In [1]:
import datetime
import xml.etree.ElementTree as ET
def parse_file(filename):
# instantiate the parser and fed it some HTML
first_day = datetime.datetime(2008,1,1)
all_code = []
code_time = []
total = 0
for line in open(filename,'r'):
if 'row' in line:
s = "<posts>\n" + str(line) + "\n</posts>"
try:
tnode = ET.fromstring(s)
except:
continue
for neighbor in tnode.iter('row'):
bod = (neighbor.attrib['Body'])
cd = creation_date = neighbor.attrib['CreationDate']
if total % 100000 == 0:
print(creation_date)
d = datetime.datetime(year=int(cd[:4]),month=int(cd[5:7]), day=int(cd[8:10]))
diff_time = d-first_day
all_code.append((bod, diff_time))
total += 1
return all_code
In [2]:
filename = '/dfs/scratch2/fcipollone/stackoverflow/parsed_posts.txt'
python_code = parse_file(filename)
2008-07-31T21:42:52.667
2008-09-15T12:46:12.870
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2015-06-18T20:08:09.637
2015-06-19T11:09:38.307
2015-06-19T22:57:06.323
2015-06-20T22:12:00.777
2015-06-21T21:15:13.983
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2015-07-08T16:19:29.203
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2015-07-11T10:27:26.070
2015-07-12T09:49:32.610
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2015-08-03T23:09:59.210
2015-08-04T13:05:35.190
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2015-08-10T16:12:28.190
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2015-08-14T08:08:31.980
2015-08-14T18:54:42.750
2015-08-15T18:17:19.537
2015-08-16T17:54:01.617
2015-08-17T11:54:21.850
2015-08-17T22:23:37.563
2015-08-18T12:23:25.483
2015-08-18T22:33:30.590
2015-08-19T12:41:30.283
2015-08-19T22:49:28.190
2015-08-20T12:35:05.787
2015-08-20T22:08:48.450
2015-08-21T12:44:38.973
2015-08-22T01:29:48.880
2015-08-22T22:43:07.943
2015-08-23T20:23:47.947
2015-08-24T13:18:27.807
2015-08-25T02:09:01.703
2015-08-25T14:28:55.357
2015-08-26T02:43:08.103
2015-08-26T14:12:16.463
2015-08-27T03:46:57.123
2015-08-27T15:00:37.807
2015-08-28T05:14:54.027
2015-08-28T16:15:41.453
2015-08-29T12:25:06.620
2015-08-30T11:38:15.197
2015-08-31T08:15:07.083
2015-08-31T19:06:14.980
2015-09-01T11:03:21.800
2015-09-01T21:43:21.203
2015-09-02T12:34:49.980
2015-09-02T22:37:37.377
2015-09-03T12:57:10.190
2015-09-04T00:56:23.550
2015-09-04T15:01:15.220
2015-09-05T10:25:21.850
2015-09-06T08:34:58.897
2015-09-07T05:44:29.193
2015-09-07T18:25:41.830
2015-09-08T10:39:56.590
2015-09-08T20:54:55.007
2015-09-09T11:53:41.710
2015-09-09T21:53:19.907
2015-09-10T12:23:17.190
2015-09-10T23:33:22.883
2015-09-11T14:03:31.703
2015-09-12T06:03:22.233
2015-09-13T04:24:58.063
2015-09-14T02:47:17.890
2015-09-14T16:11:19.443
2015-09-15T07:36:44.717
2015-09-15T17:30:57.533
2015-09-16T07:51:29.263
2015-09-16T16:51:20.757
2015-09-17T08:20:36.790
2015-09-17T17:41:11.517
2015-09-18T08:36:11.750
2015-09-18T18:57:53.913
2015-09-19T16:10:49.090
2015-09-20T14:32:26.093
2015-09-21T09:18:59.500
2015-09-21T20:01:52.540
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2015-09-22T21:12:12.463
2015-09-23T11:49:43.963
2015-09-23T21:39:41.293
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2015-09-26T08:13:23.967
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2015-10-01T21:03:56.013
2015-10-02T13:11:58.063
2015-10-03T04:36:10.777
2015-10-04T02:17:14.887
2015-10-05T00:15:22.553
2015-10-05T14:57:36.083
2015-10-06T06:00:43.703
2015-10-06T16:30:53.720
2015-10-07T07:34:48.747
2015-10-07T16:47:52.353
2015-10-08T06:57:11.507
2015-10-08T17:02:56.857
2015-10-09T08:14:49.027
2015-10-09T19:01:47.600
2015-10-10T16:08:43.697
2015-10-11T15:36:48.570
2015-10-12T10:04:03.797
2015-10-12T20:30:18.993
2015-10-13T11:04:50.663
2015-10-13T20:59:53.807
2015-10-14T10:58:53.573
