black-16' 1 commit(s), 2 changed file(s), 60 changed line(s) black-17 -> repo='black', bug='black-17' 1 commit(s), 2 changed file(s), 24 changed line(s) black-18 -> repo='black', bug='black-18' 1 commit(s), 4 changed file(s), 83 changed line(s) black-19 -> repo='black', bug='black-19' 1 commit(s), 3 changed file(s), 20 changed line(s) black-2 -> repo='black', bug='black-2' 1 commit(s), 3 changed file(s), 88 changed line(s) black-20 -> repo='black', bug='black-20' 1 commit(s), 3 changed file(s), 8 changed line(s) black-21 -> repo='black', bug='black-21' 1 commit(s), 2 changed file(s), 4 changed line(s) black-22 -> repo='black', bug='black-22' 1 commit(s), 3 changed file(s), 261 changed line(s) black-23 -> repo='black', bug='black-23' 1 commit(s), 7 changed file(s), 113 changed line(s) black-3 -> repo='black', bug='black-3' 1 commit(s), 2 changed file(s), 12 changed line(s) black-4 -> repo='black', bug='black-4' 1 commit(s), 3 changed file(s), 28 changed line(s) black-5 -> repo='black', bug='black-5' 1 commit(s), 3 changed file(s), 37 changed line(s) black-6 -> repo='black', bug='black-6' 1 commit(s), 8 changed file(s), 208 changed line(s) black-7 -> repo='black', bug='black-7' 1 commit(s), 3 changed file(s), 32 changed line(s) black-8 -> repo='black', bug='black-8' 1 commit(s), 3 changed file(s), 72 changed line(s) black-9 -> repo='black', bug='black-9' 1 commit(s), 3 changed file(s), 28 changed line(s) cookiecutter-1 -> repo='cookiecutter', bug='cookiecutter-1' 1 commit(s), 3 changed file(s), 16 changed line(s) cookiecutter-2 -> repo='cookiecutter', bug='cookiecutter-2' 1 commit(s), 2 changed file(s), 45 changed line(s) cookiecutter-3 -> repo='cookiecutter', bug='cookiecutter-3' 1 commit(s), 2 changed file(s), 5 changed line(s) cookiecutter-4 -> repo='cookiecutter', bug='cookiecutter-4' 1 commit(s), 4 changed file(s), 42 changed line(s) fastapi-1 -> repo='fastapi', bug='fastapi-1' 1 commit(s), 6 changed file(s), 239 changed line(s) fastapi-10 -> repo='fastapi', bug='fastapi-10' 1 commit(s), 2 changed file(s), 31 changed line(s) fastapi-11 -> repo='fastapi', bug='fastapi-11' 1 commit(s), 3 changed file(s), 273 changed line(s) fastapi-12 -> repo='fastapi', bug='fastapi-12' 1 commit(s), 2 changed file(s), 15 changed line(s) fastapi-13 -> repo='fastapi', bug='fastapi-13' 1 commit(s), 2 changed file(s), 103 changed line(s) fastapi-14 -> repo='fastapi', bug='fastapi-14' 1 commit(s), 2 changed file(s), 116 changed line(s) fastapi-15 -> repo='fastapi', bug='fastapi-15' 1 commit(s), 2 changed file(s), 57 changed line(s) fastapi-16 -> repo='fastapi', bug='fastapi-16' 1 commit(s), 4 changed file(s), 59 changed line(s) fastapi-2 -> repo='fastapi', bug='fastapi-2' 1 commit(s), 2 changed file(s), 35 changed line(s) fastapi-3 -> repo='fastapi', bug='fastapi-3' 1 commit(s), 2 changed file(s), 186 changed line(s) fastapi-4 -> repo='fastapi', bug='fastapi-4' 1 commit(s), 2 changed file(s), 97 changed line(s) fastapi-5 -> repo='fastapi', bug='fastapi-5' 1 commit(s), 2 changed file(s), 93 changed line(s) fastapi-6 -> repo='fastapi', bug='fastapi-6' 1 commit(s), 2 changed file(s), 52 changed line(s) fastapi-7 -> repo='fastapi', bug='fastapi-7' 1 commit(s), 2 changed file(s), 38 changed line(s) fastapi-8 -> repo='fastapi', bug='fastapi-8' 1 commit(s), 2 changed file(s), 119 changed line(s) fastapi-9 -> repo='fastapi', bug='fastapi-9' 1 commit(s), 2 changed file(s), 79 changed line(s) httpie-1 -> repo='httpie', bug='httpie-1' 1 commit(s), 3 changed file(s), 71 changed line(s) httpie-2 -> repo='httpie', bug='httpie-2' 1 commit(s), 4 changed file(s), 13 changed line(s) httpie-3 -> repo='httpie', bug='httpie-3' 1 commit(s), 2 changed file(s), 16 changed line(s) httpie-4 -> repo='httpie', bug='httpie-4' 1 commit(s), 2 changed file(s), 20 changed line(s) httpie-5 -> repo='httpie', bug='httpie-5' 1 commit(s), 2 changed file(s), 25 changed line(s) keras-1 -> repo='keras', bug='keras-1' 1 commit(s), 5 changed file(s), 175 changed line(s) keras-10 -> repo='keras', bug='keras-10' 1 commit(s), 2 changed file(s), 64 changed line(s) keras-11 -> repo='keras', bug='keras-11' 1 commit(s), 6 changed file(s), 96 changed line(s) keras-12 -> repo='keras', bug='keras-12' 1 commit(s), 2 changed file(s), 21 changed line(s) keras-13 -> repo='keras', bug='keras-13' 1 commit(s), 2 changed file(s), 16 changed line(s) keras-14 -> repo='keras', bug='keras-14' 1 commit(s), 2 changed file(s), 15 changed line(s) keras-15 -> repo='keras', bug='keras-15' 1 commit(s), 2 changed file(s), 31 changed line(s) keras-16 -> repo='keras', bug='keras-16' 1 commit(s), 2 changed file(s), 38 changed line(s) keras-17 -> repo='keras', bug='keras-17' 1 commit(s), 2 changed file(s), 15 changed line(s) keras-18 -> repo='keras', bug='keras-18' 1 commit(s), 2 changed file(s), 48 changed line(s) keras-19 -> repo='keras', bug='keras-19' 1 commit(s), 3 changed file(s), 130 changed line(s) keras-2 -> repo='keras', bug='keras-2' 1 commit(s), 2 changed file(s), 13 changed line(s) keras-20 -> repo='keras', bug='keras-20' 1 commit(s), 6 changed file(s), 100 changed line(s) keras-21 -> repo='keras', bug='keras-21' 1 commit(s), 2 changed file(s), 105 changed line(s) keras-22 -> repo='keras', bug='keras-22' 1 commit(s), 2 changed file(s), 27 changed line(s) keras-23 -> repo='keras', bug='keras-23' 1 commit(s), 2 changed file(s), 42 changed line(s) keras-24 -> repo='keras', bug='keras-24' 1 commit(s), 2 changed file(s), 25 changed line(s) keras-25 -> repo='keras', bug='keras-25' 1 commit(s), 2 changed file(s), 16 changed line(s) keras-26 -> repo='keras', bug='keras-26' 1 commit(s), 2 changed file(s), 81 changed line(s) keras-27 -> repo='keras', bug='keras-27' 1 commit(s), 2 changed file(s), 46 changed line(s) keras-28 -> repo='keras', bug='keras-28' 1 commit(s), 2 changed file(s), 85 changed line(s) keras-29 -> repo='keras', bug='keras-29' 1 commit(s), 2 changed file(s), 39 changed line(s) keras-3 -> repo='keras', bug='keras-3' 1 commit(s), 2 changed file(s), 45 changed line(s) keras-30 -> repo='keras', bug='keras-30' 1 commit(s), 2 changed file(s), 26 changed line(s) keras-31 -> repo='keras', bug='keras-31' 1 commit(s), 2 changed file(s), 30 changed line(s) keras-32 -> repo='keras', bug='keras-32' 1 commit(s), 2 changed file(s), 59 changed line(s) keras-33 -> repo='keras', bug='keras-33' 1 commit(s), 2 changed file(s), 27 changed line(s) keras-34 -> repo='keras', bug='keras-34' 1 commit(s), 3 changed file(s), 51 changed line(s) keras-35 -> repo='keras', bug='keras-35' 1 commit(s), 2 changed file(s), 42 changed line(s) keras-36 -> repo='keras', bug='keras-36' 1 commit(s), 2 changed file(s), 33 changed line(s) keras-37 -> repo='keras', bug='keras-37' 1 commit(s), 3 changed file(s), 85 changed line(s) keras-38 -> repo='keras', bug='keras-38' 1 commit(s), 2 changed file(s), 5 changed line(s) keras-39 -> repo='keras', bug='keras-39' 1 commit(s), 2 changed file(s), 6 changed line(s) keras-4 -> repo='keras', bug='keras-4' 1 commit(s), 2 changed file(s), 27 changed line(s) keras-40 -> repo='keras', bug='keras-40' 1 commit(s), 2 changed file(s), 21 changed line(s) keras-41 -> repo='keras', bug='keras-41' 1 commit(s), 3 changed file(s), 67 changed line(s) keras-42 -> repo='keras', bug='keras-42' 1 commit(s), 3 changed file(s), 118 changed line(s) keras-43 -> repo='keras', bug='keras-43' 1 commit(s), 3 changed file(s), 22 changed line(s) keras-44 -> repo='keras', bug='keras-44' 1 commit(s), 2 changed file(s), 21 changed line(s) keras-45 -> repo='keras', bug='keras-45' 1 commit(s), 2 changed file(s), 19 changed line(s) keras-5 -> repo='keras', bug='keras-5' 1 commit(s), 2 changed file(s), 27 changed line(s) keras-6 -> repo='keras', bug='keras-6' 1 commit(s), 2 changed file(s), 22 changed line(s) keras-7 -> repo='keras', bug='keras-7' 1 commit(s), 2 changed file(s), 20 changed line(s) keras-8 -> repo='keras', bug='keras-8' 1 commit(s), 2 changed file(s), 87 changed line(s) keras-9 -> repo='keras', bug='keras-9' 1 commit(s), 2 changed file(s), 34 changed line(s) luigi-1 -> repo='luigi', bug='luigi-1' 1 commit(s), 2 changed file(s), 8 changed line(s) luigi-10 -> repo='luigi', bug='luigi-10' 1 commit(s), 2 changed file(s), 21 changed line(s) luigi-11 -> repo='luigi', bug='luigi-11' 1 commit(s), 2 changed file(s), 50 changed line(s) luigi-12 -> repo='luigi', bug='luigi-12' 1 commit(s), 2 changed file(s), 65 changed line(s) luigi-13 -> repo='luigi', bug='luigi-13' 1 commit(s), 2 changed file(s), 11 changed line(s) luigi-14 -> repo='luigi', bug='luigi-14' 1 commit(s), 2 changed file(s), 35 changed line(s) luigi-15 -> repo='luigi', bug='luigi-15' 1 commit(s), 2 changed file(s), 48 changed line(s) luigi-16 -> repo='luigi', bug='luigi-16' 1 commit(s), 2 changed file(s), 16 changed line(s) luigi-17 -> repo='luigi', bug='luigi-17' 1 commit(s), 2 changed file(s), 8 changed line(s) luigi-18 -> repo='luigi', bug='luigi-18' 1 commit(s), 2 changed file(s), 31 changed line(s) luigi-19 -> repo='luigi', bug='luigi-19' 1 commit(s), 2 changed file(s), 27 changed line(s) luigi-2 -> repo='luigi', bug='luigi-2' 1 commit(s), 2 changed file(s), 25 changed line(s) luigi-20 -> repo='luigi', bug='luigi-20' 1 commit(s), 2 changed file(s), 7 changed line(s) luigi-21 -> repo='luigi', bug='luigi-21' 1 commit(s), 3 changed file(s), 25 changed line(s) luigi-22 -> repo='luigi', bug='luigi-22' 1 commit(s), 2 changed file(s), 11 changed line(s) luigi-23 -> repo='luigi', bug='luigi-23' 1 commit(s), 3 changed file(s), 21 changed line(s) luigi-24 -> repo='luigi', bug='luigi-24' 1 commit(s), 2 changed file(s), 6 changed line(s) luigi-25 -> repo='luigi', bug='luigi-25' 1 commit(s), 2 changed file(s), 88 changed line(s) luigi-26 -> repo='luigi', bug='luigi-26' 1 commit(s), 2 changed file(s), 76 changed line(s) luigi-27 -> repo='luigi', bug='luigi-27' 1 commit(s), 2 changed file(s), 67 changed line(s) luigi-28 -> repo='luigi', bug='luigi-28' 1 commit(s), 2 changed file(s), 10 changed line(s) luigi-29 -> repo='luigi', bug='luigi-29' 1 commit(s), 3 changed file(s), 23 changed line(s) luigi-3 -> repo='luigi', bug='luigi-3' 1 commit(s), 2 changed file(s), 11 changed line(s) luigi-30 -> repo='luigi', bug='luigi-30' 1 commit(s), 2 changed file(s), 99 changed line(s) luigi-31 -> repo='luigi', bug='luigi-31' 1 commit(s), 2 changed file(s), 6 changed line(s) luigi-32 -> repo='luigi', bug='luigi-32' 1 commit(s), 2 changed file(s), 10 changed line(s) luigi-33 -> repo='luigi', bug='luigi-33' 1 commit(s), 2 changed file(s), 78 changed line(s) luigi-4 -> repo='luigi', bug='luigi-4' 1 commit(s), 2 changed file(s), 124 changed line(s) luigi-5 -> repo='luigi', bug='luigi-5' 1 commit(s), 2 changed file(s), 125 changed line(s) luigi-6 -> repo='luigi', bug='luigi-6' 1 commit(s), 2 changed file(s), 78 changed line(s) luigi-7 -> repo='luigi', bug='luigi-7' 1 commit(s), 2 changed file(s), 12 changed line(s) luigi-8 -> repo='luigi', bug='luigi-8' 1 commit(s), 2 changed file(s), 12 changed line(s) luigi-9 -> repo='luigi', bug='luigi-9' 1 commit(s), 3 changed file(s), 74 changed line(s) matplotlib-1 -> repo='matplotlib', bug='matplotlib-1' 1 commit(s), 4 changed file(s), 72 changed line(s) matplotlib-10 -> repo='matplotlib', bug='matplotlib-10' 1 commit(s), 3 changed file(s), 21 changed line(s) matplotlib-11 -> repo='matplotlib', bug='matplotlib-11' 1 commit(s), 2 changed file(s), 39 changed line(s) matplotlib-12 -> repo='matplotlib', bug='matplotlib-12' 1 commit(s), 2 changed file(s), 54 changed line(s) matplotlib-13 -> repo='matplotlib', bug='matplotlib-13' 1 commit(s), 2 changed file(s), 18 changed line(s) matplotlib-14 -> repo='matplotlib', bug='matplotlib-14' 1 commit(s), 2 changed file(s), 15 changed line(s) matplotlib-15 -> repo='matplotlib', bug='matplotlib-15' 1 commit(s), 6 changed file(s), 75 changed line(s) matplotlib-16 -> repo='matplotlib', bug='matplotlib-16' 1 commit(s), 2 changed file(s), 15 changed line(s) matplotlib-18 -> repo='matplotlib', bug='matplotlib-18' 1 commit(s), 2 changed file(s), 17 changed line(s) matplotlib-2 -> repo='matplotlib', bug='matplotlib-2' 1 commit(s), 2 changed file(s), 20 changed line(s) matplotlib-20 -> repo='matplotlib', bug='matplotlib-20' 1 commit(s), 3 changed file(s), 22 changed line(s) matplotlib-21 -> repo='matplotlib', bug='matplotlib-21' 1 commit(s), 2 changed file(s), 32 changed line(s) matplotlib-22 -> repo='matplotlib', bug='matplotlib-22' 1 commit(s), 2 changed file(s), 26 changed line(s) matplotlib-23 -> repo='matplotlib', bug='matplotlib-23' 1 commit(s), 2 changed file(s), 13 changed line(s) matplotlib-24 -> repo='matplotlib', bug='matplotlib-24' 1 commit(s), 2 changed file(s), 9 changed line(s) matplotlib-25 -> repo='matplotlib', bug='matplotlib-25' 1 commit(s), 2 changed file(s), 16 changed line(s) matplotlib-27 -> repo='matplotlib', bug='matplotlib-27' 1 commit(s), 2 changed file(s), 23 changed line(s) matplotlib-28 -> repo='matplotlib', bug='matplotlib-28' 1 commit(s), 2 changed file(s), 13 changed line(s) matplotlib-29 -> repo='matplotlib', bug='matplotlib-29' 1 commit(s), 2 changed file(s), 31 changed line(s) matplotlib-3 -> repo='matplotlib', bug='matplotlib-3' 1 commit(s), 2 changed file(s), 11 changed line(s) matplotlib-30 -> repo='matplotlib', bug='matplotlib-30' 1 commit(s), 2 changed file(s), 34 changed line(s) matplotlib-4 -> repo='matplotlib', bug='matplotlib-4' 1 commit(s), 4 changed file(s), 35 changed line(s) matplotlib-5 -> repo='matplotlib', bug='matplotlib-5' 1 commit(s), 2 changed file(s), 21 changed line(s) matplotlib-6 -> repo='matplotlib', bug='matplotlib-6' 1 commit(s), 2 changed file(s), 24 changed line(s) matplotlib-7 -> repo='matplotlib', bug='matplotlib-7' 1 commit(s), 2 changed file(s), 15 changed line(s) matplotlib-8 -> repo='matplotlib', bug='matplotlib-8' 1 commit(s), 2 changed file(s), 36 changed line(s) matplotlib-9 -> repo='matplotlib', bug='matplotlib-9' 1 commit(s), 2 changed file(s), 7 changed line(s) pandas-1 -> repo='pandas', bug='pandas-1' 1 commit(s), 3 changed file(s), 7 changed line(s) pandas-10 -> repo='pandas', bug='pandas-10' 1 commit(s), 3 changed file(s), 27 changed line(s) pandas-100 -> repo='pandas', bug='pandas-100' 1 commit(s), 4 changed file(s), 38 changed line(s) pandas-101 -> repo='pandas', bug='pandas-101' 1 commit(s), 3 changed file(s), 46 changed line(s) pandas-102 -> repo='pandas', bug='pandas-102' 1 commit(s), 3 changed file(s), 23 changed line(s) pandas-103 -> repo='pandas', bug='pandas-103' 1 commit(s), 4 changed file(s), 29 changed line(s) pandas-104 -> repo='pandas', bug='pandas-104' 1 commit(s), 3 changed file(s), 55 changed line(s) pandas-105 -> repo='pandas', bug='pandas-105' 1 commit(s), 8 changed file(s), 152 changed line(s) pandas-106 -> repo='pandas', bug='pandas-106' 1 commit(s), 3 changed file(s), 20 changed line(s) pandas-107 -> repo='pandas', bug='pandas-107' 1 commit(s), 3 changed file(s), 31 changed line(s) pandas-108 -> repo='pandas', bug='pandas-108' 1 commit(s), 3 changed file(s), 36 changed line(s) pandas-109 -> repo='pandas', bug='pandas-109' 1 commit(s), 3 changed file(s), 55 changed line(s) pandas-11 -> repo='pandas', bug='pandas-11' 1 commit(s), 3 changed file(s), 24 changed line(s) pandas-110 -> repo='pandas', bug='pandas-110' 1 commit(s), 4 changed file(s), 42 changed line(s) pandas-111 -> repo='pandas', bug='pandas-111' 1 commit(s), 5 changed file(s), 82 changed line(s) pandas-112 -> repo='pandas', bug='pandas-112' 1 commit(s), 4 changed file(s), 46 changed line(s) pandas-113 -> repo='pandas', bug='pandas-113' 1 commit(s), 4 changed file(s), 47 changed line(s) pandas-114 -> repo='pandas', bug='pandas-114' 1 commit(s), 2 changed file(s), 58 changed line(s) pandas-115 -> repo='pandas', bug='pandas-115' 1 commit(s), 3 changed file(s), 18 changed line(s) pandas-116 -> repo='pandas', bug='pandas-116' 1 commit(s), 3 changed file(s), 36 changed line(s) pandas-117 -> repo='pandas', bug='pandas-117' 1 commit(s), 3 changed file(s), 7 changed line(s) pandas-118 -> repo='pandas', bug='pandas-118' 1 commit(s), 3 changed file(s), 22 changed line(s) pandas-119 -> repo='pandas', bug='pandas-119' 1 commit(s), 4 changed file(s), 25 changed line(s) pandas-12 -> repo='pandas', bug='pandas-12' 1 commit(s), 3 changed file(s), 52 changed line(s) pandas-120 -> repo='pandas', bug='pandas-120' 1 commit(s), 4 changed file(s), 148 changed line(s) pandas-121 -> repo='pandas', bug='pandas-121' 1 commit(s), 4 changed file(s), 21 changed line(s) pandas-122 -> repo='pandas', bug='pandas-122' 1 commit(s), 3 changed file(s), 14 changed line(s) pandas-123 -> repo='pandas', bug='pandas-123' 1 commit(s), 7 changed file(s), 66 changed line(s) pandas-124 -> repo='pandas', bug='pandas-124' 1 commit(s), 3 changed file(s), 31 changed line(s) pandas-125 -> repo='pandas', bug='pandas-125' 1 commit(s), 6 changed file(s), 129 changed line(s) pandas-126 -> repo='pandas', bug='pandas-126' 1 commit(s), 3 changed file(s), 26 changed line(s) pandas-127 -> repo='pandas', bug='pandas-127' 1 commit(s), 3 changed file(s), 12 changed line(s) pandas-128 -> repo='pandas', bug='pandas-128' 1 commit(s), 3 changed file(s), 15 changed line(s) pandas-129 -> repo='pandas', bug='pandas-129' 1 commit(s), 3 changed file(s), 20 changed line(s) pandas-13 -> repo='pandas', bug='pandas-13' 1 commit(s), 3 changed file(s), 116 changed line(s) pandas-130 -> repo='pandas', bug='pandas-130' 1 commit(s), 3 changed file(s), 36 changed line(s) pandas-131 -> repo='pandas', bug='pandas-131' 1 commit(s), 3 changed file(s), 46 changed line(s) pandas-132 -> repo='pandas', bug='pandas-132' 1 commit(s), 4 changed file(s), 24 changed line(s) pandas-133 -> repo='pandas', bug='pandas-133' 1 commit(s), 3 changed file(s), 29 changed line(s) pandas-134 -> repo='pandas', bug='pandas-134' 1 commit(s), 4 changed file(s), 27 changed line(s) pandas-135 -> repo='pandas', bug='pandas-135' 1 commit(s), 2 changed file(s), 60 changed line(s) pandas-136 -> repo='pandas', bug='pandas-136' 1 commit(s), 3 changed file(s), 20 changed line(s) pandas-137 -> repo='pandas', bug='pandas-137' 1 commit(s), 4 changed file(s), 36 changed line(s) pandas-138 -> repo='pandas', bug='pandas-138' 1 commit(s), 4 changed file(s), 45 changed line(s) pandas-139 -> repo='pandas', bug='pandas-139' 1 commit(s), 3 changed file(s), 24 changed line(s) pandas-14 -> repo='pandas', bug='pandas-14' 1 commit(s), 4 changed file(s), 130 changed line(s) pandas-140 -> repo='pandas', bug='pandas-140' 1 commit(s), 3 changed file(s), 25 changed line(s) pandas-141 -> repo='pandas', bug='pandas-141' 1 commit(s), 3 changed file(s), 14 changed line(s) pandas-142 -> repo='pandas', bug='pandas-142' 1 commit(s), 4 changed file(s), 111 changed line(s) pandas-143 -> repo='pandas', bug='pandas-143' 1 commit(s), 4 changed file(s), 32 changed line(s) pandas-144 -> repo='pandas', bug='pandas-144' 1 commit(s), 3 changed file(s), 17 changed line(s) pandas-145 -> repo='pandas', bug='pandas-145' 1 commit(s), 3 changed file(s), 28 changed line(s) pandas-146 -> repo='pandas', bug='pandas-146' 1 commit(s), 4 changed file(s), 63 changed line(s) pandas-147 -> repo='pandas', bug='pandas-147' 1 commit(s), 2 changed file(s), 31 changed line(s) pandas-148 -> repo='pandas', bug='pandas-148' 1 commit(s), 3 changed file(s), 34 changed line(s) pandas-149 -> repo='pandas', bug='pandas-149' 1 commit(s), 3 changed file(s), 35 changed line(s) pandas-15 -> repo='pandas', bug='pandas-15' 1 commit(s), 4 changed file(s), 41 changed line(s) pandas-150 -> repo='pandas', bug='pandas-150' 1 commit(s), 3 changed file(s), 24 changed line(s) pandas-151 -> repo='pandas', bug='pandas-151' 1 commit(s), 3 changed file(s), 28 changed line(s) pandas-152 -> repo='pandas', bug='pandas-152' 1 commit(s), 3 changed file(s), 16 changed line(s) pandas-153 -> repo='pandas', bug='pandas-153' 1 commit(s), 4 changed file(s), 35 changed line(s) pandas-154 -> repo='pandas', bug='pandas-154' 1 commit(s), 3 changed file(s), 79 changed line(s) pandas-155 -> repo='pandas', bug='pandas-155' 1 commit(s), 3 changed file(s), 34 changed line(s) pandas-156 -> repo='pandas', bug='pandas-156' 1 commit(s), 3 changed file(s), 24 changed line(s) pandas-157 -> repo='pandas', bug='pandas-157' 1 commit(s), 3 changed file(s), 59 changed line(s) pandas-158 -> repo='pandas', bug='pandas-158' 1 commit(s), 3 changed file(s), 28 changed line(s) pandas-159 -> repo='pandas', bug='pandas-159' 1 commit(s), 3 changed file(s), 40 changed line(s) pandas-16 -> repo='pandas', bug='pandas-16' 1 commit(s), 2 changed file(s), 19 changed line(s) pandas-160 -> repo='pandas', bug='pandas-160' 1 commit(s), 3 changed file(s), 38 changed line(s) pandas-161 -> repo='pandas', bug='pandas-161' 1 commit(s), 3 changed file(s), 28 changed line(s) pandas-162 -> repo='pandas', bug='pandas-162' 1 commit(s), 3 changed file(s), 111 changed line(s) pandas-163 -> repo='pandas', bug='pandas-163' 1 commit(s), 3 changed file(s), 15 changed line(s) pandas-164 -> repo='pandas', bug='pandas-164' 1 commit(s), 3 changed file(s), 17 changed line(s) pandas-165 -> repo='pandas', bug='pandas-165' 1 commit(s), 4 changed file(s), 55 changed line(s) pandas-166 -> repo='pandas', bug='pandas-166' 1 commit(s), 3 changed file(s), 39 changed line(s) pandas-167 -> repo='pandas', bug='pandas-167' 1 commit(s), 6 changed file(s), 35 changed line(s) pandas-168 -> repo='pandas', bug='pandas-168' 1 commit(s), 3 changed file(s), 27 changed line(s) pandas-169 -> repo='pandas', bug='pandas-169' 1 commit(s), 3 changed file(s), 29 changed line(s) pandas-17 -> repo='pandas', bug='pandas-17' 1 commit(s), 6 changed file(s), 80 changed line(s) pandas-18 -> repo='pandas', bug='pandas-18' 1 commit(s), 5 changed file(s), 53 changed line(s) pandas-19 -> repo='pandas', bug='pandas-19' 1 commit(s), 5 changed file(s), 104 changed line(s) pandas-2 -> repo='pandas', bug='pandas-2' 1 commit(s), 3 changed file(s), 71 changed line(s) pandas-20 -> repo='pandas', bug='pandas-20' 1 commit(s), 3 changed file(s), 18 changed line(s) pandas-21 -> repo='pandas', bug='pandas-21' 1 commit(s), 4 changed file(s), 25 changed line(s) pandas-22 -> repo='pandas', bug='pandas-22' 1 commit(s), 4 changed file(s), 17 changed line(s) pandas-23 -> repo='pandas', bug='pandas-23' 1 commit(s), 5 changed file(s), 42 changed line(s) pandas-24 -> repo='pandas', bug='pandas-24' 1 commit(s), 4 changed file(s), 41 changed line(s) pandas-25 -> repo='pandas', bug='pandas-25' 1 commit(s), 2 changed file(s), 20 changed line(s) pandas-26 -> repo='pandas', bug='pandas-26' 1 commit(s), 3 changed file(s), 13 changed line(s) pandas-27 -> repo='pandas', bug='pandas-27' 1 commit(s), 3 changed file(s), 36 changed line(s) pandas-28 -> repo='pandas', bug='pandas-28' 1 commit(s), 3 changed file(s), 13 changed line(s) pandas-29 -> repo='pandas', bug='pandas-29' 1 commit(s), 4 changed file(s), 36 changed line(s) pandas-3 -> repo='pandas', bug='pandas-3' 1 commit(s), 4 changed file(s), 31 changed line(s) pandas-30 -> repo='pandas', bug='pandas-30' 1 commit(s), 3 changed file(s), 9 changed line(s) pandas-31 -> repo='pandas', bug='pandas-31' 1 commit(s), 3 changed file(s), 35 changed line(s) pandas-32 -> repo='pandas', bug='pandas-32' 1 commit(s), 3 changed file(s), 23 changed line(s) pandas-33 -> repo='pandas', bug='pandas-33' 1 commit(s), 3 changed file(s), 15 changed line(s) pandas-34 -> repo='pandas', bug='pandas-34' 1 commit(s), 3 changed file(s), 24 changed line(s) pandas-35 -> repo='pandas', bug='pandas-35' 1 commit(s), 2 changed file(s), 18 changed line(s) pandas-36 -> repo='pandas', bug='pandas-36' 1 commit(s), 2 changed file(s), 103 changed line(s) pandas-37 -> repo='pandas', bug='pandas-37' 1 commit(s), 3 changed file(s), 20 changed line(s) pandas-38 -> repo='pandas', bug='pandas-38' 1 commit(s), 3 changed file(s), 59 changed line(s) pandas-39 -> repo='pandas', bug='pandas-39' 1 commit(s), 3 changed file(s), 25 changed line(s) pandas-40 -> repo='pandas', bug='pandas-40' 1 commit(s), 3 changed file(s), 126 changed line(s) pandas-41 -> repo='pandas', bug='pandas-41' 1 commit(s), 3 changed file(s), 80 changed line(s) pandas-42 -> repo='pandas', bug='pandas-42' 1 commit(s), 4 changed file(s), 79 changed line(s) pandas-43 -> repo='pandas', bug='pandas-43' 1 commit(s), 3 changed file(s), 35 changed line(s) pandas-44 -> repo='pandas', bug='pandas-44' 1 commit(s), 8 changed file(s), 146 changed line(s) pandas-45 -> repo='pandas', bug='pandas-45' 1 commit(s), 3 changed file(s), 11 changed line(s) pandas-46 -> repo='pandas', bug='pandas-46' 1 commit(s), 5 changed file(s), 51 changed line(s) pandas-47 -> repo='pandas', bug='pandas-47' 1 commit(s), 5 changed file(s), 194 changed line(s) pandas-48 -> repo='pandas', bug='pandas-48' 1 commit(s), 3 changed file(s), 34 changed line(s) pandas-49 -> repo='pandas', bug='pandas-49' 1 commit(s), 3 changed file(s), 18 changed line(s) pandas-5 -> repo='pandas', bug='pandas-5' 1 commit(s), 3 changed file(s), 19 changed line(s) pandas-50 -> repo='pandas', bug='pandas-50' 1 commit(s), 3 changed file(s), 19 changed line(s) pandas-51 -> repo='pandas', bug='pandas-51' 1 commit(s), 4 changed file(s), 34 changed line(s) pandas-52 -> repo='pandas', bug='pandas-52' 1 commit(s), 3 changed file(s), 27 changed line(s) pandas-53 -> repo='pandas', bug='pandas-53' 1 commit(s), 6 changed file(s), 46 changed line(s) pandas-54 -> repo='pandas', bug='pandas-54' 1 commit(s), 3 changed file(s), 10 changed line(s) pandas-55 -> repo='pandas', bug='pandas-55' 1 commit(s), 3 changed file(s), 19 changed line(s) pandas-56 -> repo='pandas', bug='pandas-56' 1 commit(s), 3 changed file(s), 27 changed line(s) pandas-57 -> repo='pandas', bug='pandas-57' 1 commit(s), 4 changed file(s), 91 changed line(s) pandas-58 -> repo='pandas', bug='pandas-58' 1 commit(s), 3 changed file(s), 29 changed line(s) pandas-59 -> repo='pandas', bug='pandas-59' 1 commit(s), 3 changed file(s), 13 changed line(s) pandas-6 -> repo='pandas', bug='pandas-6' 1 commit(s), 3 changed file(s), 15 changed line(s) pandas-60 -> repo='pandas', bug='pandas-60' 1 commit(s), 3 changed file(s), 22 changed line(s) pandas-61 -> repo='pandas', bug='pandas-61' 1 commit(s), 2 changed file(s), 33 changed line(s) pandas-62 -> repo='pandas', bug='pandas-62' 1 commit(s), 3 changed file(s), 53 changed line(s) pandas-63 -> repo='pandas', bug='pandas-63' 1 commit(s), 3 changed file(s), 92 changed line(s) pandas-64 -> repo='pandas', bug='pandas-64' 1 commit(s), 3 changed file(s), 25 changed line(s) pandas-65 -> repo='pandas', bug='pandas-65' 1 commit(s), 5 changed file(s), 20 changed line(s) pandas-66 -> repo='pandas', bug='pandas-66' 1 commit(s), 4 changed file(s), 35 changed line(s) pandas-67 -> repo='pandas', bug='pandas-67' 1 commit(s), 3 changed file(s), 51 changed line(s) pandas-68 -> repo='pandas', bug='pandas-68' 1 commit(s), 4 changed file(s), 56 changed line(s) pandas-69 -> repo='pandas', bug='pandas-69' 1 commit(s), 3 changed file(s), 10 changed line(s) pandas-7 -> repo='pandas', bug='pandas-7' 1 commit(s), 3 changed file(s), 17 changed line(s) pandas-70 -> repo='pandas', bug='pandas-70' 1 commit(s), 7 changed file(s), 127 changed line(s) pandas-71 -> repo='pandas', bug='pandas-71' 1 commit(s), 2 changed file(s), 21 changed line(s) pandas-72 -> repo='pandas', bug='pandas-72' 1 commit(s), 3 changed file(s), 34 changed line(s) pandas-73 -> repo='pandas', bug='pandas-73' 1 commit(s), 4 changed file(s), 41 changed line(s) pandas-74 -> repo='pandas', bug='pandas-74' 1 commit(s), 2 changed file(s), 8 changed line(s) pandas-75 -> repo='pandas', bug='pandas-75' 1 commit(s), 3 changed file(s), 36 changed line(s) pandas-76 -> repo='pandas', bug='pandas-76' 1 commit(s), 3 changed file(s), 11 changed line(s) pandas-77 -> repo='pandas', bug='pandas-77' 1 commit(s), 2 changed file(s), 25 changed line(s) pandas-78 -> repo='pandas', bug='pandas-78' 1 commit(s), 3 changed file(s), 18 changed line(s) pandas-79 -> repo='pandas', bug='pandas-79' 1 commit(s), 5 changed file(s), 18 changed line(s) pandas-8 -> repo='pandas', bug='pandas-8' 1 commit(s), 3 changed file(s), 14 changed line(s) pandas-80 -> repo='pandas', bug='pandas-80' 1 commit(s), 10 changed file(s), 78 changed line(s) pandas-81 -> repo='pandas', bug='pandas-81' 1 commit(s), 2 changed file(s), 14 changed line(s) pandas-82 -> repo='pandas', bug='pandas-82' 1 commit(s), 2 changed file(s), 19 changed line(s) pandas-83 -> repo='pandas', bug='pandas-83' 1 commit(s), 4 changed file(s), 40 changed line(s) pandas-84 -> repo='pandas', bug='pandas-84' 1 commit(s), 5 changed file(s), 260 changed line(s) pandas-85 -> repo='pandas', bug='pandas-85' 1 commit(s), 2 changed file(s), 21 changed line(s) pandas-86 -> repo='pandas', bug='pandas-86' 1 commit(s), 3 changed file(s), 13 changed line(s) pandas-87 -> repo='pandas', bug='pandas-87' 1 commit(s), 3 changed file(s), 25 changed line(s) pandas-88 -> repo='pandas', bug='pandas-88' 1 commit(s), 3 changed file(s), 26 changed line(s) pandas-89 -> repo='pandas', bug='pandas-89' 1 commit(s), 3 changed file(s), 34 changed line(s) pandas-9 -> repo='pandas', bug='pandas-9' 1 commit(s), 3 changed file(s), 46 changed line(s) pandas-90 -> repo='pandas', bug='pandas-90' 1 commit(s), 4 changed file(s), 193 changed line(s) pandas-91 -> repo='pandas', bug='pandas-91' 1 commit(s), 2 changed file(s), 58 changed line(s) pandas-92 -> repo='pandas', bug='pandas-92' 1 commit(s), 7 changed file(s), 71 changed line(s) pandas-93 -> repo='pandas', bug='pandas-93' 1 commit(s), 5 changed file(s), 197 changed line(s) pandas-94 -> repo='pandas', bug='pandas-94' 1 commit(s), 2 changed file(s), 53 changed line(s) pandas-95 -> repo='pandas', bug='pandas-95' 1 commit(s), 4 changed file(s), 39 changed line(s) pandas-96 -> repo='pandas', bug='pandas-96' 1 commit(s), 3 changed file(s), 27 changed line(s) pandas-97 -> repo='pandas', bug='pandas-97' 1 commit(s), 2 changed file(s), 29 changed line(s) pandas-98 -> repo='pandas', bug='pandas-98' 1 commit(s), 2 changed file(s), 59 changed line(s) pandas-99 -> repo='pandas', bug='pandas-99' 1 commit(s), 4 changed file(s), 77 changed line(s) sanic-1 -> repo='sanic', bug='sanic-1' 1 commit(s), 3 changed file(s), 79 changed line(s) sanic-2 -> repo='sanic', bug='sanic-2' 1 commit(s), 2 changed file(s), 38 changed line(s) sanic-3 -> repo='sanic', bug='sanic-3' 1 commit(s), 2 changed file(s), 22 changed line(s) sanic-4 -> repo='sanic', bug='sanic-4' 1 commit(s), 5 changed file(s), 48 changed line(s) sanic-5 -> repo='sanic', bug='sanic-5' 1 commit(s), 2 changed file(s), 20 changed line(s) scrapy-1 -> repo='scrapy', bug='scrapy-1' 1 commit(s), 2 changed file(s), 26 changed line(s) scrapy-10 -> repo='scrapy', bug='scrapy-10' 1 commit(s), 2 changed file(s), 14 changed line(s) scrapy-11 -> repo='scrapy', bug='scrapy-11' 1 commit(s), 4 changed file(s), 12 changed line(s) scrapy-12 -> repo='scrapy', bug='scrapy-12' 1 commit(s), 2 changed file(s), 8 changed line(s) scrapy-13 -> repo='scrapy', bug='scrapy-13' 1 commit(s), 2 changed file(s), 4 changed line(s) scrapy-14 -> repo='scrapy', bug='scrapy-14' 1 commit(s), 2 changed file(s), 46 changed line(s) scrapy-15 -> repo='scrapy', bug='scrapy-15' 1 commit(s), 2 changed file(s), 23 changed line(s) scrapy-16 -> repo='scrapy', bug='scrapy-16' 1 commit(s), 2 changed file(s), 237 changed line(s) scrapy-17 -> repo='scrapy', bug='scrapy-17' 1 commit(s), 2 changed file(s), 15 changed line(s) scrapy-18 -> repo='scrapy', bug='scrapy-18' 1 commit(s), 2 changed file(s), 14 changed line(s) scrapy-19 -> repo='scrapy', bug='scrapy-19' 1 commit(s), 2 changed file(s), 26 changed line(s) scrapy-2 -> repo='scrapy', bug='scrapy-2' 1 commit(s), 2 changed file(s), 34 changed line(s) scrapy-20 -> repo='scrapy', bug='scrapy-20' 1 commit(s), 2 changed file(s), 14 changed line(s) scrapy-21 -> repo='scrapy', bug='scrapy-21' 1 commit(s), 2 changed file(s), 16 changed line(s) scrapy-22 -> repo='scrapy', bug='scrapy-22' 1 commit(s), 2 changed file(s), 18 changed line(s) scrapy-23 -> repo='scrapy', bug='scrapy-23' 1 commit(s), 4 changed file(s), 22 changed line(s) scrapy-24 -> repo='scrapy', bug='scrapy-24' 1 commit(s), 2 changed file(s), 24 changed line(s) scrapy-25 -> repo='scrapy', bug='scrapy-25' 1 commit(s), 2 changed file(s), 24 changed line(s) scrapy-26 -> repo='scrapy', bug='scrapy-26' 1 commit(s), 2 changed file(s), 31 changed line(s) scrapy-27 -> repo='scrapy', bug='scrapy-27' 1 commit(s), 3 changed file(s), 21 changed line(s) scrapy-28 -> repo='scrapy', bug='scrapy-28' 1 commit(s), 2 changed file(s), 24 changed line(s) scrapy-29 -> repo='scrapy', bug='scrapy-29' 1 commit(s), 2 changed file(s), 7 changed line(s) scrapy-3 -> repo='scrapy', bug='scrapy-3' 1 commit(s), 2 changed file(s), 23 changed line(s) scrapy-30 -> repo='scrapy', bug='scrapy-30' 1 commit(s), 5 changed file(s), 21 changed line(s) scrapy-31 -> repo='scrapy', bug='scrapy-31' 1 commit(s), 2 changed file(s), 27 changed line(s) scrapy-32 -> repo='scrapy', bug='scrapy-32' 1 commit(s), 2 changed file(s), 16 changed line(s) scrapy-33 -> repo='scrapy', bug='scrapy-33' 1 commit(s), 11 changed file(s), 134 changed line(s) scrapy-34 -> repo='scrapy', bug='scrapy-34' 1 commit(s), 2 changed file(s), 39 changed line(s) scrapy-35 -> repo='scrapy', bug='scrapy-35' 1 commit(s), 2 changed file(s), 19 changed line(s) scrapy-36 -> repo='scrapy', bug='scrapy-36' 1 commit(s), 2 changed file(s), 29 changed line(s) scrapy-37 -> repo='scrapy', bug='scrapy-37' 1 commit(s), 2 changed file(s), 4 changed line(s) scrapy-38 -> repo='scrapy', bug='scrapy-38' 1 commit(s), 2 changed file(s), 15 changed line(s) scrapy-39 -> repo='scrapy', bug='scrapy-39' 1 commit(s), 2 changed file(s), 40 changed line(s) scrapy-4 -> repo='scrapy', bug='scrapy-4' 1 commit(s), 2 changed file(s), 19 changed line(s) scrapy-40 -> repo='scrapy', bug='scrapy-40' 1 commit(s), 2 changed file(s), 21 changed line(s) scrapy-5 -> repo='scrapy', bug='scrapy-5' 1 commit(s), 2 changed file(s), 6 changed line(s) scrapy-6 -> repo='scrapy', bug='scrapy-6' 1 commit(s), 2 changed file(s), 13 changed line(s) scrapy-7 -> repo='scrapy', bug='scrapy-7' 1 commit(s), 2 changed file(s), 20 changed line(s) scrapy-8 -> repo='scrapy', bug='scrapy-8' 1 commit(s), 2 changed file(s), 55 changed line(s) scrapy-9 -> repo='scrapy', bug='scrapy-9' 1 commit(s), 3 changed file(s), 34 changed line(s) spacy-1 -> repo='spacy', bug='spacy-1' 1 commit(s), 2 changed file(s), 20 changed line(s) spacy-10 -> repo='spacy', bug='spacy-10' 1 commit(s), 3 changed file(s), 12 changed line(s) spacy-2 -> repo='spacy', bug='spacy-2' 1 commit(s), 3 changed file(s), 38 changed line(s) spacy-3 -> repo='spacy', bug='spacy-3' 1 commit(s), 3 changed file(s), 130 changed line(s) spacy-4 -> repo='spacy', bug='spacy-4' 1 commit(s), 3 changed file(s), 139 changed line(s) spacy-5 -> repo='spacy', bug='spacy-5' 1 commit(s), 2 changed file(s), 16 changed line(s) spacy-6 -> repo='spacy', bug='spacy-6' 1 commit(s), 2 changed file(s), 24 changed line(s) spacy-7 -> repo='spacy', bug='spacy-7' 1 commit(s), 3 changed file(s), 19 changed line(s) spacy-8 -> repo='spacy', bug='spacy-8' 1 commit(s), 3 changed file(s), 24 changed line(s) spacy-9 -> repo='spacy', bug='spacy-9' 1 commit(s), 3 changed file(s), 34 changed line(s) thefuck-1 -> repo='thefuck', bug='thefuck-1' 1 commit(s), 2 changed file(s), 31 changed line(s) thefuck-10 -> repo='thefuck', bug='thefuck-10' 1 commit(s), 2 changed file(s), 15 changed line(s) thefuck-11 -> repo='thefuck', bug='thefuck-11' 1 commit(s), 2 changed file(s), 22 changed line(s) thefuck-12 -> repo='thefuck', bug='thefuck-12' 1 commit(s), 2 changed file(s), 19 changed line(s) thefuck-13 -> repo='thefuck', bug='thefuck-13' 1 commit(s), 2 changed file(s), 16 changed line(s) thefuck-14 -> repo='thefuck', bug='thefuck-14' 1 commit(s), 2 changed file(s), 26 changed line(s) thefuck-15 -> repo='thefuck', bug='thefuck-15' 1 commit(s), 3 changed file(s), 63 changed line(s) thefuck-16 -> repo='thefuck', bug='thefuck-16' 1 commit(s), 6 changed file(s), 32 changed line(s) thefuck-17 -> repo='thefuck', bug='thefuck-17' 1 commit(s), 3 changed file(s), 31 changed line(s) thefuck-18 -> repo='thefuck', bug='thefuck-18' 1 commit(s), 2 changed file(s), 4 changed line(s) thefuck-19 -> repo='thefuck', bug='thefuck-19' 1 commit(s), 3 changed file(s), 10 changed line(s) thefuck-2 -> repo='thefuck', bug='thefuck-2' 1 commit(s), 2 changed file(s), 22 changed line(s) thefuck-20 -> repo='thefuck', bug='thefuck-20' 1 commit(s), 2 changed file(s), 7 changed line(s) thefuck-21 -> repo='thefuck', bug='thefuck-21' 1 commit(s), 2 changed file(s), 12 changed line(s) thefuck-22 -> repo='thefuck', bug='thefuck-22' 1 commit(s), 2 changed file(s), 11 changed line(s) thefuck-23 -> repo='thefuck', bug='thefuck-23' 1 commit(s), 2 changed file(s), 58 changed line(s) thefuck-24 -> repo='thefuck', bug='thefuck-24' 1 commit(s), 2 changed file(s), 46 changed line(s) thefuck-25 -> repo='thefuck', bug='thefuck-25' 1 commit(s), 2 changed file(s), 25 changed line(s) thefuck-26 -> repo='thefuck', bug='thefuck-26' 1 commit(s), 2 changed file(s), 17 changed line(s) thefuck-27 -> repo='thefuck', bug='thefuck-27' 1 commit(s), 2 changed file(s), 12 changed line(s) thefuck-28 -> repo='thefuck', bug='thefuck-28' 1 commit(s), 2 changed file(s), 57 changed line(s) thefuck-29 -> repo='thefuck', bug='thefuck-29' 1 commit(s), 3 changed file(s), 16 changed line(s) thefuck-3 -> repo='thefuck', bug='thefuck-3' 1 commit(s), 2 changed file(s), 7 changed line(s) thefuck-30 -> repo='thefuck', bug='thefuck-30' 1 commit(s), 2 changed file(s), 21 changed line(s) thefuck-31 -> repo='thefuck', bug='thefuck-31' 1 commit(s), 2 changed file(s), 9 changed line(s) thefuck-32 -> repo='thefuck', bug='thefuck-32' 1 commit(s), 2 changed file(s), 7 changed line(s) thefuck-4 -> repo='thefuck', bug='thefuck-4' 1 commit(s), 2 changed file(s), 21 changed line(s) thefuck-5 -> repo='thefuck', bug='thefuck-5' 1 commit(s), 2 changed file(s), 19 changed line(s) thefuck-6 -> repo='thefuck', bug='thefuck-6' 1 commit(s), 2 changed file(s), 28 changed line(s) thefuck-7 -> repo='thefuck', bug='thefuck-7' 1 commit(s), 2 changed file(s), 22 changed line(s) thefuck-8 -> repo='thefuck', bug='thefuck-8' 1 commit(s), 2 changed file(s), 197 changed line(s) thefuck-9 -> repo='thefuck', bug='thefuck-9' 1 commit(s), 2 changed file(s), 8 changed line(s) tornado-1 -> repo='tornado', bug='tornado-1' 1 commit(s), 2 changed file(s), 24 changed line(s) tornado-10 -> repo='tornado', bug='tornado-10' 1 commit(s), 3 changed file(s), 37 changed line(s) tornado-11 -> repo='tornado', bug='tornado-11' 1 commit(s), 2 changed file(s), 21 changed line(s) tornado-12 -> repo='tornado', bug='tornado-12' 1 commit(s), 2 changed file(s), 62 changed line(s) tornado-13 -> repo='tornado', bug='tornado-13' 1 commit(s), 3 changed file(s), 66 changed line(s) tornado-14 -> repo='tornado', bug='tornado-14' 1 commit(s), 2 changed file(s), 34 changed line(s) tornado-15 -> repo='tornado', bug='tornado-15' 1 commit(s), 5 changed file(s), 23 changed line(s) tornado-16 -> repo='tornado', bug='tornado-16' 1 commit(s), 2 changed file(s), 18 changed line(s) tornado-2 -> repo='tornado', bug='tornado-2' 1 commit(s), 2 changed file(s), 20 changed line(s) tornado-3 -> repo='tornado', bug='tornado-3' 1 commit(s), 3 changed file(s), 46 changed line(s) tornado-4 -> repo='tornado', bug='tornado-4' 1 commit(s), 2 changed file(s), 34 changed line(s) tornado-5 -> repo='tornado', bug='tornado-5' 1 commit(s), 2 changed file(s), 44 changed line(s) tornado-6 -> repo='tornado', bug='tornado-6' 1 commit(s), 3 changed file(s), 56 changed line(s) tornado-7 -> repo='tornado', bug='tornado-7' 1 commit(s), 2 changed file(s), 66 changed line(s) tornado-8 -> repo='tornado', bug='tornado-8' 1 commit(s), 2 changed file(s), 15 changed line(s) tornado-9 -> repo='tornado', bug='tornado-9' 1 commit(s), 2 changed file(s), 9 changed line(s) tqdm-1 -> repo='tqdm', bug='tqdm-1' 1 commit(s), 2 changed file(s), 3 changed line(s) tqdm-2 -> repo='tqdm', bug='tqdm-2' 1 commit(s), 3 changed file(s), 24 changed line(s) tqdm-3 -> repo='tqdm', bug='tqdm-3' 1 commit(s), 2 changed file(s), 48 changed line(s) tqdm-4 -> repo='tqdm', bug='tqdm-4' 1 commit(s), 2 changed file(s), 12 changed line(s) tqdm-5 -> repo='tqdm', bug='tqdm-5' 1 commit(s), 2 changed file(s), 44 changed line(s) tqdm-6 -> repo='tqdm', bug='tqdm-6' 1 commit(s), 2 changed file(s), 25 changed line(s) tqdm-7 -> repo='tqdm', bug='tqdm-7' 1 commit(s), 2 changed file(s), 4 changed line(s) tqdm-8 -> repo='tqdm', bug='tqdm-8' 1 commit(s), 2 changed file(s), 8 changed line(s) tqdm-9 -> repo='tqdm', bug='tqdm-9' 1 commit(s), 2 changed file(s), 47 changed line(s) youtube-dl-1 -> repo='youtube-dl', bug='youtube-dl-1' 1 commit(s), 2 changed file(s), 16 changed line(s) youtube-dl-10 -> repo='youtube-dl', bug='youtube-dl-10' 1 commit(s), 2 changed file(s), 8 changed line(s) youtube-dl-11 -> repo='youtube-dl', bug='youtube-dl-11' 1 commit(s), 2 changed file(s), 5 changed line(s) youtube-dl-12 -> repo='youtube-dl', bug='youtube-dl-12' 1 commit(s), 2 changed file(s), 32 changed line(s) youtube-dl-13 -> repo='youtube-dl', bug='youtube-dl-13' 1 commit(s), 2 changed file(s), 4 changed line(s) youtube-dl-14 -> repo='youtube-dl', bug='youtube-dl-14' 1 commit(s), 2 changed file(s), 65 changed line(s) youtube-dl-15 -> repo='youtube-dl', bug='youtube-dl-15' 1 commit(s), 2 changed file(s), 8 changed line(s) youtube-dl-16 -> repo='youtube-dl', bug='youtube-dl-16' 1 commit(s), 4 changed file(s), 52 changed line(s) youtube-dl-17 -> repo='youtube-dl', bug='youtube-dl-17' 1 commit(s), 2 changed file(s), 6 changed line(s) youtube-dl-18 -> repo='youtube-dl', bug='youtube-dl-18' 1 commit(s), 2 changed file(s), 9 changed line(s) youtube-dl-19 -> repo='youtube-dl', bug='youtube-dl-19' 1 commit(s), 2 changed file(s), 21 changed line(s) youtube-dl-2 -> repo='youtube-dl', bug='youtube-dl-2' 1 commit(s), 2 changed file(s), 29 changed line(s) youtube-dl-20 -> repo='youtube-dl', bug='youtube-dl-20' 1 commit(s), 2 changed file(s), 10 changed line(s) youtube-dl-21 -> repo='youtube-dl', bug='youtube-dl-21' 1 commit(s), 2 changed file(s), 10 changed line(s) youtube-dl-22 -> repo='youtube-dl', bug='youtube-dl-22' 1 commit(s), 2 changed file(s), 33 changed line(s) youtube-dl-23 -> repo='youtube-dl', bug='youtube-dl-23' 1 commit(s), 2 changed file(s), 7 changed line(s) youtube-dl-24 -> repo='youtube-dl', bug='youtube-dl-24' 1 commit(s), 2 changed file(s), 18 changed line(s) youtube-dl-25 -> repo='youtube-dl', bug='youtube-dl-25' 1 commit(s), 3 changed file(s), 15 changed line(s) youtube-dl-26 -> repo='youtube-dl', bug='youtube-dl-26' 1 commit(s), 2 changed file(s), 5 changed line(s) youtube-dl-27 -> repo='youtube-dl', bug='youtube-dl-27' 1 commit(s), 2 changed file(s), 5 changed line(s) youtube-dl-28 -> repo='youtube-dl', bug='youtube-dl-28' 1 commit(s), 2 changed file(s), 10 changed line(s) youtube-dl-29 -> repo='youtube-dl', bug='youtube-dl-29' 1 commit(s), 2 changed file(s), 4 changed line(s) youtube-dl-3 -> repo='youtube-dl', bug='youtube-dl-3' 1 commit(s), 3 changed file(s), 9 changed line(s) youtube-dl-30 -> repo='youtube-dl', bug='youtube-dl-30' 1 commit(s), 2 changed file(s), 12 changed line(s) youtube-dl-31 -> repo='youtube-dl', bug='youtube-dl-31' 1 commit(s), 3 changed file(s), 27 changed line(s) youtube-dl-32 -> repo='youtube-dl', bug='youtube-dl-32' 1 commit(s), 3 changed file(s), 10 changed line(s) youtube-dl-33 -> repo='youtube-dl', bug='youtube-dl-33' 1 commit(s), 3 changed file(s), 12 changed line(s) youtube-dl-34 -> repo='youtube-dl', bug='youtube-dl-34' 1 commit(s), 2 changed file(s), 16 changed line(s) youtube-dl-35 -> repo='youtube-dl', bug='youtube-dl-35' 1 commit(s), 3 changed file(s), 8 changed line(s) youtube-dl-36 -> repo='youtube-dl', bug='youtube-dl-36' 1 commit(s), 2 changed file(s), 3 changed line(s) youtube-dl-37 -> repo='youtube-dl', bug='youtube-dl-37' 1 commit(s), 2 changed file(s), 9 changed line(s) youtube-dl-38 -> repo='youtube-dl', bug='youtube-dl-38' 1 commit(s), 3 changed file(s), 28 changed line(s) youtube-dl-39 -> repo='youtube-dl', bug='youtube-dl-39' 1 commit(s), 3 changed file(s), 31 changed line(s) youtube-dl-4 -> repo='youtube-dl', bug='youtube-dl-4' 1 commit(s), 2 changed file(s), 11 changed line(s) youtube-dl-40 -> repo='youtube-dl', bug='youtube-dl-40' 1 commit(s), 3 changed file(s), 33 changed line(s) youtube-dl-41 -> repo='youtube-dl', bug='youtube-dl-41' 1 commit(s), 2 changed file(s), 5 changed line(s) youtube-dl-42 -> repo='youtube-dl', bug='youtube-dl-42' 1 commit(s), 5 changed file(s), 35 changed line(s) youtube-dl-43 -> repo='youtube-dl', bug='youtube-dl-43' 1 commit(s), 2 changed file(s), 5 changed line(s) youtube-dl-5 -> repo='youtube-dl', bug='youtube-dl-5' 1 commit(s), 2 changed file(s), 7 changed line(s) youtube-dl-6 -> repo='youtube-dl', bug='youtube-dl-6' 1 commit(s), 2 changed file(s), 18 changed line(s) youtube-dl-7 -> repo='youtube-dl', bug='youtube-dl-7' 1 commit(s), 2 changed file(s), 7 changed line(s) youtube-dl-8 -> repo='youtube-dl', bug='youtube-dl-8' 1 commit(s), 2 changed file(s), 11 changed line(s) youtube-dl-9 -> repo='youtube-dl', bug='youtube-dl-9' 1 commit(s), 2 changed file(s), 33 changed line(s)
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records_from_dataset[:2]
records_from_dataset[:2]
Out[95]:
[{'id': 'bugs-in-py_PySnooper-1',
'ds': 'bugs-in-py',
'bug': 'PySnooper-1',
'sha': '56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2',
'file': 'pysnooper/pycompat.py',
'fcat': 'programming',
'image': 'afterChange',
'line': 11,
'annotation': 'bug(fix)'},
{'id': 'bugs-in-py_PySnooper-1',
'ds': 'bugs-in-py',
'bug': 'PySnooper-1',
'sha': '56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2',
'file': 'pysnooper/tracer.py',
'fcat': 'programming',
'image': 'beforeChange',
'line': 87,
'annotation': 'bug(fix)'}]
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hapy_bip_from_dataset_df = pd.DataFrame.from_records(records_from_dataset)
hapy_bip_from_dataset_df
hapy_bip_from_dataset_df = pd.DataFrame.from_records(records_from_dataset)
hapy_bip_from_dataset_df
Out[96]:
| id | ds | bug | sha | file | fcat | image | line | annotation | |
|---|---|---|---|---|---|---|---|---|---|
| 0 | bugs-in-py_PySnooper-1 | bugs-in-py | PySnooper-1 | 56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2 | pysnooper/pycompat.py | programming | afterChange | 11 | bug(fix) |
| 1 | bugs-in-py_PySnooper-1 | bugs-in-py | PySnooper-1 | 56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2 | pysnooper/tracer.py | programming | beforeChange | 87 | bug(fix) |
| 2 | bugs-in-py_PySnooper-1 | bugs-in-py | PySnooper-1 | 56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2 | pysnooper/tracer.py | programming | beforeChange | 133 | bug(fix) |
| 3 | bugs-in-py_PySnooper-1 | bugs-in-py | PySnooper-1 | 56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2 | pysnooper/tracer.py | programming | afterChange | 17 | bug(fix) |
| 4 | bugs-in-py_PySnooper-1 | bugs-in-py | PySnooper-1 | 56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2 | pysnooper/tracer.py | programming | afterChange | 18 | bug(fix) |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 20263 | bugs-in-py_youtube-dl-9 | bugs-in-py | youtube-dl-9 | cf2ac6df6896dac4d23918867bb86fac1e1088d9 | youtube_dl/YoutubeDL.py | programming | afterChange | 960 | bug(fix) |
| 20264 | bugs-in-py_youtube-dl-9 | bugs-in-py | youtube-dl-9 | cf2ac6df6896dac4d23918867bb86fac1e1088d9 | youtube_dl/YoutubeDL.py | programming | afterChange | 971 | bug(fix) |
| 20265 | bugs-in-py_youtube-dl-9 | bugs-in-py | youtube-dl-9 | cf2ac6df6896dac4d23918867bb86fac1e1088d9 | youtube_dl/YoutubeDL.py | programming | afterChange | 972 | bug(fix) |
| 20266 | bugs-in-py_youtube-dl-9 | bugs-in-py | youtube-dl-9 | cf2ac6df6896dac4d23918867bb86fac1e1088d9 | youtube_dl/YoutubeDL.py | programming | afterChange | 975 | bug(fix) |
| 20267 | bugs-in-py_youtube-dl-9 | bugs-in-py | youtube-dl-9 | cf2ac6df6896dac4d23918867bb86fac1e1088d9 | youtube_dl/YoutubeDL.py | programming | afterChange | 976 | bug(fix) |
20268 rows × 9 columns
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hapy_bip_from_dataset_df['annotation'].value_counts()
hapy_bip_from_dataset_df['annotation'].value_counts()
Out[97]:
annotation test 11728 bug(fix) 6077 documentation 2463 Name: count, dtype: int64
selecting columns¶
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collective_df_manual
collective_df_manual
Out[98]:
| id | bundle | file | fcat | image | line | annotation | user | auto | ds | bug | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | cve_CVE-2020-10289 | B_6_13 | actionlib_tools/scripts/library.py | programming | afterChange | 103 | bug(fix) | U1 | False | cve | CVE-2020-10289 |
| 1 | cve_CVE-2020-10289 | B_6_13 | actionlib_tools/scripts/library.py | programming | afterChange | 137 | bug(fix) | U1 | False | cve | CVE-2020-10289 |
| 2 | cve_CVE-2020-10289 | B_6_13 | actionlib_tools/scripts/library.py | programming | beforeChange | 103 | bug(fix) | U1 | False | cve | CVE-2020-10289 |
| 3 | cve_CVE-2020-10289 | B_6_13 | actionlib_tools/scripts/library.py | programming | beforeChange | 137 | bug(fix) | U1 | False | cve | CVE-2020-10289 |
| 4 | cve_CVE-2020-10289 | C_4_9 | actionlib_tools/scripts/library.py | programming | afterChange | 103 | bug(fix) | U2 | False | cve | CVE-2020-10289 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 195960 | cve_CVE-2018-16876 | C_5_8 | lib/ansible/plugins/connection/ssh.py | programming | afterChange | 365 | bug(fix) + refactoring | U2 | False | cve | CVE-2018-16876 |
| 195961 | cve_CVE-2018-16876 | C_5_8 | lib/ansible/plugins/connection/ssh.py | programming | beforeChange | 335 | bug(fix) | U2 | False | cve | CVE-2018-16876 |
| 195962 | cve_CVE-2018-16876 | C_5_8 | lib/ansible/plugins/connection/ssh.py | programming | beforeChange | 339 | bug(fix) | U2 | False | cve | CVE-2018-16876 |
| 195963 | cve_CVE-2018-16876 | C_5_8 | lib/ansible/plugins/connection/ssh.py | programming | beforeChange | 357 | bug(fix) | U2 | False | cve | CVE-2018-16876 |
| 195964 | cve_CVE-2018-16876 | C_5_8 | lib/ansible/plugins/connection/ssh.py | programming | beforeChange | 358 | bug(fix) | U2 | False | cve | CVE-2018-16876 |
195965 rows × 11 columns
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collective_df_manual['ds'].value_counts()
collective_df_manual['ds'].value_counts()
Out[99]:
ds crawl 73183 cve 62588 bugs-in-py 60194 Name: count, dtype: int64
In [100]:
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collective_df_bugsinpy = collective_df_manual[collective_df_manual['ds'] == 'bugs-in-py']
collective_df_bugsinpy
collective_df_bugsinpy = collective_df_manual[collective_df_manual['ds'] == 'bugs-in-py']
collective_df_bugsinpy
Out[100]:
| id | bundle | file | fcat | image | line | annotation | user | auto | ds | bug | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 16414 | bugs-in-py_keras-17 | B_6_13 | keras/metrics.py | programming | afterChange | 37 | documentation | U1 | False | bugs-in-py | keras-17 |
| 16415 | bugs-in-py_keras-17 | B_6_13 | keras/metrics.py | programming | afterChange | 38 | bug(fix) | U1 | False | bugs-in-py | keras-17 |
| 16416 | bugs-in-py_keras-17 | B_6_13 | keras/metrics.py | programming | beforeChange | 37 | bug(fix) | U1 | False | bugs-in-py | keras-17 |
| 16417 | bugs-in-py_keras-17 | B_6_13 | tests/keras/metrics_test.py | test | afterChange | 50 | test | U1 | False | bugs-in-py | keras-17 |
| 16418 | bugs-in-py_keras-17 | B_6_13 | tests/keras/metrics_test.py | test | afterChange | 51 | test | U1 | False | bugs-in-py | keras-17 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 195909 | bugs-in-py_pandas-54 | A_1_24 | pandas/tests/dtypes/test_dtypes.py | test | afterChange | 133 | test | E1 | False | bugs-in-py | pandas-54 |
| 195910 | bugs-in-py_pandas-54 | A_1_24 | pandas/tests/dtypes/test_dtypes.py | test | afterChange | 134 | test | E1 | False | bugs-in-py | pandas-54 |
| 195911 | bugs-in-py_pandas-54 | A_1_24 | pandas/tests/indexes/common.py | test | afterChange | 608 | test | E1 | False | bugs-in-py | pandas-54 |
| 195912 | bugs-in-py_pandas-54 | A_1_24 | pandas/tests/indexes/common.py | test | afterChange | 609 | documentation | E1 | False | bugs-in-py | pandas-54 |
| 195913 | bugs-in-py_pandas-54 | A_1_24 | pandas/tests/indexes/common.py | test | beforeChange | 608 | test | E1 | False | bugs-in-py | pandas-54 |
60194 rows × 11 columns
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collective_df_bugsinpy_sel = collective_df_bugsinpy[['ds', 'bug', 'bundle', 'user', 'file', 'fcat', 'image', 'line', 'annotation']]
collective_df_bugsinpy_sel.head(5)
collective_df_bugsinpy_sel = collective_df_bugsinpy[['ds', 'bug', 'bundle', 'user', 'file', 'fcat', 'image', 'line', 'annotation']]
collective_df_bugsinpy_sel.head(5)
Out[101]:
| ds | bug | bundle | user | file | fcat | image | line | annotation | |
|---|---|---|---|---|---|---|---|---|---|
| 16414 | bugs-in-py | keras-17 | B_6_13 | U1 | keras/metrics.py | programming | afterChange | 37 | documentation |
| 16415 | bugs-in-py | keras-17 | B_6_13 | U1 | keras/metrics.py | programming | afterChange | 38 | bug(fix) |
| 16416 | bugs-in-py | keras-17 | B_6_13 | U1 | keras/metrics.py | programming | beforeChange | 37 | bug(fix) |
