An Empirical Study of Frequent Code Edit Patterns In Machine Learning Systems

Patterns That Have Been Found:

IDPattern SizeNumberFoundDetailsProjectsCommitsNodeTypes
533locations[Wave-U-Net, TTS, OpenSeq2Seq]2[Assignment, MethodInvocation]
8434locations[nn_dataflow, deepspeech.pytorch, batchflow, chainercv]3[Assignment, MethodInvocation]
9733locations[theanolm, gpytorch, pytorch_geometric]2[ArrayInitializer, Assignment, MethodInvocation]
12033locations[pyro, examples-in-python]1[MethodInvocation, StringLiteral]
18634locations[pyhawkes, Conditional_Density_Estimation, dit]3[MethodInvocation, ReturnStatement, ThrowStatement]
19233locations[SLM-Lab, mne-python]1[ArrayInitializer, MethodInvocation]
20633locations[deepplantphenomics, HyperGAN, safe_learning]2[Assignment, MethodInvocation]
20835locations[torchgeometry, pliers, neurodsp, autoreject, mne-python]4[FieldAccess, MethodInvocation]
26133locations[ParlAI, StratosphereLinuxIPS]2[FieldAccess, MethodInvocation]
30434locations[insightface, benchmarks, nnabla-examples]3[ArrayInitializer, Assignment, MethodInvocation]
31133locations[bokeh]2[Assignment, MethodInvocation]
31633locations[brian2, gluon-cv, hyperspy]2[IfStatement, MethodInvocation]
32133locations[Theano, deepchem, raven]2[Assignment, MethodInvocation]
35534locations[autokeras]1[Assignment, MethodInvocation]
36333locations[OSMDeepOD, explainshell]2[Assignment, MethodInvocation, PyTupleExpression]
37434locations[pyinstaller, deepdrive, anvio]2[FieldAccess, MethodInvocation]
39933locations[acl-anthology, SoS, keras-applications]2[InfixExpression, MethodInvocation]
40535locations[cesium, home-assistant, bindsnet, ray, hyperdash-sdk-py]4[MethodInvocation, NumberLiteral]
44433locations[OSMDeepOD, dscribe, biotite]2[FieldAccess, MethodInvocation]
45633locations[cesium]2[Assignment, MethodInvocation]
48433locations[scikit-rebate, pynndescent]2[MethodInvocation, PyGenerator, PyListComprehension]
48533locations[hypertools]2[FieldAccess, MethodInvocation]
50033locations[estnltk, fairseq, CellProfiler]2[FieldAccess, MethodInvocation]
50534locations[pants, nni, QCEngine, healthcare]3[MethodInvocation, StringLiteral]
53533locations[nilearn, PyMVPA, scikit-survival]2[Assignment, MethodInvocation, ReturnStatement]
54533locations[plotnine, vmaf, grand-challenge.org]2[ArrayInitializer, MethodInvocation, StringLiteral]
57033locations[ludwig, models, luminoth]2[ArrayAccess, MethodInvocation, NumberLiteral]
60033locations[eden, home-assistant]2[IfStatement, MethodInvocation]
60633locations[nilearn, tpot]2[MethodInvocation, StringLiteral]
62333locations[scikit-bio, MatchZoo]2[Assignment, MethodInvocation, ThrowStatement]
62433locations[pants, CellProfiler, nilmtk]2[FieldAccess, MethodInvocation]
63033locations[OpenNRE, autokeras]1[ArrayInitializer, Assignment, MethodInvocation]
64437locations[MMdnn]1[MethodInvocation, ReturnStatement]
66133locations[crnn.pytorch, dgl, ASRT_SpeechRecognition]2[BooleanLiteral, MethodInvocation, PyTupleExpression]
71033locations[scipy]1[ArrayAccess, Assignment, MethodInvocation]
71933locations[OpenNMT-tf, paysage]2[ArrayAccess, Assignment, MethodInvocation]
72633locations[scikit-image, fastFM, gym]2[Assignment, MethodInvocation]
74534locations[tslearn, matplotlib, arviz]3[MethodInvocation, NumberLiteral, PyTupleExpression]
774310locations[tensorboard, cesium, pants, holodeck, ilastik, datasets, pythainlp, PerfKitBenchmarker, flow]9[Assignment, MethodInvocation]
78634locations[nussl, bambi, luminoth, ldsc]3[ArrayAccess, Assignment, MethodInvocation]
80334locations[quilt, pants, SoS]2[Assignment, MethodInvocation, PyWithStatement]
80533locations[scanpy]1[IfStatement, InfixExpression, MethodInvocation]
81434locations[pyro, dgl, NAB, yolov3]3[ArrayAccess, FieldAccess, MethodInvocation]
81833locations[incubator-mxnet, bert-as-service]2[Assignment, MethodInvocation]
83535locations[pants, OpenNMT-py, returnn-experiments, jiant]4[AssertStatement, Assignment, MethodInvocation]
86333locations[lightning, scipy, auto-sklearn]2[Assignment, MethodInvocation, PyTupleExpression]
86433locations[pytorch-dnc]2[Assignment, MethodInvocation]
88933locations[autokeras, mne-python]1[ArrayInitializer, MethodInvocation, StringLiteral]
92133locations[attn2d, torchgeometry]1[MethodInvocation]
92233locations[pyinstaller, dgl, tmtoolkit]2[ArrayAccess, Assignment, MethodInvocation]
92533locations[tslearn, arviz]2[ArrayAccess, MethodInvocation, NumberLiteral]
94833locations[Shift-Net_pytorch, gpytorch]2[MethodInvocation]
99133locations[dragonn, matplotlib, imbalanced-learn]2[ArrayAccess, FieldAccess, MethodInvocation]
102034locations[home-assistant, polyaxon]2[Assignment, MethodInvocation]
106533locations[featuretools]1[Assignment, MethodInvocation, ReturnStatement]
108136locations[PerfKitBenchmarker]5[MethodInvocation, StringLiteral]
112033locations[pyprob, dgl]2[ArrayInitializer, MethodInvocation, StringLiteral]
113533locations[QUANTAXIS, grand-challenge.org]2[ArrayAccess, MethodInvocation, NumberLiteral]
115834locations[autokeras, scikit-multiflow]2[FieldAccess, MethodInvocation]
116834locations[GPflow, gpytorch]3[ArrayAccess, Assignment, MethodInvocation]
118334locations[categorical-encoding, QUANTAXIS, pysb, mozregression]3[Assignment, MethodInvocation]
118633locations[recordlinkage, PyNets, Python]2[Assignment, MethodInvocation]
119033locations[brian2, linearmodels]2[ArrayAccess, FieldAccess, MethodInvocation]
121533locations[tpot, moabb]2[ArrayInitializer, Assignment, MethodInvocation]
122633locations[SoS, nni, luminoth]2[FieldAccess, MethodInvocation]
123533locations[qb, pants, scripts]2[Assignment, MethodInvocation]
125433locations[deepchem, datasets]2[ArrayAccess, IfStatement, MethodInvocation]
125833locations[fonduer, serenata-de-amor, coala-bears]2[Assignment, MethodInvocation]
129333locations[ptan, tensorforce]2[Assignment, MethodInvocation]
130335locations[torchgeometry, tensorboardX, mmdetection, allennlp]3[MethodInvocation]
135233locations[dynamic-training-bench, texar, yarll]2[ArrayAccess, FieldAccess, MethodInvocation]
140535locations[keras]2[AssertStatement, MethodInvocation, StringLiteral]
141033locations[mlxtend, orange3]2[Assignment, MethodInvocation]
143834locations[agents]1[FieldAccess, MethodInvocation]
144736locations[HyperGAN, fonduer, orange3, hyperopt, allennlp, webdnn]5[MethodInvocation]
145835locations[ilastik]2[MethodInvocation, NumberLiteral]
146133locations[ilastik]2[FieldAccess, MethodInvocation]
148533locations[transferlearning, ImageCaptioning.pytorch]1[ArrayInitializer, MethodInvocation]
150333locations[tf-encrypted]2[IfStatement, MethodInvocation, ReturnStatement]
150733locations[QUANTAXIS]2[FieldAccess, MethodInvocation]
154035locations[keras]1[Assignment, MethodInvocation]
154933locations[recipy, sagemaker-python-sdk]2[ArrayAccess, FieldAccess, MethodInvocation]
155733locations[ray]2[ArrayAccess, MethodInvocation, StringLiteral]
155933locations[starry, LM-LSTM-CRF]2[FieldAccess, MethodInvocation, PyTupleExpression]
160133locations[umap, recordlinkage, ProDy]2[MethodInvocation, ThrowStatement]
161334locations[quilt, pants, agents]3[ArrayInitializer, Assignment, MethodInvocation]
162133locations[pants, faceswap, scripts]2[CatchClause, MethodInvocation, TryStatement]
164534locations[nnabla, gluon-nlp]3[Assignment, MethodInvocation]
165434locations[ilastik]3[AssertStatement, FieldAccess, MethodInvocation]
167133locations[streamlit]1[FieldAccess, IfStatement, MethodInvocation]
167433locations[lore, pudl]2[Assignment, MethodInvocation]
169233locations[scipy-lecture-notes, dirty_cat]2[FieldAccess, MethodInvocation, PyTupleExpression]
170233locations[robosat, tpot, SLM-Lab]2[Assignment, MethodInvocation]
173234locations[brian2]3[Assignment, MethodInvocation]
174534locations[batchflow]2[Assignment, MethodInvocation]
175434locations[keras]2[IfStatement, MethodInvocation, StringLiteral]
177433locations[anvio]2[Assignment, MethodInvocation]
179033locations[dipy, tensorly, hyperspy]2[Assignment, MethodInvocation, TryStatement]
183233locations[raster-functions, matplotlib, CellProfiler]2[Assignment, MethodInvocation]
185433locations[variational-autoencoder, yarll, yolov3]2[InfixExpression, MethodInvocation]
185633locations[HyperGAN, pyprob, deepchem]2[MethodInvocation, StringLiteral]
187234locations[NetworkML, softlearning, OpenNMT-tf, tensorlayer]3[Assignment, IfStatement, MethodInvocation]
190733locations[geomstats]2[ArrayInitializer, MethodInvocation]
192234locations[gensim, tutorials]3[Assignment, MethodInvocation, PyTupleExpression]
195533locations[HyperGAN, PyTorch-NLP, explainshell]2[Assignment, MethodInvocation]
196433locations[OpenSeq2Seq, lanenet-lane-detection, calamari]2[Assignment, MethodInvocation]
198334locations[keras, luminoth, faceswap]3[MethodInvocation, NumberLiteral, PyTupleExpression]
203234locations[nilearn, DESlib]3[AssertStatement, Assignment, MethodInvocation]
204933locations[nussl, librosa, cleverhans]2[Assignment, MethodInvocation]
205533locations[auto_ml, textacy, DeepBach]2[InfixExpression, MethodInvocation]
206433locations[pytorch2keras, nni]2[ArrayAccess, Assignment, MethodInvocation]
207434locations[ludwig, OpenNMT-py]3[ArrayAccess, MethodInvocation, StringLiteral]
208034locations[finetune, snorkel, ray]3[FieldAccess, MethodInvocation, PyInExpression]
208934locations[basenji, scipy, luminoth]3[ArrayAccess, Assignment, MethodInvocation]
209835locations[HyperGAN, raven, eo-learn, batchflow, ray]4[Assignment, MethodInvocation]
211733locations[streamlit, snn_toolbox]2[MethodInvocation, StringLiteral]
211837locations[magenta]2[FieldAccess, MethodInvocation]
212034locations[scipy, snorkel, dgl, HiCExplorer]3[Assignment, MethodInvocation]
213733locations[ludwig, pytorch, mlflow]2[MethodInvocation, StringLiteral]
216033locations[gpytorch]1[MethodInvocation]
216233locations[ilastik, webdnn, mne-python]2[FieldAccess, MethodInvocation, PyNotInExpression]
217633locations[chainer-chemistry, dgl]2[ArrayInitializer, Assignment, MethodInvocation]
217833locations[transform, srgan]2[MethodInvocation, StringLiteral]
218833locations[adversarial-robustness-toolbox, CellProfiler]2[ArrayAccess, MethodInvocation, NumberLiteral]
223534locations[pymc3, GPflow, gpytorch]3[InfixExpression, MethodInvocation]
226033locations[basenji, text-to-image, tensorforce]2[FieldAccess, MethodInvocation, PyTupleExpression]
226133locations[TensorFlowOnSpark, musegan, OpenNMT-tf]2[ArrayAccess, FieldAccess, MethodInvocation]
231433locations[pymc3, arviz]2[Assignment, MethodInvocation]
233033locations[pants, soynlp, datasets]2[IfStatement, MethodInvocation, ThrowStatement]
234433locations[HyperGAN, tensorforce]2[ArrayInitializer, Assignment, MethodInvocation]
236133locations[opencv_extra, nnabla, Deep-Reinforcement-Learning-Hands-On]2[Assignment, MethodInvocation]
239833locations[pytorch-lightning, HyperGAN, Keras-GAN]2[ArrayInitializer, MethodInvocation, NumberLiteral]
241133locations[flow]2[InfixExpression, MethodInvocation, ReturnStatement]
241333locations[dm_control, brian2]2[FieldAccess, IfStatement, MethodInvocation]
242833locations[GPy, matplotlib, AlphaPy]2[Assignment, EnhancedForStatement, MethodInvocation]
244633locations[adversarial-robustness-toolbox, torchgeometry, se3cnn]2[MethodInvocation, ThrowStatement]