2015-10-14T20:59:31.400
2015-10-15T10:59:16.197
2015-10-15T20:39:16.947
2015-10-16T11:49:17.037
2015-10-16T22:59:01.480
2015-10-17T20:20:54.010
2015-10-18T18:51:44.187
2015-10-19T11:35:49.253
2015-10-19T22:41:30.020
2015-10-20T12:44:15.043
2015-10-20T23:19:35.857
2015-10-21T13:01:32.993
2015-10-21T23:34:21.407
2015-10-22T13:27:59.347
2015-10-22T23:53:33.803
2015-10-23T13:58:27.643
2015-10-24T04:44:25.650
2015-10-25T01:24:48.920
2015-10-25T22:13:02.040
2015-10-26T14:18:58.500
2015-10-27T02:20:47.160
2015-10-27T15:22:33.447
2015-10-28T04:15:21.590
2015-10-28T15:36:17.597
2015-10-29T03:48:10.057
2015-10-29T15:27:51.207
2015-10-30T05:33:17.653
2015-10-30T17:28:35.867
2015-10-31T14:57:03.223
2015-11-01T13:56:53.867
2015-11-02T08:49:38.643
2015-11-02T19:42:25.320
2015-11-03T11:02:48.580
2015-11-03T20:58:47.473
2015-11-04T11:35:21.000
2015-11-04T21:04:28.050
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2015-11-05T20:56:25.417
In [3]:
longer_python_code = [p for p in python_code if len(p[0].split('\n')) > 1]
len(longer_python_code)
Out[3]:
2600685
In [5]:
import sys
home_directory = '/dfs/scratch2/fcipollone'
sys.path.append(home_directory)
import numpy as np
from nbminer.notebook_miner import NotebookMiner
from nbminer.notebook_miner import NotebookMinerString
from nbminer.pipeline.pipeline import Pipeline
from nbminer.features.features import Features
from nbminer.preprocess.get_ast_features import GetASTFeatures
from nbminer.preprocess.get_imports import GetImports
from nbminer.preprocess.resample_by_node import ResampleByNode
from nbminer.encoders.ast_graph.ast_graph import ASTGraphReducer
from nbminer.preprocess.feature_encoding import FeatureEncoding
from nbminer.encoders.cluster.kmeans_encoder import KmeansEncoder
from nbminer.results.similarity.jaccard_similarity import NotebookJaccardSimilarity
from nbminer.results.prediction.corpus_identifier import CorpusIdentifier
nbs = [NotebookMinerString(longer_python_code[i][0]) for i in range(len(longer_python_code[:500000]))]
a = Features(nbs)
gastf = GetASTFeatures()
rbn = ResampleByNode()
gi = GetImports()
#agr = ASTGraphReducer(a, threshold=8, split_call=False)
#ci = CorpusIdentifier()
pipe = Pipeline([gastf, rbn, gi])
a = pipe.transform(a)
<nbminer.preprocess.get_ast_features.GetASTFeatures object at 0x7f10c5c6b198>
500000
<nbminer.preprocess.resample_by_node.ResampleByNode object at 0x7f10c5c6b278>
500000
<nbminer.preprocess.get_imports.GetImports object at 0x7f10c5c6b1d0>
500000
In [8]:
time_range = 10
import_name = 'sklearn'
result = {}
aggregate_result = {}
for i in range(len(longer_python_code[:500000])):
import_list = a.get_notebook(i).get_feature('imports')
d = longer_python_code[i][1]
for key in import_list.keys():
time_step = int(d.days/time_range)
if key.strip() == import_name:
if time_step not in result:
result[time_step] = 0
result[time_step] += 1
if time_step not in aggregate_result:
aggregate_result[time_step] = 0
aggregate_result[time_step] += 1
%matplotlib inline
import matplotlib.pyplot as plt
import numpy as np
tuples = sorted([(key, result[key]) for key in result.keys()])
x_vals = np.array([el[0] for el in tuples])
y_vals = np.array([el[1] for el in tuples])
#print(x_vals, y_vals)
y_vals = y_vals/max(y_vals)
plt.plot(x_vals,y_vals)
tuples_agg = sorted([(key, aggregate_result[key]) for key in aggregate_result.keys()])
#print(tuples_agg)
x_vals_agg = np.array([el[0] for el in tuples_agg])
y_vals_agg = np.array([el[1] for el in tuples_agg])
y_vals_agg = y_vals_agg/max(y_vals_agg)
plt.plot(x_vals_agg,y_vals_agg)
---------------------------------------------------------------------------
ValueError Traceback (most recent call last)