| 16417 | bugs-in-py | keras-17 | B_6_13 | U1 | tests/keras/metrics_test.py | test | afterChange | 50 | test |
| 16418 | bugs-in-py | keras-17 | B_6_13 | U1 | tests/keras/metrics_test.py | test | afterChange | 51 | test |
In [102]:
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from_repos_df_sel = from_repos_df[['ds', 'bug', 'sha', 'file', 'fcat', 'image', 'line', 'annotation']]
from_repos_df_sel.head(5)
from_repos_df_sel = from_repos_df[['ds', 'bug', 'sha', 'file', 'fcat', 'image', 'line', 'annotation']]
from_repos_df_sel.head(5)
Out[102]:
| ds | bug | sha | file | fcat | image | line | annotation | |
|---|---|---|---|---|---|---|---|---|
| 0 | bugs-in-py | httpie-1 | 5300b0b490b8db48fac30b5e32164be93dc574b7 | CHANGELOG.rst | documentation | afterChange | 30 | documentation |
| 1 | bugs-in-py | httpie-1 | 5300b0b490b8db48fac30b5e32164be93dc574b7 | httpie/downloads.py | programming | beforeChange | 142 | bug(fix) |
| 2 | bugs-in-py | httpie-1 | 5300b0b490b8db48fac30b5e32164be93dc574b7 | httpie/downloads.py | programming | beforeChange | 143 | bug(fix) |
| 3 | bugs-in-py | httpie-1 | 5300b0b490b8db48fac30b5e32164be93dc574b7 | httpie/downloads.py | programming | afterChange | 10 | bug(fix) |
| 4 | bugs-in-py | httpie-1 | 5300b0b490b8db48fac30b5e32164be93dc574b7 | httpie/downloads.py | programming | afterChange | 139 | bug(fix) |
Merge for bugsinpy-from-repos (from_repos_df_sel)¶
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merge_sel = pd.merge(
collective_df_bugsinpy_sel, from_repos_df_sel,
how='outer', on=['ds', 'bug', 'file', 'image', 'line'],
indicator="indicator_column", suffixes=("_hapy", "_auto"),
)
merge_sel['fcat_neq'] = merge_sel['fcat_hapy'] != merge_sel['fcat_auto']
merge_sel['annotation_neq'] = merge_sel['annotation_hapy'] != merge_sel['annotation_auto']
merge_sel[[
'ds', 'bug', 'sha',
'bundle', 'user',
'file', 'fcat_hapy', 'fcat_auto',
'image', 'line', 'annotation_hapy', 'annotation_auto',
'fcat_neq', 'annotation_neq'
]].head()
merge_sel = pd.merge(
collective_df_bugsinpy_sel, from_repos_df_sel,
how='outer', on=['ds', 'bug', 'file', 'image', 'line'],
indicator="indicator_column", suffixes=("_hapy", "_auto"),
)
merge_sel['fcat_neq'] = merge_sel['fcat_hapy'] != merge_sel['fcat_auto']
merge_sel['annotation_neq'] = merge_sel['annotation_hapy'] != merge_sel['annotation_auto']
merge_sel[[
'ds', 'bug', 'sha',
'bundle', 'user',
'file', 'fcat_hapy', 'fcat_auto',
'image', 'line', 'annotation_hapy', 'annotation_auto',
'fcat_neq', 'annotation_neq'
]].head()
Out[103]:
| ds | bug | sha | bundle | user | file | fcat_hapy | fcat_auto | image | line | annotation_hapy | annotation_auto | fcat_neq | annotation_neq | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | bugs-in-py | PySnooper-1 | 56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2 | B_6_13 | U1 | pysnooper/pycompat.py | programming | programming | afterChange | 11 | other | bug(fix) | False | True |
| 1 | bugs-in-py | PySnooper-1 | 56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2 | D_2_5 | U3 | pysnooper/pycompat.py | programming | programming | afterChange | 11 | bug(fix) | bug(fix) | False | False |
| 2 | bugs-in-py | PySnooper-1 | 56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2 | A_4_21 | E1 | pysnooper/pycompat.py | programming | programming | afterChange | 11 | bug(fix) | bug(fix) | False | False |
| 3 | bugs-in-py | PySnooper-1 | 56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2 | B_6_13 | U1 | pysnooper/tracer.py | programming | programming | afterChange | 17 | bug(fix) + refactoring | bug(fix) | False | True |
| 4 | bugs-in-py | PySnooper-1 | 56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2 | D_2_5 | U3 | pysnooper/tracer.py | programming | programming | afterChange | 17 | bug(fix) | bug(fix) | False | False |
In [104]:
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merge_sel['indicator_column'].value_counts()
merge_sel['indicator_column'].value_counts()
Out[104]:
indicator_column both 58604 left_only 1590 right_only 211 Name: count, dtype: int64
In [105]:
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merge_sel[['fcat_neq', 'annotation_neq']].value_counts()
merge_sel[['fcat_neq', 'annotation_neq']].value_counts()
Out[105]:
fcat_neq annotation_neq
False False 53944
True 4421
True True 1929
False 111
Name: count, dtype: int64
In [106]:
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merge_sel['fcat_neq'].value_counts()
merge_sel['fcat_neq'].value_counts()
Out[106]:
fcat_neq False 58365 True 2040 Name: count, dtype: int64
In [107]:
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merge_sel['annotation_neq'].value_counts()
merge_sel['annotation_neq'].value_counts()
Out[107]:
annotation_neq False 54055 True 6350 Name: count, dtype: int64
Analysis of comparison results¶
Disagreement, as percentage
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merge_sel.shape
merge_sel.shape
Out[108]:
(60405, 15)
In [109]:
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merge_sel['annotation_neq'].value_counts().sum()
merge_sel['annotation_neq'].value_counts().sum()
Out[109]:
np.int64(60405)
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merge_sel['annotation_neq'].value_counts()/merge_sel.shape[0]
merge_sel['annotation_neq'].value_counts()/merge_sel.shape[0]
Out[110]:
annotation_neq False 0.894876 True 0.105124 Name: count, dtype: float64
Analyze what was the source of disagreement
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merge_sel[merge_sel['annotation_neq']]['annotation_hapy'].value_counts()
merge_sel[merge_sel['annotation_neq']]['annotation_hapy'].value_counts()
Out[111]:
annotation_hapy bug(fix) + refactoring 1534 test + refactoring 1155 refactoring 1136 test 1046 documentation 750 other 303 bug(fix) 215 Name: count, dtype: int64
In [112]:
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merge_sel[merge_sel['annotation_neq']]['annotation_hapy'].value_counts()/merge_sel.shape[0]
merge_sel[merge_sel['annotation_neq']]['annotation_hapy'].value_counts()/merge_sel.shape[0]
Out[112]:
annotation_hapy bug(fix) + refactoring 0.025395 test + refactoring 0.019121 refactoring 0.018806 test 0.017316 documentation 0.012416 other 0.005016 bug(fix) 0.003559 Name: count, dtype: float64
Let's examine the case for df['annotation_hapy'] == 'documentation' and disagreement
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df = merge_sel[merge_sel['annotation_neq'] & (merge_sel['annotation_hapy'] == 'documentation')][[
'bug','bundle','user',
'file','image','line',
'annotation_hapy', 'annotation_auto'
]]
df
df = merge_sel[merge_sel['annotation_neq'] & (merge_sel['annotation_hapy'] == 'documentation')][[
'bug','bundle','user',
'file','image','line',
'annotation_hapy', 'annotation_auto'
]]
df
Out[113]:
| bug | bundle | user | file | image | line | annotation_hapy | annotation_auto | |
|---|---|---|---|---|---|---|---|---|
| 468 | ansible-10 | A_2_23 | E2 | changelogs/fragments/66398-pamd_fix-attributee... | afterChange | 1 | documentation | data |
| 469 | ansible-10 | C_4_9 | U2 | changelogs/fragments/66398-pamd_fix-attributee... | afterChange | 1 | documentation | data |
| 470 | ansible-10 | B_4_15 | U1 | changelogs/fragments/66398-pamd_fix-attributee... | afterChange | 1 | documentation | data |
| 471 | ansible-10 | A_2_23 | E2 | changelogs/fragments/66398-pamd_fix-attributee... | afterChange | 2 | documentation | data |
| 472 | ansible-10 | C_4_9 | U2 | changelogs/fragments/66398-pamd_fix-attributee... | afterChange | 2 | documentation | data |
| ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 56833 | tornado-3 | B_4_15 | U1 | .travis.yml | afterChange | 87 | documentation | data |
| 56834 | tornado-3 | A_5_20 | E2 | .travis.yml | afterChange | 87 | documentation | data |
| 56838 | tornado-3 | C_6_7 | U2 | .travis.yml | beforeChange | 87 | documentation | data |
| 56839 | tornado-3 | B_4_15 | U1 | .travis.yml | beforeChange | 87 | documentation | data |
| 56840 | tornado-3 | A_5_20 | E2 | .travis.yml | beforeChange | 87 | documentation | data |
750 rows × 8 columns
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df[['annotation_hapy', 'annotation_auto']].value_counts()
df[['annotation_hapy', 'annotation_auto']].value_counts()
Out[114]:
annotation_hapy annotation_auto
documentation data 77
bug(fix) 16
test 12
Name: count, dtype: int64
In [115]:
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df_2 = merge_sel[
merge_sel['annotation_neq'] &
(merge_sel['annotation_hapy'] == 'documentation') &
(merge_sel['annotation_auto'] == 'test')
][[
'bug','bundle','user','sha',
'file','image','line',
'annotation_hapy', 'annotation_auto'
]]
df_2
df_2 = merge_sel[
merge_sel['annotation_neq'] &
(merge_sel['annotation_hapy'] == 'documentation') &
(merge_sel['annotation_auto'] == 'test')
][[
'bug','bundle','user','sha',
'file','image','line',
'annotation_hapy', 'annotation_auto'
]]
df_2
Out[115]:
| bug | bundle | user | sha | file | image | line | annotation_hapy | annotation_auto | |
|---|---|---|---|---|---|---|---|---|---|
| 491 | ansible-10 | B_4_15 | U1 | a4b59d021368285490f7cda50c11ac4f7a8030b5 | test/units/modules/system/test_pamd.py | afterChange | 137 | documentation | test |
| 494 | ansible-10 | B_4_15 | U1 | a4b59d021368285490f7cda50c11ac4f7a8030b5 | test/units/modules/system/test_pamd.py | afterChange | 138 | documentation | test |
| 497 | ansible-10 | B_4_15 | U1 | a4b59d021368285490f7cda50c11ac4f7a8030b5 | test/units/modules/system/test_pamd.py | afterChange | 139 | documentation | test |
| 500 | ansible-10 | B_4_15 | U1 | a4b59d021368285490f7cda50c11ac4f7a8030b5 | test/units/modules/system/test_pamd.py | afterChange | 140 | documentation | test |
| 503 | ansible-10 | B_4_15 | U1 | a4b59d021368285490f7cda50c11ac4f7a8030b5 | test/units/modules/system/test_pamd.py | afterChange | 141 | documentation | test |
| 27686 | pandas-113 | C_6_7 | U2 | 8705aad961dd227d38ff93a39697547b98109c9d | pandas/conftest.py | afterChange | 671 | documentation | test |
| 27692 | pandas-113 | C_6_7 | U2 | 8705aad961dd227d38ff93a39697547b98109c9d | pandas/conftest.py | afterChange | 673 | documentation | test |
| 27695 | pandas-113 | C_6_7 | U2 | 8705aad961dd227d38ff93a39697547b98109c9d | pandas/conftest.py | afterChange | 674 | documentation | test |
| 35887 | pandas-19 | D_4_3 | U3 | c6a1638bcd99df677a8f76f036c0b30027eb243c | pandas/tests/indexing/multiindex/test_loc.py | afterChange | 298 | documentation | test |
| 35888 | pandas-19 | C_3_10 | U2 | c6a1638bcd99df677a8f76f036c0b30027eb243c | pandas/tests/indexing/multiindex/test_loc.py | afterChange | 298 | documentation | test |
| 35926 | pandas-19 | D_4_3 | U3 | c6a1638bcd99df677a8f76f036c0b30027eb243c | pandas/tests/indexing/multiindex/test_loc.py | beforeChange | 299 | documentation | test |
| 35927 | pandas-19 | C_3_10 | U2 | c6a1638bcd99df677a8f76f036c0b30027eb243c | pandas/tests/indexing/multiindex/test_loc.py | beforeChange | 299 | documentation | test |
In [116]:
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df_2[df_2['file'].str.count(r'^test|/test|conftest\.py$|_testing\.py') == 0]
df_2[df_2['file'].str.count(r'^test|/test|conftest\.py$|_testing\.py') == 0]
Out[116]:
| bug | bundle | user | sha | file | image | line | annotation_hapy | annotation_auto |
|---|
In [117]:
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df_2.shape[0]/merge_sel.shape[0]
df_2.shape[0]/merge_sel.shape[0]
Out[117]:
0.00019865905140302955
In [118]:
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df_2.sample(4)
df_2.sample(4)
Out[118]:
| bug | bundle | user | sha | file | image | line | annotation_hapy | annotation_auto | |
|---|---|---|---|---|---|---|---|---|---|
| 27695 | pandas-113 | C_6_7 | U2 | 8705aad961dd227d38ff93a39697547b98109c9d | pandas/conftest.py | afterChange | 674 | documentation | test |
| 27686 | pandas-113 | C_6_7 | U2 | 8705aad961dd227d38ff93a39697547b98109c9d | pandas/conftest.py | afterChange | 671 | documentation | test |
| 27692 | pandas-113 | C_6_7 | U2 | 8705aad961dd227d38ff93a39697547b98109c9d | pandas/conftest.py | afterChange | 673 | documentation | test |
| 35927 | pandas-19 | C_3_10 | U2 | c6a1638bcd99df677a8f76f036c0b30027eb243c | pandas/tests/indexing/multiindex/test_loc.py | beforeChange | 299 | documentation | test |
In all cases for project, files, and lines selected at current run thought the notebook, I got comment or comment-like i.e. docstring. Here are the results:
repositories/keras$ git show fe38f9dfc8c732a77ac03507b63c79b1d2acfba2:tests/keras/test_sequential_model.py | sed -n '171p'
# Test serialization
repositories/ansible$ git show 18a66e291dad71128a32d662aa808213acefe0e9:test/units/playbook/test_collectionsearch.py | sed -n '27p'
"""Test that collection name is not templated.
repositories/black$ git show 6316e293ac30a2837ec20eba289fd28a2a18cf89:tests/python2.py | sed -n '17p'
# output
repositories/luigi$ git show b7115974c3deadf77113686248b39567cb67e38f:test/retcodes_test.py | sed -n '176p'
"""
Which means that in 4 test cases, it was 2 times comment, 2 times docstring - in a test file
In [119]:
Copied!
df_3 = merge_sel[
merge_sel['annotation_neq'] &
(merge_sel['annotation_hapy'] == 'documentation') &
(merge_sel['annotation_auto'] == 'bug(fix)')
][[
'bug','bundle','user','sha',
'file','image','line',
'annotation_hapy', 'annotation_auto'
]]
df_3
df_3 = merge_sel[
merge_sel['annotation_neq'] &
(merge_sel['annotation_hapy'] == 'documentation') &
(merge_sel['annotation_auto'] == 'bug(fix)')
][[
'bug','bundle','user','sha',
'file','image','line',
'annotation_hapy', 'annotation_auto'
]]
df_3
Out[119]:
| bug | bundle | user | sha | file | image | line | annotation_hapy | annotation_auto | |
|---|---|---|---|---|---|---|---|---|---|
| 3793 | black-15 | D_6_1 | U3 | df2ae3bbe6c45298aabb6c04e85cb353205626f1 | black.py | afterChange | 2567 | documentation | bug(fix) |
| 7721 | cookiecutter-4 | C_6_7 | U2 | 457a1a4e862aab4102b644ff1d2b2e2b5a766b3c | cookiecutter/exceptions.py | afterChange | 84 | documentation | bug(fix) |
| 7724 | cookiecutter-4 | C_6_7 | U2 | 457a1a4e862aab4102b644ff1d2b2e2b5a766b3c | cookiecutter/exceptions.py | afterChange | 85 | documentation | bug(fix) |
| 13909 | keras-11 | C_6_7 | U2 | d6b5c5ebb410e3366c9d7aca41977a60134bfe10 | keras/engine/training_utils.py | afterChange | 593 | documentation | bug(fix) |
| 13912 | keras-11 | C_6_7 | U2 | d6b5c5ebb410e3366c9d7aca41977a60134bfe10 | keras/engine/training_utils.py | afterChange | 594 | documentation | bug(fix) |
| 26358 | pandas-105 | C_5_8 | U2 | cb5f9d1ff407f5ccef7c717e0c23bbd6ed96cf5f | pandas/core/generic.py | beforeChange | 668 | documentation | bug(fix) |
| 45587 | pandas-90 | C_3_10 | U2 | 1c3d64bae7c07b5ae1be337e0ebd751385b7ce27 | pandas/io/pickle.py | afterChange | 165 | documentation | bug(fix) |
| 45590 | pandas-90 | C_3_10 | U2 | 1c3d64bae7c07b5ae1be337e0ebd751385b7ce27 | pandas/io/pickle.py | afterChange | 166 | documentation | bug(fix) |
| 45593 | pandas-90 | C_3_10 | U2 | 1c3d64bae7c07b5ae1be337e0ebd751385b7ce27 | pandas/io/pickle.py | afterChange | 167 | documentation | bug(fix) |
| 45596 | pandas-90 | C_3_10 | U2 | 1c3d64bae7c07b5ae1be337e0ebd751385b7ce27 | pandas/io/pickle.py | afterChange | 168 | documentation | bug(fix) |
| 45599 | pandas-90 | C_3_10 | U2 | 1c3d64bae7c07b5ae1be337e0ebd751385b7ce27 | pandas/io/pickle.py | afterChange | 169 | documentation | bug(fix) |
| 45602 | pandas-90 | C_3_10 | U2 | 1c3d64bae7c07b5ae1be337e0ebd751385b7ce27 | pandas/io/pickle.py | afterChange | 170 | documentation | bug(fix) |
| 45665 | pandas-90 | C_3_10 | U2 | 1c3d64bae7c07b5ae1be337e0ebd751385b7ce27 | pandas/io/pickle.py | beforeChange | 137 | documentation | bug(fix) |
| 45668 | pandas-90 | C_3_10 | U2 | 1c3d64bae7c07b5ae1be337e0ebd751385b7ce27 | pandas/io/pickle.py | beforeChange | 138 | documentation | bug(fix) |
| 45967 | pandas-91 | D_3_4 | U3 | cb9a1c7d0319c34a97247973ca96af53ead8033a | pandas/core/indexes/timedeltas.py | afterChange | 362 | documentation | bug(fix) |
| 46003 | pandas-91 | D_3_4 | U3 | cb9a1c7d0319c34a97247973ca96af53ead8033a | pandas/core/indexes/timedeltas.py | afterChange | 374 | documentation | bug(fix) |
In [120]:
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df_3.shape[0]/merge_sel.shape[0]
df_3.shape[0]/merge_sel.shape[0]
Out[120]:
0.0002648787352040394
In [121]:
Copied!
df_3.sample(5)
df_3.sample(5)
Out[121]:
| bug | bundle | user | sha | file | image | line | annotation_hapy | annotation_auto | |
|---|---|---|---|---|---|---|---|---|---|
| 7721 | cookiecutter-4 | C_6_7 | U2 | 457a1a4e862aab4102b644ff1d2b2e2b5a766b3c | cookiecutter/exceptions.py | afterChange | 84 | documentation | bug(fix) |
| 46003 | pandas-91 | D_3_4 | U3 | cb9a1c7d0319c34a97247973ca96af53ead8033a | pandas/core/indexes/timedeltas.py | afterChange | 374 | documentation | bug(fix) |
| 13912 | keras-11 | C_6_7 | U2 | d6b5c5ebb410e3366c9d7aca41977a60134bfe10 | keras/engine/training_utils.py | afterChange | 594 | documentation | bug(fix) |
| 45599 | pandas-90 | C_3_10 | U2 | 1c3d64bae7c07b5ae1be337e0ebd751385b7ce27 | pandas/io/pickle.py | afterChange | 169 | documentation | bug(fix) |
| 45593 | pandas-90 | C_3_10 | U2 | 1c3d64bae7c07b5ae1be337e0ebd751385b7ce27 | pandas/io/pickle.py | afterChange | 167 | documentation | bug(fix) |
- 2f3edf96078d78450b985bdf3bfffe7e0c627169:keras/engine/training.py:1946 - inside very long docstring (should be detected by new annotator for
from-repocase) - 1c3d64bae7c07b5ae1be337e0ebd751385b7ce27:pandas/io/pickle.py:165 - code just after the end of the docstring; here the user is wrong,
though the context visible in the UI of Label Studio might be the cause of this mistake - 1c3d64bae7c07b5ae1be337e0ebd751385b7ce27:pandas/io/pickle.py:115 - inside quite a long docstring (should be detected by new annotator)
- 50817487ce5b1a2c4896495509e2b53e22fa3212:pandas/core/indexes/timedeltas.py:218 - 2-nd line of 3-line docstring (should be detected by new annotator)
- 65c7c05060fd2d1fc161d4904243d5e0b31e202b^:scrapy/utils/response.py:50 - empty line inside just started docstring - one line prior (should be detected by new annotator)
In [122]:
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merge_sel[merge_sel['annotation_neq']]['annotation_auto'].value_counts()/merge_sel.shape[0]
merge_sel[merge_sel['annotation_neq']]['annotation_auto'].value_counts()/merge_sel.shape[0]
Out[122]:
annotation_auto bug(fix) 0.040659 test 0.031074 documentation 0.005579 data 0.001440 project 0.000050 Name: count, dtype: float64
In [123]:
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merge_sel[merge_sel['annotation_auto']=='project']
merge_sel[merge_sel['annotation_auto']=='project']
Out[123]:
| ds | bug | bundle | user | file | fcat_hapy | image | line | annotation_hapy | sha | fcat_auto | annotation_auto | indicator_column | fcat_neq | annotation_neq | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 56649 | bugs-in-py | tornado-15 | A_6_19 | E3 | MANIFEST.in | project | afterChange | 12 | bug(fix) | ecb3ea7543cc942659faf3d2144853018afa6139 | project | project | both | False | True |
| 56650 | bugs-in-py | tornado-15 | C_2_11 | U2 | MANIFEST.in | project | afterChange | 12 | bug(fix) | ecb3ea7543cc942659faf3d2144853018afa6139 | project | project | both | False | True |
| 56651 | bugs-in-py | tornado-15 | B_4_15 | U1 | MANIFEST.in | project | afterChange | 12 | test | ecb3ea7543cc942659faf3d2144853018afa6139 | project | project | both | False | True |
In [124]:
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merge_sel[merge_sel['annotation_auto']=='data']
merge_sel[merge_sel['annotation_auto']=='data']
Out[124]:
| ds | bug | bundle | user | file | fcat_hapy | image | line | annotation_hapy | sha | fcat_auto | annotation_auto | indicator_column | fcat_neq | annotation_neq | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 468 | bugs-in-py | ansible-10 | A_2_23 | E2 | changelogs/fragments/66398-pamd_fix-attributee... | documentation | afterChange | 1 | documentation | a4b59d021368285490f7cda50c11ac4f7a8030b5 | data | data | both | True | True |
| 469 | bugs-in-py | ansible-10 | C_4_9 | U2 | changelogs/fragments/66398-pamd_fix-attributee... | documentation | afterChange | 1 | documentation | a4b59d021368285490f7cda50c11ac4f7a8030b5 | data | data | both | True | True |
| 470 | bugs-in-py | ansible-10 | B_4_15 | U1 | changelogs/fragments/66398-pamd_fix-attributee... | documentation | afterChange | 1 | documentation | a4b59d021368285490f7cda50c11ac4f7a8030b5 | data | data | both | True | True |
| 471 | bugs-in-py | ansible-10 | A_2_23 | E2 | changelogs/fragments/66398-pamd_fix-attributee... | documentation | afterChange | 2 | documentation | a4b59d021368285490f7cda50c11ac4f7a8030b5 | data | data | both | True | True |
| 472 | bugs-in-py | ansible-10 | C_4_9 | U2 | changelogs/fragments/66398-pamd_fix-attributee... | documentation | afterChange | 2 | documentation | a4b59d021368285490f7cda50c11ac4f7a8030b5 | data | data | both | True | True |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 56839 | bugs-in-py | tornado-3 | B_4_15 | U1 | .travis.yml | project | beforeChange | 87 | documentation | aa622e724f80e0f7fcee369f75d69d1db13d72f2 | data | data | both | True | True |
| 56840 | bugs-in-py | tornado-3 | A_5_20 | E2 | .travis.yml | project | beforeChange | 87 | documentation | aa622e724f80e0f7fcee369f75d69d1db13d72f2 | data | data | both | True | True |
| 56841 | bugs-in-py | tornado-3 | C_6_7 | U2 | .travis.yml | project | beforeChange | 88 | bug(fix) | aa622e724f80e0f7fcee369f75d69d1db13d72f2 | data | data | both | True | True |
| 56842 | bugs-in-py | tornado-3 | B_4_15 | U1 | .travis.yml | project | beforeChange | 88 | other | aa622e724f80e0f7fcee369f75d69d1db13d72f2 | data | data | both | True | True |
| 56843 | bugs-in-py | tornado-3 | A_5_20 | E2 | .travis.yml | project | beforeChange | 88 | bug(fix) | aa622e724f80e0f7fcee369f75d69d1db13d72f2 | data | data | both | True | True |
87 rows × 15 columns
Mismatch between labels: human vs tool¶
In [125]:
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merge_sel['annotation_hapy'].value_counts()
merge_sel['annotation_hapy'].value_counts()
Out[125]:
annotation_hapy test 33343 bug(fix) 14764 documentation 7959 bug(fix) + refactoring 1534 test + refactoring 1155 refactoring 1136 other 303 Name: count, dtype: int64
In [126]:
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merge_sel['annotation_auto'].value_counts()
merge_sel['annotation_auto'].value_counts()
Out[126]:
annotation_auto test 34174 bug(fix) 17005 documentation 7546 data 87 project 3 Name: count, dtype: int64
Possible values of annotation available to human annotators:
- bug(fix)
- bug(fix) + refactoring
- test
- test + refactoring
- refactoring
- documentation
- other
Possible values of line types that diff-annotate can produce:
- code (for files with "programming" purpose)
- $=$ bug(fix)
- test
- documentation (includes comments in "programming")
- project
- markup (not present for HaPy-Bug)
- data
- other (not present for HaPy-Bug)
In [127]:
Copied!
merge_sel[
merge_sel['annotation_neq'] &
(
(merge_sel['annotation_auto'] == 'project') |
(merge_sel['annotation_auto'] == 'data') |
(merge_sel['annotation_auto'] == 'markup') |
(merge_sel['annotation_auto'] == 'other')
)
][['annotation_hapy', 'annotation_auto']].value_counts()
merge_sel[
merge_sel['annotation_neq'] &
(
(merge_sel['annotation_auto'] == 'project') |
(merge_sel['annotation_auto'] == 'data') |
(merge_sel['annotation_auto'] == 'markup') |
(merge_sel['annotation_auto'] == 'other')
)
][['annotation_hapy', 'annotation_auto']].value_counts()
Out[127]:
annotation_hapy annotation_auto documentation data 77 bug(fix) data 4 refactoring data 4 bug(fix) project 2 other data 2 test project 1 Name: count, dtype: int64
In [128]:
Copied!
merge_sel[
merge_sel['annotation_neq'] &
(
(merge_sel['annotation_auto'] == 'project') |
(merge_sel['annotation_auto'] == 'data') |
(merge_sel['annotation_auto'] == 'markup') |
(merge_sel['annotation_auto'] == 'other')
) &
(merge_sel['annotation_hapy'] != 'documentation')
][['bug', 'bundle', 'user', 'sha', 'file', 'image', 'line', 'annotation_hapy', 'annotation_auto', 'annotation_neq']]
merge_sel[
merge_sel['annotation_neq'] &
(
(merge_sel['annotation_auto'] == 'project') |
(merge_sel['annotation_auto'] == 'data') |
(merge_sel['annotation_auto'] == 'markup') |
(merge_sel['annotation_auto'] == 'other')
) &
(merge_sel['annotation_hapy'] != 'documentation')
][['bug', 'bundle', 'user', 'sha', 'file', 'image', 'line', 'annotation_hapy', 'annotation_auto', 'annotation_neq']]
Out[128]:
| bug | bundle | user | sha | file | image | line | annotation_hapy | annotation_auto | annotation_neq | |
|---|---|---|---|---|---|---|---|---|---|---|
| 18681 | keras-43 | A_1_24 | E1 | b17169ca5d6cd1c8aeb237fc2bb0555c9e1b6a02 | docs/mkdocs.yml | afterChange | 2 | refactoring | data | True |
| 18684 | keras-43 | A_1_24 | E1 | b17169ca5d6cd1c8aeb237fc2bb0555c9e1b6a02 | docs/mkdocs.yml | afterChange | 3 | refactoring | data | True |
| 18687 | keras-43 | A_1_24 | E1 | b17169ca5d6cd1c8aeb237fc2bb0555c9e1b6a02 | docs/mkdocs.yml | beforeChange | 2 | refactoring | data | True |
| 18690 | keras-43 | A_1_24 | E1 | b17169ca5d6cd1c8aeb237fc2bb0555c9e1b6a02 | docs/mkdocs.yml | beforeChange | 3 | refactoring | data | True |
| 56649 | tornado-15 | A_6_19 | E3 | ecb3ea7543cc942659faf3d2144853018afa6139 | MANIFEST.in | afterChange | 12 | bug(fix) | project | True |
| 56650 | tornado-15 | C_2_11 | U2 | ecb3ea7543cc942659faf3d2144853018afa6139 | MANIFEST.in | afterChange | 12 | bug(fix) | project | True |
| 56651 | tornado-15 | B_4_15 | U1 | ecb3ea7543cc942659faf3d2144853018afa6139 | MANIFEST.in | afterChange | 12 | test | project | True |
| 56835 | tornado-3 | C_6_7 | U2 | aa622e724f80e0f7fcee369f75d69d1db13d72f2 | .travis.yml | afterChange | 88 | bug(fix) | data | True |
| 56836 | tornado-3 | B_4_15 | U1 | aa622e724f80e0f7fcee369f75d69d1db13d72f2 | .travis.yml | afterChange | 88 | other | data | True |
| 56837 | tornado-3 | A_5_20 | E2 | aa622e724f80e0f7fcee369f75d69d1db13d72f2 | .travis.yml | afterChange | 88 | bug(fix) | data | True |
| 56841 | tornado-3 | C_6_7 | U2 | aa622e724f80e0f7fcee369f75d69d1db13d72f2 | .travis.yml | beforeChange | 88 | bug(fix) | data | True |
| 56842 | tornado-3 | B_4_15 | U1 | aa622e724f80e0f7fcee369f75d69d1db13d72f2 | .travis.yml | beforeChange | 88 | other | data | True |
| 56843 | tornado-3 | A_5_20 | E2 | aa622e724f80e0f7fcee369f75d69d1db13d72f2 | .travis.yml | beforeChange | 88 | bug(fix) | data | True |
In [129]:
Copied!