246233locations[HiCExplorer]1[Assignment, MethodInvocation]
247734locations[pants]1[ArrayInitializer, MethodInvocation]
247833locations[catalyst]1[IfStatement, InfixExpression, MethodInvocation]
248034locations[finetune, nilmtk, mlflow]2[Assignment, MethodInvocation, PyYieldReturnStatement]
248433locations[flow]2[InfixExpression, MethodInvocation]
250437locations[optuna]2[FieldAccess, MethodInvocation]
253436locations[optuna]1[FieldAccess, MethodInvocation]
256633locations[pants]2[Assignment, MethodInvocation]
256934locations[iss-rnns, orange3, dragonn, keras]3[Assignment, MethodInvocation]
259533locations[TTS, matplotlib, textacy]2[Assignment, MethodInvocation, PyComparator]
260033locations[tensorforce]1[Assignment, MethodInvocation]
260733locations[deepchem, keras, pyod]2[FieldAccess, MethodInvocation]
264733locations[torchgeometry]1[MethodInvocation]
267033locations[estnltk, datasets]2[Assignment, MethodInvocation, ReturnStatement]
269933locations[bokeh, QUANTAXIS]2[Assignment, MethodInvocation]
271234locations[pants]1[ArrayInitializer, MethodInvocation]
273033locations[scikit-optimize]1[MethodInvocation, StringLiteral]
273233locations[torchgeometry, QuCumber]2[Assignment, MethodInvocation]
273933locations[scipy, cesium]2[IfStatement, InfixExpression, MethodInvocation]
276834locations[magenta, minigo, cleverhans]3[ArrayAccess, FieldAccess, MethodInvocation]
277433locations[pyro]1[MethodInvocation]
280133locations[matplotlib, CellProfiler]2[IfStatement, InfixExpression, MethodInvocation]
281633locations[ParlAI, pytorch_geometric, inferno]2[Assignment, MethodInvocation]
281734locations[chainerrl, chainercv]3[Assignment, IfStatement, MethodInvocation]
281933locations[chainercv]2[Assignment, EnhancedForStatement, MethodInvocation]
283833locations[basenji, tslearn, dirty_cat]2[ArrayAccess, Assignment, MethodInvocation]
284236locations[attn2d, allennlp, treeinterpreter, petastorm, nilmtk]4[Assignment, MethodInvocation]
286734locations[GEKKO]1[FieldAccess, MethodInvocation]
289834locations[dipy]2[Assignment, MethodInvocation]
291233locations[pyglmnet, tmtoolkit, SLM-Lab]2[Assignment, MethodInvocation, PyTupleExpression]
292333locations[scipy, chainer]2[InfixExpression, MethodInvocation]
293933locations[biotite]2[MethodInvocation, ReturnStatement]
294633locations[pants, pySCENIC, pgmpy]2[ArrayAccess, MethodInvocation, NumberLiteral]
296833locations[imgclsmob, hypertools]2[ArrayAccess, MethodInvocation]
297933locations[stellargraph, pymc3, ProDy]2[MethodInvocation, ThrowStatement]
299433locations[HyperGAN, pants, pydatalab]2[Assignment, IfStatement, MethodInvocation]
299733locations[ottertune, sensegram, Python]2[IfStatement, MethodInvocation]
302934locations[orange3, DeepLabCut, dgl]3[MethodInvocation, StringLiteral]
303233locations[allennlp, pytorch_geometric]2[MethodInvocation, NumberLiteral]
303934locations[scikit-image, nilearn, pgmpy, pmdarima]3[MethodInvocation]
307033locations[nilearn, matplotlib]2[MethodInvocation, PyTupleExpression]
307336locations[fonduer, snorkel, mne-python]4[AssertStatement, Assignment, MethodInvocation]
311034locations[lifelines, scikit-optimize, oddt, tpot]3[ArrayInitializer, MethodInvocation]
313933locations[bambi, ray]2[MethodInvocation, ReturnStatement]
314333locations[ilastik, webdnn]2[Assignment, EnhancedForStatement, MethodInvocation]
316533locations[flow]2[IfStatement, InfixExpression, MethodInvocation]
316834locations[sentiment-discovery, donkeycar, Poker, incubator-tvm]3[MethodInvocation, NumberLiteral]
318134locations[scipy, pygsp, sklearn-pandas, auto-sklearn]3[MethodInvocation, ReturnStatement]
319135locations[scikit-image, orange3, ilastik, skll]4[Assignment, MethodInvocation]
321333locations[scipy, loudml]2[ArrayAccess, Assignment, MethodInvocation]
324433locations[finetune, deepvariant]2[Assignment, MethodInvocation, ReturnStatement]
327433locations[dhSegment]2[Assignment, MethodInvocation]
330233locations[loudml]2[ArrayAccess, MethodInvocation]
331133locations[bokeh, batchflow]2[Assignment, MethodInvocation]
331733locations[orange3, bokeh]2[ArrayInitializer, Assignment, MethodInvocation]
334034locations[donkeycar, POT, arviz]3[ArrayInitializer, Assignment, MethodInvocation]
334734locations[bokeh]1[MethodInvocation]
335836locations[scipy, scikit-learn, pyod, NeuroKit.py, jiant, mne-python]5[Assignment, MethodInvocation]
336934locations[chainer-chemistry]2[Assignment, MethodInvocation]
338133locations[batchflow, tgen]2[ArrayAccess, MethodInvocation, StringLiteral]
338433locations[OpenNMT-py, mead-baseline]1[MethodInvocation, ReturnStatement]
341833locations[PyMVPA, faceswap]2[ArrayAccess, FieldAccess, MethodInvocation]
341933locations[nussl, plantcv, POT]2[ArrayAccess, Assignment, MethodInvocation]
342633locations[QCEngine, ann-benchmarks, SLM-Lab]2[IfStatement, MethodInvocation, PyInExpression]
346733locations[mlflow, optuna]1[Assignment, MethodInvocation]
348134locations[MAgent, scanpy, pytorch_geometric, linearmodels]3[Assignment, MethodInvocation]
351133locations[SoS, grand-challenge.org, ai-chatbot-framework]2[IfStatement, MethodInvocation]
352933locations[hypertools, dirty_cat]2[Assignment, MethodInvocation, PyTupleExpression]
353033locations[home-assistant]2[Assignment, MethodInvocation]
354034locations[keras-rcnn, gym, ray, imgaug]3[AssertStatement, Assignment, MethodInvocation]
356933locations[eden]2[MethodInvocation, StringLiteral]
357434locations[studio, streamlit]3[Assignment, MethodInvocation, ThrowStatement]
358133locations[scipy, gpytorch]2[Assignment, EnhancedForStatement, MethodInvocation]
358433locations[dgl, mead-baseline]2[FieldAccess, MethodInvocation, SuperConstructorInvocation]
359934locations[stellargraph]2[MethodInvocation]
362834locations[chainerrl, raven, SUAVE, qiskit-aqua]3[Assignment, MethodInvocation]
364534locations[pytorch-lightning, ottertune]2[Assignment, MethodInvocation]
368033locations[spark-deep-learning, NNEF-Tools, attention-ocr]2[MethodInvocation, PyWithStatement]
368133locations[home-assistant, QUANTAXIS, poseidon]2[ArrayAccess, MethodInvocation, StringLiteral]
377434locations[catalyst]1[FieldAccess, MethodInvocation]
377633locations[pliers, pythainlp]2[Assignment, IfStatement, MethodInvocation]
378633locations[jieba, tensorboardX, mozc-devices]2[Assignment, MethodInvocation]
380033locations[pants, refinebio, grand-challenge.org]2[Assignment, MethodInvocation]
380334locations[imgclsmob, autokeras, brian2]2[ArrayAccess, FieldAccess, MethodInvocation]
381033locations[descarteslabs-python]1[IfStatement, MethodInvocation, ThrowStatement]
382033locations[faceswap, scripts]1[ArrayInitializer, Assignment, MethodInvocation]
383933locations[matplotlib]1[Assignment, MethodInvocation]
387233locations[pyinstaller, GPflow, GPflowOpt]2[IfStatement, MethodInvocation]
388134locations[transform]1[Assignment, MethodInvocation]
3886315locations[freesound]1[Assignment, MethodInvocation]
390933locations[anvio, pudl, PerfKitBenchmarker]2[ArrayAccess, MethodInvocation]
391834locations[kraken, liegroups, gpytorch, mead-baseline]3[Assignment, MethodInvocation]
391933locations[scipy, linearmodels]2[Assignment, MethodInvocation]
3920317locations[coala-bears]1[MethodInvocation]
394133locations[pyinstaller]2[Assignment, IfStatement, MethodInvocation]
394233locations[scikit-image, pyroomacoustics, snn_toolbox]2[Assignment, EnhancedForStatement, MethodInvocation]
395233locations[fonduer, spaCy, pants]2[EnhancedForStatement, MethodInvocation, PyYieldReturnStatement]
398833locations[scipy, incubator-mxnet, chainer]2[MethodInvocation, ReturnStatement]
399733locations[Deep-Reinforcement-Learning-Hands-On, SentEval, SLM-Lab]2[Assignment, MethodInvocation]
401733locations[autokeras, webdnn]1[Assignment, MethodInvocation]
408533locations[dipy, geomstats]2[ArrayInitializer, Assignment, MethodInvocation]
409334locations[sPyNNaker, explainshell, auto-sklearn, snips-nlu]3[Assignment, MethodInvocation]
410233locations[pytorch-a2c-ppo-acktr, Deep-Reinforcement-Learning-Hands-On]2[InfixExpression, MethodInvocation]
411133locations[eden]2[MethodInvocation]
412035locations[insightface, OpenNMT-tf, NiftyNet]4[Assignment, MethodInvocation]
412134locations[scikit-image, scanpy, kymatio]3[ArrayAccess, MethodInvocation, NumberLiteral]
413933locations[recordlinkage, DeepLabCut]1[FieldAccess, MethodInvocation]
415033locations[CellProfiler]2[MethodInvocation, ReturnStatement]
415333locations[home-assistant, polyaxon, CellProfiler]2[IfStatement, MethodInvocation, PyInExpression]
416433locations[home-assistant, auto-sklearn]2[Assignment, MethodInvocation]
417333locations[pants, ray]2[FieldAccess, MethodInvocation, PyWithStatement]
418033locations[liegroups, scikit-bio, DESlib]2[ArrayAccess, MethodInvocation, NumberLiteral]
419134locations[dipy, deepchem, keras]2[FieldAccess, MethodInvocation]
421333locations[basenji, Mathics, einops]2[MethodInvocation, ReturnStatement]
422733locations[pb_bss, Conditional_Density_Estimation]2[Assignment, MethodInvocation, PyTupleExpression]
428333locations[attention-is-all-you-need-pytorch, starry, snn_toolbox]2[InfixExpression, MethodInvocation, ReturnStatement]
429434locations[rankeval, scikit-learn, matplotlib, arviz]3[MethodInvocation, PyTupleExpression, StringLiteral]
430533locations[home-assistant]1[Assignment, MethodInvocation, PyComparator]
430833locations[home-assistant]2[MethodInvocation, StringLiteral]
431833locations[streamlit]2[MethodInvocation, PyYieldReturnStatement]
433133locations[mead-baseline]2[ArrayInitializer, Assignment, MethodInvocation]
435733locations[nsgt, gensim, DaNet-Tensorflow]2[MethodInvocation, PyYieldReturnStatement]
435834locations[nara_wpe, dit]2[Assignment, MethodInvocation]
436833locations[benchmarks, tmtoolkit]2[IfStatement, InfixExpression, MethodInvocation]
438034locations[gensim, tutorials, tmtoolkit]3[ArrayAccess, Assignment, MethodInvocation]
439933locations[pants]1[MethodInvocation, PyWithStatement]
442133locations[scikit-image, chaospy, mushroom]2[Assignment, MethodInvocation]
443433locations[nsgt, librosa, acoular]2[ArrayAccess, MethodInvocation, PyTupleExpression]
444833locations[HyperGAN, colorization-pytorch, pyannote-audio]2[IfStatement, MethodInvocation]
445034locations[Grid, eden, refinebio]3[Assignment, MethodInvocation]
445933locations[pymanopt, pytorch-maml-rl, pytorch-template]2[IfStatement, MethodInvocation]
446533locations[pants, deepvariant, nucleus]2[ArrayAccess, Assignment, MethodInvocation]
448033locations[gqcnn]2[MethodInvocation, ReturnStatement, ThrowStatement]
448334locations[PerfKitBenchmarker]3[InfixExpression, MethodInvocation]
449733locations[ottertune, refinebio]2[IfStatement, MethodInvocation, StringLiteral]
451433locations[torchgeometry, gpytorch]2[ArrayAccess, Assignment, MethodInvocation]
454034locations[basenji, dipy, orange3, deepchem]3[Assignment, MethodInvocation]
456233locations[geomstats, conceptnet5]2[Assignment, MethodInvocation]
461433locations[nsgt, librosa, acoular]2[ArrayAccess, InfixExpression, MethodInvocation]
462433locations[QUANTAXIS, tensorlayer, magpie]2[MethodInvocation, StringLiteral]
462634locations[pyntcloud, neurosynth, dgl, refinebio]3[Assignment, MethodInvocation]
462733locations[home-assistant, refinebio]2[MethodInvocation, StringLiteral]