<ipython-input-8-7c0f9ec83975> in <module>()
23 y_vals = np.array([el[1] for el in tuples])
24 #print(x_vals, y_vals)
---> 25 y_vals = y_vals/max(y_vals)
26 plt.plot(x_vals,y_vals)
27 tuples_agg = sorted([(key, aggregate_result[key]) for key in aggregate_result.keys()])
ValueError: max() arg is an empty sequence
In [10]:
time_range = 10
function_name = 'append'
result = {}
aggregate_result = {}
for i in range(len(longer_python_code[:500000])):
funcs = []
for cell in a.get_notebook(i).get_all_cells():
funcs.extend(cell.get_feature('short_name_string'))
d = longer_python_code[i][1]
for el in funcs:
time_step = int(d.days/time_range)
if el.strip() == function_name:
if time_step not in result:
result[time_step] = 0
result[time_step] += 1
if time_step not in aggregate_result:
aggregate_result[time_step] = 0
aggregate_result[time_step] += 1
%matplotlib inline
import matplotlib.pyplot as plt
import numpy as np
tuples = sorted([(key, result[key]) for key in result.keys()])
x_vals = np.array([el[0] for el in tuples])
y_vals = np.array([el[1] for el in tuples])
#print(x_vals, y_vals)
y_vals = y_vals/max(y_vals)
plt.plot(x_vals,y_vals)
tuples_agg = sorted([(key, aggregate_result[key]) for key in aggregate_result.keys()])
#print(tuples_agg)
x_vals_agg = np.array([el[0] for el in tuples_agg])
y_vals_agg = np.array([el[1] for el in tuples_agg])
y_vals_agg = y_vals_agg/max(y_vals_agg)
plt.plot(x_vals_agg,y_vals_agg)
Out[10]:
[<matplotlib.lines.Line2D at 0x7f1047b12c88>]
In [28]:
for i in range(100):
funcs = []
for cell in a.get_notebook(i).get_all_cells():
funcs.extend(cell.get_feature('full_name_string'))
print(funcs)
[]
['var.system.System.gc', 'var.system.System.gc']
['var']
['var.UTF8.GetString', 'var.UTF8.GetBytes']
[]
['var', 'var', 'var', 'var', 'var', 'var', 'var']
[]
['var.execute', 'var.fetchall']
['var.execute', 'var.fetchone']
['dict']
['dict']
['hasattr']
['var']
[]
['var', 'var.append', 'var.append', 'list']
['cgitb.enable']
['cgitb.enable']
['var.getTimezoneOffset']
[]
['var', 'var']
[]
[]
[]
['msvcrt.getch']
[]
[]
['var.BindData.Invoke']
['var.AJAXify']
['var.Attributes.Add']
['var.FindControl']
['var', 'var']
['var']
['ftplib.FTP', 'exit', 'open', 'var.delete', 'var.storbinary', 'var.close', 'var.dir', 'var.quit']
['open']
[]
['var', 'var']
['exec', 'exec']
['var.ToString', 'var.ToChar', 'var.Parse', 'var.Substring']
[]
['var.GetRecordset', 'var.GetDataset', 'var.Execute']
['var.alpha', 'var.r', 'var.r', 'var.g', 'var.g', 'var.b', 'var.b']
['var']
['var']
[]
['var.gethostbyname']
['var', 'var', 'var']
['var']
['var']
['getattr', 'var']
['var.getattr', 'getattr']
['var.Extensions.Base64Encode']
['var.ASCII.GetString']
['var.ToInt32']
[]
[]
['var', 'map']
['var.getaddrinfo', 'var']
['map']
[]
['var', 'var']
[]
[]
[]
[]
[]
['var.Utility.RegisterTypeForAjax', 'var']
['var.Get5']
['var.createElement']
[]
['var', 'var']
['var.toString']
['var.toString']
['var.toString']
['var.Join', 'var.ToArray']
['var.Start']
['__import__', 'getattr', 'var']
['MyMethod']
[]
['var.SetParentRow']
[]
[]
['var', 'var', 'var']
['var', 'var', 'var', 'var', 'var']
['var', 'var']
['var.SetParentRow', 'var.Relations']
['var.IsNotNull']
['var.Animals.GetEnumerator']
[]
[]
['var.Create']
['var.getElementById']
['var.getElementById']
['var.getElementById', 'var.getElementById']
['var.stat']
[]
[]
[]
['var.append', 'var.append']
['int', 'input.split', 'range', 'input.join.split', 'range', 'len', 'len', 'var.input.replace', 'input.startswith', 'input.remove', 'var.input.replace', 'join', 'input.remove']
['var.replace', 'var.var.sub.split', 'var.sub']
In [ ]:
Content source: DataPilot/notebook-miner
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