merge_sel[
merge_sel['annotation_neq'] &
(merge_sel['annotation_auto'] == 'data') &
(merge_sel['annotation_hapy'] == 'documentation')
][['bug', 'bundle', 'user', 'sha', 'file', 'image', 'line', 'annotation_hapy', 'annotation_auto']]
merge_sel[
merge_sel['annotation_neq'] &
(merge_sel['annotation_auto'] == 'data') &
(merge_sel['annotation_hapy'] == 'documentation')
][['bug', 'bundle', 'user', 'sha', 'file', 'image', 'line', 'annotation_hapy', 'annotation_auto']]
Out[129]:
| bug | bundle | user | sha | file | image | line | annotation_hapy | annotation_auto | |
|---|---|---|---|---|---|---|---|---|---|
| 468 | ansible-10 | A_2_23 | E2 | a4b59d021368285490f7cda50c11ac4f7a8030b5 | changelogs/fragments/66398-pamd_fix-attributee... | afterChange | 1 | documentation | data |
| 469 | ansible-10 | C_4_9 | U2 | a4b59d021368285490f7cda50c11ac4f7a8030b5 | changelogs/fragments/66398-pamd_fix-attributee... | afterChange | 1 | documentation | data |
| 470 | ansible-10 | B_4_15 | U1 | a4b59d021368285490f7cda50c11ac4f7a8030b5 | changelogs/fragments/66398-pamd_fix-attributee... | afterChange | 1 | documentation | data |
| 471 | ansible-10 | A_2_23 | E2 | a4b59d021368285490f7cda50c11ac4f7a8030b5 | changelogs/fragments/66398-pamd_fix-attributee... | afterChange | 2 | documentation | data |
| 472 | ansible-10 | C_4_9 | U2 | a4b59d021368285490f7cda50c11ac4f7a8030b5 | changelogs/fragments/66398-pamd_fix-attributee... | afterChange | 2 | documentation | data |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 56833 | tornado-3 | B_4_15 | U1 | aa622e724f80e0f7fcee369f75d69d1db13d72f2 | .travis.yml | afterChange | 87 | documentation | data |
| 56834 | tornado-3 | A_5_20 | E2 | aa622e724f80e0f7fcee369f75d69d1db13d72f2 | .travis.yml | afterChange | 87 | documentation | data |
| 56838 | tornado-3 | C_6_7 | U2 | aa622e724f80e0f7fcee369f75d69d1db13d72f2 | .travis.yml | beforeChange | 87 | documentation | data |
| 56839 | tornado-3 | B_4_15 | U1 | aa622e724f80e0f7fcee369f75d69d1db13d72f2 | .travis.yml | beforeChange | 87 | documentation | data |
| 56840 | tornado-3 | A_5_20 | E2 | aa622e724f80e0f7fcee369f75d69d1db13d72f2 | .travis.yml | beforeChange | 87 | documentation | data |
77 rows × 9 columns
In [130]:
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merge_sel[
merge_sel['annotation_neq'] &
(merge_sel['annotation_auto'] == 'data') &
(merge_sel['annotation_hapy'] == 'documentation')
][['bug', 'bundle', 'user', 'sha', 'file', 'image', 'line', 'annotation_hapy', 'annotation_auto']].sample(6)
merge_sel[
merge_sel['annotation_neq'] &
(merge_sel['annotation_auto'] == 'data') &
(merge_sel['annotation_hapy'] == 'documentation')
][['bug', 'bundle', 'user', 'sha', 'file', 'image', 'line', 'annotation_hapy', 'annotation_auto']].sample(6)
Out[130]:
| bug | bundle | user | sha | file | image | line | annotation_hapy | annotation_auto | |
|---|---|---|---|---|---|---|---|---|---|
| 2767 | ansible-9 | C_4_9 | U2 | 6f1bb37feb81acd99157f5ba0933fecd747015a2 | changelogs/fragments/66807-redhat_subscription... | afterChange | 1 | documentation | data |
| 715 | ansible-12 | D_5_2 | U3 | 2fa8f9cfd80daf32c7d222190edf7cfc7234582a | changelogs/fragments/65541-fix-utf8-issue-env-... | afterChange | 2 | documentation | data |
| 1732 | ansible-4 | D_2_5 | U3 | 18a66e291dad71128a32d662aa808213acefe0e9 | changelogs/fragments/68723-force-static-collec... | afterChange | 3 | documentation | data |
| 470 | ansible-10 | B_4_15 | U1 | a4b59d021368285490f7cda50c11ac4f7a8030b5 | changelogs/fragments/66398-pamd_fix-attributee... | afterChange | 1 | documentation | data |
| 18680 | keras-43 | B_3_16 | U1 | b17169ca5d6cd1c8aeb237fc2bb0555c9e1b6a02 | docs/mkdocs.yml | afterChange | 2 | documentation | data |
| 2768 | ansible-9 | D_2_5 | U3 | 6f1bb37feb81acd99157f5ba0933fecd747015a2 | changelogs/fragments/66807-redhat_subscription... | afterChange | 1 | documentation | data |
In [131]:
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merge_sel_ren = merge_sel.copy()
merge_sel_ren['annotation_auto'] = merge_sel_ren['annotation_auto'].str.replace('data', 'documentation')
merge_sel_ren['annotation_neq'] = merge_sel_ren['annotation_hapy'] != merge_sel_ren['annotation_auto']
merge_sel_ren[[
'ds', 'bug', 'sha',
'bundle', 'user',
'file', 'fcat_hapy', 'fcat_auto',
'image', 'line', 'annotation_hapy', 'annotation_auto',
'fcat_neq', 'annotation_neq'
]].head()
merge_sel_ren = merge_sel.copy()
merge_sel_ren['annotation_auto'] = merge_sel_ren['annotation_auto'].str.replace('data', 'documentation')
merge_sel_ren['annotation_neq'] = merge_sel_ren['annotation_hapy'] != merge_sel_ren['annotation_auto']
merge_sel_ren[[
'ds', 'bug', 'sha',
'bundle', 'user',
'file', 'fcat_hapy', 'fcat_auto',
'image', 'line', 'annotation_hapy', 'annotation_auto',
'fcat_neq', 'annotation_neq'
]].head()
Out[131]:
| ds | bug | sha | bundle | user | file | fcat_hapy | fcat_auto | image | line | annotation_hapy | annotation_auto | fcat_neq | annotation_neq | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | bugs-in-py | PySnooper-1 | 56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2 | B_6_13 | U1 | pysnooper/pycompat.py | programming | programming | afterChange | 11 | other | bug(fix) | False | True |
| 1 | bugs-in-py | PySnooper-1 | 56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2 | D_2_5 | U3 | pysnooper/pycompat.py | programming | programming | afterChange | 11 | bug(fix) | bug(fix) | False | False |
| 2 | bugs-in-py | PySnooper-1 | 56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2 | A_4_21 | E1 | pysnooper/pycompat.py | programming | programming | afterChange | 11 | bug(fix) | bug(fix) | False | False |
| 3 | bugs-in-py | PySnooper-1 | 56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2 | B_6_13 | U1 | pysnooper/tracer.py | programming | programming | afterChange | 17 | bug(fix) + refactoring | bug(fix) | False | True |
| 4 | bugs-in-py | PySnooper-1 | 56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2 | D_2_5 | U3 | pysnooper/tracer.py | programming | programming | afterChange | 17 | bug(fix) | bug(fix) | False | False |
In [132]:
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merge_sel['annotation_neq'].value_counts()/merge_sel.shape[0]
merge_sel['annotation_neq'].value_counts()/merge_sel.shape[0]
Out[132]:
annotation_neq False 0.894876 True 0.105124 Name: count, dtype: float64
In [133]:
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merge_sel_ren['annotation_neq'].value_counts()/merge_sel_ren.shape[0]
merge_sel_ren['annotation_neq'].value_counts()/merge_sel_ren.shape[0]
Out[133]:
annotation_neq False 0.896151 True 0.103849 Name: count, dtype: float64
So renaming "data" to "documentation" in the "annotation_auto" column did not help much
Per-author comparison (WIP)¶
In [134]:
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user_counts_s = merge_sel['user'].value_counts()
user_counts_s
user_counts_s = merge_sel['user'].value_counts()
user_counts_s
Out[134]:
user U2 15711 U3 15589 U1 14874 E2 5198 E3 4931 E1 3891 Name: count, dtype: int64
In [135]:
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users = user_counts_s.index.to_list()
users
users = user_counts_s.index.to_list()
users
Out[135]:
['U2', 'U3', 'U1', 'E2', 'E3', 'E1']
In [136]:
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merge_sel_U1 = merge_sel[merge_sel['user'] == 'U1']
merge_sel_U1[merge_sel_U1['annotation_neq']][[
'bug','bundle','user','sha',
'file','image','line',
'annotation_hapy', 'annotation_auto'
]]
merge_sel_U1 = merge_sel[merge_sel['user'] == 'U1']
merge_sel_U1[merge_sel_U1['annotation_neq']][[
'bug','bundle','user','sha',
'file','image','line',
'annotation_hapy', 'annotation_auto'
]]
Out[136]:
| bug | bundle | user | sha | file | image | line | annotation_hapy | annotation_auto | |
|---|---|---|---|---|---|---|---|---|---|
| 0 | PySnooper-1 | B_6_13 | U1 | 56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2 | pysnooper/pycompat.py | afterChange | 11 | other | bug(fix) |
| 3 | PySnooper-1 | B_6_13 | U1 | 56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2 | pysnooper/tracer.py | afterChange | 17 | bug(fix) + refactoring | bug(fix) |
| 6 | PySnooper-1 | B_6_13 | U1 | 56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2 | pysnooper/tracer.py | afterChange | 18 | bug(fix) + refactoring | bug(fix) |
| 12 | PySnooper-1 | B_6_13 | U1 | 56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2 | pysnooper/tracer.py | afterChange | 135 | bug(fix) + refactoring | bug(fix) |
| 21 | PySnooper-1 | B_6_13 | U1 | 56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2 | pysnooper/tracer.py | beforeChange | 133 | bug(fix) + refactoring | bug(fix) |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 60194 | youtube-dl-5 | B_2_17 | U1 | 7dc2a74e0ac9cfa74cc9de6f586ffd5cc8bac0d9 | youtube_dl/utils.py | beforeChange | 1112 | bug(fix) + refactoring | bug(fix) |
| 60220 | youtube-dl-6 | B_3_16 | U1 | d631d5f9f27f93767226192e4288990413fa9dbd | youtube_dl/utils.py | afterChange | 1979 | other | bug(fix) |
| 60223 | youtube-dl-6 | B_3_16 | U1 | d631d5f9f27f93767226192e4288990413fa9dbd | youtube_dl/utils.py | afterChange | 2023 | bug(fix) + refactoring | bug(fix) |
| 60244 | youtube-dl-6 | B_3_16 | U1 | d631d5f9f27f93767226192e4288990413fa9dbd | youtube_dl/utils.py | beforeChange | 1979 | other | bug(fix) |
| 60247 | youtube-dl-6 | B_3_16 | U1 | d631d5f9f27f93767226192e4288990413fa9dbd | youtube_dl/utils.py | beforeChange | 2023 | bug(fix) + refactoring | bug(fix) |
1787 rows × 9 columns
In [137]:
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merge_sel_U1.shape
merge_sel_U1.shape
Out[137]:
(14874, 15)
In [138]:
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merge_sel_U1['annotation_neq'].value_counts()/merge_sel_U1.shape[0]
merge_sel_U1['annotation_neq'].value_counts()/merge_sel_U1.shape[0]
Out[138]:
annotation_neq False 0.879857 True 0.120143 Name: count, dtype: float64
In [139]:
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merge_sel_U1[merge_sel_U1['annotation_neq']][['annotation_hapy', 'annotation_auto']].value_counts()/merge_sel_U1.shape[0]
merge_sel_U1[merge_sel_U1['annotation_neq']][['annotation_hapy', 'annotation_auto']].value_counts()/merge_sel_U1.shape[0]
Out[139]:
annotation_hapy annotation_auto
bug(fix) + refactoring bug(fix) 0.053046
other bug(fix) 0.015867
test + refactoring test 0.010891
refactoring bug(fix) 0.003025
bug(fix) test 0.002151
refactoring test 0.001546
documentation 0.001412
test documentation 0.001412
documentation data 0.001345
bug(fix) documentation 0.000605
other test 0.000403
documentation test 0.000336
other documentation 0.000269
data 0.000134
bug(fix) + refactoring test 0.000134
test bug(fix) 0.000067
project 0.000067
Name: count, dtype: float64
In [140]:
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merge_sel_U1_refactoring = merge_sel_U1['annotation_hapy'].str.contains('refactoring')
merge_sel_U1['annotation_hapy'].str.contains('refactoring').sum()/merge_sel_U1.shape[0]
merge_sel_U1_refactoring = merge_sel_U1['annotation_hapy'].str.contains('refactoring')
merge_sel_U1['annotation_hapy'].str.contains('refactoring').sum()/merge_sel_U1.shape[0]
Out[140]:
np.float64(0.0700551297566223)
In [141]:
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merge_sel_U1[~merge_sel_U1_refactoring]['annotation_neq'].value_counts()
merge_sel_U1[~merge_sel_U1_refactoring]['annotation_neq'].value_counts()
Out[141]:
annotation_neq False 13087 True 745 Name: count, dtype: int64
In [142]:
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count_not_refactoring = (merge_sel_U1.shape[0] - merge_sel_U1['annotation_hapy'].str.contains('refactoring').sum())
count_not_refactoring
count_not_refactoring = (merge_sel_U1.shape[0] - merge_sel_U1['annotation_hapy'].str.contains('refactoring').sum())
count_not_refactoring
Out[142]:
np.int64(13832)
In [143]:
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merge_sel_U1[~merge_sel_U1_refactoring]['annotation_neq'].value_counts()/count_not_refactoring
merge_sel_U1[~merge_sel_U1_refactoring]['annotation_neq'].value_counts()/count_not_refactoring
Out[143]:
annotation_neq False 0.946139 True 0.053861 Name: count, dtype: float64
In [144]:
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merge_sel_U1[~merge_sel_U1_refactoring & merge_sel_U1['annotation_neq']][[
'annotation_hapy', 'annotation_auto'
]].value_counts()/count_not_refactoring
merge_sel_U1[~merge_sel_U1_refactoring & merge_sel_U1['annotation_neq']][[
'annotation_hapy', 'annotation_auto'
]].value_counts()/count_not_refactoring
Out[144]:
annotation_hapy annotation_auto
other bug(fix) 0.017062
bug(fix) test 0.002313
test documentation 0.001518
documentation data 0.001446
bug(fix) documentation 0.000651
other test 0.000434
documentation test 0.000361
other documentation 0.000289
data 0.000145
test bug(fix) 0.000072
project 0.000072
Name: count, dtype: float64
Consensus in HaPy-Bug¶
Code copied from 00-HaPy_Bug-Paper.ipynb notebook.
(with some changes)
In [145]:
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user_counts_s = merge_sel['user'].value_counts()
user_counts_s
user_counts_s = merge_sel['user'].value_counts()
user_counts_s
Out[145]:
user U2 15711 U3 15589 U1 14874 E2 5198 E3 4931 E1 3891 Name: count, dtype: int64
In [146]:
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users = user_counts_s.index.to_list()
users
users = user_counts_s.index.to_list()
users
Out[146]:
['U2', 'U3', 'U1', 'E2', 'E3', 'E1']
In [147]:
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user = 'U1'
mask = (collective_df['user'] == user) & (collective_df['auto'] == False)
#collective_df[filter]
user = 'U1'
mask = (collective_df['user'] == user) & (collective_df['auto'] == False)
#collective_df[filter]
In [148]:
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df = collective_df
user_l = {}
df_inter_rater = None
users_ids = ['U1', 'U2', 'U3', 'E1', 'E2', 'E3']
cols = ['ds', 'id', 'file', 'image', 'line', 'annotation'] # no 'fileid', like at that point of 00-HaPy_Bug-Paper.ipynb
colsj = cols[:-1]
for user in users_ids:
mask = (df['user'] == user) & (df['auto'] == False)
if df_inter_rater is None:
df_inter_rater = df[mask][cols].copy()
else:
df_inter_rater = df_inter_rater.merge(df[mask][cols], left_on = colsj, right_on = colsj, suffixes=('', "_"+user), how='outer')
#df_inter_rater = df_inter_rater.drop_duplicates(subset=['id', 'file', 'image', 'line', 'annotation'])
#tmp_g_debug = df_inter_rater.groupby(colsj).count().reset_index()
#display(tmp_g_debug[tmp_g_debug['annotation'] > 1])
df = collective_df
user_l = {}
df_inter_rater = None
users_ids = ['U1', 'U2', 'U3', 'E1', 'E2', 'E3']
cols = ['ds', 'id', 'file', 'image', 'line', 'annotation'] # no 'fileid', like at that point of 00-HaPy_Bug-Paper.ipynb
colsj = cols[:-1]
for user in users_ids:
mask = (df['user'] == user) & (df['auto'] == False)
if df_inter_rater is None:
df_inter_rater = df[mask][cols].copy()
else:
df_inter_rater = df_inter_rater.merge(df[mask][cols], left_on = colsj, right_on = colsj, suffixes=('', "_"+user), how='outer')
#df_inter_rater = df_inter_rater.drop_duplicates(subset=['id', 'file', 'image', 'line', 'annotation'])
#tmp_g_debug = df_inter_rater.groupby(colsj).count().reset_index()
#display(tmp_g_debug[tmp_g_debug['annotation'] > 1])
In [149]:
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df.shape
df.shape
Out[149]:
(391918, 11)
In [150]:
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mask = (df['auto'] == False)
len(df[mask])/3, len(df[~mask])/3,
mask = (df['auto'] == False)
len(df[mask])/3, len(df[~mask])/3,
Out[150]:
(65321.666666666664, 65317.666666666664)
In [151]:
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df_inter_rater.columns = [ c if c != 'annotation' else 'annotation_U1' for c in df_inter_rater.columns]
df_inter_rater.columns = [ c if c != 'annotation' else 'annotation_U1' for c in df_inter_rater.columns]
In [152]:
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possible_line_annotations = df['annotation'].unique().tolist()
possible_line_annotations
possible_line_annotations = df['annotation'].unique().tolist()
possible_line_annotations
Out[152]:
['bug(fix)', 'bug(fix) + refactoring', 'documentation', 'refactoring', 'other', 'test + refactoring', 'test']
In [153]:
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df['annotation'].value_counts()
df['annotation'].value_counts()
Out[153]:
annotation test 183689 bug(fix) 122846 documentation 69243 refactoring 6727 bug(fix) + refactoring 4606 test + refactoring 2861 other 1946 Name: count, dtype: int64
In [154]:
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df_inter_rater
df_inter_rater
Out[154]:
| ds | id | file | image | line | annotation_U1 | annotation_U2 | annotation_U3 | annotation_E1 | annotation_E2 | annotation_E3 | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | bugs-in-py | bugs-in-py_PySnooper-1 | pysnooper/pycompat.py | afterChange | 11 | other | NaN | bug(fix) | bug(fix) | NaN | NaN |
| 1 | bugs-in-py | bugs-in-py_PySnooper-1 | pysnooper/tracer.py | afterChange | 17 | bug(fix) + refactoring | NaN | bug(fix) | bug(fix) | NaN | NaN |
| 2 | bugs-in-py | bugs-in-py_PySnooper-1 | pysnooper/tracer.py | afterChange | 18 | bug(fix) + refactoring | NaN | bug(fix) | bug(fix) | NaN | NaN |
| 3 | bugs-in-py | bugs-in-py_PySnooper-1 | pysnooper/tracer.py | afterChange | 89 | bug(fix) | NaN | bug(fix) | bug(fix) | NaN | NaN |
| 4 | bugs-in-py | bugs-in-py_PySnooper-1 | pysnooper/tracer.py | afterChange | 135 | bug(fix) + refactoring | NaN | bug(fix) + refactoring | bug(fix) | NaN | NaN |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 145264 | cve | cve_CVE-2022-31124 | tests/fuzzer/fuzz_valid_magic.py | afterChange | 27 | test | test | NaN | NaN | test | NaN |
| 145265 | cve | cve_CVE-2022-31124 | tests/fuzzer/requirements.txt | afterChange | 1 | other | bug(fix) | NaN | NaN | other | NaN |
| 145266 | cve | cve_CVE-2022-31124 | tests/fuzzer/requirements.txt | afterChange | 2 | other | bug(fix) | NaN | NaN | other | NaN |
| 145267 | cve | cve_CVE-2022-31124 | tests/fuzzer/requirements.txt | afterChange | 3 | other | bug(fix) | NaN | NaN | other | NaN |
| 145268 | cve | cve_CVE-2022-31124 | tests/fuzzer/requirements.txt | afterChange | 4 | other | bug(fix) | NaN | NaN | other | NaN |
145269 rows × 11 columns
In [155]:
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def consensus(row):
ret = {k:0 for k in possible_line_annotations}
val = None
for u in users_ids:
u_val = row['annotation_' + u]
if not pd.isnull(u_val):
ret[u_val] += 1
val = u_val
if sum(ret.values()) < 3: # Check if all 3 reviewers annotated line
print(f"Error at {row['id']}: {sum(ret.values())} < 3 reviewers")
return Counter(ret).most_common(1)[0][0]
def consensus(row):
ret = {k:0 for k in possible_line_annotations}
val = None
for u in users_ids:
u_val = row['annotation_' + u]
if not pd.isnull(u_val):
ret[u_val] += 1
val = u_val
if sum(ret.values()) < 3: # Check if all 3 reviewers annotated line
print(f"Error at {row['id']}: {sum(ret.values())} < 3 reviewers")
return Counter(ret).most_common(1)[0][0]
In [156]:
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def n_reviewers(row):
ret = 0
for u in users_ids:
u_val = row['annotation_' + u]
if not pd.isnull(u_val):
ret += 1
return ret
def n_reviewers(row):
ret = 0
for u in users_ids:
u_val = row['annotation_' + u]
if not pd.isnull(u_val):
ret += 1
return ret
In [157]:
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def most_common_count(row):
ret = {k:0 for k in possible_line_annotations}
val = None
for u in users_ids:
u_val = row['annotation_' + u]
if not pd.isnull(u_val):
ret[u_val] += 1
val = u_val
#if sum(ret.values()) < 3: # Check if all 3 reviewers annotated line
# print(f"Error at {row['id']}: {ret.values()} < 3 reviewers")
return Counter(ret).most_common(1)[0][1]
def most_common_count(row):
ret = {k:0 for k in possible_line_annotations}
val = None
for u in users_ids:
u_val = row['annotation_' + u]
if not pd.isnull(u_val):
ret[u_val] += 1
val = u_val
#if sum(ret.values()) < 3: # Check if all 3 reviewers annotated line
# print(f"Error at {row['id']}: {ret.values()} < 3 reviewers")
return Counter(ret).most_common(1)[0][1]
In [158]:
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tmp = pd.DataFrame(df_inter_rater.apply(consensus, axis=1).tolist())
G = df_inter_rater.copy()
G['most_common'] = tmp
G['common_count'] = pd.DataFrame(df_inter_rater.apply(most_common_count, axis=1).tolist())
G['n_reviewers'] = pd.DataFrame(df_inter_rater.apply(n_reviewers, axis=1).tolist())
tmp = pd.DataFrame(df_inter_rater.apply(consensus, axis=1).tolist())
G = df_inter_rater.copy()
G['most_common'] = tmp
G['common_count'] = pd.DataFrame(df_inter_rater.apply(most_common_count, axis=1).tolist())
G['n_reviewers'] = pd.DataFrame(df_inter_rater.apply(n_reviewers, axis=1).tolist())
Error at bugs-in-py_black-6: 2 < 3 reviewers Error at bugs-in-py_black-6: 2 < 3 reviewers Error at bugs-in-py_black-6: 2 < 3 reviewers Error at bugs-in-py_black-6: 2 < 3 reviewers Error at bugs-in-py_black-6: 2 < 3 reviewers Error at bugs-in-py_black-6: 2 < 3 reviewers Error at bugs-in-py_black-6: 2 < 3 reviewers Error at bugs-in-py_black-6: 2 < 3 reviewers Error at bugs-in-py_black-6: 2 < 3 reviewers Error at bugs-in-py_black-6: 2 < 3 reviewers Error at bugs-in-py_black-6: 2 < 3 reviewers Error at bugs-in-py_black-6: 2 < 3 reviewers Error at bugs-in-py_black-6: 2 < 3 reviewers Error at bugs-in-py_black-6: 2 < 3 reviewers Error at bugs-in-py_black-6: 2 < 3 reviewers Error at bugs-in-py_black-6: 2 < 3 reviewers Error at bugs-in-py_black-6: 2 < 3 reviewers Error at bugs-in-py_black-6: 2 < 3 reviewers Error at bugs-in-py_black-6: 2 < 3 reviewers Error at bugs-in-py_black-6: 2 < 3 reviewers Error at bugs-in-py_black-6: 2 < 3 reviewers Error at bugs-in-py_black-6: 2 < 3 reviewers Error at 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bugs-in-py_scrapy-33: 2 < 3 reviewers Error at bugs-in-py_scrapy-33: 2 < 3 reviewers Error at bugs-in-py_scrapy-33: 2 < 3 reviewers Error at bugs-in-py_scrapy-33: 2 < 3 reviewers Error at bugs-in-py_scrapy-33: 2 < 3 reviewers Error at bugs-in-py_scrapy-33: 2 < 3 reviewers Error at bugs-in-py_scrapy-33: 2 < 3 reviewers Error at bugs-in-py_scrapy-33: 2 < 3 reviewers Error at bugs-in-py_scrapy-33: 2 < 3 reviewers Error at bugs-in-py_scrapy-33: 2 < 3 reviewers Error at bugs-in-py_scrapy-33: 2 < 3 reviewers Error at bugs-in-py_scrapy-33: 2 < 3 reviewers Error at bugs-in-py_scrapy-33: 2 < 3 reviewers Error at bugs-in-py_scrapy-33: 2 < 3 reviewers Error at bugs-in-py_scrapy-33: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at 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reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at 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crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 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crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 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crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-2513: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2016-9013: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 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crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 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crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at crawl_CVE-2017-7234: 2 < 3 reviewers Error at 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crawl_CVE-2021-33571: 2 < 3 reviewers Error at crawl_CVE-2021-33571: 2 < 3 reviewers Error at crawl_CVE-2021-33571: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at 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crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at crawl_CVE-2022-28346: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at 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cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at 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cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at 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cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at 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cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at 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cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21240: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at 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cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at 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cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers Error at cve_CVE-2021-21393: 2 < 3 reviewers
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G.loc[G['common_count'] >= 2, 'consensus'] = G[G['common_count'] >= 2]['most_common']
G.loc[G['common_count'] >= 2, 'consensus'] = G[G['common_count'] >= 2]['most_common']
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G
G
Out[160]:
| ds | id | file | image | line | annotation_U1 | annotation_U2 | annotation_U3 | annotation_E1 | annotation_E2 | annotation_E3 | most_common | common_count | n_reviewers | consensus | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | bugs-in-py | bugs-in-py_PySnooper-1 | pysnooper/pycompat.py | afterChange | 11 | other | NaN | bug(fix) | bug(fix) | NaN | NaN | bug(fix) | 2 | 3 | bug(fix) |
| 1 | bugs-in-py | bugs-in-py_PySnooper-1 | pysnooper/tracer.py | afterChange | 17 | bug(fix) + refactoring | NaN | bug(fix) | bug(fix) | NaN | NaN | bug(fix) | 2 | 3 | bug(fix) |
| 2 | bugs-in-py | bugs-in-py_PySnooper-1 | pysnooper/tracer.py | afterChange | 18 | bug(fix) + refactoring | NaN | bug(fix) | bug(fix) | NaN | NaN | bug(fix) | 2 | 3 | bug(fix) |
| 3 | bugs-in-py | bugs-in-py_PySnooper-1 | pysnooper/tracer.py | afterChange | 89 | bug(fix) | NaN | bug(fix) | bug(fix) | NaN | NaN | bug(fix) | 3 | 3 | bug(fix) |
| 4 | bugs-in-py | bugs-in-py_PySnooper-1 | pysnooper/tracer.py | afterChange | 135 | bug(fix) + refactoring | NaN | bug(fix) + refactoring | bug(fix) | NaN | NaN | bug(fix) + refactoring | 2 | 3 | bug(fix) + refactoring |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 145264 | cve | cve_CVE-2022-31124 | tests/fuzzer/fuzz_valid_magic.py | afterChange | 27 | test | test | NaN | NaN | test | NaN | test | 3 | 3 | test |
| 145265 | cve | cve_CVE-2022-31124 | tests/fuzzer/requirements.txt | afterChange | 1 | other | bug(fix) | NaN | NaN | other | NaN | other | 2 | 3 | other |
| 145266 | cve | cve_CVE-2022-31124 | tests/fuzzer/requirements.txt | afterChange | 2 | other | bug(fix) | NaN | NaN | other | NaN | other | 2 | 3 | other |
| 145267 | cve | cve_CVE-2022-31124 | tests/fuzzer/requirements.txt | afterChange | 3 | other | bug(fix) | NaN | NaN | other | NaN | other | 2 | 3 | other |
| 145268 | cve | cve_CVE-2022-31124 | tests/fuzzer/requirements.txt | afterChange | 4 | other | bug(fix) | NaN | NaN | other | NaN | other | 2 | 3 | other |
145269 rows × 15 columns
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G['n_reviewers'].value_counts()
G['n_reviewers'].value_counts()
Out[162]:
n_reviewers 3 131259 2 14010 Name: count, dtype: int64
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G['n_reviewers'].value_counts()/G.shape[0]
G['n_reviewers'].value_counts()/G.shape[0]
Out[163]:
n_reviewers 3 0.903558 2 0.096442 Name: count, dtype: float64
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G['consensus'].value_counts()/G.shape[0]
G['consensus'].value_counts()/G.shape[0]
Out[164]:
consensus test 0.435702 documentation 0.283729 bug(fix) 0.233154 refactoring 0.011083 test + refactoring 0.006650 bug(fix) + refactoring 0.004640 other 0.001583 Name: count, dtype: float64
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(G['consensus'].value_counts()/G.shape[0]).sum()
(G['consensus'].value_counts()/G.shape[0]).sum()
Out[165]:
np.float64(0.9765400739318093)
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G['consensus'].isna().value_counts()/G.shape[0]
G['consensus'].isna().value_counts()/G.shape[0]
Out[166]:
consensus False 0.97654 True 0.02346 Name: count, dtype: float64
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G[G['consensus'].isna()][['common_count', 'n_reviewers']].value_counts()/G.shape[0]
G[G['consensus'].isna()][['common_count', 'n_reviewers']].value_counts()/G.shape[0]
Out[167]:
common_count n_reviewers
1 2 0.014167
3 0.009293
Name: count, dtype: float64
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G.to_csv("consensus.csv")
%ls -l -h 'consensus.csv'
G.to_csv("consensus.csv")
%ls -l -h 'consensus.csv'
-rw-r--r-- 1 jnareb jnareb 19M Dec 5 09:35 consensus.csv
Per line-type consensus (addition)¶
per changed line, using most common type¶
Compute per-line consensus using aggregated per-line data rather than per-user data
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G.columns
G.columns
Out[161]:
Index(['ds', 'id', 'file', 'image', 'line', 'annotation_U1', 'annotation_U2',
'annotation_U3', 'annotation_E1', 'annotation_E2', 'annotation_E3',
'most_common', 'common_count', 'n_reviewers', 'consensus'],
dtype='object')
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G.dtypes
G.dtypes
Out[163]:
ds object id object file object image object line int64 annotation_U1 object annotation_U2 object annotation_U3 object annotation_E1 object annotation_E2 object annotation_E3 object most_common object common_count int64 n_reviewers int64 consensus object dtype: object
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G['ds'].value_counts()
G['ds'].value_counts()
Out[162]:
ds crawl 91746 cve 33302 bugs-in-py 20221 Name: count, dtype: int64
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G['consensus'].value_counts()
G['consensus'].value_counts()
Out[164]:
consensus test 63294 documentation 41217 bug(fix) 33870 refactoring 1610 test + refactoring 966 bug(fix) + refactoring 674 other 230 Name: count, dtype: int64
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G.shape
G.shape
Out[165]:
(145269, 15)
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G_consensus = G[~G['consensus'].isna()]
G_consensus.shape
G_consensus = G[~G['consensus'].isna()]
G_consensus.shape
Out[166]:
(141861, 15)
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G_consensus.shape[0]/G.shape[0]
G_consensus.shape[0]/G.shape[0]
Out[167]:
0.9765400739318093
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G_consensus['consensus'].value_counts()
G_consensus['consensus'].value_counts()
Out[168]:
consensus test 63294 documentation 41217 bug(fix) 33870 refactoring 1610 test + refactoring 966 bug(fix) + refactoring 674 other 230 Name: count, dtype: int64
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G['most_common'].value_counts()
G['most_common'].value_counts()
Out[169]:
most_common test 63294 documentation 41584 bug(fix) 36015 refactoring 2195 test + refactoring 1055 bug(fix) + refactoring 867 other 259 Name: count, dtype: int64
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#G['most_common'].value_counts()/G_consensus['consensus'].value_counts()
G_consensus['consensus'].value_counts()/G['most_common'].value_counts()
#G['most_common'].value_counts()/G_consensus['consensus'].value_counts()
G_consensus['consensus'].value_counts()/G['most_common'].value_counts()
Out[171]:
consensus test 1.000000 documentation 0.991174 bug(fix) 0.940441 refactoring 0.733485 test + refactoring 0.915640 bug(fix) + refactoring 0.777393 other 0.888031 Name: count, dtype: float64
Embedding consensus into Sankey flow diagram comparing automatic and manual annotations:
- original plot from
00-HaPy_Bug-Paper.ipynb, from the "Flow" section
---
config:
sankey:
showValues: true
---
sankey-beta
%% Taken from `notebooks/experiments/00-HaPy_Bug-Paper.ipynb`
%% in https://github.com/ncusi/PatchScope
%% auto,user,S
A: bug(fix),U: bug(fix),26.403257057366396
A: bug(fix),U: bug(fix) + refactoring,2.2848453633531998
A: bug(fix),U: documentation,3.2967895420989377
A: bug(fix),U: other,0.8265273587913571
A: bug(fix),U: refactoring,3.303166311039168
A: bug(fix),U: test,0.06082456527604052
A: documentation,U: bug(fix),0.2972555367522625
A: documentation,U: bug(fix) + refactoring,0.006867289627940059
A: documentation,U: documentation,14.887793392686335
A: documentation,U: other,0.11919652711353101
A: documentation,U: refactoring,0.026488117136340226
A: documentation,U: test,0.009319893066490078
A: documentation,U: test + refactoring,0.004414686189390038
A: test,U: bug(fix),0.0941799720403208
A: test,U: bug(fix) + refactoring,0.00833885169107007
A: test,U: documentation,1.4499791528707724
A: test,U: other,0.03924165501680033
A: test,U: refactoring,0.8363377725455571
A: test,U: test,44.620214357540526
A: test,U: test + refactoring,1.4249625977975622
- as above, but with consensus percentages added
---
config:
sankey:
showValues: true
---
sankey-beta
%% Taken from `notebooks/experiments/00-HaPy_Bug-Paper.ipynb`
%% in https://github.com/ncusi/PatchScope
%% auto,user,S
A: bug(fix),U: bug(fix) [94.1%],26.403257057366396
A: bug(fix),U: bug(fix) + refactoring [77.7%],2.2848453633531998
A: bug(fix),U: documentation [99.1%],3.2967895420989377
A: bug(fix),U: other [88.8%],0.8265273587913571
A: bug(fix),U: refactoring [73.3%],3.303166311039168
A: bug(fix),U: test [100.0%],0.06082456527604052
A: documentation,U: bug(fix) [94.1%],0.2972555367522625
A: documentation,U: bug(fix) + refactoring [77.7%],0.006867289627940059
A: documentation,U: documentation [99.1%],14.887793392686335
A: documentation,U: other [88.8%],0.11919652711353101
A: documentation,U: refactoring [73.3%],0.026488117136340226
A: documentation,U: test [100.0%],0.009319893066490078
A: documentation,U: test + refactoring [91.6%],0.004414686189390038
A: test,U: bug(fix) [94.1%],0.0941799720403208
A: test,U: bug(fix) + refactoring [77.7%],0.00833885169107007
A: test,U: documentation [99.1%],1.4499791528707724
A: test,U: other [88.8%],0.03924165501680033
A: test,U: refactoring [73.3%],0.8363377725455571
A: test,U: test [100.0%],44.620214357540526
A: test,U: test + refactoring [91.6%],1.4249625977975622
per user annotation¶
Computing per-line consensus using per user entry data
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collective_df_manual['ds'].value_counts()
collective_df_manual['ds'].value_counts()
Out[172]:
ds crawl 73183 cve 62588 bugs-in-py 60194 Name: count, dtype: int64
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collective_df_manual.columns
collective_df_manual.columns
Out[173]:
Index(['id', 'bundle', 'file', 'fcat', 'image', 'line', 'annotation', 'user',
'auto', 'ds', 'bug'],
dtype='object')
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collective_df_manual.head(1)
collective_df_manual.head(1)
Out[175]:
| id | bundle | file | fcat | image | line | annotation | user | auto | ds | bug | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | cve_CVE-2020-10289 | B_6_13 | actionlib_tools/scripts/library.py | programming | afterChange | 103 | bug(fix) | U1 | False | cve | CVE-2020-10289 |
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G.columns
G.columns
Out[174]:
Index(['ds', 'id', 'file', 'image', 'line', 'annotation_U1', 'annotation_U2',
'annotation_U3', 'annotation_E1', 'annotation_E2', 'annotation_E3',
'most_common', 'common_count', 'n_reviewers', 'consensus'],
dtype='object')
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G.head(1)
G.head(1)
Out[176]:
| ds | id | file | image | line | annotation_U1 | annotation_U2 | annotation_U3 | annotation_E1 | annotation_E2 | annotation_E3 | most_common | common_count | n_reviewers | consensus | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | bugs-in-py | bugs-in-py_PySnooper-1 | pysnooper/pycompat.py | afterChange | 11 | other | NaN | bug(fix) | bug(fix) | NaN | NaN | bug(fix) | 2 | 3 | bug(fix) |
Add the 'consensus' column to the original per-user/per-annotation data (limited to manual annotations).