463433locations[dgl]2[MethodInvocation]
467133locations[alpha-zero-general, python-docs-samples, smart_importer]2[IfStatement, InfixExpression, MethodInvocation]
467533locations[nilearn, tensorforce]2[Assignment, EnhancedForStatement, MethodInvocation]
468834locations[pytorch-a2c-ppo-acktr, imgclsmob, raven, starry]3[Assignment, MethodInvocation]
469433locations[ray, raster-vision, SLM-Lab]2[MethodInvocation]
470634locations[ParlAI, BasicSR]2[MethodInvocation]
473133locations[tranX]2[Assignment, MethodInvocation]
479833locations[imgclsmob]1[BooleanLiteral, IfStatement, MethodInvocation]
480133locations[batchflow, linearmodels]2[Assignment, MethodInvocation]
480433locations[quilt, QCEngine, mlflow]2[ArrayInitializer, Assignment, MethodInvocation]
483633locations[sympy, ProDy]1[IfStatement, MethodInvocation]
483733locations[plasma-python, orange3, pythainlp]2[Assignment, IfStatement, MethodInvocation]
486633locations[studio, home-assistant, grand-challenge.org]2[CatchClause, MethodInvocation, TryStatement]
488133locations[reframe, rasa, brian2]2[Assignment, MethodInvocation]
491833locations[anvio, PerfKitBenchmarker, mlflow]2[Assignment, MethodInvocation]
494333locations[skorch, THUMT, returnn-experiments]2[Assignment, MethodInvocation, PyTupleExpression]
499933locations[pymanopt, pymc3, gpytorch]2[ArrayAccess, Assignment, MethodInvocation]
500033locations[OpenNMT-py, batchflow, AlphaPy]2[Assignment, MethodInvocation]
501736locations[estnltk, proSR, tmtoolkit]5[FieldAccess, MethodInvocation]
502433locations[horovod, linearmodels]2[MethodInvocation, PyWithStatement]
503133locations[dgl, distributed]2[IfStatement, MethodInvocation, ReturnStatement]
507134locations[matplotlib]3[ArrayAccess, FieldAccess, MethodInvocation]
508034locations[attn2d, OpenNMT-py, texar]2[ArrayAccess, Assignment, MethodInvocation]
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3444233locations[ParlAI]2[IfStatement, InfixExpression, MethodInvocation]
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3451133locations[scikit-optimize, face-alignment, hls4ml]2[ArrayAccess, MethodInvocation, StringLiteral]
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3454133locations[pwnagotchi, nni, home-assistant]2[MethodInvocation, StringLiteral]
3454333locations[pants]2[ArrayInitializer, MethodInvocation]
3454733locations[lingpy, openml-python, image-super-resolution]2[Assignment, EnhancedForStatement, MethodInvocation]
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3461033locations[scikit-image, GPy, adversarial-robustness-toolbox]2[MethodInvocation, NumberLiteral]
3462533locations[ilastik, arviz, poseidon]2[FieldAccess, MethodInvocation]
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3468233locations[scipy, privacy, mne-python]2[Assignment, MethodInvocation, PyTupleExpression]
3469234locations[attention-is-all-you-need-pytorch, torchgeometry, ray, recurrent-visual-attention]3[FieldAccess, MethodInvocation]
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3474934locations[scipy, pyro, dgl]3[Assignment, EnhancedForStatement, MethodInvocation]
3476133locations[models, pycox, mushroom]2[FieldAccess, MethodInvocation, SuperConstructorInvocation]
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3481033locations[catalyst, batchflow, PyNets]2[Assignment, MethodInvocation]
3483033locations[PyNets]2[Assignment, MethodInvocation]
3483933locations[fairseq, se3cnn, yolov3]2[MethodInvocation, NumberLiteral]
3484133locations[garage, cleverhans, raster-vision]2[FieldAccess, MethodInvocation, ThrowStatement]
3485734locations[orange3, ilastik]2[ArrayAccess, MethodInvocation, NumberLiteral]
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3490533locations[HyperGAN, chainer, gpytorch]2[Assignment, MethodInvocation, PyComparator]
3491533locations[scikit-learn, pynndescent, pmdarima]2[Assignment, MethodInvocation]
3492735locations[pants]4[Assignment, MethodInvocation]
34954318locations[scikit-bio]1[FieldAccess, MethodInvocation]
3495734locations[keras-rcnn, matplotlib]3[Assignment, MethodInvocation]
3496633locations[gpytorch, allennlp]2[Assignment, MethodInvocation]
3497833locations[HyperGAN, QuCumber, dgl]2[MethodInvocation, NumberLiteral]
3500233locations[OSMDeepOD, deepspeech.pytorch]2[ArrayInitializer, Assignment, MethodInvocation]
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3962633locations[models, OpenNMT-py]2[MethodInvocation, StringLiteral]
3963033locations[chainerrl, OpenNMT-tf, modAL]2[MethodInvocation, PyComparator, PyListComprehension]
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3977233locations[descarteslabs-python, tensorboard]2[IfStatement, MethodInvocation, ThrowStatement]
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3983033locations[scipy, pyhawkes, kymatio]2[MethodInvocation, NumberLiteral, PyTupleExpression]
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3993133locations[bokeh]2[MethodInvocation]
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3995934locations[ilastik, Conditional_Density_Estimation, PyTorch-Encoding, scikit-multiflow]3[AssertStatement, Assignment, MethodInvocation]
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5003533locations[examples, Shift-Net_pytorch, dgl]2[MethodInvocation, StringLiteral]
5004433locations[KATE, pymc3]2[Assignment, MethodInvocation]
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5960933locations[scipy, matplotlib]2[ArrayInitializer, MethodInvocation, PyWithStatement]
5962533locations[scipy, osim-rl]2[Assignment, MethodInvocation, ReturnStatement]
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522243locations[trfl, adversarial-robustness-toolbox, NiftyNet]2[ArrayInitializer, Assignment, MethodInvocation, NumberLiteral]
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525644locations[cloudml-samples, uis-rnn]3[Assignment, MethodInvocation, ReturnStatement]
526043locations[examples, OpenNMT-py, texar]2[Assignment, MethodInvocation, PyTupleExpression]
531643locations[gpytorch, GPflow]2[Assignment, InfixExpression, MethodInvocation]
535043locations[OpenNMT-tf]1[Assignment, MethodInvocation, ReturnStatement]
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537243locations[dgl, pytorch_geometric]2[Assignment, MethodInvocation, StringLiteral]
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542244locations[magenta, HyperGAN, batchflow, cleverhans]3[ArrayAccess, Assignment, MethodInvocation, StringLiteral]
544043locations[dgl, neurodsp]1[FieldAccess, InfixExpression, MethodInvocation]
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548244locations[nilearn, elfi, pytorch_geometric, neurodsp]3[Assignment, MethodInvocation]
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551643locations[freesound, serenata-de-amor, refinebio]2[Assignment, IfStatement, MethodInvocation]
552143locations[home-assistant, grand-challenge.org]2[FieldAccess, MethodInvocation, PyInExpression]
554043locations[ilastik, matplotlib]2[IfStatement, MethodInvocation, SimpleName]
555343locations[pyprob, jiant]1[Assignment, MethodInvocation]
557643locations[GPy]2[FieldAccess, MethodInvocation]
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567043locations[ilastik, raster-vision, Lexos]2[MethodInvocation, ThrowStatement]
569243locations[batchflow, pysc2-examples, pytorch-maml-rl]2[Assignment, MethodInvocation]
569746locations[garage]1[Assignment, FieldAccess, MethodInvocation]
571645locations[quilt, batchflow, StratosphereLinuxIPS]3[FieldAccess, IfStatement, MethodInvocation, StringLiteral]
576043locations[MuGo, distributed]2[ArrayAccess, Assignment, FieldAccess, MethodInvocation]
581343locations[pyglmnet, ProDy, kmodes]2[ArrayAccess, Assignment, MethodInvocation]
587743locations[pants]1[ArrayInitializer, MethodInvocation, PyTupleExpression]
588043locations[efficient_densenet_pytorch, raster-vision]2[Assignment, MethodInvocation]
591043locations[lore, plotnine, QUANTAXIS]2[Assignment, FieldAccess, MethodInvocation]
591743locations[kraken, orange3]2[MethodInvocation, StringLiteral]
593643locations[pants]2[ArrayAccess, Assignment, MethodInvocation]
594043locations[invesalius3, matplotlib]2[IfStatement, MethodInvocation, SimpleName]
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600643locations[chainercv, CellProfiler, modAL]2[Assignment, EnhancedForStatement, MethodInvocation]
601243locations[cloudml-samples, faster-rcnn.pytorch]2[ArrayInitializer, FieldAccess, IfStatement, MethodInvocation]
601644locations[tslearn, scikit-survival, imbalanced-learn]3[Assignment, BooleanLiteral, MethodInvocation, PyTupleExpression]
602643locations[luminoth, coach]2[FieldAccess, IfStatement, MethodInvocation]
603644locations[scikit-bio, penn-ml-benchmarks, cleverhans, PyNets]3[CatchClause, MethodInvocation, StringLiteral, TryStatement]
604043locations[ilastik, python-docs-samples, pudl]2[IfStatement, MethodInvocation, StringLiteral]
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3212143locations[tpu]2[Assignment, MethodInvocation]
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3234143locations[deepchem, tensorforce]2[MethodInvocation, PyWithStatement, StringLiteral]
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3243043locations[qb, stanza]2[ArrayAccess, Assignment, MethodInvocation]
3243543locations[home-assistant]2[Assignment, MethodInvocation]
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3293443locations[hub, tpot, ilastik]2[Assignment, IfStatement, MethodInvocation, PyInExpression]
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3303743locations[librosa, pyannote-audio, QUANTAXIS]2[FieldAccess, MethodInvocation, ReturnStatement]
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3309443locations[OSMDeepOD, matplotlib]2[MethodInvocation, ReturnStatement]
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3315443locations[scipy, auto_ml, tmtoolkit]2[IfStatement, MethodInvocation, ReturnStatement, SimpleName]
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3322643locations[BicycleGAN, batchflow]2[Assignment, IfStatement, MethodInvocation]
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3326844locations[pyro, eo-learn, streamlit, optuna]3[Assignment, MethodInvocation, ThrowStatement]
3326943locations[colorization-pytorch, AutoEq, tensorlayer]2[Assignment, EnhancedForStatement, MethodInvocation, StringLiteral]
3328243locations[pants, GPflow]2[ArrayInitializer, Assignment, FieldAccess, MethodInvocation]
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3332543locations[webdnn]1[ArrayAccess, AssertStatement, MethodInvocation, StringLiteral]
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3336843locations[SMAC3, stanza, refinebio]2[IfStatement, MethodInvocation, PyTupleExpression, SimpleName]
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3337944locations[sPyNNaker, torchgeometry, neurodsp]3[MethodInvocation, NumberLiteral, PrefixExpression]
3338445locations[pymanopt, pymc3, keras, snn_toolbox]4[Assignment, MethodInvocation, ReturnStatement]
3341444locations[autokeras]1[FieldAccess, MethodInvocation, SimpleName]
3341743locations[spaCy, home-assistant]2[Assignment, CatchClause, MethodInvocation, TryStatement]
3342543locations[newspaper, home-assistant, text]2[Assignment, FieldAccess, MethodInvocation]
3343343locations[ottertune, pandastable, brian2]2[Assignment, MethodInvocation]
3343443locations[scipy, orange3, skll]2[Assignment, MethodInvocation]
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3345143locations[SSD, Deep-Reinforcement-Learning-Hands-On]2[ArrayInitializer, Assignment, MethodInvocation, StringLiteral]
3346643locations[starry, batchflow, snn_toolbox]2[Assignment, IfStatement, MethodInvocation, NumberLiteral]
3346843locations[softlearning, nni]2[Assignment, MethodInvocation]
3347343locations[keras-rcnn, mead-baseline, pyannote-audio]2[ArrayInitializer, Assignment, MethodInvocation, NumberLiteral]
3348243locations[ParlAI, pants, cve-search]2[FieldAccess, IfStatement, MethodInvocation, ReturnStatement]
3348343locations[recordlinkage, geomstats]2[Assignment, MethodInvocation, SimpleName]
3348843locations[pyro, SLM-Lab]2[Assignment, MethodInvocation]
3350343locations[tensorboardX, distributed, tensorpack]2[Assignment, EnhancedForStatement, MethodInvocation]
3351043locations[adversarial-robustness-toolbox, imgaug, hyperspy]2[Assignment, MethodInvocation]
3352743locations[tensorboard, scripts, ai-chatbot-framework]2[MethodInvocation, StringLiteral]
3354143locations[ParlAI]1[BooleanLiteral, MethodInvocation]
3354644locations[Deep-Reinforcement-Learning-Hands-On, tensorboardX]3[InfixExpression, MethodInvocation, StringLiteral]
3356443locations[EmoPy]2[MethodInvocation, PyTupleExpression]
3357343locations[POT, holodeck, matplotlib]2[IfStatement, MethodInvocation, SimpleName]
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3364743locations[adversarial-robustness-toolbox, mystic, arviz]2[Assignment, MethodInvocation, PyTupleExpression]
3366043locations[yellowbrick, labelme]1[IfStatement, MethodInvocation, StringLiteral]
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3366543locations[pyroomacoustics, QuCumber, tensorly]2[IfStatement, MethodInvocation, SimpleName]
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3368044locations[pySCENIC, pdpipe, numerox, scanpy]3[ArrayAccess, Assignment, MethodInvocation]
3369743locations[plotnine, numerox, QUANTAXIS]2[Assignment, BooleanLiteral, MethodInvocation]
3369844locations[orange3]1[Assignment, FieldAccess, MethodInvocation]
3371444locations[SLM-Lab]1[MethodInvocation, SimpleName]
3373344locations[pymc3, ilastik, NiftyNet]3[Assignment, FieldAccess, MethodInvocation]
3374843locations[EvoloPy, adversarial-robustness-toolbox]2[Assignment, MethodInvocation, PyTupleExpression]
3376543locations[nilearn, se3cnn, pytorch_geometric]2[AssertStatement, Assignment, InfixExpression, MethodInvocation]
3376643locations[matplotlib, AlphaPy]2[FieldAccess, MethodInvocation, StringLiteral]
3377243locations[home-assistant]2[ArrayInitializer, Assignment, MethodInvocation]
3379643locations[cloudml-samples, minigo, numerox]2[Assignment, BooleanLiteral, MethodInvocation, WhileStatement]
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3380143locations[pymanopt]2[MethodInvocation, ReturnStatement, SimpleName]
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3383843locations[pyroomacoustics, pygsp]2[Assignment, InfixExpression, MethodInvocation]
3385443locations[pudl, nilmtk]2[Assignment, FieldAccess, MethodInvocation]
3385643locations[fonduer, tensorforce]1[Assignment, MethodInvocation, SimpleName]
3387143locations[dcscn-super-resolution, eo-learn, seglearn]2[ArrayAccess, FieldAccess, MethodInvocation, NumberLiteral]
3387843locations[liegroups, PyKrige, starry]2[InfixExpression, MethodInvocation, ReturnStatement]
3387943locations[pymc3, ilastik, dino]2[CatchClause, FieldAccess, MethodInvocation, TryStatement]
3388644locations[kraken, OpenNMT-py]2[Assignment, EnhancedForStatement, MethodInvocation]
3394343locations[skorch, dgl, pyannote-audio]2[MethodInvocation, ReturnStatement, StringLiteral]
3395043locations[home-assistant, optuna]2[Assignment, MethodInvocation]
3395443locations[keras, label-maker, gluon-nlp]2[Assignment, MethodInvocation, PyWithStatement, SimpleName]
3396043locations[orange3, ottertune]2[Assignment, FieldAccess, MethodInvocation, PySetComprehension]
3397645locations[pyinstaller, SoS, neuron, tensorlayer]4[MethodInvocation, ReturnStatement]
3402743locations[stellargraph]2[MethodInvocation, StringLiteral]
3406743locations[reframe]2[ArrayInitializer, MethodInvocation, NumberLiteral]
3411843locations[SUAVE, pytorch_geometric]2[Assignment, MethodInvocation, ReturnStatement]
3415343locations[dipy]2[FieldAccess, MethodInvocation, StringLiteral]
3417744locations[pymc3, GraKeL, geomstats]3[Assignment, MethodInvocation, ReturnStatement]
3420843locations[imgclsmob, mmdetection, inferno]2[IfStatement, MethodInvocation, NumberLiteral]
3421144locations[pyinstaller, magenta, nnabla, chainercv]3[ArrayInitializer, Assignment, FieldAccess, MethodInvocation]
3422343locations[pants, bokeh, snips-nlu]2[Assignment, MethodInvocation, PyTupleExpression, ReturnStatement]
3424243locations[GPy, scanpy, openTSNE]2[Assignment, MethodInvocation, NumberLiteral, ReturnStatement]
3425043locations[raven, holodeck, keras]2[ArrayAccess, Assignment, MethodInvocation, StringLiteral]
3425348locations[plantcv]1[ArrayAccess, MethodInvocation, StringLiteral]
3425644locations[transform]1[FieldAccess, MethodInvocation]
3429643locations[scipy, GPflow, geomstats]2[IfStatement, MethodInvocation, StringLiteral, ThrowStatement]
3430744locations[SoS, matplotlib, NiftyNet]2[IfStatement, MethodInvocation, SimpleName]
3433744locations[django-imagekit]3[MethodInvocation, PyTupleExpression, ReturnStatement]
3434343locations[HyperGAN]1[InfixExpression, MethodInvocation]
3436343locations[lattice, NiftyNet]2[Assignment, MethodInvocation, NumberLiteral]
34370414locations[scikit-image, scikit-learn, matplotlib, neurodsp]8[Assignment, MethodInvocation, StringLiteral]
3438044locations[tensorforce, GPflow, privacy, NiftyNet]3[Assignment, FieldAccess, IfStatement, MethodInvocation]
3442443locations[attn2d, ray]1[ArrayInitializer, Assignment, MethodInvocation, StringLiteral]
3444943locations[Rainbow, QuCumber, pytorch-maml-rl]2[Assignment, MethodInvocation, ReturnStatement]
3447246locations[pants, scikit-bio, allennlp, kubeflow, ProDy, mlflow]5[Assignment, MethodInvocation]
3451443locations[livelossplot, adversarial-robustness-toolbox, scikit-learn]2[MethodInvocation, NumberLiteral, StringLiteral]
3451543locations[pytorch, incubator-tvm, pytorch_geometric]2[Assignment, MethodInvocation]
3455643locations[qiskit-aqua, tensorly, optuna]2[IfStatement, MethodInvocation, SimpleName]
3456043locations[allennlp]2[Assignment, MethodInvocation, ReturnStatement]
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3461343locations[theanolm, mindsdb]2[ArrayInitializer, Assignment, MethodInvocation, NumberLiteral]
3463043locations[scipy, sPyNNaker, pytorch_geometric]2[ArrayAccess, Assignment, MethodInvocation, PyTupleExpression]
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3467644locations[allennlp]1[MethodInvocation, PyTupleExpression]
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3476743locations[PyMVPA, nilearn, pyannote-audio]2[Assignment, MethodInvocation]
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3477743locations[donkeycar, matplotlib, scanpy]2[Assignment, IfStatement, MethodInvocation]
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3491643locations[nni, mushroom, PerfKitBenchmarker]3[BreakStatement, IfStatement, MethodInvocation]
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3498944locations[theanolm, scikit-bio, grand-challenge.org, PerfKitBenchmarker]3[Assignment, MethodInvocation, NumberLiteral, PyTupleExpression]
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3504744locations[Deep-Reinforcement-Learning-Hands-On, librosa, mead-baseline]3[Assignment, IfStatement, MethodInvocation, PrefixExpression]
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3546144locations[HyperGAN, language-resources, autokeras]2[Assignment, EnhancedForStatement, MethodInvocation]
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3556543locations[sru, gpytorch]2[Assignment, MethodInvocation]
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3563243locations[pants, scanpy]2[MethodInvocation, StringLiteral]
3565044locations[adversarial-robustness-toolbox, torchgeometry, geomstats]3[Assignment, MethodInvocation]
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3574344locations[transferlearning, imgclsmob, qiskit-aqua, text]3[ArrayAccess, Assignment, FieldAccess, MethodInvocation]
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3581344locations[examples, tranX, PyTorch-YOLOv3, torch-rl]3[Assignment, IfStatement, MethodInvocation]
3581443locations[ludwig, home-assistant, scikit-multiflow]2[FieldAccess, MethodInvocation, StringLiteral]
3583243locations[models]1[ArrayInitializer, FieldAccess, MethodInvocation]
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3587743locations[livelossplot, matplotlib, scanpy]2[ArrayAccess, FieldAccess, MethodInvocation, NumberLiteral]
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3593043locations[studio, pants]2[FieldAccess, MethodInvocation, StringLiteral]
3593643locations[models, adversarial-robustness-toolbox, DeepExplain]2[Assignment, IfStatement, MethodInvocation]
3593946locations[thinc]1[ArrayAccess, MethodInvocation, StringLiteral]
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3598944locations[scipy, models, batchflow, cleverhans]3[ArrayAccess, Assignment, MethodInvocation]
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3600743locations[transform, allennlp, brian2]2[IfStatement, MethodInvocation, SimpleName, ThrowStatement]
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3608743locations[gpytorch, pytorch_geometric]2[Assignment, MethodInvocation, NumberLiteral]
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3614443locations[gpytorch, dgl, faster-rcnn.pytorch]2[ArrayAccess, Assignment, MethodInvocation]
3615744locations[pants, deepvariant, thinc, nucleus]3[Assignment, IfStatement, MethodInvocation]
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3620743locations[Theano, pudl, snn_toolbox]2[IfStatement, MethodInvocation, SimpleName]
3623043locations[ilastik, nltk-trainer, python-docs-samples]2[ContinueStatement, IfStatement, MethodInvocation, SimpleName]
3625043locations[AlphaPy, flow, brian2]2[ArrayAccess, MethodInvocation, StringLiteral, ThrowStatement]
3625443locations[models, yarll]2[ArrayInitializer, MethodInvocation, StringLiteral]
3626144locations[rwa, conceptnet5]2[Assignment, InfixExpression, MethodInvocation]
3628543locations[scipy, QUANTAXIS, ProDy]2[IfStatement, InfixExpression, MethodInvocation]
3630243locations[kraken, snips-nlu]1[Assignment, EnhancedForStatement, MethodInvocation]
3631043locations[insightface, FlowNetPytorch, image-super-resolution]2[ArrayAccess, Assignment, InfixExpression, MethodInvocation]
3636743locations[scipy]2[IfStatement, MethodInvocation, SimpleName]
3637843locations[HyperGAN, matplotlib, labelImg]2[IfStatement, MethodInvocation, SimpleName]
3641743locations[foolbox, imgclsmob, nilearn]2[Assignment, FieldAccess, MethodInvocation, PyTupleExpression]
3644243locations[nltk]1[ArrayAccess, MethodInvocation, NumberLiteral, PyTupleExpression]