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collective_df_consensus = pd.merge(
left=collective_df_manual, right=G,
on=['id', 'ds', 'file', 'image', 'line'],
how='left',
)
collective_df_consensus.dtypes
collective_df_consensus = pd.merge(
left=collective_df_manual, right=G,
on=['id', 'ds', 'file', 'image', 'line'],
how='left',
)
collective_df_consensus.dtypes
Out[178]:
id object bundle object file object fcat object image object line int64 annotation object user object auto bool ds object bug object annotation_U1 object annotation_U2 object annotation_U3 object annotation_E1 object annotation_E2 object annotation_E3 object most_common object common_count int64 n_reviewers int64 consensus object dtype: object
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collective_df_consensus.loc[0]
collective_df_consensus.loc[0]
Out[179]:
id cve_CVE-2020-10289 bundle B_6_13 file actionlib_tools/scripts/library.py fcat programming image afterChange line 103 annotation bug(fix) user U1 auto False ds cve bug CVE-2020-10289 annotation_U1 bug(fix) annotation_U2 bug(fix) annotation_U3 bug(fix) annotation_E1 NaN annotation_E2 NaN annotation_E3 NaN most_common bug(fix) common_count 3 n_reviewers 3 consensus bug(fix) Name: 0, dtype: object
In [399]:
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collective_df_consensus['consensus'].notnull().value_counts()/collective_df_consensus.shape[0]
collective_df_consensus['consensus'].notnull().value_counts()/collective_df_consensus.shape[0]
Out[399]:
consensus True 0.9838 False 0.0162 Name: count, dtype: float64
In [400]:
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collective_df_consensus[collective_df_consensus['consensus'].notnull()]['ds'].value_counts()/collective_df_consensus['ds'].value_counts()
collective_df_consensus[collective_df_consensus['consensus'].notnull()]['ds'].value_counts()/collective_df_consensus['ds'].value_counts()
Out[400]:
ds crawl 0.984655 cve 0.981782 bugs-in-py 0.978819 Name: count, dtype: float64
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collective_df_consensus['consensus'].value_counts()
collective_df_consensus['consensus'].value_counts()
Out[180]:
consensus test 380909 documentation 300971 bug(fix) 189213 test + refactoring 7259 refactoring 4227 bug(fix) + refactoring 2381 other 689 Name: count, dtype: int64
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collective_df_consensus['annotation'].value_counts()
collective_df_consensus['annotation'].value_counts()
Out[198]:
annotation test 378476 documentation 303060 bug(fix) 179427 refactoring 13113 test + refactoring 12208 bug(fix) + refactoring 11205 other 2744 Name: count, dtype: int64
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collective_df_consensus['annotation == consensus'] = collective_df_consensus['annotation'] == collective_df_consensus['consensus']
collective_df_consensus['annotation == consensus'].value_counts()
collective_df_consensus['annotation == consensus'] = collective_df_consensus['annotation'] == collective_df_consensus['consensus']
collective_df_consensus['annotation == consensus'].value_counts()
Out[203]:
annotation == consensus True 834712 False 65521 Name: count, dtype: int64
In [204]:
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collective_df_consensus['annotation == consensus'].value_counts()/collective_df_consensus.shape[0]
collective_df_consensus['annotation == consensus'].value_counts()/collective_df_consensus.shape[0]
Out[204]:
annotation == consensus True 0.927218 False 0.072782 Name: count, dtype: float64
In [205]:
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collective_df_consensus[['annotation', 'consensus', 'annotation == consensus']].groupby('annotation')['annotation == consensus'].sum()
collective_df_consensus[['annotation', 'consensus', 'annotation == consensus']].groupby('annotation')['annotation == consensus'].sum()
Out[205]:
annotation bug(fix) 166911 bug(fix) + refactoring 1585 documentation 288657 other 491 refactoring 3541 test 368774 test + refactoring 4753 Name: annotation == consensus, dtype: int64
In [206]:
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collective_df_consensus[['annotation', 'consensus', 'annotation == consensus']]\
.groupby('annotation')['annotation == consensus'].sum()\
/collective_df_consensus['annotation'].value_counts()
collective_df_consensus[['annotation', 'consensus', 'annotation == consensus']]\
.groupby('annotation')['annotation == consensus'].sum()\
/collective_df_consensus['annotation'].value_counts()
Out[206]:
annotation bug(fix) 0.930245 bug(fix) + refactoring 0.141455 documentation 0.952475 other 0.178936 refactoring 0.270037 test 0.974366 test + refactoring 0.389335 dtype: float64
In [214]:
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collective_df_consensus[
(collective_df_consensus['annotation'] == 'other') &
(~collective_df_consensus['annotation == consensus'])
][
['id','ds','file','image','line','bundle','user','annotation','n_reviewers','consensus','annotation == consensus']
]
collective_df_consensus[
(collective_df_consensus['annotation'] == 'other') &
(~collective_df_consensus['annotation == consensus'])
][
['id','ds','file','image','line','bundle','user','annotation','n_reviewers','consensus','annotation == consensus']
]
Out[214]:
| id | ds | file | image | line | bundle | user | annotation | n_reviewers | consensus | annotation == consensus | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 128 | cve_CVE-2022-24859 | cve | PyPDF2/pdf.py | beforeChange | 2824 | A_3_22 | E3 | other | 3 | bug(fix) | False |
| 1175 | cve_CVE-2018-1000117 | cve | Modules/posixmodule.c | afterChange | 7474 | B_6_13 | U1 | other | 3 | bug(fix) | False |
| 1186 | cve_CVE-2018-1000117 | cve | Modules/posixmodule.c | afterChange | 7513 | B_6_13 | U1 | other | 3 | NaN | False |
| 1187 | cve_CVE-2018-1000117 | cve | Modules/posixmodule.c | afterChange | 7514 | B_6_13 | U1 | other | 3 | bug(fix) | False |
| 1205 | cve_CVE-2018-1000117 | cve | Modules/posixmodule.c | afterChange | 7611 | B_6_13 | U1 | other | 3 | bug(fix) | False |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 891798 | cve_CVE-2019-10160 | cve | Lib/urlparse.py | afterChange | 184 | C_1_12 | U2 | other | 3 | bug(fix) + refactoring | False |
| 891803 | cve_CVE-2019-10160 | cve | Lib/urlparse.py | beforeChange | 183 | C_1_12 | U2 | other | 3 | NaN | False |
| 891804 | cve_CVE-2019-10160 | cve | Lib/urlparse.py | beforeChange | 184 | C_1_12 | U2 | other | 3 | NaN | False |
| 900188 | cve_CVE-2018-16876 | cve | lib/ansible/plugins/connection/ssh.py | afterChange | 342 | B_3_16 | U1 | other | 3 | NaN | False |
| 900196 | cve_CVE-2018-16876 | cve | lib/ansible/plugins/connection/ssh.py | beforeChange | 339 | B_3_16 | U1 | other | 3 | bug(fix) | False |
2253 rows × 11 columns
per auto annotation (per changed line)¶
From reviewer #103C:
The authors report interesting results, indicating that only a small proportion of lines (≤ 6%) required manual intervention after automatic annotations. More details on the nature of these modifications would strengthen the analysis. Specifically, it would be helpful to know if the automatic annotations were primarily inaccurate in specific categories (e.g., documentation) or whether they lacked context for certain types of code changes. Since the automation relies on simple syntax rules, it might miss complex bug patterns, which requires further discussion.
Computing per-line consensus using per automated entry data
In [215]:
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G.columns
G.columns
Out[215]:
Index(['ds', 'id', 'file', 'image', 'line', 'annotation_U1', 'annotation_U2',
'annotation_U3', 'annotation_E1', 'annotation_E2', 'annotation_E3',
'most_common', 'common_count', 'n_reviewers', 'consensus'],
dtype='object')
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collective_df.columns
collective_df.columns
Out[216]:
Index(['id', 'bundle', 'file', 'fcat', 'image', 'line', 'annotation', 'user',
'auto', 'ds', 'bug'],
dtype='object')
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print(f"{collective_df.shape=}")
print(f"{collective_df['auto'].sum()=}")
print(f"{collective_df[collective_df['auto']].shape=}")
print(f"{collective_df.shape=}")
print(f"{collective_df['auto'].sum()=}")
print(f"{collective_df[collective_df['auto']].shape=}")
collective_df.shape=(391918, 11) collective_df['auto'].sum()=np.int64(195953) collective_df[collective_df['auto']].shape=(195953, 11)
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G.shape
G.shape
Out[221]:
(145269, 15)
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collective_df[collective_df['auto']].drop_duplicates().shape
collective_df[collective_df['auto']].drop_duplicates().shape
Out[242]:
(169390, 11)
In [243]:
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collective_df[collective_df['auto']].drop_duplicates(subset=['id','ds','bug','file','image','line']).shape
collective_df[collective_df['auto']].drop_duplicates(subset=['id','ds','bug','file','image','line']).shape
Out[243]:
(57918, 11)
In [244]:
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G.drop_duplicates(subset=['id','ds','file','image','line']).shape
G.drop_duplicates(subset=['id','ds','file','image','line']).shape
Out[244]:
(57918, 15)
In [224]:
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collective_df[collective_df['auto']]['user'].value_counts()
collective_df[collective_df['auto']]['user'].value_counts()
Out[224]:
user U3 53037 U1 50880 U2 48898 E2 17791 E3 17200 E1 8147 Name: count, dtype: int64
In [225]:
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collective_df[~collective_df['auto']]['user'].value_counts()
collective_df[~collective_df['auto']]['user'].value_counts()
Out[225]:
user U3 53049 U1 50880 U2 48898 E2 17791 E3 17200 E1 8147 Name: count, dtype: int64
In [230]:
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G.drop_duplicates(subset=['id','ds','file','image','line'])['consensus'].value_counts()
G.drop_duplicates(subset=['id','ds','file','image','line'])['consensus'].value_counts()
Out[230]:
consensus test 25987 bug(fix) 16892 documentation 10308 refactoring 1497 bug(fix) + refactoring 575 test + refactoring 462 other 230 Name: count, dtype: int64
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G.drop_duplicates(subset=['id','ds','file','image','line'])['consensus'].isnull().sum()
G.drop_duplicates(subset=['id','ds','file','image','line'])['consensus'].isnull().sum()
Out[241]:
np.int64(1967)
In [231]:
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collective_df[collective_df['auto']].drop_duplicates(subset=['id','ds','bug','file','image','line'])['annotation'].value_counts()
collective_df[collective_df['auto']].drop_duplicates(subset=['id','ds','bug','file','image','line'])['annotation'].value_counts()
Out[231]:
annotation test 27903 bug(fix) 22134 documentation 7881 Name: count, dtype: int64
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G.loc[0]
G.loc[0]
Out[232]:
ds bugs-in-py id bugs-in-py_PySnooper-1 file pysnooper/pycompat.py image afterChange line 11 annotation_U1 other annotation_U2 NaN annotation_U3 bug(fix) annotation_E1 bug(fix) annotation_E2 NaN annotation_E3 NaN most_common bug(fix) common_count 2 n_reviewers 3 consensus bug(fix) Name: 0, dtype: object
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# Trying to find example of duplication (duplicated row)
i = 100000
G[
(G['ds'] == G.loc[i]['ds']) &
(G['id'] == G.loc[i]['id']) &
(G['file'] == G.loc[i]['file']) &
(G['image'] == G.loc[i]['image']) &
(G['line'] == G.loc[i]['line'])
]
# Trying to find example of duplication (duplicated row)
i = 100000
G[
(G['ds'] == G.loc[i]['ds']) &
(G['id'] == G.loc[i]['id']) &
(G['file'] == G.loc[i]['file']) &
(G['image'] == G.loc[i]['image']) &
(G['line'] == G.loc[i]['line'])
]
Out[245]:
| ds | id | file | image | line | annotation_U1 | annotation_U2 | annotation_U3 | annotation_E1 | annotation_E2 | annotation_E3 | most_common | common_count | n_reviewers | consensus | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 99980 | crawl | crawl_CVE-2021-45116 | tests/template_tests/filter_tests/test_dictsor... | afterChange | 47 | test | NaN | test | NaN | test | NaN | test | 3 | 3 | test |
| 99981 | crawl | crawl_CVE-2021-45116 | tests/template_tests/filter_tests/test_dictsor... | afterChange | 47 | test | NaN | test | NaN | test | NaN | test | 3 | 3 | test |
| 99982 | crawl | crawl_CVE-2021-45116 | tests/template_tests/filter_tests/test_dictsor... | afterChange | 47 | test | NaN | test | NaN | test | NaN | test | 3 | 3 | test |
| 99983 | crawl | crawl_CVE-2021-45116 | tests/template_tests/filter_tests/test_dictsor... | afterChange | 47 | test | NaN | test | NaN | test | NaN | test | 3 | 3 | test |
| 99984 | crawl | crawl_CVE-2021-45116 | tests/template_tests/filter_tests/test_dictsor... | afterChange | 47 | test | NaN | test | NaN | test | NaN | test | 3 | 3 | test |
| 99985 | crawl | crawl_CVE-2021-45116 | tests/template_tests/filter_tests/test_dictsor... | afterChange | 47 | test | NaN | test | NaN | test | NaN | test | 3 | 3 | test |
| 99986 | crawl | crawl_CVE-2021-45116 | tests/template_tests/filter_tests/test_dictsor... | afterChange | 47 | test | NaN | test | NaN | test | NaN | test | 3 | 3 | test |
| 99987 | crawl | crawl_CVE-2021-45116 | tests/template_tests/filter_tests/test_dictsor... | afterChange | 47 | test | NaN | test | NaN | test | NaN | test | 3 | 3 | test |
| 99988 | crawl | crawl_CVE-2021-45116 | tests/template_tests/filter_tests/test_dictsor... | afterChange | 47 | test | NaN | test | NaN | test | NaN | test | 3 | 3 | test |
| 99989 | crawl | crawl_CVE-2021-45116 | tests/template_tests/filter_tests/test_dictsor... | afterChange | 47 | test | NaN | test | NaN | test | NaN | test | 3 | 3 | test |
| 99990 | crawl | crawl_CVE-2021-45116 | tests/template_tests/filter_tests/test_dictsor... | afterChange | 47 | test | NaN | test | NaN | test | NaN | test | 3 | 3 | test |
| 99991 | crawl | crawl_CVE-2021-45116 | tests/template_tests/filter_tests/test_dictsor... | afterChange | 47 | test | NaN | test | NaN | test | NaN | test | 3 | 3 | test |
| 99992 | crawl | crawl_CVE-2021-45116 | tests/template_tests/filter_tests/test_dictsor... | afterChange | 47 | test | NaN | test | NaN | test | NaN | test | 3 | 3 | test |
| 99993 | crawl | crawl_CVE-2021-45116 | tests/template_tests/filter_tests/test_dictsor... | afterChange | 47 | test | NaN | test | NaN | test | NaN | test | 3 | 3 | test |
| 99994 | crawl | crawl_CVE-2021-45116 | tests/template_tests/filter_tests/test_dictsor... | afterChange | 47 | test | NaN | test | NaN | test | NaN | test | 3 | 3 | test |
| 99995 | crawl | crawl_CVE-2021-45116 | tests/template_tests/filter_tests/test_dictsor... | afterChange | 47 | test | NaN | test | NaN | test | NaN | test | 3 | 3 | test |
| 99996 | crawl | crawl_CVE-2021-45116 | tests/template_tests/filter_tests/test_dictsor... | afterChange | 47 | test | NaN | test | NaN | test | NaN | test | 3 | 3 | test |
| 99997 | crawl | crawl_CVE-2021-45116 | tests/template_tests/filter_tests/test_dictsor... | afterChange | 47 | test | NaN | test | NaN | test | NaN | test | 3 | 3 | test |
| 99998 | crawl | crawl_CVE-2021-45116 | tests/template_tests/filter_tests/test_dictsor... | afterChange | 47 | test | NaN | test | NaN | test | NaN | test | 3 | 3 | test |
| 99999 | crawl | crawl_CVE-2021-45116 | tests/template_tests/filter_tests/test_dictsor... | afterChange | 47 | test | NaN | test | NaN | test | NaN | test | 3 | 3 | test |
| 100000 | crawl | crawl_CVE-2021-45116 | tests/template_tests/filter_tests/test_dictsor... | afterChange | 47 | test | NaN | test | NaN | test | NaN | test | 3 | 3 | test |
| 100001 | crawl | crawl_CVE-2021-45116 | tests/template_tests/filter_tests/test_dictsor... | afterChange | 47 | test | NaN | test | NaN | test | NaN | test | 3 | 3 | test |
| 100002 | crawl | crawl_CVE-2021-45116 | tests/template_tests/filter_tests/test_dictsor... | afterChange | 47 | test | NaN | test | NaN | test | NaN | test | 3 | 3 | test |
| 100003 | crawl | crawl_CVE-2021-45116 | tests/template_tests/filter_tests/test_dictsor... | afterChange | 47 | test | NaN | test | NaN | test | NaN | test | 3 | 3 | test |
| 100004 | crawl | crawl_CVE-2021-45116 | tests/template_tests/filter_tests/test_dictsor... | afterChange | 47 | test | NaN | test | NaN | test | NaN | test | 3 | 3 | test |
| 100005 | crawl | crawl_CVE-2021-45116 | tests/template_tests/filter_tests/test_dictsor... | afterChange | 47 | test | NaN | test | NaN | test | NaN | test | 3 | 3 | test |
| 100006 | crawl | crawl_CVE-2021-45116 | tests/template_tests/filter_tests/test_dictsor... | afterChange | 47 | test | NaN | test | NaN | test | NaN | test | 3 | 3 | test |
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collective_df_auto = pd.merge(
left=collective_df[collective_df['auto']].drop_duplicates(subset=['id','ds','bug','file','image','line']),
right=G.drop_duplicates(subset=['id','ds','file','image','line']),
on=['id', 'ds', 'file', 'image', 'line'],
#how='left',
how='outer', indicator="indicator_column", suffixes=("_auto", "_cons"),
)
collective_df_auto.shape
collective_df_auto = pd.merge(
left=collective_df[collective_df['auto']].drop_duplicates(subset=['id','ds','bug','file','image','line']),
right=G.drop_duplicates(subset=['id','ds','file','image','line']),
on=['id', 'ds', 'file', 'image', 'line'],
#how='left',
how='outer', indicator="indicator_column", suffixes=("_auto", "_cons"),
)
collective_df_auto.shape
Out[248]:
(57918, 22)
In [249]:
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collective_df_auto['indicator_column'].value_counts()
collective_df_auto['indicator_column'].value_counts()
Out[249]:
indicator_column both 57918 left_only 0 right_only 0 Name: count, dtype: int64
In [250]:
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collective_df_auto['annotation'].value_counts()
collective_df_auto['annotation'].value_counts()
Out[250]:
annotation test 27903 bug(fix) 22134 documentation 7881 Name: count, dtype: int64
Has consensus
In [251]:
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collective_df_auto[collective_df_auto['consensus'].notnull()]['annotation'].value_counts()
collective_df_auto[collective_df_auto['consensus'].notnull()]['annotation'].value_counts()
Out[251]:
annotation test 27426 bug(fix) 20699 documentation 7826 Name: count, dtype: int64
In [252]:
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collective_df_auto[collective_df_auto['consensus'].notnull()]['annotation'].value_counts()/collective_df_auto['annotation'].value_counts()
collective_df_auto[collective_df_auto['consensus'].notnull()]['annotation'].value_counts()/collective_df_auto['annotation'].value_counts()
Out[252]:
annotation test 0.982905 bug(fix) 0.935168 documentation 0.993021 Name: count, dtype: float64
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collective_df_auto[collective_df_auto['common_count'] == 3]['annotation'].value_counts()/collective_df_auto['annotation'].value_counts()
collective_df_auto[collective_df_auto['common_count'] == 3]['annotation'].value_counts()/collective_df_auto['annotation'].value_counts()
Out[406]:
annotation test 0.829158 bug(fix) 0.577889 documentation 0.888085 Name: count, dtype: float64
Agrees with annotation
In "HaPy-Bug – Human Annotated Python Bug Resolution Dataset", in "Data Analysis" section, paragraph/point "Quality of manual annotations", full consensus was achieved for at least 81.5% of labels in the $D_{CVE}$ subset and at least 84.2% in the remaining subsets.
In [386]:
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(collective_df_auto['consensus'] == collective_df_auto['annotation']).sum()/collective_df_auto.shape[0]
(collective_df_auto['consensus'] == collective_df_auto['annotation']).sum()/collective_df_auto.shape[0]
Out[386]:
np.float64(0.867277875617252)
In [394]:
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(
collective_df_auto['consensus'] == collective_df_auto['annotation']
).sum()/collective_df_auto['consensus'].notnull().sum()
(
collective_df_auto['consensus'] == collective_df_auto['annotation']
).sum()/collective_df_auto['consensus'].notnull().sum()
Out[394]:
np.float64(0.8977676895855302)
In [405]:
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collective_df_auto['consensus'].notnull().sum()/collective_df_auto.shape[0]
collective_df_auto['consensus'].notnull().sum()/collective_df_auto.shape[0]
Out[405]:
np.float64(0.9660381919265169)
In [401]:
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collective_df_auto[collective_df_auto['consensus'].notnull()]['ds'].value_counts()/collective_df_auto['ds'].value_counts()
collective_df_auto[collective_df_auto['consensus'].notnull()]['ds'].value_counts()/collective_df_auto['ds'].value_counts()
Out[401]:
ds bugs-in-py 0.977287 cve 0.954068 crawl 0.966526 Name: count, dtype: float64
In [403]:
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collective_df_auto[collective_df_auto['common_count'] == 3]['ds'].value_counts()/collective_df_auto['ds'].value_counts()
collective_df_auto[collective_df_auto['common_count'] == 3]['ds'].value_counts()/collective_df_auto['ds'].value_counts()
Out[403]:
ds bugs-in-py 0.824781 cve 0.727300 crawl 0.662367 Name: count, dtype: float64
Consensus percentages does not match what is written in Table I - the relevant fragment is shown below
| Dataset | $= 3$ | $\ge 2$ | ------------------- | ----- | ----- | | $D_{\text{BIP}}$ | 84.2% | 97.8% | | $D_{\text{CRAWL}}$ | 84.2% | 98.7% | | $D_{\text{CVE}}$ | 81.5% | 98.5% |
In [253]:
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collective_df_auto[collective_df_auto['consensus'] == collective_df_auto['annotation']]['annotation'].value_counts()
collective_df_auto[collective_df_auto['consensus'] == collective_df_auto['annotation']]['annotation'].value_counts()
Out[253]:
annotation test 25975 bug(fix) 16666 documentation 7590 Name: count, dtype: int64
In [254]:
Copied!