3647043locations[recordlinkage, bokeh, allennlp]2[IfStatement, MethodInvocation, StringLiteral]
3648943locations[GoPiGo3, flow]2[Assignment, MethodInvocation, SimpleName]
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3656743locations[tslearn]1[FieldAccess, MethodInvocation, StringLiteral]
3657544locations[models, dgl, snake, bindsnet]3[FieldAccess, MethodInvocation, NumberLiteral]
3657643locations[HyperGAN, tensorforce, kfac]2[Assignment, MethodInvocation, PyComparator]
3658746locations[dgl]3[ArrayAccess, MethodInvocation, StringLiteral]
3662044locations[tensorflow, ilastik, home-assistant]3[Assignment, MethodInvocation, StringLiteral]
3662843locations[Conditional_Density_Estimation, flow]2[Assignment, MethodInvocation, PyComparator, PyListComprehension]
3663243locations[models, posewarp-cvpr2018, pygsp]2[Assignment, MethodInvocation]
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3669843locations[tensorforce]2[ArrayInitializer, Assignment, MethodInvocation]
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3672843locations[sru, dgl]2[Assignment, IfStatement, MethodInvocation]
3674745locations[pants]2[ArrayInitializer, MethodInvocation, StringLiteral]
3674844locations[python-docs-samples, HiCExplorer]3[MethodInvocation, StringLiteral]
3676443locations[gpytorch, pytorch_geometric]2[MethodInvocation, NumberLiteral]
3677843locations[ilastik]2[ArrayAccess, Assignment, MethodInvocation, SimpleName]
3679543locations[gpytorch]2[ArrayAccess, Assignment, MethodInvocation]
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3691443locations[dipy, garage]2[ArrayAccess, Assignment, MethodInvocation, StringLiteral]
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3697344locations[chainer-chemistry, descarteslabs-python, pgmpy, Cirq]3[MethodInvocation, ThrowStatement]
36986413locations[clgen]2[FieldAccess, MethodInvocation]
3698843locations[geomstats, mne-python]2[FieldAccess, MethodInvocation, PyTupleExpression]
3700343locations[pants]2[Assignment, FieldAccess, MethodInvocation]
3701543locations[adversarial-robustness-toolbox, End-to-end-ASR-Pytorch, OpenNMT-py]2[Assignment, MethodInvocation]
3703343locations[librosa, QUANTAXIS, nilmtk]2[ArrayAccess, Assignment, MethodInvocation, StringLiteral]
3705043locations[pyinstaller, eo-learn, home-assistant]2[Assignment, MethodInvocation, StringLiteral]
3708743locations[deepchem, home-assistant]2[ArrayAccess, Assignment, FieldAccess, MethodInvocation]
3709143locations[ilastik]2[InfixExpression, MethodInvocation, NumberLiteral]
3711444locations[matplotlib, eden, bokeh]3[ArrayAccess, Assignment, MethodInvocation]
3711743locations[librosa, QUANTAXIS, nilmtk]2[ArrayInitializer, Assignment, MethodInvocation, StringLiteral]
3719344locations[qb, pants, nilmtk, snips-nlu]3[ArrayInitializer, Assignment, MethodInvocation]
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3721343locations[kubeflow, ray, coach]2[IfStatement, MethodInvocation, ThrowStatement]
3721544locations[ccg2lambda, deepchem, gplearn, PerfKitBenchmarker]3[ArrayInitializer, Assignment, MethodInvocation]
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3726145locations[scipy, dipy, trackpy, librosa]4[ArrayAccess, Assignment, MethodInvocation, StringLiteral]
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3728843locations[nussl, npfl114, PerfKitBenchmarker]2[ArrayInitializer, Assignment, MethodInvocation, SimpleName]
3731643locations[kaggle-code, tpot, GPflow]2[MethodInvocation, NumberLiteral, StringLiteral]
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3732244locations[horovod]1[ArrayAccess, MethodInvocation, NumberLiteral]
3733643locations[nilearn, ANTsPy]2[Assignment, IfStatement, MethodInvocation, StringLiteral]
3737043locations[scikit-image, NiftyNet, optuna]2[Assignment, MethodInvocation]
3737643locations[freesound, grand-challenge.org]2[Assignment, IfStatement, MethodInvocation, StringLiteral]
3738943locations[GEKKO]1[FieldAccess, MethodInvocation, NumberLiteral]
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3743843locations[deepchem, keras-rcnn]2[Assignment, MethodInvocation]
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3752844locations[tf-encrypted]1[FieldAccess, MethodInvocation, StringLiteral]
3753343locations[PerfKitBenchmarker]2[ArrayAccess, Assignment, IfStatement, MethodInvocation]
3754743locations[transform]2[ArrayInitializer, Assignment, MethodInvocation]
3755243locations[OpenNMT-py]1[MethodInvocation]
3755343locations[models, chainercv, mushroom]2[ArrayAccess, Assignment, MethodInvocation]
3755643locations[t3f, cleverhans, NiftyNet]2[Assignment, EnhancedForStatement, MethodInvocation]
3758343locations[chainerrl, pymc3, scikit-bio]2[Assignment, MethodInvocation, PyComparator, PyListComprehension]
3761444locations[scipy]2[FieldAccess, MethodInvocation, StringLiteral]
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3763643locations[nilearn, numerox, imbalanced-learn]2[ArrayAccess, Assignment, InfixExpression, MethodInvocation]
3765943locations[examples, mead-baseline, pytorch_geometric]2[Assignment, MethodInvocation, NumberLiteral, PyTupleExpression]
3766043locations[matplotlib, mne-python]2[ArrayInitializer, MethodInvocation, PyWithStatement, StringLiteral]
3766543locations[scipy, OpenNMT-py, snn_toolbox]2[ArrayInitializer, Assignment, MethodInvocation]
3768543locations[nilearn, faceswap, kymatio]2[Assignment, EnhancedForStatement, MethodInvocation]
3768643locations[pants, home-assistant]2[Assignment, MethodInvocation, PyComparator, PyListComprehension]
3769043locations[HyperGAN, QuCumber, thinc]2[ArrayAccess, Assignment, FieldAccess, MethodInvocation]
3772043locations[rasa]1[Assignment, MethodInvocation, PyTupleExpression]
3775943locations[pants]1[MethodInvocation, ReturnStatement]
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3780443locations[adversarial-robustness-toolbox, torchgeometry]2[MethodInvocation, ReturnStatement]
3781243locations[ParlAI, flow]2[Assignment, FieldAccess, MethodInvocation, PyComparator]
3782143locations[matplotlib]2[Assignment, EnhancedForStatement, IfStatement, MethodInvocation]
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3783443locations[python-docs-samples, text_classification]2[Assignment, InfixExpression, MethodInvocation]
3784644locations[examples, batchflow, gpytorch, SLM-Lab]3[Assignment, MethodInvocation]
3789343locations[orange3, scanpy, ProDy]2[Assignment, MethodInvocation, SimpleName]
3790643locations[studio, orange3, categorical-encoding]2[IfStatement, MethodInvocation]
3791643locations[tutorials, pytorch-value-iteration-networks, SLM-Lab]2[FieldAccess, IfStatement, MethodInvocation]
3791743locations[doccano, grand-challenge.org]2[Assignment, FieldAccess, MethodInvocation]
3793643locations[qb, matplotlib]2[Assignment, FieldAccess, MethodInvocation, PyTupleExpression]
3796043locations[qb, cesium, serenata-de-amor]2[Assignment, MethodInvocation, PyTupleExpression]
3796943locations[t3f, tpu]2[Assignment, MethodInvocation, PyTupleExpression]
3800043locations[bokeh]2[MethodInvocation, StringLiteral]
3801743locations[tgen]2[IfStatement, MethodInvocation, SimpleName]
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3808143locations[keras, DeepPavlov]2[IfStatement, MethodInvocation, SimpleName, TryStatement]
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3814443locations[plasma-python, raven]2[Assignment, IfStatement, MethodInvocation, PyInExpression]
3815143locations[pytorch-grad-cam, tensorboardX]2[Assignment, MethodInvocation, PyTupleExpression]
3816143locations[CellProfiler]2[Assignment, MethodInvocation]
3816343locations[pants, SoS, skll]2[IfStatement, MethodInvocation, StringLiteral]
3821343locations[pants]2[ArrayInitializer, FieldAccess, MethodInvocation]
3825943locations[nmt-chatbot, tensorboardX, mindsdb]2[IfStatement, MethodInvocation, SimpleName]
3826143locations[gluon-nlp, gluon-cv]2[FieldAccess, IfStatement, MethodInvocation]
3826343locations[deepchem]2[Assignment, MethodInvocation, ReturnStatement]
3828344locations[mahotas, QuCumber, medpy, snn_toolbox]3[Assignment, CatchClause, MethodInvocation, TryStatement]
3830543locations[python-docs-samples]1[ArrayAccess, Assignment, MethodInvocation, StringLiteral]
3831246locations[PyEMMA, texar, ray, bugbug, datasets, hazm]5[Assignment, MethodInvocation, PyTupleExpression, StringLiteral]
3831744locations[orange3]3[MethodInvocation, StringLiteral]
3832843locations[SfmLearner-Pytorch, reframe, home-assistant]2[Assignment, IfStatement, MethodInvocation, SimpleName]
3834545locations[ray]1[Assignment, MethodInvocation]
3835743locations[nilearn, scikit-cuda]1[Assignment, FieldAccess, MethodInvocation]
3836444locations[matplotlib]1[Assignment, InfixExpression, MethodInvocation]
3836747locations[soynlp, PyEMMA, auto-sklearn, mne-python]4[FieldAccess, MethodInvocation]
3837044locations[keras-bert, deepchem]1[Assignment, MethodInvocation, StringLiteral]
3838243locations[batchflow]1[Assignment, MethodInvocation, StringLiteral]
3838443locations[tpot, dgl, bindsnet]2[MethodInvocation, StringLiteral]
3841543locations[snips-nlu]1[Assignment, FieldAccess, MethodInvocation]
3842143locations[keras-vis, machine_learning_security]2[ArrayInitializer, Assignment, MethodInvocation]
3843443locations[mahotas, models, QuCumber]2[Assignment, MethodInvocation]
3843943locations[dino]2[InfixExpression, MethodInvocation]
3845543locations[adversarial-robustness-toolbox, pymc3]2[Assignment, MethodInvocation]
3846044locations[scipy, elfi, snorkel, hmmlearn]3[ArrayAccess, MethodInvocation, PyWithStatement, StringLiteral]
3849244locations[orange3, chemml, categorical-encoding, pliers]3[Assignment, IfStatement, MethodInvocation]
3850543locations[estnltk, Grid, sympy]2[IfStatement, MethodInvocation, ReturnStatement]
3850644locations[categorical-encoding, pymc3, gpytorch, pygsp]3[FieldAccess, MethodInvocation, ReturnStatement]
3852744locations[descarteslabs-python, nalaf, mycroft-precise, webdnn]3[Assignment, CatchClause, MethodInvocation, TryStatement]
3853444locations[bayeslite, scipy, garage]3[Assignment, MethodInvocation, ReturnStatement, StringLiteral]
3854443locations[optuna]1[ArrayAccess, MethodInvocation, NumberLiteral]
3857143locations[models, chaospy]2[MethodInvocation, NumberLiteral, PyTupleExpression]
3857443locations[adversarial-robustness-toolbox, QuCumber, audio]2[Assignment, FieldAccess, MethodInvocation]
3859043locations[SPFlow, tensorboardX, jiant]2[Assignment, EnhancedForStatement, MethodInvocation]
3859143locations[orange3, mushroom]2[Assignment, EnhancedForStatement, MethodInvocation]
3859844locations[SoS, autokeras]2[IfStatement, MethodInvocation, SimpleName]
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3861543locations[petastorm]1[Assignment, MethodInvocation, PyGenerator]
3862843locations[ParlAI, pants, NetworkML]2[Assignment, IfStatement, MethodInvocation]
3863544locations[models, orange3, tfdeploy, ottertune]3[Assignment, MethodInvocation, PyComparator]
3865943locations[ptan, Deep-Reinforcement-Learning-Hands-On]2[Assignment, FieldAccess, MethodInvocation]
3867743locations[scipy, trackpy]2[Assignment, MethodInvocation]
3868243locations[recordlinkage, QuCumber, softlearning]2[Assignment, MethodInvocation, PyComparator, PyDictComprehension]
3870743locations[pymorphy2, GraKeL, pydatalab]2[ArrayAccess, IfStatement, MethodInvocation]
3871443locations[scikit-learn, Fake_News_Detection]2[Assignment, FieldAccess, MethodInvocation]
3875143locations[nilearn, 3DUnetCNN]2[Assignment, MethodInvocation]
3875243locations[chatbot_ner, code, returnn]2[Assignment, MethodInvocation, StringLiteral]
3877643locations[tensorly]2[ArrayAccess, MethodInvocation]
3880043locations[pandas, aletheia, ccg2lambda]2[ClassInstanceCreation, MethodInvocation, StringLiteral, ThrowStatement]
3880844locations[autokeras]1[Assignment, MethodInvocation]
3883645locations[refinebio]3[CatchClause, MethodInvocation, TryStatement]
3883943locations[snips-nlu]1[ArrayInitializer, MethodInvocation, PyTupleExpression]
3886444locations[matplotlib]3[Assignment, MethodInvocation]
3889444locations[thinc]2[FieldAccess, MethodInvocation]
3889943locations[pants, SUAVE, batchflow]2[ArrayInitializer, Assignment, MethodInvocation]
3897145locations[qb, Enso, elfi, theanolm, GPflowOpt]4[Assignment, EnhancedForStatement, MethodInvocation]
3897543locations[Conditional_Density_Estimation, texar]1[Assignment, MethodInvocation]
3899344locations[cleverhans]3[MethodInvocation, ReturnStatement]
3900744locations[qb, dipy, incubator-tvm, featuretools]3[Assignment, MethodInvocation]
3901843locations[Theano, trackpy]2[MethodInvocation, StringLiteral, ThrowStatement]
3902744locations[cesium, tgen, kubeflow]3[Assignment, MethodInvocation, PyTupleExpression]
3909043locations[raster-functions, ilastik]2[ArrayAccess, FieldAccess, MethodInvocation, StringLiteral]
3909343locations[gpytorch]2[Assignment, MethodInvocation, ReturnStatement]
3910744locations[pants]2[FieldAccess, IfStatement, MethodInvocation]
3910943locations[GPflow]2[MethodInvocation, ReturnStatement]
3913143locations[home-assistant]2[MethodInvocation, SimpleName]
3917843locations[dipy, pants, deepchem]2[Assignment, InfixExpression, MethodInvocation]
3919346locations[PerfKitBenchmarker]2[Assignment, MethodInvocation]
3919544locations[snips-nlu, DeepPavlov]3[ArrayAccess, Assignment, MethodInvocation, StringLiteral]
3920045locations[seldon-core]1[MethodInvocation, NumberLiteral, StringLiteral]
3920943locations[pyprob, stanza, yarll]2[ArrayAccess, Assignment, FieldAccess, MethodInvocation]
3921443locations[robotreviewer, featuretools]2[ArrayAccess, Assignment, MethodInvocation]
3923244locations[osmnx, neurosynth, matplotlib, bokeh]3[IfStatement, MethodInvocation, PyNotInExpression, SimpleName]
3926943locations[DeepExplain, tpu, ottertune]2[Assignment, IfStatement, MethodInvocation, ReturnStatement]
3928544locations[HyperGAN, cv-tricks.com, tf-encrypted, pretrained-models.pytorch]3[ArrayInitializer, Assignment, MethodInvocation]
3931244locations[baselines, pants, SoS, PyEMMA]3[Assignment, FieldAccess, IfStatement, MethodInvocation]
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4113443locations[pants, NiftyNet]2[ArrayInitializer, Assignment, MethodInvocation]
4115243locations[gpytorch, tensorlayer, modAL]2[Assignment, FieldAccess, MethodInvocation]
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4118944locations[gpytorch]1[ArrayInitializer, MethodInvocation]
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4131343locations[scikit-learn, batchflow, incubator-tvm]2[IfStatement, MethodInvocation, PrefixExpression, PyTupleExpression]
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4181443locations[fonduer, chainercv]2[Assignment, MethodInvocation]
4181844locations[pants]3[ArrayInitializer, MethodInvocation]
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4277043locations[Theano, pants]1[Assignment, MethodInvocation]
4279743locations[scanpy, bindsnet, pandastable]2[IfStatement, MethodInvocation, SimpleName]
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4302844locations[GPy, nilearn, matplotlib]3[Assignment, EnhancedForStatement, MethodInvocation]
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4308043locations[trackpy, bokeh]2[MethodInvocation, ReturnStatement, StringLiteral, ThrowStatement]
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4310543locations[GPy, nn_dataflow, chaco]2[Assignment, MethodInvocation]
4313343locations[home-assistant]2[Assignment, MethodInvocation, PyTupleExpression, StringLiteral]
4316143locations[PyTorch-GAN, PyTorch-NLP, bindsnet]2[FieldAccess, MethodInvocation]
4316643locations[HyperGAN, models, GyoiThon]2[Assignment, EnhancedForStatement, MethodInvocation]
4319643locations[QCEngine]2[Assignment, MethodInvocation, ReturnStatement]
4322543locations[gensim, smart_importer]1[Assignment, MethodInvocation]
4323144locations[nilearn, orange3, metric-learn, mushroom]3[AssertStatement, Assignment, MethodInvocation, SimpleName]
4324843locations[pyro, Grid, bindsnet]2[Assignment, ClassInstanceCreation, FieldAccess, MethodInvocation]
4325243locations[scipy, batchflow, DeepPavlov]2[Assignment, InfixExpression, MethodInvocation]
4327843locations[webdnn]1[ArrayAccess, AssertStatement, MethodInvocation, StringLiteral]
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4331043locations[qiskit-aqua, cnvkit]2[MethodInvocation, StringLiteral, ThrowStatement]
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4333243locations[tensorpack, tensorlayer]3[IfStatement, MethodInvocation, PyInExpression]
4333543locations[orange3, serenata-de-amor]2[MethodInvocation, ReturnStatement, StringLiteral]
4340043locations[rasa, hyperspy]2[MethodInvocation, PyTupleExpression, ReturnStatement]
4341643locations[allennlp, pytorch_geometric, spotlight]2[Assignment, IfStatement, MethodInvocation]
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4344543locations[freesound, ottertune, refinebio]2[FieldAccess, MethodInvocation, StringLiteral]
4346143locations[pants, chemml, grand-challenge.org]2[Assignment, MethodInvocation, PyTupleExpression, StringLiteral]
4346643locations[quilt, pudl, StratosphereLinuxIPS]2[Assignment, EnhancedForStatement, MethodInvocation, StringLiteral]
4347143locations[professional-services, pants, home-assistant]2[Assignment, IfStatement, MethodInvocation, SimpleName]
4347443locations[adversarial-robustness-toolbox, mead-baseline]2[Assignment, FieldAccess, MethodInvocation]
4349943locations[torchsample, chatbot_ner, nilmtk]2[IfStatement, MethodInvocation, SimpleName]
4354743locations[Theano, pants, ilastik]2[ArrayAccess, MethodInvocation, StringLiteral]
4356143locations[pytext, pytorch_geometric]2[Assignment, MethodInvocation]
4356444locations[adversarial-robustness-toolbox, mead-baseline, tensorlayer]3[FieldAccess, MethodInvocation]
4357143locations[nnabla]2[Assignment, IfStatement, MethodInvocation]
4361543locations[SMAC3, elfi, linearmodels]2[Assignment, InfixExpression, MethodInvocation]
4362744locations[basenji, ParlAI, PyNets]3[Assignment, MethodInvocation, StringLiteral]
4362944locations[plasma-python, elfi, skorch, pytorch_geometric]3[ArrayAccess, Assignment, MethodInvocation]
4364143locations[GPflow]2[InfixExpression, MethodInvocation, NumberLiteral]
4364743locations[pymc3]1[Assignment, IfStatement, InfixExpression, MethodInvocation]
4366243locations[HyperGAN]2[MethodInvocation, StringLiteral]
4367943locations[t3f, keras, tensorlayer]2[FieldAccess, IfStatement, MethodInvocation]
4368344locations[scanpy]1[AssertStatement, MethodInvocation, NumberLiteral, StringLiteral]
4370943locations[polyaxon]2[MethodInvocation, SimpleName]
4371143locations[loss-landscape, ray, flow]2[ArrayAccess, Assignment, FieldAccess, MethodInvocation]
4372344locations[EmoPy]1[Assignment, MethodInvocation, PyTupleExpression]
4372843locations[OpenNMT-py, gpytorch]1[IfStatement, InfixExpression, MethodInvocation, NumberLiteral]
4373443locations[anvio, DeepPavlov]2[MethodInvocation, StringLiteral, ThrowStatement]
4379444locations[mlflow]2[Assignment, MethodInvocation, PyWithStatement, SimpleName]
4388843locations[studio, ilastik]2[ArrayAccess, Assignment, MethodInvocation, StringLiteral]
4391643locations[recordlinkage, auto_ml, SLM-Lab]2[ArrayAccess, Assignment, BooleanLiteral, MethodInvocation]
4393743locations[plantcv, submission-criteria]2[Assignment, EnhancedForStatement, FieldAccess, MethodInvocation]
4394643locations[pants]1[ArrayInitializer, MethodInvocation, PyWithStatement]
4395146locations[torchsample, TTS, Deep-Reinforcement-Learning-Hands-On, OpenNMT-py, pytorch_geometric]5[ArrayInitializer, Assignment, MethodInvocation]
4396944locations[OSMDeepOD, dataiku-contrib, ray, pysb]3[InfixExpression, MethodInvocation, ThrowStatement]
4397744locations[raster-functions, ilastik, pandastable, brian2]3[Assignment, EnhancedForStatement, FieldAccess, MethodInvocation]
4398143locations[attn2d, OpenNMT-py]1[Assignment, FieldAccess, IfStatement, MethodInvocation]
4400744locations[PerfKitBenchmarker]3[FieldAccess, IfStatement, MethodInvocation]
4403744locations[onnx-tensorflow, snn_toolbox]3[MethodInvocation, StringLiteral]
4404243locations[ParlAI, pants]2[Assignment, MethodInvocation, PyTupleExpression, StringLiteral]
4404643locations[streamlit, torchbearer]1[Assignment, MethodInvocation, NumberLiteral]
4406843locations[orange3, home-assistant]2[Assignment, MethodInvocation, StringLiteral]
4407944locations[audio]1[FieldAccess, MethodInvocation, PrefixExpression, PyTupleExpression]
4410144locations[ParlAI, matplotlib, skll]2[ArrayInitializer, Assignment, MethodInvocation]
4413543locations[chainerrl, chainer, chainercv]2[FieldAccess, IfStatement, MethodInvocation, PyTupleExpression]
4413843locations[gensim, PyMVPA, pants]2[ArrayAccess, Assignment, MethodInvocation]
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5261843locations[anago, tpu, horovod]2[Assignment, FieldAccess, IfStatement, MethodInvocation]
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5295644locations[bugbug]1[Assignment, MethodInvocation, ReturnStatement]
5296843locations[flow]2[IfStatement, MethodInvocation, ReturnStatement, SimpleName]
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5297843locations[flow]2[BooleanLiteral, MethodInvocation, PyTupleExpression, ReturnStatement]
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5758843locations[HyperGAN, ranking, CapsNet-Keras]2[ArrayAccess, MethodInvocation, NumberLiteral]
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5763443locations[stellargraph, facegan, OpenNMT-tf]2[ArrayAccess, Assignment, MethodInvocation, NumberLiteral]
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5768645locations[mmdetection, keras, deepvoice3_pytorch]3[Assignment, FieldAccess, MethodInvocation]
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6146544locations[tutorials, pytorch, garage, allennlp]3[ArrayInitializer, Assignment, MethodInvocation]
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6184743locations[rasa, incubator-tvm, NewsBlur]2[FieldAccess, MethodInvocation, PyTupleExpression, StringLiteral]
6186543locations[raven]1[IfStatement, MethodInvocation, StringLiteral]
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6188543locations[models, fancyimpute, PyMVPA]2[Assignment, MethodInvocation]
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6197944locations[pants]1[MethodInvocation]
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6208944locations[autokeras, webdnn]2[ArrayAccess, Assignment, FieldAccess, MethodInvocation]