collective_df_auto[collective_df_auto['consensus'] == collective_df_auto['annotation']]['annotation'].value_counts()/collective_df_auto['annotation'].value_counts()
collective_df_auto[collective_df_auto['consensus'] == collective_df_auto['annotation']]['annotation'].value_counts()/collective_df_auto['annotation'].value_counts()
Out[254]:
annotation test 0.930903 bug(fix) 0.752959 documentation 0.963076 Name: count, dtype: float64
In [402]:
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collective_df_auto[collective_df_auto['consensus'].notnull()]['annotation'].value_counts()/collective_df_auto['annotation'].value_counts()
collective_df_auto[collective_df_auto['consensus'].notnull()]['annotation'].value_counts()/collective_df_auto['annotation'].value_counts()
Out[402]:
annotation test 0.982905 bug(fix) 0.935168 documentation 0.993021 Name: count, dtype: float64
In [389]:
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(collective_df_auto['most_common'] != collective_df_auto['consensus']).value_counts()
(collective_df_auto['most_common'] != collective_df_auto['consensus']).value_counts()
Out[389]:
False 55951 True 1967 Name: count, dtype: int64
In [390]:
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collective_df_auto['consensus'].isnull().sum()
collective_df_auto['consensus'].isnull().sum()
Out[390]:
np.int64(1967)
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collective_df_auto.columns
collective_df_auto.columns
Out[391]:
Index(['id', 'bundle', 'file', 'fcat', 'image', 'line', 'annotation', 'user',
'auto', 'ds', 'bug', 'annotation_U1', 'annotation_U2', 'annotation_U3',
'annotation_E1', 'annotation_E2', 'annotation_E3', 'most_common',
'common_count', 'n_reviewers', 'consensus', 'indicator_column'],
dtype='object')
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collective_df_auto['common_count'].value_counts()
collective_df_auto['common_count'].value_counts()
Out[392]:
common_count 3 42926 2 13025 1 1967 Name: count, dtype: int64
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collective_df_auto['common_count'].value_counts()/collective_df_auto.shape[0]
collective_df_auto['common_count'].value_counts()/collective_df_auto.shape[0]
Out[396]:
common_count 3 0.741151 2 0.224887 1 0.033962 Name: count, dtype: float64
In [397]:
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collective_df_auto['consensus'].notnull().value_counts()/collective_df_auto.shape[0]
collective_df_auto['consensus'].notnull().value_counts()/collective_df_auto.shape[0]
Out[397]:
consensus True 0.966038 False 0.033962 Name: count, dtype: float64
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collective_df_auto[collective_df_auto['most_common'] != collective_df_auto['consensus']]['common_count'].value_counts()
collective_df_auto[collective_df_auto['most_common'] != collective_df_auto['consensus']]['common_count'].value_counts()
Out[393]:
common_count 1 1967 Name: count, dtype: int64
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collective_df_auto[collective_df_auto['consensus'] == collective_df_auto['annotation']]['common_count'].value_counts()
collective_df_auto[collective_df_auto['consensus'] == collective_df_auto['annotation']]['common_count'].value_counts()
Out[395]:
common_count 3 40661 2 9570 Name: count, dtype: int64
- adds percentage of automated annotations for which there is consensus in manual annotations
---
config:
sankey:
showValues: true
---
sankey-beta
%% Taken from `notebooks/experiments/00-HaPy_Bug-Paper.ipynb`
%% in https://github.com/ncusi/PatchScope
%% auto,user,S
A: bug(fix) [75.3%],U: bug(fix),26.403257057366396
A: bug(fix) [75.3%],U: bug(fix) + refactoring,2.2848453633531998
A: bug(fix) [75.3%],U: documentation,3.2967895420989377
A: bug(fix) [75.3%],U: other,0.8265273587913571
A: bug(fix) [75.3%],U: refactoring,3.303166311039168
A: bug(fix) [75.3%],U: test,0.06082456527604052
A: documentation [96.3%],U: bug(fix),0.2972555367522625
A: documentation [96.3%],U: bug(fix) + refactoring,0.006867289627940059
A: documentation [96.3%],U: documentation,14.887793392686335
A: documentation [96.3%],U: other,0.11919652711353101
A: documentation [96.3%],U: refactoring,0.026488117136340226
A: documentation [96.3%],U: test,0.009319893066490078
A: documentation [96.3%],U: test + refactoring,0.004414686189390038
A: test [93.1%],U: bug(fix),0.0941799720403208
A: test [93.1%],U: bug(fix) + refactoring,0.00833885169107007
A: test [93.1%],U: documentation,1.4499791528707724
A: test [93.1%],U: other,0.03924165501680033
A: test [93.1%],U: refactoring,0.8363377725455571
A: test [93.1%],U: test,44.620214357540526
A: test [93.1%],U: test + refactoring,1.4249625977975622
Consensus in $D_{BIP}$¶
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G_bip = G[G['ds'] == 'bugs-in-py']
G_bip
G_bip = G[G['ds'] == 'bugs-in-py']
G_bip
Out[169]:
| ds | id | file | image | line | annotation_U1 | annotation_U2 | annotation_U3 | annotation_E1 | annotation_E2 | annotation_E3 | most_common | common_count | n_reviewers | consensus | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | bugs-in-py | bugs-in-py_PySnooper-1 | pysnooper/pycompat.py | afterChange | 11 | other | NaN | bug(fix) | bug(fix) | NaN | NaN | bug(fix) | 2 | 3 | bug(fix) |
| 1 | bugs-in-py | bugs-in-py_PySnooper-1 | pysnooper/tracer.py | afterChange | 17 | bug(fix) + refactoring | NaN | bug(fix) | bug(fix) | NaN | NaN | bug(fix) | 2 | 3 | bug(fix) |
| 2 | bugs-in-py | bugs-in-py_PySnooper-1 | pysnooper/tracer.py | afterChange | 18 | bug(fix) + refactoring | NaN | bug(fix) | bug(fix) | NaN | NaN | bug(fix) | 2 | 3 | bug(fix) |
| 3 | bugs-in-py | bugs-in-py_PySnooper-1 | pysnooper/tracer.py | afterChange | 89 | bug(fix) | NaN | bug(fix) | bug(fix) | NaN | NaN | bug(fix) | 3 | 3 | bug(fix) |
| 4 | bugs-in-py | bugs-in-py_PySnooper-1 | pysnooper/tracer.py | afterChange | 135 | bug(fix) + refactoring | NaN | bug(fix) + refactoring | bug(fix) | NaN | NaN | bug(fix) + refactoring | 2 | 3 | bug(fix) + refactoring |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 20216 | bugs-in-py | bugs-in-py_youtube-dl-9 | youtube_dl/YoutubeDL.py | beforeChange | 955 | NaN | bug(fix) | bug(fix) | NaN | bug(fix) | NaN | bug(fix) | 3 | 3 | bug(fix) |
| 20217 | bugs-in-py | bugs-in-py_youtube-dl-9 | youtube_dl/YoutubeDL.py | beforeChange | 966 | NaN | bug(fix) | bug(fix) | NaN | bug(fix) | NaN | bug(fix) | 3 | 3 | bug(fix) |
| 20218 | bugs-in-py | bugs-in-py_youtube-dl-9 | youtube_dl/YoutubeDL.py | beforeChange | 969 | NaN | bug(fix) | bug(fix) | NaN | bug(fix) | NaN | bug(fix) | 3 | 3 | bug(fix) |
| 20219 | bugs-in-py | bugs-in-py_youtube-dl-9 | youtube_dl/YoutubeDL.py | beforeChange | 970 | NaN | bug(fix) | bug(fix) | NaN | bug(fix) | NaN | bug(fix) | 3 | 3 | bug(fix) |
| 20220 | bugs-in-py | bugs-in-py_youtube-dl-9 | youtube_dl/YoutubeDL.py | beforeChange | 971 | NaN | bug(fix) | bug(fix) | NaN | bug(fix) | NaN | bug(fix) | 3 | 3 | bug(fix) |
20221 rows × 15 columns
Consensus only
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G.shape
G.shape
Out[170]:
(145269, 15)
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G_bip.shape
G_bip.shape
Out[171]:
(20221, 15)
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G_bip_consensus = G_bip[~G_bip['consensus'].isna()]
G_bip_consensus.shape
G_bip_consensus = G_bip[~G_bip['consensus'].isna()]
G_bip_consensus.shape
Out[172]:
(19762, 15)
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G_bip_consensus.columns
G_bip_consensus.columns
Out[173]:
Index(['ds', 'id', 'file', 'image', 'line', 'annotation_U1', 'annotation_U2',
'annotation_U3', 'annotation_E1', 'annotation_E2', 'annotation_E3',
'most_common', 'common_count', 'n_reviewers', 'consensus'],
dtype='object')
Compare with consensus¶
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from_repos_df['id'] = from_repos_df['ds'] + '_' + from_repos_df['bug']
from_repos_df.head(5)
from_repos_df['id'] = from_repos_df['ds'] + '_' + from_repos_df['bug']
from_repos_df.head(5)
Out[174]:
| id | ds | bug | sha | file | fcat | image | line | annotation | |
|---|---|---|---|---|---|---|---|---|---|
| 0 | bugs-in-py_httpie-1 | bugs-in-py | httpie-1 | 5300b0b490b8db48fac30b5e32164be93dc574b7 | CHANGELOG.rst | documentation | afterChange | 30 | documentation |
| 1 | bugs-in-py_httpie-1 | bugs-in-py | httpie-1 | 5300b0b490b8db48fac30b5e32164be93dc574b7 | httpie/downloads.py | programming | beforeChange | 142 | bug(fix) |
| 2 | bugs-in-py_httpie-1 | bugs-in-py | httpie-1 | 5300b0b490b8db48fac30b5e32164be93dc574b7 | httpie/downloads.py | programming | beforeChange | 143 | bug(fix) |
| 3 | bugs-in-py_httpie-1 | bugs-in-py | httpie-1 | 5300b0b490b8db48fac30b5e32164be93dc574b7 | httpie/downloads.py | programming | afterChange | 10 | bug(fix) |
| 4 | bugs-in-py_httpie-1 | bugs-in-py | httpie-1 | 5300b0b490b8db48fac30b5e32164be93dc574b7 | httpie/downloads.py | programming | afterChange | 139 | bug(fix) |
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from_repos_df_sel_2 = from_repos_df[['ds', 'id', 'sha', 'file', 'image', 'line', 'annotation']]
from_repos_df_sel_2.head(5)
from_repos_df_sel_2 = from_repos_df[['ds', 'id', 'sha', 'file', 'image', 'line', 'annotation']]
from_repos_df_sel_2.head(5)
Out[175]:
| ds | id | sha | file | image | line | annotation | |
|---|---|---|---|---|---|---|---|
| 0 | bugs-in-py | bugs-in-py_httpie-1 | 5300b0b490b8db48fac30b5e32164be93dc574b7 | CHANGELOG.rst | afterChange | 30 | documentation |
| 1 | bugs-in-py | bugs-in-py_httpie-1 | 5300b0b490b8db48fac30b5e32164be93dc574b7 | httpie/downloads.py | beforeChange | 142 | bug(fix) |
| 2 | bugs-in-py | bugs-in-py_httpie-1 | 5300b0b490b8db48fac30b5e32164be93dc574b7 | httpie/downloads.py | beforeChange | 143 | bug(fix) |
| 3 | bugs-in-py | bugs-in-py_httpie-1 | 5300b0b490b8db48fac30b5e32164be93dc574b7 | httpie/downloads.py | afterChange | 10 | bug(fix) |
| 4 | bugs-in-py | bugs-in-py_httpie-1 | 5300b0b490b8db48fac30b5e32164be93dc574b7 | httpie/downloads.py | afterChange | 139 | bug(fix) |
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G_bip_consensus_sel_2 = G_bip_consensus[['ds', 'id', 'file', 'image', 'line', 'n_reviewers', 'common_count', 'consensus']]
G_bip_consensus_sel_2.head(5)
G_bip_consensus_sel_2 = G_bip_consensus[['ds', 'id', 'file', 'image', 'line', 'n_reviewers', 'common_count', 'consensus']]
G_bip_consensus_sel_2.head(5)
Out[176]:
| ds | id | file | image | line | n_reviewers | common_count | consensus | |
|---|---|---|---|---|---|---|---|---|
| 0 | bugs-in-py | bugs-in-py_PySnooper-1 | pysnooper/pycompat.py | afterChange | 11 | 3 | 2 | bug(fix) |
| 1 | bugs-in-py | bugs-in-py_PySnooper-1 | pysnooper/tracer.py | afterChange | 17 | 3 | 2 | bug(fix) |
| 2 | bugs-in-py | bugs-in-py_PySnooper-1 | pysnooper/tracer.py | afterChange | 18 | 3 | 2 | bug(fix) |
| 3 | bugs-in-py | bugs-in-py_PySnooper-1 | pysnooper/tracer.py | afterChange | 89 | 3 | 3 | bug(fix) |
| 4 | bugs-in-py | bugs-in-py_PySnooper-1 | pysnooper/tracer.py | afterChange | 135 | 3 | 2 | bug(fix) + refactoring |
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hapy_bip_from_repos_df_sel_2 = hapy_bip_from_repos_df[['ds', 'id', 'sha', 'file', 'image', 'line', 'annotation']]
hapy_bip_from_repos_df_sel_2.head(5)
hapy_bip_from_repos_df_sel_2 = hapy_bip_from_repos_df[['ds', 'id', 'sha', 'file', 'image', 'line', 'annotation']]
hapy_bip_from_repos_df_sel_2.head(5)
Out[177]:
| ds | id | sha | file | image | line | annotation | |
|---|---|---|---|---|---|---|---|
| 0 | bugs-in-py | bugs-in-py_httpie-1 | 5300b0b490b8db48fac30b5e32164be93dc574b7 | CHANGELOG.rst | afterChange | 30 | documentation |
| 1 | bugs-in-py | bugs-in-py_httpie-1 | 5300b0b490b8db48fac30b5e32164be93dc574b7 | httpie/downloads.py | beforeChange | 142 | bug(fix) |
| 2 | bugs-in-py | bugs-in-py_httpie-1 | 5300b0b490b8db48fac30b5e32164be93dc574b7 | httpie/downloads.py | beforeChange | 143 | bug(fix) |
| 3 | bugs-in-py | bugs-in-py_httpie-1 | 5300b0b490b8db48fac30b5e32164be93dc574b7 | httpie/downloads.py | afterChange | 10 | bug(fix) |
| 4 | bugs-in-py | bugs-in-py_httpie-1 | 5300b0b490b8db48fac30b5e32164be93dc574b7 | httpie/downloads.py | afterChange | 139 | bug(fix) |
Merge consensus vs bugsinpy-from-repos (from_repos_df_sel_2)¶
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merge_sel_consensus = pd.merge(
G_bip_consensus_sel_2, from_repos_df_sel_2,
how='outer', on=['ds', 'id', 'file', 'image', 'line'],
indicator="indicator_column", suffixes=("_hapy", "_auto"),
)
merge_sel_consensus.head()
merge_sel_consensus = pd.merge(
G_bip_consensus_sel_2, from_repos_df_sel_2,
how='outer', on=['ds', 'id', 'file', 'image', 'line'],
indicator="indicator_column", suffixes=("_hapy", "_auto"),
)
merge_sel_consensus.head()
Out[178]:
| ds | id | file | image | line | n_reviewers | common_count | consensus | sha | annotation | indicator_column | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | bugs-in-py | bugs-in-py_PySnooper-1 | pysnooper/pycompat.py | afterChange | 11 | 3.0 | 2.0 | bug(fix) | 56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2 | bug(fix) | both |
| 1 | bugs-in-py | bugs-in-py_PySnooper-1 | pysnooper/tracer.py | afterChange | 17 | 3.0 | 2.0 | bug(fix) | 56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2 | bug(fix) | both |
| 2 | bugs-in-py | bugs-in-py_PySnooper-1 | pysnooper/tracer.py | afterChange | 18 | 3.0 | 2.0 | bug(fix) | 56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2 | bug(fix) | both |
| 3 | bugs-in-py | bugs-in-py_PySnooper-1 | pysnooper/tracer.py | afterChange | 89 | 3.0 | 3.0 | bug(fix) | 56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2 | bug(fix) | both |
| 4 | bugs-in-py | bugs-in-py_PySnooper-1 | pysnooper/tracer.py | afterChange | 135 | 3.0 | 2.0 | bug(fix) + refactoring | 56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2 | bug(fix) | both |
Merge consensus vs hapy_bip-from-repos (hapy_bip_from_repos_df_sel_2)¶
In [179]:
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hapy_bip_merge_sel_consensus = pd.merge(
G_bip_consensus_sel_2, hapy_bip_from_repos_df_sel_2,
how='outer', on=['ds', 'id', 'file', 'image', 'line'],
indicator="indicator_column", suffixes=("_hapy", "_auto"),
)
hapy_bip_merge_sel_consensus.head()
hapy_bip_merge_sel_consensus = pd.merge(
G_bip_consensus_sel_2, hapy_bip_from_repos_df_sel_2,
how='outer', on=['ds', 'id', 'file', 'image', 'line'],
indicator="indicator_column", suffixes=("_hapy", "_auto"),
)
hapy_bip_merge_sel_consensus.head()
Out[179]:
| ds | id | file | image | line | n_reviewers | common_count | consensus | sha | annotation | indicator_column | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | bugs-in-py | bugs-in-py_PySnooper-1 | pysnooper/pycompat.py | afterChange | 11 | 3.0 | 2.0 | bug(fix) | 56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2 | bug(fix) | both |
| 1 | bugs-in-py | bugs-in-py_PySnooper-1 | pysnooper/tracer.py | afterChange | 17 | 3.0 | 2.0 | bug(fix) | 56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2 | bug(fix) | both |
| 2 | bugs-in-py | bugs-in-py_PySnooper-1 | pysnooper/tracer.py | afterChange | 18 | 3.0 | 2.0 | bug(fix) | 56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2 | bug(fix) | both |
| 3 | bugs-in-py | bugs-in-py_PySnooper-1 | pysnooper/tracer.py | afterChange | 89 | 3.0 | 3.0 | bug(fix) | 56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2 | bug(fix) | both |
| 4 | bugs-in-py | bugs-in-py_PySnooper-1 | pysnooper/tracer.py | afterChange | 135 | 3.0 | 2.0 | bug(fix) + refactoring | 56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2 | bug(fix) | both |
Merge consensus vs dataset (hapy_bip_from_dataset_df_sel)¶
In [180]:
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hapy_bip_from_dataset_df_sel = hapy_bip_from_dataset_df[['ds', 'id', 'sha', 'file', 'image', 'line', 'annotation']]
hapy_bip_from_dataset_df_sel.head(5)
hapy_bip_from_dataset_df_sel = hapy_bip_from_dataset_df[['ds', 'id', 'sha', 'file', 'image', 'line', 'annotation']]
hapy_bip_from_dataset_df_sel.head(5)
Out[180]:
| ds | id | sha | file | image | line | annotation | |
|---|---|---|---|---|---|---|---|
| 0 | bugs-in-py | bugs-in-py_PySnooper-1 | 56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2 | pysnooper/pycompat.py | afterChange | 11 | bug(fix) |
| 1 | bugs-in-py | bugs-in-py_PySnooper-1 | 56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2 | pysnooper/tracer.py | beforeChange | 87 | bug(fix) |
| 2 | bugs-in-py | bugs-in-py_PySnooper-1 | 56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2 | pysnooper/tracer.py | beforeChange | 133 | bug(fix) |
| 3 | bugs-in-py | bugs-in-py_PySnooper-1 | 56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2 | pysnooper/tracer.py | afterChange | 17 | bug(fix) |
| 4 | bugs-in-py | bugs-in-py_PySnooper-1 | 56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2 | pysnooper/tracer.py | afterChange | 18 | bug(fix) |
In [181]:
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hapy_bip_dataset_merge_sel_consensus = pd.merge(
G_bip_consensus_sel_2, hapy_bip_from_dataset_df_sel,
how='outer', on=['ds', 'id', 'file', 'image', 'line'],
indicator="indicator_column", suffixes=("_hapy", "_auto"),
)
hapy_bip_dataset_merge_sel_consensus.head()
hapy_bip_dataset_merge_sel_consensus = pd.merge(
G_bip_consensus_sel_2, hapy_bip_from_dataset_df_sel,
how='outer', on=['ds', 'id', 'file', 'image', 'line'],
indicator="indicator_column", suffixes=("_hapy", "_auto"),
)
hapy_bip_dataset_merge_sel_consensus.head()
Out[181]:
| ds | id | file | image | line | n_reviewers | common_count | consensus | sha | annotation | indicator_column | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | bugs-in-py | bugs-in-py_PySnooper-1 | pysnooper/pycompat.py | afterChange | 11 | 3.0 | 2.0 | bug(fix) | 56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2 | bug(fix) | both |
| 1 | bugs-in-py | bugs-in-py_PySnooper-1 | pysnooper/tracer.py | afterChange | 17 | 3.0 | 2.0 | bug(fix) | 56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2 | bug(fix) | both |
| 2 | bugs-in-py | bugs-in-py_PySnooper-1 | pysnooper/tracer.py | afterChange | 18 | 3.0 | 2.0 | bug(fix) | 56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2 | bug(fix) | both |
| 3 | bugs-in-py | bugs-in-py_PySnooper-1 | pysnooper/tracer.py | afterChange | 89 | 3.0 | 3.0 | bug(fix) | 56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2 | bug(fix) | both |
| 4 | bugs-in-py | bugs-in-py_PySnooper-1 | pysnooper/tracer.py | afterChange | 135 | 3.0 | 2.0 | bug(fix) + refactoring | 56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2 | bug(fix) | both |
In [182]:
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hapy_bip_dataset_merge_sel_consensus['indicator_column'].value_counts()
hapy_bip_dataset_merge_sel_consensus['indicator_column'].value_counts()
Out[182]:
indicator_column both 19762 right_only 518 left_only 0 Name: count, dtype: int64
Examining results¶
In [183]:
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merge_sel_consensus[[
'ds', 'id', 'sha',
'file', 'image', 'line',
'consensus', 'annotation',
'n_reviewers', 'common_count',
'indicator_column',
]].head()
merge_sel_consensus[[
'ds', 'id', 'sha',
'file', 'image', 'line',
'consensus', 'annotation',
'n_reviewers', 'common_count',
'indicator_column',
]].head()
Out[183]:
| ds | id | sha | file | image | line | consensus | annotation | n_reviewers | common_count | indicator_column | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | bugs-in-py | bugs-in-py_PySnooper-1 | 56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2 | pysnooper/pycompat.py | afterChange | 11 | bug(fix) | bug(fix) | 3.0 | 2.0 | both |
| 1 | bugs-in-py | bugs-in-py_PySnooper-1 | 56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2 | pysnooper/tracer.py | afterChange | 17 | bug(fix) | bug(fix) | 3.0 | 2.0 | both |
| 2 | bugs-in-py | bugs-in-py_PySnooper-1 | 56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2 | pysnooper/tracer.py | afterChange | 18 | bug(fix) | bug(fix) | 3.0 | 2.0 | both |
| 3 | bugs-in-py | bugs-in-py_PySnooper-1 | 56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2 | pysnooper/tracer.py | afterChange | 89 | bug(fix) | bug(fix) | 3.0 | 3.0 | both |
| 4 | bugs-in-py | bugs-in-py_PySnooper-1 | 56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2 | pysnooper/tracer.py | afterChange | 135 | bug(fix) + refactoring | bug(fix) | 3.0 | 2.0 | both |
In [184]:
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merge_sel_consensus['annotation_neq'] = merge_sel_consensus['consensus'] != merge_sel_consensus['annotation']
merge_sel_consensus['annotation_neq'].value_counts()
merge_sel_consensus['annotation_neq'] = merge_sel_consensus['consensus'] != merge_sel_consensus['annotation']
merge_sel_consensus['annotation_neq'].value_counts()
Out[184]:
annotation_neq False 18624 True 1808 Name: count, dtype: int64
In [185]:
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hapy_bip_merge_sel_consensus['annotation_neq'] = hapy_bip_merge_sel_consensus['consensus'] != hapy_bip_merge_sel_consensus['annotation']
hapy_bip_merge_sel_consensus['annotation_neq'].value_counts()
hapy_bip_merge_sel_consensus['annotation_neq'] = hapy_bip_merge_sel_consensus['consensus'] != hapy_bip_merge_sel_consensus['annotation']
hapy_bip_merge_sel_consensus['annotation_neq'].value_counts()
Out[185]:
annotation_neq False 18629 True 1803 Name: count, dtype: int64
In [186]:
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hapy_bip_dataset_merge_sel_consensus['annotation_neq'] = \
hapy_bip_dataset_merge_sel_consensus['consensus'] != hapy_bip_dataset_merge_sel_consensus['annotation']
print(hapy_bip_dataset_merge_sel_consensus.shape)
hapy_bip_dataset_merge_sel_consensus['annotation_neq'].value_counts()
hapy_bip_dataset_merge_sel_consensus['annotation_neq'] = \
hapy_bip_dataset_merge_sel_consensus['consensus'] != hapy_bip_dataset_merge_sel_consensus['annotation']
print(hapy_bip_dataset_merge_sel_consensus.shape)
hapy_bip_dataset_merge_sel_consensus['annotation_neq'].value_counts()
(20280, 12)
Out[186]:
annotation_neq False 18707 True 1573 Name: count, dtype: int64
In [187]:
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merge_sel_consensus.shape[0]
merge_sel_consensus.shape[0]
Out[187]:
20432
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merge_sel_consensus['annotation_neq'].value_counts()/merge_sel_consensus.shape[0]
merge_sel_consensus['annotation_neq'].value_counts()/merge_sel_consensus.shape[0]
Out[188]:
annotation_neq False 0.911511 True 0.088489 Name: count, dtype: float64
In [189]:
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hapy_bip_merge_sel_consensus['annotation_neq'].value_counts()/hapy_bip_merge_sel_consensus.shape[0]
hapy_bip_merge_sel_consensus['annotation_neq'].value_counts()/hapy_bip_merge_sel_consensus.shape[0]
Out[189]:
annotation_neq False 0.911756 True 0.088244 Name: count, dtype: float64
In [190]:
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hapy_bip_dataset_merge_sel_consensus['annotation_neq'].value_counts()/hapy_bip_dataset_merge_sel_consensus.shape[0]
hapy_bip_dataset_merge_sel_consensus['annotation_neq'].value_counts()/hapy_bip_dataset_merge_sel_consensus.shape[0]
Out[190]:
annotation_neq False 0.922436 True 0.077564 Name: count, dtype: float64
In [191]:
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merge_sel_consensus[merge_sel_consensus['annotation_neq']][['consensus', 'annotation']].value_counts()
merge_sel_consensus[merge_sel_consensus['annotation_neq']][['consensus', 'annotation']].value_counts()
Out[191]:
consensus annotation bug(fix) + refactoring bug(fix) 224 test + refactoring test 148 refactoring bug(fix) 87 other bug(fix) 40 refactoring test 36 documentation data 27 test documentation 24 bug(fix) documentation 14 refactoring documentation 3 bug(fix) data 2 documentation test 2 bug(fix) project 1 Name: count, dtype: int64
In [192]:
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merge_sel_consensus[merge_sel_consensus['annotation_neq']][['consensus', 'annotation']].value_counts()/merge_sel_consensus.shape[0]
merge_sel_consensus[merge_sel_consensus['annotation_neq']][['consensus', 'annotation']].value_counts()/merge_sel_consensus.shape[0]
Out[192]:
consensus annotation bug(fix) + refactoring bug(fix) 0.010963 test + refactoring test 0.007244 refactoring bug(fix) 0.004258 other bug(fix) 0.001958 refactoring test 0.001762 documentation data 0.001321 test documentation 0.001175 bug(fix) documentation 0.000685 refactoring documentation 0.000147 bug(fix) data 0.000098 documentation test 0.000098 bug(fix) project 0.000049 Name: count, dtype: float64
In [193]:
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hapy_bip_merge_sel_consensus[hapy_bip_merge_sel_consensus['annotation_neq']][['consensus', 'annotation']].value_counts()
hapy_bip_merge_sel_consensus[hapy_bip_merge_sel_consensus['annotation_neq']][['consensus', 'annotation']].value_counts()
Out[193]:
consensus annotation bug(fix) + refactoring bug(fix) 224 test + refactoring test 148 refactoring bug(fix) 87 other bug(fix) 40 refactoring test 36 documentation bug(fix) 27 test documentation 22 bug(fix) documentation 14 refactoring documentation 3 documentation test 2 Name: count, dtype: int64
In [194]:
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hapy_bip_merge_sel_consensus[hapy_bip_merge_sel_consensus['annotation_neq']][[
'consensus', 'annotation'
]].value_counts()/hapy_bip_merge_sel_consensus.shape[0]
hapy_bip_merge_sel_consensus[hapy_bip_merge_sel_consensus['annotation_neq']][[
'consensus', 'annotation'
]].value_counts()/hapy_bip_merge_sel_consensus.shape[0]
Out[194]:
consensus annotation bug(fix) + refactoring bug(fix) 0.010963 test + refactoring test 0.007244 refactoring bug(fix) 0.004258 other bug(fix) 0.001958 refactoring test 0.001762 documentation bug(fix) 0.001321 test documentation 0.001077 bug(fix) documentation 0.000685 refactoring documentation 0.000147 documentation test 0.000098 Name: count, dtype: float64
In [195]:
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hapy_bip_merge_sel_consensus[
hapy_bip_merge_sel_consensus['annotation_neq'] &
hapy_bip_merge_sel_consensus['annotation'].notna() &
hapy_bip_merge_sel_consensus['consensus'].notna()
][[
'consensus', 'annotation'
]].value_counts()/hapy_bip_merge_sel_consensus.shape[0]
hapy_bip_merge_sel_consensus[
hapy_bip_merge_sel_consensus['annotation_neq'] &
hapy_bip_merge_sel_consensus['annotation'].notna() &
hapy_bip_merge_sel_consensus['consensus'].notna()
][[
'consensus', 'annotation'
]].value_counts()/hapy_bip_merge_sel_consensus.shape[0]
Out[195]:
consensus annotation bug(fix) + refactoring bug(fix) 0.010963 test + refactoring test 0.007244 refactoring bug(fix) 0.004258 other bug(fix) 0.001958 refactoring test 0.001762 documentation bug(fix) 0.001321 test documentation 0.001077 bug(fix) documentation 0.000685 refactoring documentation 0.000147 documentation test 0.000098 Name: count, dtype: float64
In [196]:
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hapy_bit_repos_vs_consensus = hapy_bip_merge_sel_consensus[
hapy_bip_merge_sel_consensus['annotation_neq'] &
hapy_bip_merge_sel_consensus['annotation'].notna() &
hapy_bip_merge_sel_consensus['consensus'].notna()
]
hapy_bit_repos_vs_consensus
hapy_bit_repos_vs_consensus = hapy_bip_merge_sel_consensus[
hapy_bip_merge_sel_consensus['annotation_neq'] &
hapy_bip_merge_sel_consensus['annotation'].notna() &
hapy_bip_merge_sel_consensus['consensus'].notna()
]
hapy_bit_repos_vs_consensus
Out[196]:
| ds | id | file | image | line | n_reviewers | common_count | consensus | sha | annotation | indicator_column | annotation_neq | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | bugs-in-py | bugs-in-py_PySnooper-1 | pysnooper/tracer.py | afterChange | 135 | 3.0 | 2.0 | bug(fix) + refactoring | 56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2 | bug(fix) | both | True |
| 7 | bugs-in-py | bugs-in-py_PySnooper-1 | pysnooper/tracer.py | beforeChange | 133 | 3.0 | 2.0 | bug(fix) + refactoring | 56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2 | bug(fix) | both | True |
| 56 | bugs-in-py | bugs-in-py_PySnooper-1 | tests/utils.py | afterChange | 257 | 3.0 | 2.0 | test + refactoring | 56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2 | test | both | True |
| 156 | bugs-in-py | bugs-in-py_ansible-10 | changelogs/fragments/66398-pamd_fix-attributee... | afterChange | 1 | 3.0 | 3.0 | documentation | a4b59d021368285490f7cda50c11ac4f7a8030b5 | bug(fix) | both | True |
| 157 | bugs-in-py | bugs-in-py_ansible-10 | changelogs/fragments/66398-pamd_fix-attributee... | afterChange | 2 | 3.0 | 3.0 | documentation | a4b59d021368285490f7cda50c11ac4f7a8030b5 | bug(fix) | both | True |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 20186 | bugs-in-py | bugs-in-py_youtube-dl-34 | youtube_dl/utils.py | afterChange | 1605 | 3.0 | 2.0 | bug(fix) + refactoring | 410f3e73ab268f74a455798ee39de5caba90caea | bug(fix) | both | True |
| 20282 | bugs-in-py | bugs-in-py_youtube-dl-40 | youtube_dl/downloader/f4m.py | afterChange | 13 | 3.0 | 2.0 | bug(fix) + refactoring | b53466e1680db3d710415329674c887d38af46c5 | bug(fix) | both | True |
| 20283 | bugs-in-py | bugs-in-py_youtube-dl-40 | youtube_dl/downloader/f4m.py | afterChange | 14 | 3.0 | 2.0 | bug(fix) + refactoring | b53466e1680db3d710415329674c887d38af46c5 | bug(fix) | both | True |
| 20344 | bugs-in-py | bugs-in-py_youtube-dl-42 | youtube_dl/utils.py | afterChange | 1095 | 3.0 | 2.0 | bug(fix) + refactoring | 5aafe895fce2a7be9595cb2e56b7bd73a748e6b6 | bug(fix) | both | True |
| 20349 | bugs-in-py | bugs-in-py_youtube-dl-42 | youtube_dl/utils.py | beforeChange | 1095 | 3.0 | 2.0 | bug(fix) + refactoring | 5aafe895fce2a7be9595cb2e56b7bd73a748e6b6 | bug(fix) | both | True |
603 rows × 12 columns
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hapy_bit_repos_vs_consensus[['id', 'sha', 'file', 'image', 'line', 'consensus', 'annotation', 'common_count', 'n_reviewers']].sample(4)
hapy_bit_repos_vs_consensus[['id', 'sha', 'file', 'image', 'line', 'consensus', 'annotation', 'common_count', 'n_reviewers']].sample(4)
Out[197]:
| id | sha | file | image | line | consensus | annotation | common_count | n_reviewers | |
|---|---|---|---|---|---|---|---|---|---|
| 3682 | bugs-in-py_fastapi-2 | 02441ff0313d5b471b662293244c53e712f1243f | fastapi/routing.py | afterChange | 504 | bug(fix) + refactoring | bug(fix) | 2.0 | 3.0 |
| 1793 | bugs-in-py_black-22 | c55d08d0b96c8de8bd867ca315e380d9e9d2d7ec | black.py | afterChange | 13 | bug(fix) + refactoring | bug(fix) | 2.0 | 3.0 |
| 17983 | bugs-in-py_spacy-8 | 5efae495f18f37316bd641a05ca26e62cb78e242 | spacy/matcher/matcher.pyx | afterChange | 139 | bug(fix) + refactoring | bug(fix) | 2.0 | 3.0 |
| 2759 | bugs-in-py_fastapi-1 | 3397d4d69a9c2d64c1219fcbf291ea5697a4abb8 | fastapi/routing.py | afterChange | 54 | refactoring | bug(fix) | 2.0 | 3.0 |
NOTE: analyzed rows might be not the same as currently randomly selected sample
pandas, 1c3d64bae7c07b5ae1be337e0ebd751385b7ce27:pandas/io/pickle.py:165
case where user consensus is "documentation", and our tool (diff-annotate) gives "bug(fix)"
actually it is code (i.e. "bug(fix)") just after the end of the docstring; here the consensus is wrongsanic, 44973125c15304b4262c51c78b5a86bd1daafa86:examples/blueprint_middlware_execution_order.py:25
2 out of 3 "consensus" is "other", tool "annotation" is "bug(fix)",
what we hit is@bp.middleware('response')function decorator; "annotation" is never "other", it can be "bug(fix)", "documentation", or "test"ansible, 7acae62fa849481b2a5e2e2d56961c5e1dcea96c:changelogs/fragments/galaxy-role-version.yaml
3 out of 3 "consensus" is "documentation", and not what "annotation" gives - namely "bug(fix)"
this is the question of protocol and tool configuration (perhaps for specific project): what are files inchangelogs/subdirectorypandas, 6367bd23b935a85f1bcd2ae762c7f08433d0efbd^:pandas/core/arrays/datetimes.py:897
3 out of 3 "consensus" is that it is a "bug(fix)", while tool "annotation" states that it is "documentation"
this is fragment of code inside docstring, so called doctest, which might be not visible if all one uses is diff and its context linesscrapy, 9548691fdd47077a53f85daace091ef4af599cb9:tests/test_http_request.py:811
the "consensus" of human annotators is that it is "test" (i.e. code in test file), tool "annotation" says "documentation"
it is triple quoted string passed as parameter to a function ("""..."""), which may look for Pygments like dostring
Pygments mis-detects the<body>line asLiteral.String.Doc, i.e. docstring; it is notdef test_html_base_form_action(self): response = _buildresponse( """ <html> <head> <base href="http://b.com/"> </head> <body> <form action="test_form"> </form> </body> </html> """, url='http://a.com/' )
In [198]:
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hapy_bip_dataset_merge_sel_consensus[
hapy_bip_dataset_merge_sel_consensus['annotation_neq']
][['consensus', 'annotation']].value_counts()
hapy_bip_dataset_merge_sel_consensus[
hapy_bip_dataset_merge_sel_consensus['annotation_neq']
][['consensus', 'annotation']].value_counts()
Out[198]:
consensus annotation
documentation bug(fix) 388
bug(fix) + refactoring bug(fix) 224
test + refactoring test 148
bug(fix) documentation 82
refactoring bug(fix) 73
other bug(fix) 40
test documentation 37
refactoring test 36
documentation 17
documentation test 10
Name: count, dtype: int64
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hapy_bip_dataset_merge_sel_consensus[
hapy_bip_dataset_merge_sel_consensus['annotation_neq']
][['consensus', 'annotation']].value_counts()/hapy_bip_dataset_merge_sel_consensus.shape[0]
hapy_bip_dataset_merge_sel_consensus[
hapy_bip_dataset_merge_sel_consensus['annotation_neq']
][['consensus', 'annotation']].value_counts()/hapy_bip_dataset_merge_sel_consensus.shape[0]
Out[199]:
consensus annotation
documentation bug(fix) 0.019132
bug(fix) + refactoring bug(fix) 0.011045
test + refactoring test 0.007298
bug(fix) documentation 0.004043
refactoring bug(fix) 0.003600
other bug(fix) 0.001972
test documentation 0.001824
refactoring test 0.001775
documentation 0.000838
documentation test 0.000493
Name: count, dtype: float64
In [200]:
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hapy_bip_dataset_merge_sel_consensus[
hapy_bip_dataset_merge_sel_consensus['annotation_neq'] &
hapy_bip_dataset_merge_sel_consensus['consensus'].notna() &
hapy_bip_dataset_merge_sel_consensus['annotation'].notna()
][['consensus', 'annotation']].value_counts()/hapy_bip_dataset_merge_sel_consensus.shape[0]
hapy_bip_dataset_merge_sel_consensus[
hapy_bip_dataset_merge_sel_consensus['annotation_neq'] &
hapy_bip_dataset_merge_sel_consensus['consensus'].notna() &
hapy_bip_dataset_merge_sel_consensus['annotation'].notna()
][['consensus', 'annotation']].value_counts()/hapy_bip_dataset_merge_sel_consensus.shape[0]
Out[200]:
consensus annotation
documentation bug(fix) 0.019132
bug(fix) + refactoring bug(fix) 0.011045
test + refactoring test 0.007298
bug(fix) documentation 0.004043
refactoring bug(fix) 0.003600
other bug(fix) 0.001972
test documentation 0.001824
refactoring test 0.001775
documentation 0.000838
documentation test 0.000493
Name: count, dtype: float64
Without "* refactoring *"¶
First, lets consider only those case where there was a match between HaPy-Bug and diff-annotate
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hapy_bip_merge_sel_consensus_match = hapy_bip_merge_sel_consensus[
hapy_bip_merge_sel_consensus['consensus'].notna() &
hapy_bip_merge_sel_consensus['annotation'].notna()
]
hapy_bip_merge_sel_consensus_match.sample(3)
hapy_bip_merge_sel_consensus_match = hapy_bip_merge_sel_consensus[
hapy_bip_merge_sel_consensus['consensus'].notna() &
hapy_bip_merge_sel_consensus['annotation'].notna()
]
hapy_bip_merge_sel_consensus_match.sample(3)
Out[201]:
| ds | id | file | image | line | n_reviewers | common_count | consensus | sha | annotation | indicator_column | annotation_neq | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 15325 | bugs-in-py | bugs-in-py_pandas-9 | pandas/tests/indexes/categorical/test_indexing.py | afterChange | 288 | 3.0 | 3.0 | test | ebb727e5cd8865a7f5d6cfb4b22d3278b6bf5e6b | test | both | False |
| 4635 | bugs-in-py | bugs-in-py_keras-1 | tests/keras/backend/backend_test.py | afterChange | 606 | 3.0 | 3.0 | test | 8e23a3ec47a2ccbf6cdd222a80886c6b9f17264f | test | both | False |
| 19566 | bugs-in-py | bugs-in-py_tqdm-3 | tqdm/tests/tests_tqdm.py | beforeChange | 1722 | 3.0 | 3.0 | test | 73962a47026dd980ac0758820efc9c41cbf938e0 | test | both | False |
Examine how do the mismatch looks like in this case
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hapy_bip_merge_sel_consensus_match[
hapy_bip_merge_sel_consensus_match['annotation_neq'] & # does not match with consensus
~(hapy_bip_merge_sel_consensus_match['consensus'].str.contains('refactoring').astype(bool))
][[
'consensus', 'annotation'
]].value_counts()
hapy_bip_merge_sel_consensus_match[
hapy_bip_merge_sel_consensus_match['annotation_neq'] & # does not match with consensus
~(hapy_bip_merge_sel_consensus_match['consensus'].str.contains('refactoring').astype(bool))
][[
'consensus', 'annotation'
]].value_counts()
Out[202]:
consensus annotation other bug(fix) 40 documentation bug(fix) 27 test documentation 22 bug(fix) documentation 14 documentation test 2 Name: count, dtype: int64
In [203]:
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hapy_bip_merge_sel_consensus_match[
hapy_bip_merge_sel_consensus_match['annotation_neq'] & # does not match with consensus
~(hapy_bip_merge_sel_consensus_match['consensus'].str.contains('refactoring').astype(bool))
][[
'consensus', 'annotation'
]].value_counts()/hapy_bip_merge_sel_consensus_match.shape[0]
hapy_bip_merge_sel_consensus_match[
hapy_bip_merge_sel_consensus_match['annotation_neq'] & # does not match with consensus
~(hapy_bip_merge_sel_consensus_match['consensus'].str.contains('refactoring').astype(bool))
][[
'consensus', 'annotation'
]].value_counts()/hapy_bip_merge_sel_consensus_match.shape[0]
Out[203]:
consensus annotation other bug(fix) 0.002080 documentation bug(fix) 0.001404 test documentation 0.001144 bug(fix) documentation 0.000728 documentation test 0.000104 Name: count, dtype: float64
In [204]:
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hapy_bip_merge_sel_consensus_match[
hapy_bip_merge_sel_consensus_match['annotation_neq'] & # does not match with consensus
~(hapy_bip_merge_sel_consensus_match['consensus'].str.contains('refactoring').astype(bool))
][[
'consensus', 'annotation'
]].value_counts().sum()/hapy_bip_merge_sel_consensus_match.shape[0]
hapy_bip_merge_sel_consensus_match[
hapy_bip_merge_sel_consensus_match['annotation_neq'] & # does not match with consensus
~(hapy_bip_merge_sel_consensus_match['consensus'].str.contains('refactoring').astype(bool))
][[
'consensus', 'annotation'
]].value_counts().sum()/hapy_bip_merge_sel_consensus_match.shape[0]
Out[204]:
np.float64(0.005459650582362729)
Examine N/A cases (no corresponding patches)¶
It looks like there quite a few case where we didn't find corresponding line in new diff-annotate annotations, which is a bit strange...
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hapy_bip_merge_sel_consensus[hapy_bip_merge_sel_consensus['annotation'].isna()]
hapy_bip_merge_sel_consensus[hapy_bip_merge_sel_consensus['annotation'].isna()]
Out[205]:
| ds | id | file | image | line | n_reviewers | common_count | consensus | sha | annotation | indicator_column | annotation_neq | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 604 | bugs-in-py | bugs-in-py_ansible-4 | test/units/playbook/test_collectionsearch.py | afterChange | 2 | 3.0 | 3.0 | documentation | NaN | NaN | left_only | True |
| 605 | bugs-in-py | bugs-in-py_ansible-4 | test/units/playbook/test_collectionsearch.py | afterChange | 3 | 3.0 | 3.0 | documentation | NaN | NaN | left_only | True |
| 606 | bugs-in-py | bugs-in-py_ansible-4 | test/units/playbook/test_collectionsearch.py | afterChange | 4 | 3.0 | 3.0 | documentation | NaN | NaN | left_only | True |
| 607 | bugs-in-py | bugs-in-py_ansible-4 | test/units/playbook/test_collectionsearch.py | afterChange | 5 | 3.0 | 3.0 | documentation | NaN | NaN | left_only | True |
| 608 | bugs-in-py | bugs-in-py_ansible-4 | test/units/playbook/test_collectionsearch.py | afterChange | 6 | 3.0 | 3.0 | documentation | NaN | NaN | left_only | True |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 17865 | bugs-in-py | bugs-in-py_spacy-4 | .github/contributors/onlyanegg.md | afterChange | 94 | 3.0 | 3.0 | documentation | NaN | NaN | left_only | True |
| 17866 | bugs-in-py | bugs-in-py_spacy-4 | .github/contributors/onlyanegg.md | afterChange | 95 | 3.0 | 3.0 | documentation | NaN | NaN | left_only | True |
| 17867 | bugs-in-py | bugs-in-py_spacy-4 | .github/contributors/onlyanegg.md | afterChange | 96 | 3.0 | 3.0 | documentation | NaN | NaN | left_only | True |
| 17868 | bugs-in-py | bugs-in-py_spacy-4 | .github/contributors/onlyanegg.md | afterChange | 97 | 3.0 | 3.0 | documentation | NaN | NaN | left_only | True |
| 17869 | bugs-in-py | bugs-in-py_spacy-4 | .github/contributors/onlyanegg.md | afterChange | 98 | 3.0 | 3.0 | documentation | NaN | NaN | left_only | True |
530 rows × 12 columns
There are also quite a few annotations in diff-annotate that somehow have not found matches in HaPy-Bug dataset (???)
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hapy_bip_merge_sel_consensus[hapy_bip_merge_sel_consensus['consensus'].isna()]
hapy_bip_merge_sel_consensus[hapy_bip_merge_sel_consensus['consensus'].isna()]
Out[206]:
| ds | id | file | image | line | n_reviewers | common_count | consensus | sha | annotation | indicator_column | annotation_neq | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 57 | bugs-in-py | bugs-in-py_PySnooper-1 | tests/utils.py | afterChange | 276 | NaN | NaN | NaN | 56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2 | test | right_only | True |
| 472 | bugs-in-py | bugs-in-py_ansible-2 | lib/ansible/utils/version.py | afterChange | 78 | NaN | NaN | NaN | 5b9418c06ca6d51507468124250bb58046886be6 | bug(fix) | right_only | True |
| 476 | bugs-in-py | bugs-in-py_ansible-2 | lib/ansible/utils/version.py | afterChange | 121 | NaN | NaN | NaN | 5b9418c06ca6d51507468124250bb58046886be6 | bug(fix) | right_only | True |
| 480 | bugs-in-py | bugs-in-py_ansible-2 | lib/ansible/utils/version.py | beforeChange | 75 | NaN | NaN | NaN | 5b9418c06ca6d51507468124250bb58046886be6 | bug(fix) | right_only | True |
| 484 | bugs-in-py | bugs-in-py_ansible-2 | lib/ansible/utils/version.py | beforeChange | 118 | NaN | NaN | NaN | 5b9418c06ca6d51507468124250bb58046886be6 | bug(fix) | right_only | True |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 20183 | bugs-in-py | bugs-in-py_youtube-dl-34 | youtube_dl/utils.py | afterChange | 677 | NaN | NaN | NaN | 410f3e73ab268f74a455798ee39de5caba90caea | bug(fix) | right_only | True |
| 20330 | bugs-in-py | bugs-in-py_youtube-dl-42 | youtube_dl/extractor/clipsyndicate.py | afterChange | 6 | NaN | NaN | NaN | 5aafe895fce2a7be9595cb2e56b7bd73a748e6b6 | bug(fix) | right_only | True |
| 20332 | bugs-in-py | bugs-in-py_youtube-dl-42 | youtube_dl/extractor/clipsyndicate.py | beforeChange | 6 | NaN | NaN | NaN | 5aafe895fce2a7be9595cb2e56b7bd73a748e6b6 | bug(fix) | right_only | True |
| 20334 | bugs-in-py | bugs-in-py_youtube-dl-42 | youtube_dl/extractor/metacritic.py | afterChange | 7 | NaN | NaN | NaN | 5aafe895fce2a7be9595cb2e56b7bd73a748e6b6 | bug(fix) | right_only | True |
| 20336 | bugs-in-py | bugs-in-py_youtube-dl-42 | youtube_dl/extractor/metacritic.py | beforeChange | 7 | NaN | NaN | NaN | 5aafe895fce2a7be9595cb2e56b7bd73a748e6b6 | bug(fix) | right_only | True |
670 rows × 12 columns
There is similar amount of mismatch for an earlier case (with --purpose-to-annotation).
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merge_sel_consensus['consensus'].isna().sum()
merge_sel_consensus['consensus'].isna().sum()
Out[207]:
np.int64(670)
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merge_sel_consensus['annotation'].isna().sum()
merge_sel_consensus['annotation'].isna().sum()
Out[208]:
np.int64(530)
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hapy_bip_merge_sel_consensus[hapy_bip_merge_sel_consensus['consensus'].isna()].sample(3)
hapy_bip_merge_sel_consensus[hapy_bip_merge_sel_consensus['consensus'].isna()].sample(3)
Out[209]:
| ds | id | file | image | line | n_reviewers | common_count | consensus | sha | annotation | indicator_column | annotation_neq | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2335 | bugs-in-py | bugs-in-py_black-6 | blib2to3/pgen2/driver.py | afterChange | 122 | NaN | NaN | NaN | f8617f975d56e81cfb4070ce65584f7b29a77e7a | bug(fix) | right_only | True |
| 19433 | bugs-in-py | bugs-in-py_tornado-7 | tornado/test/ioloop_test.py | afterChange | 630 | NaN | NaN | NaN | a3b44cd701e0e82693363701bc0346b0125d2362 | test | right_only | True |
| 18673 | bugs-in-py | bugs-in-py_thefuck-6 | tests/rules/test_git_branch_exists.py | afterChange | 7 | NaN | NaN | NaN | 7c858fadb3458be829d3d43666ccb46c3ed5b8a0 | test | right_only | True |
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G_bip_consensus_sel_2.columns
G_bip_consensus_sel_2.columns
Out[210]:
Index(['ds', 'id', 'file', 'image', 'line', 'n_reviewers', 'common_count',
'consensus'],
dtype='object')
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hapy_bip_merge_sel_consensus[hapy_bip_merge_sel_consensus['annotation'].isna()].sample(3)
hapy_bip_merge_sel_consensus[hapy_bip_merge_sel_consensus['annotation'].isna()].sample(3)
Out[211]:
| ds | id | file | image | line | n_reviewers | common_count | consensus | sha | annotation | indicator_column | annotation_neq | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4017 | bugs-in-py | bugs-in-py_fastapi-4 | tests/test_param_in_path_and_dependency.py | afterChange | 80 | 3.0 | 3.0 | test | NaN | NaN | left_only | True |
| 17696 | bugs-in-py | bugs-in-py_spacy-3 | .github/contributors/elben10 | afterChange | 55 | 3.0 | 3.0 | documentation | NaN | NaN | left_only | True |
| 17718 | bugs-in-py | bugs-in-py_spacy-3 | .github/contributors/elben10 | afterChange | 77 | 3.0 | 3.0 | documentation | NaN | NaN | left_only | True |
Example:
- id:
bugs-in-py_fastapi-4 - file:
tests/test_param_in_path_and_dependency.py - image:
afterChange - line: 80
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# let's emind ourself of the structure of `repo_commits` dict
repo_commits['cookiecutter']
# let's emind ourself of the structure of `repo_commits` dict
repo_commits['cookiecutter']
Out[220]:
{'commits': ['7f6804c4953a18386809f11faf4d86898570debc',
'7129d474206761a6156925db78eee4b62a0e3944',
'90434ff4ea4477941444f1e83313beb414838535',
'457a1a4e862aab4102b644ff1d2b2e2b5a766b3c'],
'bugs': ['cookiecutter-1',
'cookiecutter-3',
'cookiecutter-2',
'cookiecutter-4']}
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[i for i, name in enumerate(repo_commits['fastapi']['bugs']) if name == 'fastapi-4']
[i for i, name in enumerate(repo_commits['fastapi']['bugs']) if name == 'fastapi-4']
Out[215]:
[2]
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repo_commits['fastapi']['bugs'][2]
repo_commits['fastapi']['bugs'][2]
Out[216]:
'fastapi-4'
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repo_commits['fastapi']['commits'][2]
repo_commits['fastapi']['commits'][2]
Out[217]:
'74c4d1c1dbe6bfdb05d6e4fc767ffe062398f0a3'
In [218]:
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from_repos_df_sel_2.columns
from_repos_df_sel_2.columns
Out[218]:
Index(['ds', 'id', 'sha', 'file', 'image', 'line', 'annotation'], dtype='object')
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from_repos_df_sel_2[
(from_repos_df_sel_2['sha'] == '74c4d1c1dbe6bfdb05d6e4fc767ffe062398f0a3') &
(from_repos_df_sel_2['file'] == 'tests/test_param_in_path_and_dependency.py')
].tail(8)
from_repos_df_sel_2[
(from_repos_df_sel_2['sha'] == '74c4d1c1dbe6bfdb05d6e4fc767ffe062398f0a3') &
(from_repos_df_sel_2['file'] == 'tests/test_param_in_path_and_dependency.py')
].tail(8)
Out[222]:
| ds | id | sha | file | image | line | annotation | |
|---|---|---|---|---|---|---|---|
| 16665 | bugs-in-py | bugs-in-py_fastapi-4 | 74c4d1c1dbe6bfdb05d6e4fc767ffe062398f0a3 | tests/test_param_in_path_and_dependency.py | afterChange | 64 | test |
| 16666 | bugs-in-py | bugs-in-py_fastapi-4 | 74c4d1c1dbe6bfdb05d6e4fc767ffe062398f0a3 | tests/test_param_in_path_and_dependency.py | afterChange | 65 | test |
| 16667 | bugs-in-py | bugs-in-py_fastapi-4 | 74c4d1c1dbe6bfdb05d6e4fc767ffe062398f0a3 | tests/test_param_in_path_and_dependency.py | afterChange | 85 | test |
| 16668 | bugs-in-py | bugs-in-py_fastapi-4 | 74c4d1c1dbe6bfdb05d6e4fc767ffe062398f0a3 | tests/test_param_in_path_and_dependency.py | afterChange | 86 | test |
| 16669 | bugs-in-py | bugs-in-py_fastapi-4 | 74c4d1c1dbe6bfdb05d6e4fc767ffe062398f0a3 | tests/test_param_in_path_and_dependency.py | afterChange | 87 | test |
| 16670 | bugs-in-py | bugs-in-py_fastapi-4 | 74c4d1c1dbe6bfdb05d6e4fc767ffe062398f0a3 | tests/test_param_in_path_and_dependency.py | afterChange | 88 | test |
| 16671 | bugs-in-py | bugs-in-py_fastapi-4 | 74c4d1c1dbe6bfdb05d6e4fc767ffe062398f0a3 | tests/test_param_in_path_and_dependency.py | afterChange | 91 | test |
| 16672 | bugs-in-py | bugs-in-py_fastapi-4 | 74c4d1c1dbe6bfdb05d6e4fc767ffe062398f0a3 | tests/test_param_in_path_and_dependency.py | afterChange | 92 | test |
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lines = from_repos_df_sel_2[
(from_repos_df_sel_2['sha'] == '74c4d1c1dbe6bfdb05d6e4fc767ffe062398f0a3') &
(from_repos_df_sel_2['file'] == 'tests/test_param_in_path_and_dependency.py')
]['line'].to_list()
80 in lines
lines = from_repos_df_sel_2[
(from_repos_df_sel_2['sha'] == '74c4d1c1dbe6bfdb05d6e4fc767ffe062398f0a3') &
(from_repos_df_sel_2['file'] == 'tests/test_param_in_path_and_dependency.py')
]['line'].to_list()
80 in lines
Out[225]:
False
Let's examine the diff itself
przybysz:/mnt/data/python_bug_localization_data/repositories/fastapi$ git show 74c4d1c1dbe6bfdb05d6e4fc767ffe062398f0a3
[...]
diff --git a/tests/test_param_in_path_and_dependency.py b/tests/test_param_in_path_and_dependency.py
new file mode 100644
index 00000000..55b667ee
--- /dev/null
+++ b/tests/test_param_in_path_and_dependency.py
@@ -0,0 +1,93 @@
+from fastapi import Depends, FastAPI
+from starlette.testclient import TestClient
+
+app = FastAPI()
+
+
+async def user_exists(user_id: int):
+ return True
+
+
+@app.get("/users/{user_id}", dependencies=[Depends(user_exists)])
[...]
Let's examine the annotations from diff-annotate from-repo ...
$ jq '.changes["tests/test_param_in_path_and_dependency.py"]["+"]' 74c4d1c1dbe6bfdb05d6e4fc767ffe062398f0a3.v2.json | grep '"file_line_no"'
"file_line_no": 1,
"file_line_no": 7,
"file_line_no": 8,
[...]
It looks like there are some lines missing from parse...
Let's also examine the annotations from diff-annotate dataset ...
$ jq '.changes["tests/test_param_in_path_and_dependency.py"]["+"]' \
HaPy-Bug/bugsinpy-dataset/fastapi-4/annotation/74c4d1c1dbe6bfdb05d6e4fc767ffe062398f0a3.v2.json |
grep '"file_line_no"'
"file_line_no": 1,
"file_line_no": 2,
"file_line_no": 3,
"file_line_no": 4,
"file_line_no": 5,
"file_line_no": 6,
"file_line_no": 7,
"file_line_no": 8,
"file_line_no": 9,
"file_line_no": 10,
[...]
There are no problems here. So the problem is with the code that tries to match changed lines with result of lexing whole file with Pygments...
TODO: ...
Single-bug perspective¶
In [1154]:
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hapy_bip_merge_sel_consensus_match
hapy_bip_merge_sel_consensus_match
Out[1154]:
| ds | id | file | image | line | n_reviewers | common_count | consensus | sha | annotation | indicator_column | annotation_neq | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | bugs-in-py | bugs-in-py_PySnooper-1 | pysnooper/pycompat.py | afterChange | 11 | 3.0 | 2.0 | bug(fix) | 56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2 | bug(fix) | both | False |
| 1 | bugs-in-py | bugs-in-py_PySnooper-1 | pysnooper/tracer.py | afterChange | 17 | 3.0 | 2.0 | bug(fix) | 56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2 | bug(fix) | both | False |
| 2 | bugs-in-py | bugs-in-py_PySnooper-1 | pysnooper/tracer.py | afterChange | 18 | 3.0 | 2.0 | bug(fix) | 56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2 | bug(fix) | both | False |
| 3 | bugs-in-py | bugs-in-py_PySnooper-1 | pysnooper/tracer.py | afterChange | 89 | 3.0 | 3.0 | bug(fix) | 56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2 | bug(fix) | both | False |
| 4 | bugs-in-py | bugs-in-py_PySnooper-1 | pysnooper/tracer.py | afterChange | 135 | 3.0 | 2.0 | bug(fix) + refactoring | 56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2 | bug(fix) | both | True |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 20427 | bugs-in-py | bugs-in-py_youtube-dl-9 | youtube_dl/YoutubeDL.py | beforeChange | 955 | 3.0 | 3.0 | bug(fix) | cf2ac6df6896dac4d23918867bb86fac1e1088d9 | bug(fix) | both | False |
| 20428 | bugs-in-py | bugs-in-py_youtube-dl-9 | youtube_dl/YoutubeDL.py | beforeChange | 966 | 3.0 | 3.0 | bug(fix) | cf2ac6df6896dac4d23918867bb86fac1e1088d9 | bug(fix) | both | False |
| 20429 | bugs-in-py | bugs-in-py_youtube-dl-9 | youtube_dl/YoutubeDL.py | beforeChange | 969 | 3.0 | 3.0 | bug(fix) | cf2ac6df6896dac4d23918867bb86fac1e1088d9 | bug(fix) | both | False |
| 20430 | bugs-in-py | bugs-in-py_youtube-dl-9 | youtube_dl/YoutubeDL.py | beforeChange | 970 | 3.0 | 3.0 | bug(fix) | cf2ac6df6896dac4d23918867bb86fac1e1088d9 | bug(fix) | both | False |
| 20431 | bugs-in-py | bugs-in-py_youtube-dl-9 | youtube_dl/YoutubeDL.py | beforeChange | 971 | 3.0 | 3.0 | bug(fix) | cf2ac6df6896dac4d23918867bb86fac1e1088d9 | bug(fix) | both | False |
19232 rows × 12 columns
In [1157]:
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df = hapy_bip_merge_sel_consensus_match.groupby('id')['annotation_neq'].agg(['sum', 'count'])
df['n_eq'] = df['count'] - df['sum']
df['ratio'] = df['n_eq']/df['count']
df
df = hapy_bip_merge_sel_consensus_match.groupby('id')['annotation_neq'].agg(['sum', 'count'])
df['n_eq'] = df['count'] - df['sum']
df['ratio'] = df['n_eq']/df['count']
df
Out[1157]:
| sum | count | n_eq | ratio | |
|---|---|---|---|---|
| id | ||||
| bugs-in-py_PySnooper-1 | 3 | 59 | 56 | 0.949153 |
| bugs-in-py_PySnooper-2 | 0 | 27 | 27 | 1.000000 |
| bugs-in-py_PySnooper-3 | 0 | 30 | 30 | 1.000000 |
| bugs-in-py_ansible-1 | 0 | 39 | 39 | 1.000000 |
| bugs-in-py_ansible-10 | 2 | 24 | 22 | 0.916667 |
| ... | ... | ... | ... | ... |
| bugs-in-py_youtube-dl-5 | 0 | 7 | 7 | 1.000000 |
| bugs-in-py_youtube-dl-6 | 0 | 18 | 18 | 1.000000 |
| bugs-in-py_youtube-dl-7 | 0 | 7 | 7 | 1.000000 |
| bugs-in-py_youtube-dl-8 | 0 | 11 | 11 | 1.000000 |
| bugs-in-py_youtube-dl-9 | 0 | 33 | 33 | 1.000000 |
496 rows × 4 columns
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df['ratio'].describe(percentiles=[0.25, 0.50, 0.75, 0.90, 0.95, 0.99, 0.999, 0.9999, 0.99999])
df['ratio'].describe(percentiles=[0.25, 0.50, 0.75, 0.90, 0.95, 0.99, 0.999, 0.9999, 0.99999])
Out[1163]:
count 496.000000 mean 0.966731 std 0.089689 min 0.440000 25% 1.000000 50% 1.000000 75% 1.000000 90% 1.000000 95% 1.000000 99% 1.000000 99.9% 1.000000 99.99% 1.000000 99.999% 1.000000 max 1.000000 Name: ratio, dtype: float64
Extract post-processed auto¶
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collective_df_auto = collective_df[collective_df['auto'] == True].copy()
collective_df_auto.head()
collective_df_auto = collective_df[collective_df['auto'] == True].copy()
collective_df_auto.head()
Out[205]:
| id | bundle | file | fcat | image | line | annotation | user | auto | ds | bug | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 195965 | cve_CVE-2020-10289 | auto_B_6_13 | actionlib_tools/scripts/library.py | programming | beforeChange | 103 | bug(fix) | U1 | True | cve | CVE-2020-10289 |
| 195966 | cve_CVE-2020-10289 | auto_B_6_13 | actionlib_tools/scripts/library.py | programming | beforeChange | 137 | bug(fix) | U1 | True | cve | CVE-2020-10289 |
| 195967 | cve_CVE-2020-10289 | auto_B_6_13 | actionlib_tools/scripts/library.py | programming | afterChange | 103 | bug(fix) | U1 | True | cve | CVE-2020-10289 |
| 195968 | cve_CVE-2020-10289 | auto_B_6_13 | actionlib_tools/scripts/library.py | programming | afterChange | 137 | bug(fix) | U1 | True | cve | CVE-2020-10289 |
| 195969 | cve_CVE-2020-10289 | auto_C_4_9 | actionlib_tools/scripts/library.py | programming | beforeChange | 103 | bug(fix) | U2 | True | cve | CVE-2020-10289 |
In [206]:
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collective_df[collective_df['auto'] == True].shape
collective_df[collective_df['auto'] == True].shape
Out[206]:
(195953, 11)
In [207]:
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collective_df_auto_simpl = collective_df_auto.drop(["user", "bundle"], axis=1).drop_duplicates()
collective_df_auto_simpl
collective_df_auto_simpl = collective_df_auto.drop(["user", "bundle"], axis=1).drop_duplicates()
collective_df_auto_simpl
Out[207]:
| id | file | fcat | image | line | annotation | auto | ds | bug | |
|---|---|---|---|---|---|---|---|---|---|
| 195965 | cve_CVE-2020-10289 | actionlib_tools/scripts/library.py | programming | beforeChange | 103 | bug(fix) | True | cve | CVE-2020-10289 |
| 195966 | cve_CVE-2020-10289 | actionlib_tools/scripts/library.py | programming | beforeChange | 137 | bug(fix) | True | cve | CVE-2020-10289 |
| 195967 | cve_CVE-2020-10289 | actionlib_tools/scripts/library.py | programming | afterChange | 103 | bug(fix) | True | cve | CVE-2020-10289 |
| 195968 | cve_CVE-2020-10289 | actionlib_tools/scripts/library.py | programming | afterChange | 137 | bug(fix) | True | cve | CVE-2020-10289 |
| 195977 | cve_CVE-2016-10516 | werkzeug/debug/tbtools.py | programming | beforeChange | 361 | bug(fix) | True | cve | CVE-2016-10516 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 391879 | cve_CVE-2018-16876 | lib/ansible/plugins/connection/ssh.py | programming | afterChange | 361 | bug(fix) | True | cve | CVE-2018-16876 |
| 391880 | cve_CVE-2018-16876 | lib/ansible/plugins/connection/ssh.py | programming | afterChange | 362 | bug(fix) | True | cve | CVE-2018-16876 |
| 391881 | cve_CVE-2018-16876 | lib/ansible/plugins/connection/ssh.py | programming | afterChange | 363 | bug(fix) | True | cve | CVE-2018-16876 |
| 391882 | cve_CVE-2018-16876 | lib/ansible/plugins/connection/ssh.py | programming | afterChange | 364 | bug(fix) | True | cve | CVE-2018-16876 |
| 391883 | cve_CVE-2018-16876 | lib/ansible/plugins/connection/ssh.py | programming | afterChange | 365 | bug(fix) | True | cve | CVE-2018-16876 |
58383 rows × 9 columns
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collective_df_auto_simpl_bip = collective_df_auto_simpl[collective_df_auto_simpl['ds'] == 'bugs-in-py']
collective_df_auto_simpl_bip
collective_df_auto_simpl_bip = collective_df_auto_simpl[collective_df_auto_simpl['ds'] == 'bugs-in-py']
collective_df_auto_simpl_bip
Out[208]:
| id | file | fcat | image | line | annotation | auto | ds | bug | |
|---|---|---|---|---|---|---|---|---|---|
| 212379 | bugs-in-py_keras-17 | keras/metrics.py | programming | beforeChange | 37 | bug(fix) | True | bugs-in-py | keras-17 |
| 212380 | bugs-in-py_keras-17 | keras/metrics.py | programming | afterChange | 37 | documentation | True | bugs-in-py | keras-17 |
| 212381 | bugs-in-py_keras-17 | keras/metrics.py | programming | afterChange | 38 | bug(fix) | True | bugs-in-py | keras-17 |
| 212382 | bugs-in-py_keras-17 | tests/keras/metrics_test.py | test | afterChange | 50 | test | True | bugs-in-py | keras-17 |
| 212383 | bugs-in-py_keras-17 | tests/keras/metrics_test.py | test | afterChange | 51 | test | True | bugs-in-py | keras-17 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 391842 | bugs-in-py_pandas-54 | pandas/tests/dtypes/test_dtypes.py | test | afterChange | 133 | test | True | bugs-in-py | pandas-54 |
| 391843 | bugs-in-py_pandas-54 | pandas/tests/dtypes/test_dtypes.py | test | afterChange | 134 | test | True | bugs-in-py | pandas-54 |
| 391844 | bugs-in-py_pandas-54 | pandas/tests/indexes/common.py | test | beforeChange | 608 | test | True | bugs-in-py | pandas-54 |
| 391845 | bugs-in-py_pandas-54 | pandas/tests/indexes/common.py | test | afterChange | 608 | test | True | bugs-in-py | pandas-54 |
| 391846 | bugs-in-py_pandas-54 | pandas/tests/indexes/common.py | test | afterChange | 609 | documentation | True | bugs-in-py | pandas-54 |
20209 rows × 9 columns
Compare manual with auto (from collective)¶
In [209]:
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G_bip_consensus_sel_2
G_bip_consensus_sel_2
Out[209]:
| ds | id | file | image | line | n_reviewers | common_count | consensus | |
|---|---|---|---|---|---|---|---|---|
| 0 | bugs-in-py | bugs-in-py_PySnooper-1 | pysnooper/pycompat.py | afterChange | 11 | 3 | 2 | bug(fix) |
| 1 | bugs-in-py | bugs-in-py_PySnooper-1 | pysnooper/tracer.py | afterChange | 17 | 3 | 2 | bug(fix) |
| 2 | bugs-in-py | bugs-in-py_PySnooper-1 | pysnooper/tracer.py | afterChange | 18 | 3 | 2 | bug(fix) |
| 3 | bugs-in-py | bugs-in-py_PySnooper-1 | pysnooper/tracer.py | afterChange | 89 | 3 | 3 | bug(fix) |
| 4 | bugs-in-py | bugs-in-py_PySnooper-1 | pysnooper/tracer.py | afterChange | 135 | 3 | 2 | bug(fix) + refactoring |
| ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 20216 | bugs-in-py | bugs-in-py_youtube-dl-9 | youtube_dl/YoutubeDL.py | beforeChange | 955 | 3 | 3 | bug(fix) |
| 20217 | bugs-in-py | bugs-in-py_youtube-dl-9 | youtube_dl/YoutubeDL.py | beforeChange | 966 | 3 | 3 | bug(fix) |
| 20218 | bugs-in-py | bugs-in-py_youtube-dl-9 | youtube_dl/YoutubeDL.py | beforeChange | 969 | 3 | 3 | bug(fix) |
| 20219 | bugs-in-py | bugs-in-py_youtube-dl-9 | youtube_dl/YoutubeDL.py | beforeChange | 970 | 3 | 3 | bug(fix) |
| 20220 | bugs-in-py | bugs-in-py_youtube-dl-9 | youtube_dl/YoutubeDL.py | beforeChange | 971 | 3 | 3 | bug(fix) |
19762 rows × 8 columns
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G_bip_consensus_sel_2.columns
G_bip_consensus_sel_2.columns
Out[210]:
Index(['ds', 'id', 'file', 'image', 'line', 'n_reviewers', 'common_count',
'consensus'],
dtype='object')
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collective_df_auto_simpl_bip.columns
collective_df_auto_simpl_bip.columns
Out[211]:
Index(['id', 'file', 'fcat', 'image', 'line', 'annotation', 'auto', 'ds',
'bug'],
dtype='object')
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collective_df_auto_simpl_bip_2 = collective_df_auto_simpl_bip[['ds', 'id', 'file', 'image', 'line', 'annotation']]
collective_df_auto_simpl_bip_2 = collective_df_auto_simpl_bip[['ds', 'id', 'file', 'image', 'line', 'annotation']]
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merge_sel_vs_auto = pd.merge(
G_bip_consensus_sel_2, collective_df_auto_simpl_bip_2,
how='outer', on=['ds', 'id', 'file', 'image', 'line'],
indicator="indicator_column", suffixes=("_consensus", "_is_auto"),
)
merge_sel_vs_auto.head()
merge_sel_vs_auto = pd.merge(
G_bip_consensus_sel_2, collective_df_auto_simpl_bip_2,
how='outer', on=['ds', 'id', 'file', 'image', 'line'],
indicator="indicator_column", suffixes=("_consensus", "_is_auto"),
)
merge_sel_vs_auto.head()
Out[213]:
| ds | id | file | image | line | n_reviewers | common_count | consensus | annotation | indicator_column | |
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | bugs-in-py | bugs-in-py_PySnooper-1 | pysnooper/pycompat.py | afterChange | 11 | 3.0 | 2.0 | bug(fix) | bug(fix) | both |
| 1 | bugs-in-py | bugs-in-py_PySnooper-1 | pysnooper/tracer.py | afterChange | 17 | 3.0 | 2.0 | bug(fix) | bug(fix) | both |
| 2 | bugs-in-py | bugs-in-py_PySnooper-1 | pysnooper/tracer.py | afterChange | 18 | 3.0 | 2.0 | bug(fix) | bug(fix) | both |
| 3 | bugs-in-py | bugs-in-py_PySnooper-1 | pysnooper/tracer.py | afterChange | 89 | 3.0 | 3.0 | bug(fix) | bug(fix) | both |
| 4 | bugs-in-py | bugs-in-py_PySnooper-1 | pysnooper/tracer.py | afterChange | 135 | 3.0 | 2.0 | bug(fix) + refactoring | bug(fix) | both |
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merge_sel_vs_auto['annotation_neq'] = merge_sel_vs_auto['consensus'] != merge_sel_vs_auto['annotation']
merge_sel_vs_auto['annotation_neq'].value_counts()
merge_sel_vs_auto['annotation_neq'] = merge_sel_vs_auto['consensus'] != merge_sel_vs_auto['annotation']
merge_sel_vs_auto['annotation_neq'].value_counts()
Out[214]:
annotation_neq False 18425 True 1796 Name: count, dtype: int64
In [215]:
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merge_sel_consensus['annotation_neq'].value_counts()
merge_sel_consensus['annotation_neq'].value_counts()
Out[215]:
annotation_neq False 18624 True 1808 Name: count, dtype: int64
In [216]:
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merge_sel_vs_auto['annotation_neq'].value_counts()/merge_sel_vs_auto.shape[0]
merge_sel_vs_auto['annotation_neq'].value_counts()/merge_sel_vs_auto.shape[0]
Out[216]:
annotation_neq False 0.911181 True 0.088819 Name: count, dtype: float64
In [217]:
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merge_sel_vs_auto.shape[0]
merge_sel_vs_auto.shape[0]
Out[217]:
20221
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merge_sel_consensus['annotation_neq'].value_counts()/merge_sel_consensus.shape[0]
merge_sel_consensus['annotation_neq'].value_counts()/merge_sel_consensus.shape[0]
Out[218]:
annotation_neq False 0.911511 True 0.088489 Name: count, dtype: float64
In [219]:
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merge_sel_consensus.shape[0]
merge_sel_consensus.shape[0]
Out[219]:
20432
Compare dataset with from-repo (BugsInPy from HaPy-Bug)¶
Using diff-annotator from-repo with --line-callback, via 'run_annotation_hapy_bip_repos.sh' script.