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6209443locations[scipy, gluon-cv, nnabla-examples]2[ArrayAccess, EnhancedForStatement, MethodInvocation, NumberLiteral]
6210543locations[invesalius3, NiftyNet]2[ArrayAccess, Assignment, MethodInvocation, NumberLiteral]
6211344locations[pants, elfi, PyEMMA, text]3[IfStatement, MethodInvocation]
6211443locations[dipy, robosat]2[ArrayAccess, MethodInvocation]
6211543locations[autokeras, tensorlayer]1[FieldAccess, MethodInvocation, SimpleName]
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6215643locations[models, Chiron, texar]2[FieldAccess, MethodInvocation, PyTupleExpression]
6217943locations[orion]1[Assignment, MethodInvocation, PyWithStatement, SimpleName]
6219243locations[HyperGAN, snn_toolbox]2[Assignment, MethodInvocation]
6219947locations[tutorials]5[MethodInvocation, SimpleName]
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7166143locations[minigo, python-docs-samples]2[Assignment, MethodInvocation]
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846953locations[pyinstaller, pants]2[ArrayInitializer, Assignment, MethodInvocation]
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855153locations[nlp-architect, lingpy]1[FieldAccess, MethodInvocation, StringLiteral]
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860154locations[dgl]1[MethodInvocation, ReturnStatement]
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864353locations[tensorboardX, pytorch_geometric]2[FieldAccess, MethodInvocation, NumberLiteral, StringLiteral]
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3758953locations[pants]1[Assignment, MethodInvocation, StringLiteral]
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3761253locations[scikit-image, PyNets, jiant]2[Assignment, FieldAccess, MethodInvocation]
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3777053locations[pytext, Horizon, mead-baseline]2[Assignment, EnhancedForStatement, MethodInvocation, ReturnStatement]
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3786153locations[text, hazm]2[ArrayAccess, IfStatement, MethodInvocation, NumberLiteral, SimpleName]
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3790553locations[qb, client, skll]2[Assignment, IfStatement, MethodInvocation]
3794753locations[stellargraph, deepchem]2[ArrayInitializer, BooleanLiteral, MethodInvocation, PyTupleExpression, StringLiteral]
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3806153locations[bokeh]2[ArrayInitializer, Assignment, FieldAccess, MethodInvocation]
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3825353locations[autokeras, incubator-tvm]1[ArrayAccess, Assignment, MethodInvocation, StringLiteral]
3825853locations[adversarial-robustness-toolbox]2[MethodInvocation, NumberLiteral]
3826953locations[eden, matplotlib, PerfKitBenchmarker]2[Assignment, MethodInvocation]
3827855locations[cnn_lstm_ctc_ocr, HyperGAN, models]4[Assignment, MethodInvocation, ReturnStatement]
3834353locations[pySCENIC, PerfKitBenchmarker]2[Assignment, MethodInvocation, PyComparator, PyGenerator]
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3837253locations[pants]1[Assignment, FieldAccess, MethodInvocation, ReturnStatement]
3839153locations[home-assistant, finmarketpy]2[Assignment, InfixExpression, MethodInvocation, NumberLiteral]
3841254locations[gensim, w3af, dockerfiles, snips-nlu]3[IfStatement, MethodInvocation, ReturnStatement, SimpleName]
3841653locations[jieba, ilastik]2[ArrayAccess, IfStatement, MethodInvocation, SimpleName, StringLiteral]
3842053locations[mimic3-benchmarks, Python-Scripts, pytext]2[Assignment, IfStatement, MethodInvocation, ReturnStatement, SimpleName]
3843253locations[pymc3, gpytorch, yolov3]2[Assignment, MethodInvocation]
3845054locations[qiskit-aqua]2[Assignment, MethodInvocation]
3849954locations[pants, ilastik, SLM-Lab]3[ArrayInitializer, Assignment, MethodInvocation]
3851053locations[tensornets, autokeras]1[ArrayAccess, Assignment, MethodInvocation, NumberLiteral]
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3858254locations[plasma-python, pyro, pants, dask-image]3[Assignment, MethodInvocation, PyComparator, PyDictComprehension]
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4122853locations[estnltk, eden]2[ArrayAccess, ArrayInitializer, Assignment, MethodInvocation]
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4127553locations[scikit-image, keras-rcnn, dask-image]2[ArrayInitializer, Assignment, MethodInvocation]
4129554locations[pymc3]3[FieldAccess, MethodInvocation]
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4230653locations[pants, refinebio, brian2]2[Assignment, MethodInvocation]
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4247653locations[keras-retinanet, stellargraph, Mathics]2[Assignment, IfStatement, InfixExpression, MethodInvocation, SimpleName]
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4260353locations[grand-challenge.org, hyperspy]1[Assignment, MethodInvocation, PyComparator, PyListComprehension]
4262053locations[grand-challenge.org]1[Assignment, IfStatement, MethodInvocation, PyComparator, PyListComprehension]
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4271054locations[keras, gluon-nlp, bugbug, gluon-cv]3[Assignment, MethodInvocation]
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4273653locations[dipy, GPflow, gluon-nlp]2[Assignment, FieldAccess, MethodInvocation, PyTupleExpression]
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4282653locations[reinforcement-learning-an-introduction, brainiak, dgl]2[Assignment, MethodInvocation, NumberLiteral]
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4288553locations[pants, serenata-de-amor, graphbrain]2[Assignment, FieldAccess, IfStatement, MethodInvocation, PyYieldReturnStatement]
4296053locations[pandas, dgl]2[Assignment, IfStatement, InfixExpression, MethodInvocation]
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4296458locations[insightface]2[FieldAccess, MethodInvocation, StringLiteral]
4296853locations[home-assistant, skll]2[ArrayAccess, MethodInvocation, NumberLiteral]
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4302353locations[pytorch-lightning]2[Assignment, IfStatement, MethodInvocation, SimpleName, StringLiteral]
4303855locations[OpenNMT-tf]1[MethodInvocation, NumberLiteral, SimpleName]
4306853locations[gensim, scipy]2[ArrayAccess, Assignment, MethodInvocation, StringLiteral]
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4314253locations[scipy, textacy, nilmtk]2[ArrayAccess, Assignment, MethodInvocation, StringLiteral]
4318453locations[bokeh, CellProfiler]2[AssertStatement, Assignment, FieldAccess, MethodInvocation]
4325353locations[tensorly, jiant]2[ArrayAccess, Assignment, MethodInvocation]
4326954locations[transform, OpenNMT-tf, gluon-nlp]3[Assignment, MethodInvocation, NumberLiteral]
4327353locations[dipy]2[ArrayAccess, MethodInvocation, NumberLiteral, PyTupleExpression, StringLiteral]
4327753locations[attention-is-all-you-need-pytorch, ParlAI, Deep-Reinforcement-Learning-Hands-On]3[Assignment, FieldAccess, MethodInvocation, SimpleName]
4332653locations[gpytorch, kymatio]2[Assignment, MethodInvocation, NumberLiteral, ThrowStatement]
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5317053locations[models, texar]2[Assignment, FieldAccess, MethodInvocation, SimpleName]
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5320354locations[streamlit, keras, paysage]2[Assignment, FieldAccess, MethodInvocation, NumberLiteral]
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5323054locations[autokeras]1[MethodInvocation, NumberLiteral]
5324854locations[nussl, gpytorch]3[Assignment, MethodInvocation, NumberLiteral]
5325753locations[adversarial-robustness-toolbox, faceswap]1[Assignment, MethodInvocation, StringLiteral]
5325857locations[pgmpy]1[FieldAccess, MethodInvocation]
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5329253locations[adversarial-robustness-toolbox, pants, Deep-Learning-Papers-Reading-Roadmap]2[Assignment, MethodInvocation, SimpleName]
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5334953locations[deepchem, DeepPavlov]2[IfStatement, InfixExpression, MethodInvocation, NumberLiteral]
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5338753locations[pyinstaller, pants]2[Assignment, FieldAccess, MethodInvocation, ReturnStatement]
5338853locations[home-assistant, petastorm, tensorly]2[Assignment, EnhancedForStatement, FieldAccess, MethodInvocation]
5339253locations[pants]1[IfStatement, MethodInvocation, ReturnStatement, SimpleName]
5339453locations[nilearn, coach, mushroom]2[Assignment, IfStatement, MethodInvocation, SimpleName]
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5340153locations[descarteslabs-python, geomstats, inferno]2[IfStatement, MethodInvocation, ReturnStatement, SimpleName]
5345853locations[fonduer, orange3, python-docs-samples]2[IfStatement, MethodInvocation, SimpleName, StringLiteral]
5346054locations[torchgeometry, geomstats, tensorly]3[Assignment, MethodInvocation, ReturnStatement]
5346455locations[tensorforce, visdom, NeuroKit.py, mne-python]4[Assignment, CatchClause, MethodInvocation, TryStatement]
5346853locations[scikit-cuda, chainercv]2[ArrayInitializer, Assignment, FieldAccess, MethodInvocation, ReturnStatement]
5349453locations[adversarial-robustness-toolbox, cleverhans]2[FieldAccess, IfStatement, MethodInvocation, ReturnStatement, SimpleName]
5351453locations[jiant]1[FieldAccess, MethodInvocation, StringLiteral]
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5353955locations[gpytorch]1[FieldAccess, MethodInvocation]
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5361753locations[dipy]2[Assignment, MethodInvocation, PyTupleExpression, StringLiteral]
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5364755locations[tpu, PerfKitBenchmarker, kfac]4[ArrayInitializer, MethodInvocation, StringLiteral]
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5395053locations[home-assistant, scripts, hyperdash-sdk-py]2[Assignment, CatchClause, MethodInvocation, TryStatement]
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5398553locations[scikit-image, matplotlib]2[ArrayAccess, MethodInvocation, NumberLiteral, StringLiteral]
5403053locations[mlxtend, adversarial-robustness-toolbox, snn_toolbox]2[MethodInvocation, NumberLiteral, SimpleName]
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5415453locations[keras-tcn, NeuroKit.py, CaseRecommender]2[ClassInstanceCreation, IfStatement, MethodInvocation, SimpleName, StringLiteral]
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5438554locations[django-imagekit, ottertune, mead-baseline, libact]3[Assignment, IfStatement, MethodInvocation, SimpleName]
5439053locations[scipy, models, DeepPavlov]2[IfStatement, MethodInvocation, PyInExpression, SimpleName]
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5461253locations[home-assistant]1[MethodInvocation, PyWithStatement, StringLiteral]
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5470753locations[studio, nnabla, Grid]2[ArrayInitializer, Assignment, FieldAccess, MethodInvocation]