Command being timed: "./run_annotation_hapy_bip_repos.sh"
User time (seconds): 321.45 = 5m21.45s
System time (seconds): 7.26
Percent of CPU this job got: 157%
Elapsed (wall clock) time (h:mm:ss or m:ss): 3:28.30
Average shared text size (kbytes): 0
Average unshared data size (kbytes): 0
Average stack size (kbytes): 0
Average total size (kbytes): 0
Maximum resident set size (kbytes): 148508
Average resident set size (kbytes): 0
Major (requiring I/O) page faults: 0
Minor (reclaiming a frame) page faults: 2051209
Voluntary context switches: 19340
Involuntary context switches: 1595
Swaps: 0
File system inputs: 0
File system outputs: 20248
Socket messages sent: 0
Socket messages received: 0
Signals delivered: 0
Page size (bytes): 4096
Exit status: 0
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hapy_bip_from_repos_df.columns
hapy_bip_from_repos_df.columns
Out[220]:
Index(['id', 'ds', 'bug', 'sha', 'file', 'fcat', 'image', 'line',
'annotation'],
dtype='object')
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hapy_bip_from_repos_df.shape
hapy_bip_from_repos_df.shape
Out[221]:
(19890, 9)
In [222]:
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hapy_bip_from_repos_df.sample(4)
hapy_bip_from_repos_df.sample(4)
Out[222]:
| id | ds | bug | sha | file | fcat | image | line | annotation | |
|---|---|---|---|---|---|---|---|---|---|
| 1014 | bugs-in-py_keras-42 | bugs-in-py | keras-42 | 2f3edf96078d78450b985bdf3bfffe7e0c627169 | keras/engine/training.py | programming | afterChange | 2025 | bug(fix) |
| 6375 | bugs-in-py_pandas-2 | bugs-in-py | pandas-2 | 55e8891f6d33be14e0db73ac06513129503f995c | pandas/tests/indexing/test_scalar.py | test | afterChange | 381 | test |
| 3685 | bugs-in-py_pandas-151 | bugs-in-py | pandas-151 | 5a227a410c520ceec2d94369a44e2ab774a40dc3 | pandas/tests/arrays/test_numpy.py | test | afterChange | 228 | test |
| 10839 | bugs-in-py_scrapy-4 | bugs-in-py | scrapy-4 | 16dad81715d3970149c0cf7a318e73a0d84be1ff | tests/test_contracts.py | test | afterChange | 201 | test |
Using diff-annotator dataset ... with --line-callback
User time (seconds): 12.63
System time (seconds): 0.21
Percent of CPU this job got: 222%
Elapsed (wall clock) time (h:mm:ss or m:ss): 0:05.77
Average shared text size (kbytes): 0
Average unshared data size (kbytes): 0
Average stack size (kbytes): 0
Average total size (kbytes): 0
Maximum resident set size (kbytes): 99328
Average resident set size (kbytes): 0
Major (requiring I/O) page faults: 0
Minor (reclaiming a frame) page faults: 52504
Voluntary context switches: 153
Involuntary context switches: 40
Swaps: 0
File system inputs: 0
File system outputs: 19040
Socket messages sent: 0
Socket messages received: 0
Signals delivered: 0
Page size (bytes): 4096
Exit status: 0
In [223]:
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hapy_bip_from_dataset_df.columns
hapy_bip_from_dataset_df.columns
Out[223]:
Index(['id', 'ds', 'bug', 'sha', 'file', 'fcat', 'image', 'line',
'annotation'],
dtype='object')
In [224]:
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hapy_bip_from_dataset_df.shape
hapy_bip_from_dataset_df.shape
Out[224]:
(20268, 9)
In [225]:
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hapy_bip_from_dataset_df.sample(4)
hapy_bip_from_dataset_df.sample(4)
Out[225]:
| id | ds | bug | sha | file | fcat | image | line | annotation | |
|---|---|---|---|---|---|---|---|---|---|
| 16046 | bugs-in-py_sanic-1 | bugs-in-py | sanic-1 | 44973125c15304b4262c51c78b5a86bd1daafa86 | examples/blueprint_middlware_execution_order.py | programming | afterChange | 20 | bug(fix) |
| 14955 | bugs-in-py_pandas-84 | bugs-in-py | pandas-84 | 24d7c06130f9c2aeebedc26971b244ce076f7d0a | pandas/tests/series/test_reshaping.py | test | afterChange | 17 | test |
| 18059 | bugs-in-py_thefuck-15 | bugs-in-py | thefuck-15 | 41707b80c61acadb7c87b0efcbf10f4186dc5937 | tests/rules/test_git_add.py | test | afterChange | 19 | test |
| 6178 | bugs-in-py_keras-42 | bugs-in-py | keras-42 | 2f3edf96078d78450b985bdf3bfffe7e0c627169 | keras/engine/training.py | programming | beforeChange | 2063 | bug(fix) |
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print(f"User time: {321.45} vs {12.63}, ratio {321.45/12.63}, 1/ratio {12.63/321.45}")
print(f"Wall time: {3*60+28.30} vs {5.77}, ratio {(3*60+28.30)/5.77}")
print(f"User time: {321.45} vs {12.63}, ratio {321.45/12.63}, 1/ratio {12.63/321.45}")
print(f"Wall time: {3*60+28.30} vs {5.77}, ratio {(3*60+28.30)/5.77}")
User time: 321.45 vs 12.63, ratio 25.451306413301662, 1/ratio 0.039290713952403175 Wall time: 208.3 vs 5.77, ratio 36.100519930675915
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print(f"Shape: {hapy_bip_from_repos_df.shape} from-repo vs {hapy_bip_from_dataset_df.shape} dataset")
print(f"Difference: {hapy_bip_from_dataset_df.shape[0] - hapy_bip_from_repos_df.shape[0]} (should be 0)")
print(f"Shape: {hapy_bip_from_repos_df.shape} from-repo vs {hapy_bip_from_dataset_df.shape} dataset")
print(f"Difference: {hapy_bip_from_dataset_df.shape[0] - hapy_bip_from_repos_df.shape[0]} (should be 0)")
Shape: (19890, 9) from-repo vs (20268, 9) dataset Difference: 378 (should be 0)
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sel_columns = ['ds', 'bug', 'sha', 'file', 'image', 'line', 'fcat', 'annotation']
hapy_bip_dataset_vs_from_repos_merge = pd.merge(
hapy_bip_from_dataset_df[sel_columns],
hapy_bip_from_repos_df[sel_columns],
how='outer', on=['ds', 'bug', 'sha', 'file', 'image', 'line'],
indicator="indicator_column", suffixes=("_dataset", "_repos"),
)
hapy_bip_dataset_vs_from_repos_merge
sel_columns = ['ds', 'bug', 'sha', 'file', 'image', 'line', 'fcat', 'annotation']
hapy_bip_dataset_vs_from_repos_merge = pd.merge(
hapy_bip_from_dataset_df[sel_columns],
hapy_bip_from_repos_df[sel_columns],
how='outer', on=['ds', 'bug', 'sha', 'file', 'image', 'line'],
indicator="indicator_column", suffixes=("_dataset", "_repos"),
)
hapy_bip_dataset_vs_from_repos_merge
Out[228]:
| ds | bug | sha | file | image | line | fcat_dataset | annotation_dataset | fcat_repos | annotation_repos | indicator_column | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | bugs-in-py | PySnooper-1 | 56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2 | pysnooper/pycompat.py | afterChange | 11 | programming | bug(fix) | programming | bug(fix) | both |
| 1 | bugs-in-py | PySnooper-1 | 56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2 | pysnooper/tracer.py | afterChange | 17 | programming | bug(fix) | programming | bug(fix) | both |
| 2 | bugs-in-py | PySnooper-1 | 56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2 | pysnooper/tracer.py | afterChange | 18 | programming | bug(fix) | programming | bug(fix) | both |
| 3 | bugs-in-py | PySnooper-1 | 56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2 | pysnooper/tracer.py | afterChange | 89 | programming | bug(fix) | programming | bug(fix) | both |
| 4 | bugs-in-py | PySnooper-1 | 56f22f8ffe1c6b2be4d2cf3ad1987fdb66113da2 | pysnooper/tracer.py | afterChange | 135 | programming | bug(fix) | programming | bug(fix) | both |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 20415 | bugs-in-py | youtube-dl-9 | cf2ac6df6896dac4d23918867bb86fac1e1088d9 | youtube_dl/YoutubeDL.py | beforeChange | 955 | programming | bug(fix) | programming | bug(fix) | both |
| 20416 | bugs-in-py | youtube-dl-9 | cf2ac6df6896dac4d23918867bb86fac1e1088d9 | youtube_dl/YoutubeDL.py | beforeChange | 966 | programming | bug(fix) | programming | bug(fix) | both |
| 20417 | bugs-in-py | youtube-dl-9 | cf2ac6df6896dac4d23918867bb86fac1e1088d9 | youtube_dl/YoutubeDL.py | beforeChange | 969 | programming | bug(fix) | programming | bug(fix) | both |
| 20418 | bugs-in-py | youtube-dl-9 | cf2ac6df6896dac4d23918867bb86fac1e1088d9 | youtube_dl/YoutubeDL.py | beforeChange | 970 | programming | bug(fix) | programming | bug(fix) | both |
| 20419 | bugs-in-py | youtube-dl-9 | cf2ac6df6896dac4d23918867bb86fac1e1088d9 | youtube_dl/YoutubeDL.py | beforeChange | 971 | programming | bug(fix) | programming | bug(fix) | both |
20420 rows × 11 columns
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hapy_bip_dataset_vs_from_repos_merge['indicator_column'].value_counts()
hapy_bip_dataset_vs_from_repos_merge['indicator_column'].value_counts()
Out[229]:
indicator_column both 19738 left_only 530 right_only 152 Name: count, dtype: int64
In [230]:
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print(f"Shape: {hapy_bip_from_repos_df.shape} from-repo vs {hapy_bip_from_dataset_df.shape} dataset")
print(f"Difference: {hapy_bip_from_dataset_df.shape[0] - hapy_bip_from_repos_df.shape[0]} (should be 0)")
print(f"Shape: {hapy_bip_from_repos_df.shape} from-repo vs {hapy_bip_from_dataset_df.shape} dataset")
print(f"Difference: {hapy_bip_from_dataset_df.shape[0] - hapy_bip_from_repos_df.shape[0]} (should be 0)")
Shape: (19890, 9) from-repo vs (20268, 9) dataset Difference: 378 (should be 0)
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530-152
530-152
Out[231]:
378
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hapy_bip_dataset_vs_from_repos_merge.columns
hapy_bip_dataset_vs_from_repos_merge.columns
Out[232]:
Index(['ds', 'bug', 'sha', 'file', 'image', 'line', 'fcat_dataset',
'annotation_dataset', 'fcat_repos', 'annotation_repos',
'indicator_column'],
dtype='object')
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hapy_bip_dataset_vs_from_repos_merge['annotation_neq'] = \
hapy_bip_dataset_vs_from_repos_merge['annotation_dataset'] != hapy_bip_dataset_vs_from_repos_merge['annotation_repos']
hapy_bip_dataset_vs_from_repos_merge['annotation_neq'].value_counts()
hapy_bip_dataset_vs_from_repos_merge['annotation_neq'] = \
hapy_bip_dataset_vs_from_repos_merge['annotation_dataset'] != hapy_bip_dataset_vs_from_repos_merge['annotation_repos']
hapy_bip_dataset_vs_from_repos_merge['annotation_neq'].value_counts()
Out[233]:
annotation_neq False 19334 True 1086 Name: count, dtype: int64
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hapy_bip_dataset_vs_from_repos_merge_inner = hapy_bip_dataset_vs_from_repos_merge[
hapy_bip_dataset_vs_from_repos_merge['annotation_dataset'].notna() &
hapy_bip_dataset_vs_from_repos_merge['annotation_repos'].notna()
]
hapy_bip_dataset_vs_from_repos_merge_inner['annotation_neq'].value_counts()
hapy_bip_dataset_vs_from_repos_merge_inner = hapy_bip_dataset_vs_from_repos_merge[
hapy_bip_dataset_vs_from_repos_merge['annotation_dataset'].notna() &
hapy_bip_dataset_vs_from_repos_merge['annotation_repos'].notna()
]
hapy_bip_dataset_vs_from_repos_merge_inner['annotation_neq'].value_counts()
Out[234]:
annotation_neq False 19334 True 404 Name: count, dtype: int64
In [235]:
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hapy_bip_dataset_vs_from_repos_merge_inner[hapy_bip_dataset_vs_from_repos_merge_inner['annotation_neq']][[
'annotation_dataset', 'annotation_repos'
]].value_counts()
hapy_bip_dataset_vs_from_repos_merge_inner[hapy_bip_dataset_vs_from_repos_merge_inner['annotation_neq']][[
'annotation_dataset', 'annotation_repos'
]].value_counts()
Out[235]:
annotation_dataset annotation_repos
bug(fix) documentation 273
documentation bug(fix) 96
test 21
test documentation 14
Name: count, dtype: int64
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hapy_bip_dataset_vs_from_repos_merge_inner[
(hapy_bip_dataset_vs_from_repos_merge_inner['annotation_dataset'] == 'bug(fix)') &
(hapy_bip_dataset_vs_from_repos_merge_inner['annotation_repos'] == 'documentation')
].sample(4)
hapy_bip_dataset_vs_from_repos_merge_inner[
(hapy_bip_dataset_vs_from_repos_merge_inner['annotation_dataset'] == 'bug(fix)') &
(hapy_bip_dataset_vs_from_repos_merge_inner['annotation_repos'] == 'documentation')
].sample(4)
Out[236]:
| ds | bug | sha | file | image | line | fcat_dataset | annotation_dataset | fcat_repos | annotation_repos | indicator_column | annotation_neq | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 19188 | bugs-in-py | tornado-15 | ecb3ea7543cc942659faf3d2144853018afa6139 | tornado/web.py | afterChange | 2382 | programming | bug(fix) | programming | documentation | both | True |
| 8930 | bugs-in-py | pandas-105 | cb5f9d1ff407f5ccef7c717e0c23bbd6ed96cf5f | pandas/core/frame.py | afterChange | 2500 | programming | bug(fix) | programming | documentation | both | True |
| 2653 | bugs-in-py | cookiecutter-4 | 457a1a4e862aab4102b644ff1d2b2e2b5a766b3c | cookiecutter/exceptions.py | afterChange | 88 | programming | bug(fix) | programming | documentation | both | True |
| 1400 | bugs-in-py | black-15 | df2ae3bbe6c45298aabb6c04e85cb353205626f1 | black.py | beforeChange | 1531 | programming | bug(fix) | programming | documentation | both | True |
Results of manual analysis (spot check), where "annotation_dataset" is "bug(fix)" (i.e. "code"), and "annotation_repos" is "documentation":
- tornado-15, ecb3ea7543cc942659faf3d2144853018afa6139, tornado/web.py, afterChange, 2382
it is ordinary comment in Python, don't know whydiff-annotate dataset ...says code - pandas-90, 1c3d64bae7c07b5ae1be337e0ebd751385b7ce27, pandas/io/pickle.py, beforeChange, 19
it is docstring, where start of docstring might be outside the contextdiff-annotate dataset ...sees - matplotlib-15, c7df5d2770030fe4588a0fc1ab4449a689554dfc, lib/matplotlib/colors.py, beforeChange, 1219
it is last line of docstring, see previous entry - black-15, df2ae3bbe6c45298aabb6c04e85cb353205626f1, black.py, beforeChange, 95
empty line inside a docstring, see previous entry
Example of manual analysis:
$ cd ../matplotlib/
$ git show c7df5d2770030fe4588a0fc1ab4449a689554dfc^:lib/matplotlib/colors.py | sed -n '1219p'
to one decade in the logarithmic range.
$ git show c7df5d2770030fe4588a0fc1ab4449a689554dfc^:lib/matplotlib/colors.py | sed -n '1200,1230p'
[...]
Here {commit}^ is because of beforeChange; it would be {commit} for afterChange
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hapy_bip_dataset_vs_from_repos_merge_inner[
(hapy_bip_dataset_vs_from_repos_merge_inner['annotation_dataset'] == 'documentation') &
(hapy_bip_dataset_vs_from_repos_merge_inner['annotation_repos'] == 'bug(fix)')
].sample(4)
hapy_bip_dataset_vs_from_repos_merge_inner[
(hapy_bip_dataset_vs_from_repos_merge_inner['annotation_dataset'] == 'documentation') &
(hapy_bip_dataset_vs_from_repos_merge_inner['annotation_repos'] == 'bug(fix)')
].sample(4)
Out[237]:
| ds | bug | sha | file | image | line | fcat_dataset | annotation_dataset | fcat_repos | annotation_repos | indicator_column | annotation_neq | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10367 | bugs-in-py | pandas-132 | bd8f07fb29d2ac819f4c8e8e1b8e6d40f8b0f40c | pandas/core/nanops.py | beforeChange | 712 | programming | documentation | programming | bug(fix) | both | True |
| 17937 | bugs-in-py | spacy-6 | afe4a428f78abe45d6104d74ef42a066570fa43d | spacy/language.py | afterChange | 408 | programming | documentation | programming | bug(fix) | both | True |
| 7825 | bugs-in-py | luigi-6 | ce881b2a95743887c6147ff4ba23ce5f622b3f5e | luigi/parameter.py | afterChange | 950 | programming | documentation | programming | bug(fix) | both | True |
| 10365 | bugs-in-py | pandas-132 | bd8f07fb29d2ac819f4c8e8e1b8e6d40f8b0f40c | pandas/core/nanops.py | afterChange | 715 | programming | documentation | programming | bug(fix) | both | True |
Results of manual analysis (spot check), where "annotation_repos" is "bug(fix)" (i.e. "code"), and "annotation_dataset" is "documentation":
- scrapy-16, 68dedf54cb27847f6d035099b61aa06226549fad, scrapy/utils/url.py, afterChange, 159
is an ordinary code, not a comment, but there is end of docstring close to it
Limit to differences with consensus¶
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hapy_bit_repos_vs_consensus[['id', 'sha', 'file', 'image', 'line', 'consensus', 'annotation', 'common_count', 'n_reviewers']].sample(4)
hapy_bit_repos_vs_consensus[['id', 'sha', 'file', 'image', 'line', 'consensus', 'annotation', 'common_count', 'n_reviewers']].sample(4)
Out[238]:
| id | sha | file | image | line | consensus | annotation | common_count | n_reviewers | |
|---|---|---|---|---|---|---|---|---|---|
| 9388 | bugs-in-py_pandas-112 | 8a354b7630f74739212725c38cbaa9b069191a88 | pandas/tests/indexes/interval/test_indexing.py | afterChange | 8 | test + refactoring | test | 2.0 | 3.0 |
| 18178 | bugs-in-py_thefuck-15 | 41707b80c61acadb7c87b0efcbf10f4186dc5937 | tests/rules/test_git_add.py | afterChange | 17 | test + refactoring | test | 2.0 | 3.0 |
| 828 | bugs-in-py_ansible-6 | 4881af2e7e0506ada0225fd764e874e20569d5b2 | test/units/galaxy/test_collection_install.py | afterChange | 193 | test + refactoring | test | 2.0 | 3.0 |
| 16409 | bugs-in-py_scrapy-10 | db408528928b2d15043593032913fe40d6eb6783 | tests/test_downloadermiddleware_redirect.py | beforeChange | 163 | refactoring | test | 2.0 | 3.0 |
In [239]:
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hapy_bip_dataset_vs_from_repos_merge_inner.columns
hapy_bip_dataset_vs_from_repos_merge_inner.columns
Out[239]:
Index(['ds', 'bug', 'sha', 'file', 'image', 'line', 'fcat_dataset',
'annotation_dataset', 'fcat_repos', 'annotation_repos',
'indicator_column', 'annotation_neq'],
dtype='object')
In [240]:
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hapy_bip_dataset_vs_from_repos_merge_inner_sel = hapy_bip_dataset_vs_from_repos_merge_inner[
(hapy_bip_dataset_vs_from_repos_merge_inner['indicator_column'] == 'both') &
hapy_bip_dataset_vs_from_repos_merge_inner['annotation_neq']
][[
'ds', 'bug', 'sha', 'file', 'image', 'line', 'annotation_dataset', 'annotation_repos'
]]
hapy_bip_dataset_vs_from_repos_merge_inner_sel.sample(4)
hapy_bip_dataset_vs_from_repos_merge_inner_sel = hapy_bip_dataset_vs_from_repos_merge_inner[
(hapy_bip_dataset_vs_from_repos_merge_inner['indicator_column'] == 'both') &
hapy_bip_dataset_vs_from_repos_merge_inner['annotation_neq']
][[
'ds', 'bug', 'sha', 'file', 'image', 'line', 'annotation_dataset', 'annotation_repos'
]]
hapy_bip_dataset_vs_from_repos_merge_inner_sel.sample(4)
Out[240]:
| ds | bug | sha | file | image | line | annotation_dataset | annotation_repos | |
|---|---|---|---|---|---|---|---|---|
| 16599 | bugs-in-py | scrapy-16 | 68dedf54cb27847f6d035099b61aa06226549fad | scrapy/utils/url.py | afterChange | 162 | documentation | bug(fix) |
| 1310 | bugs-in-py | black-15 | df2ae3bbe6c45298aabb6c04e85cb353205626f1 | black.py | beforeChange | 114 | bug(fix) | documentation |
| 7831 | bugs-in-py | luigi-6 | ce881b2a95743887c6147ff4ba23ce5f622b3f5e | luigi/parameter.py | beforeChange | 862 | documentation | bug(fix) |
| 11149 | bugs-in-py | pandas-15 | 71d610596ed128055614eb660f13c88168bfe22f | pandas/core/arrays/datetimelike.py | beforeChange | 413 | bug(fix) | documentation |
In [241]:
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hapy_bip_consensus_vs_dataset_vs_from_repos_merge = pd.merge(
hapy_bit_repos_vs_consensus[['id', 'sha', 'file', 'image', 'line', 'consensus', 'annotation', 'common_count', 'n_reviewers']],
hapy_bip_dataset_vs_from_repos_merge_inner_sel,
how='inner', on=['sha', 'file', 'image', 'line'],
indicator="indicator_column", suffixes=("_r_vs_cons", "_d_vs_r"),
).reindex(columns=[
'id', 'ds', 'bug', 'sha', 'file', 'image', 'line', 'consensus', 'annotation', 'annotation_dataset', 'annotation_repos',
'common_count', 'n_reviewers', 'indicator_column',
])
df = hapy_bip_consensus_vs_dataset_vs_from_repos_merge[
hapy_bip_consensus_vs_dataset_vs_from_repos_merge['consensus'] == hapy_bip_consensus_vs_dataset_vs_from_repos_merge['annotation_dataset']
]
df
hapy_bip_consensus_vs_dataset_vs_from_repos_merge = pd.merge(
hapy_bit_repos_vs_consensus[['id', 'sha', 'file', 'image', 'line', 'consensus', 'annotation', 'common_count', 'n_reviewers']],
hapy_bip_dataset_vs_from_repos_merge_inner_sel,
how='inner', on=['sha', 'file', 'image', 'line'],
indicator="indicator_column", suffixes=("_r_vs_cons", "_d_vs_r"),
).reindex(columns=[
'id', 'ds', 'bug', 'sha', 'file', 'image', 'line', 'consensus', 'annotation', 'annotation_dataset', 'annotation_repos',
'common_count', 'n_reviewers', 'indicator_column',
])
df = hapy_bip_consensus_vs_dataset_vs_from_repos_merge[
hapy_bip_consensus_vs_dataset_vs_from_repos_merge['consensus'] == hapy_bip_consensus_vs_dataset_vs_from_repos_merge['annotation_dataset']
]
df
Out[241]:
| id | ds | bug | sha | file | image | line | consensus | annotation | annotation_dataset | annotation_repos | common_count | n_reviewers | indicator_column | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | bugs-in-py_black-15 | bugs-in-py | black-15 | df2ae3bbe6c45298aabb6c04e85cb353205626f1 | black.py | beforeChange | 95 | bug(fix) | documentation | bug(fix) | documentation | 2.0 | 3.0 | both |
| 1 | bugs-in-py_black-15 | bugs-in-py | black-15 | df2ae3bbe6c45298aabb6c04e85cb353205626f1 | black.py | beforeChange | 96 | bug(fix) | documentation | bug(fix) | documentation | 2.0 | 3.0 | both |
| 2 | bugs-in-py_black-15 | bugs-in-py | black-15 | df2ae3bbe6c45298aabb6c04e85cb353205626f1 | black.py | beforeChange | 97 | bug(fix) | documentation | bug(fix) | documentation | 2.0 | 3.0 | both |
| 21 | bugs-in-py_pandas-24 | bugs-in-py | pandas-24 | 6367bd23b935a85f1bcd2ae762c7f08433d0efbd | pandas/core/arrays/datetimes.py | afterChange | 889 | bug(fix) | documentation | bug(fix) | documentation | 3.0 | 3.0 | both |
| 22 | bugs-in-py_pandas-24 | bugs-in-py | pandas-24 | 6367bd23b935a85f1bcd2ae762c7f08433d0efbd | pandas/core/arrays/datetimes.py | afterChange | 897 | bug(fix) | documentation | bug(fix) | documentation | 3.0 | 3.0 | both |
| 23 | bugs-in-py_pandas-24 | bugs-in-py | pandas-24 | 6367bd23b935a85f1bcd2ae762c7f08433d0efbd | pandas/core/arrays/datetimes.py | beforeChange | 889 | bug(fix) | documentation | bug(fix) | documentation | 3.0 | 3.0 | both |
| 24 | bugs-in-py_pandas-24 | bugs-in-py | pandas-24 | 6367bd23b935a85f1bcd2ae762c7f08433d0efbd | pandas/core/arrays/datetimes.py | beforeChange | 897 | bug(fix) | documentation | bug(fix) | documentation | 3.0 | 3.0 | both |
| 25 | bugs-in-py_scrapy-7 | bugs-in-py | scrapy-7 | 074caf434e255bc96f106e57e3e288028f372485 | tests/test_http_request.py | afterChange | 991 | test | documentation | test | documentation | 3.0 | 3.0 | both |
| 26 | bugs-in-py_scrapy-7 | bugs-in-py | scrapy-7 | 074caf434e255bc96f106e57e3e288028f372485 | tests/test_http_request.py | beforeChange | 992 | test | documentation | test | documentation | 3.0 | 3.0 | both |
| 27 | bugs-in-py_thefuck-28 | bugs-in-py | thefuck-28 | 9b30ae0424607a4e268bd26eaee8ccb91a5588f9 | tests/rules/test_fix_file.py | afterChange | 116 | test | documentation | test | documentation | 2.0 | 3.0 | both |
| 28 | bugs-in-py_thefuck-28 | bugs-in-py | thefuck-28 | 9b30ae0424607a4e268bd26eaee8ccb91a5588f9 | tests/rules/test_fix_file.py | afterChange | 124 | test | documentation | test | documentation | 2.0 | 3.0 | both |
| 29 | bugs-in-py_thefuck-28 | bugs-in-py | thefuck-28 | 9b30ae0424607a4e268bd26eaee8ccb91a5588f9 | tests/rules/test_fix_file.py | beforeChange | 115 | test | documentation | test | documentation | 2.0 | 3.0 | both |
| 30 | bugs-in-py_thefuck-28 | bugs-in-py | thefuck-28 | 9b30ae0424607a4e268bd26eaee8ccb91a5588f9 | tests/rules/test_fix_file.py | beforeChange | 123 | test | documentation | test | documentation | 2.0 | 3.0 | both |
In [242]:
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df['id'].value_counts()
df['id'].value_counts()
Out[242]:
id bugs-in-py_pandas-24 4 bugs-in-py_thefuck-28 4 bugs-in-py_black-15 3 bugs-in-py_scrapy-7 2 Name: count, dtype: int64
Analysis of those differences (consensus == tool dataset != tool from-repo):
- black, df2ae3bbe6c45298aabb6c04e85cb353205626f1^:black.py:95-97
"consensus" (2 out of 3) and "annotation_dataset" give "bug(fix)", while "annotation_repos" gives "documentation"
git show df2ae3bbe6c45298aabb6c04e85cb353205626f1^:black.py | sed -n '95,97p'
it is actually inside docstring, so "annotation_repos" is correct in giving "documentation" - pandas, 6367bd23b935a85f1bcd2ae762c7f08433d0efbd (before and after changes), pandas/core/arrays/datetimes.py, 889, 897
"consensus" (3 out of 3) and "annotation_dataset" give "bug(fix)", while "annotation_repos" gives "documentation"
[...]
lines aredtype='datetime64[ns]', freq='D'), etc.
it is actually an example code, or rather result returned by example code, inside a long docstring (doctest), so "annotation_repos" is probably correct in giving "documentation" to those lines - scrapy, af434e255bc96f106e57e3e288028f372485:tests/test_http_request.py, 991 (beforeChanges) -> 992 (afterChanges)
"consensus" (3 out of 3) of human annotators is that it is "test" (i.e. code in test file), while "annotation_repos" says "documentation"
it is triple quoted string passed as parameter to a function ("""..."""), which may look for Pygments like dostring
Pygments mis-detects the<body>line asLiteral.String.Doc, i.e. docstring; it is not docstring - thefuck, 9b30ae0424607a4e268bd26eaee8ccb91a5588f9:tests/rules/test_fix_file.py, 115,123 (beforeChange) -> 116,124 (afterChange)
"consensus" (2 out of 3) and "annotation_dataset" give "test", while "annotation_repos" gives "documentation"
e.g.llc: a.ll:1:2: error: expected top-level entity
it is actually triple quoted string as an element of tuple
Pygments somehow misdetects it as docstring (orLiteral.String.Docis used not only for docstrings)
2nd case:
def tz_localize(self, tz, ambiguous="raise", nonexistent="raise"):
"""
Localize tz-naive Datetime Array/Index to tz-aware
Datetime Array/Index.
[...]
Examples
--------
>>> tz_naive = pd.date_range('2018-03-01 09:00', periods=3)
>>> tz_naive
DatetimeIndex(['2018-03-01 09:00:00', '2018-03-02 09:00:00',
'2018-03-03 09:00:00'],
dtype='datetime64[ns]', freq='D')
[...]
"""
3rd case
def test_html_base_form_action(self):
response = _buildresponse(
"""
<html>
<head>
<base href=" http://b.com/">
</head>
<body>
<form action="test_form">
</form>
</body>
</html>
""",
url='http://a.com/'
)
4th case
('llc a.ll', 'a.ll', 1, 2, '',
"""
llc: a.ll:1:2: error: expected top-level entity
+
^
"""),