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5473055locations[pants, pgmpy, theanolm, PySyft, horovod]4[Assignment, MethodInvocation, PyComparator, PyDictComprehension]
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5474353locations[starry, matplotlib]1[Assignment, EnhancedForStatement, MethodInvocation, StringLiteral]
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5483453locations[autoreject, mne-python]2[ArrayInitializer, Assignment, BooleanLiteral, MethodInvocation]
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5488053locations[gpytorch, agents]2[Assignment, MethodInvocation, ReturnStatement]
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5493953locations[garage, thinc]1[Assignment, MethodInvocation, ReturnStatement]
5505458locations[chaco, imgaug]2[FieldAccess, MethodInvocation, NumberLiteral]
5505853locations[gensim, baselines, ray]2[Assignment, FieldAccess, IfStatement, MethodInvocation]
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5506454locations[BicycleGAN, gpytorch, bindsnet, dscribe]3[ArrayAccess, Assignment, FieldAccess, MethodInvocation]
5509053locations[home-assistant, hls4ml, datasets]2[IfStatement, MethodInvocation, SimpleName, StringLiteral]
5509553locations[insightface, bokeh]2[FieldAccess, MethodInvocation, PyTupleExpression]
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5513953locations[transform]1[ArrayAccess, MethodInvocation, NumberLiteral, PyTupleExpression, StringLiteral]
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5517657locations[imbalanced-learn]1[IfStatement, MethodInvocation, PyNotInExpression, SimpleName]
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5521053locations[tf_unet, cve-search, mycroft-precise]2[Assignment, MethodInvocation, StringLiteral]
5521753locations[starry, theanolm, keras]2[Assignment, MethodInvocation, PyTupleExpression]
5524953locations[deepspeech.pytorch, semi-auto-image-annotation-tool, Lifting-from-the-Deep-release]2[Assignment, FieldAccess, IfStatement, MethodInvocation]
5529653locations[bootstrap.pytorch, sru]2[InfixExpression, MethodInvocation, NumberLiteral, SimpleName]
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5534554locations[raven, dask-image, pliers]3[Assignment, MethodInvocation]
5536653locations[lifelines]2[MethodInvocation, NumberLiteral, StringLiteral]
5537653locations[thinc, pixyz]3[Assignment, IfStatement, MethodInvocation]
5540753locations[pixyz, linearmodels]2[Assignment, FieldAccess, MethodInvocation, SuperConstructorInvocation]
5545353locations[catalyst, DeepPavlov]1[ArrayAccess, Assignment, FieldAccess, MethodInvocation, StringLiteral]
5549453locations[deepchem, gluon-cv]2[Assignment, MethodInvocation, PyTupleExpression]
5551053locations[QUANTAXIS, PyNets]1[Assignment, InfixExpression, MethodInvocation, StringLiteral]
5551153locations[chatbot_ner, brian2, ProDy]2[Assignment, MethodInvocation, StringLiteral, ThrowStatement]
5553455locations[adversarial-robustness-toolbox]3[Assignment, MethodInvocation, PyTupleExpression]
5558153locations[adversarial-robustness-toolbox, Horizon]2[Assignment, FieldAccess, MethodInvocation]
5560054locations[statsmodels, geomstats, ProDy]2[Assignment, MethodInvocation, PyTupleExpression]
5563853locations[snn_toolbox]2[FieldAccess, MethodInvocation, PyTupleExpression, StringLiteral]
5565553locations[chainercv, paysage, SLM-Lab]3[ArrayAccess, FieldAccess, MethodInvocation, SimpleName]
5565654locations[Deep-Reinforcement-Learning-Hands-On]2[FieldAccess, MethodInvocation]
5571853locations[deepplantphenomics, tensorforce, cnvkit]2[Assignment, FieldAccess, MethodInvocation, PyTupleExpression]
5571954locations[deepvariant, home-assistant, mlflow, optuna]3[Assignment, MethodInvocation, PyComparator, PyListComprehension]
5572153locations[deepvariant, QUANTAXIS, mlflow]2[Assignment, FieldAccess, MethodInvocation, PyComparator, PyListComprehension]
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5579953locations[ccg2lambda, pants]2[Assignment, MethodInvocation, PyComparator]
5581054locations[pants]2[MethodInvocation, StringLiteral]
5582053locations[models, matplotlib, kymatio]2[FieldAccess, MethodInvocation, NumberLiteral, PyTupleExpression, StringLiteral]
5583253locations[graphbrain, conceptnet5]2[Assignment, MethodInvocation, ReturnStatement, ThrowStatement]
5584553locations[reframe, django-debug-toolbar, PerfKitBenchmarker]2[Assignment, EnhancedForStatement, MethodInvocation]
5585053locations[pants, home-assistant, QCEngine]2[ArrayAccess, IfStatement, MethodInvocation, SimpleName]
5586653locations[padatious, snips-nlu]2[Assignment, MethodInvocation, PyComparator, SimpleName]
5591053locations[recipy]1[Assignment, MethodInvocation, NumberLiteral, PyTupleExpression]
5592954locations[imgclsmob]1[Assignment, IfStatement, MethodInvocation, SimpleName]
5595154locations[autokeras]1[ArrayAccess, Assignment, MethodInvocation, NumberLiteral, PyTupleExpression]
5599453locations[pants]2[ArrayInitializer, MethodInvocation, StringLiteral]
5600253locations[deepchem]2[ArrayInitializer, BooleanLiteral, FieldAccess, MethodInvocation]
5602953locations[HyperGAN, tensorforce, thinc]2[Assignment, MethodInvocation, PyComparator]
5607253locations[HyperGAN, deepchem]2[ArrayInitializer, Assignment, MethodInvocation]
5607453locations[dipy, pyglmnet, neurosynth]2[ArrayAccess, Assignment, InfixExpression, MethodInvocation]
5609753locations[SoS, textacy, CellProfiler]2[ArrayInitializer, Assignment, MethodInvocation, StringLiteral]
5609953locations[mushroom]1[MethodInvocation, SimpleName, SuperConstructorInvocation]
5610754locations[ludwig, DeepPavlov]3[Assignment, MethodInvocation, StringLiteral]
5613453locations[PointCNN, Rainbow, conceptnet5]2[Assignment, IfStatement, MethodInvocation, SimpleName]
5615553locations[Theano, ilastik]2[AssertStatement, Assignment, MethodInvocation, StringLiteral]
5615953locations[batchflow, keras, tensorlayer]2[Assignment, IfStatement, MethodInvocation, SimpleName]
5616053locations[pyro, gpytorch]2[ArrayAccess, Assignment, FieldAccess, MethodInvocation, StringLiteral]
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5619153locations[scipy, pymc3, pytorch_geometric]2[Assignment, MethodInvocation]
5626653locations[qiskit-aqua, scanpy]2[IfStatement, InfixExpression, MethodInvocation, NumberLiteral]
5628653locations[OpenNMT-tf, yarll]2[FieldAccess, IfStatement, InfixExpression, MethodInvocation, StringLiteral]
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5630953locations[pytorch-a2c-ppo-acktr, garage, mushroom]2[FieldAccess, IfStatement, MethodInvocation]
5631153locations[OpenNMT-py, gpytorch, Python]2[InfixExpression, MethodInvocation, NumberLiteral]
5631253locations[deepspeech.pytorch, PyTorch-YOLOv3]2[FieldAccess, MethodInvocation, StringLiteral]
5631553locations[unrestricted-adversarial-examples, scanpy, deep-speaker]2[Assignment, CatchClause, MethodInvocation, TryStatement]
5634454locations[pudl, PyNets]2[FieldAccess, MethodInvocation, PyTupleExpression, StringLiteral]
5636653locations[OpenNMT-py]2[FieldAccess, MethodInvocation]
5638653locations[matplotlib, pygsp]2[IfStatement, MethodInvocation, SimpleName]
5639753locations[Wordbatch, scikit-rebate, plotnine]2[ArrayAccess, Assignment, MethodInvocation, StringLiteral]
5641753locations[mmdetection, gpytorch]2[IfStatement, InfixExpression, MethodInvocation, NumberLiteral, PyTupleExpression]
5643553locations[python-dlpy, categorical-encoding, nilmtk]2[ArrayAccess, Assignment, MethodInvocation]
5646153locations[osmnx, bokeh]2[Assignment, MethodInvocation, PyComparator, PyListComprehension]
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5659153locations[tensorforce]1[MethodInvocation, StringLiteral, ThrowStatement]
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5660253locations[deepchem, nni]2[Assignment, FieldAccess, MethodInvocation, ReturnStatement]
5664354locations[finetune, orange3, snips-nlu]2[Assignment, IfStatement, MethodInvocation, PyComparator]
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5669653locations[Horizon]1[MethodInvocation, PyWithStatement, SimpleName]
5678253locations[models]2[Assignment, MethodInvocation, PyTupleExpression, ReturnStatement]
5681553locations[anvio, Grid]1[ArrayAccess, MethodInvocation, PyTupleExpression, StringLiteral]
5683953locations[pytorch, home-assistant]2[ArrayAccess, Assignment, MethodInvocation]
5684853locations[elfi, pymc3, keras]2[MethodInvocation, NumberLiteral, PyTupleExpression]
5687653locations[pants, pySBD, PerfKitBenchmarker]2[MethodInvocation, StringLiteral]
5688053locations[ParlAI, nni]2[Assignment, InfixExpression, MethodInvocation, SimpleName]
5691253locations[kraken, donkeycar, pythainlp]2[IfStatement, MethodInvocation, StringLiteral]
5691353locations[oddt, home-assistant]2[IfStatement, MethodInvocation, StringLiteral]
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5694853locations[imgclsmob, pymc3]2[Assignment, InfixExpression, MethodInvocation]
5697253locations[inaSpeechSegmenter, NiftyNet, cnvkit]2[ArrayInitializer, Assignment, FieldAccess, MethodInvocation, PyTupleExpression]
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5700854locations[dipy, garage]3[FieldAccess, IfStatement, MethodInvocation, StringLiteral]
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5701453locations[PyNets, mne-python]1[Assignment, CatchClause, InfixExpression, MethodInvocation, TryStatement]
5701553locations[CellProfiler, featuretools]2[ArrayAccess, Assignment, EnhancedForStatement, MethodInvocation]
5702254locations[scikit-image, nilearn, DESlib]3[Assignment, MethodInvocation, NumberLiteral]
5712353locations[basenji, categorical-encoding]2[FieldAccess, IfStatement, MethodInvocation, SimpleName]
5713255locations[scipy]1[Assignment, MethodInvocation, NumberLiteral]
5713553locations[scipy, librosa]2[Assignment, FieldAccess, InfixExpression, MethodInvocation]
5713953locations[Horizon, pytorch_geometric, yolov3]2[Assignment, MethodInvocation, NumberLiteral]
5717254locations[matplotlib, arviz, HiCExplorer]3[Assignment, MethodInvocation, NumberLiteral, PyTupleExpression]
5718054locations[webdnn]3[FieldAccess, MethodInvocation, StringLiteral, ThrowStatement]
5718153locations[models, healthcare]1[Assignment, BooleanLiteral, FieldAccess, MethodInvocation, PyTupleExpression]
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5720754locations[orange3, torchgeometry, OpenNMT-tf, mne-python]3[Assignment, IfStatement, MethodInvocation, SimpleName]
5721853locations[nilearn, rankeval, matplotlib]2[FieldAccess, MethodInvocation, NumberLiteral, PyTupleExpression]
5724153locations[DESlib]3[ArrayAccess, FieldAccess, MethodInvocation, SimpleName]
5724353locations[home-assistant]1[IfStatement, InfixExpression, MethodInvocation, SimpleName]
5724853locations[incubator-tvm]1[Assignment, FieldAccess, MethodInvocation]
5724953locations[scipy, PyEMMA, Mathics]2[Assignment, MethodInvocation, WhileStatement]
5725553locations[alpha-zero-general, gpytorch, pytorch]2[Assignment, MethodInvocation, NumberLiteral]
5726453locations[PerfKitBenchmarker]2[IfStatement, MethodInvocation, SimpleName, ThrowStatement]
5726753locations[seldon-core, qiskit-aqua]1[InfixExpression, MethodInvocation, NumberLiteral, StringLiteral]
5726853locations[SLM-Lab, pytorch_geometric]2[IfStatement, InfixExpression, MethodInvocation, SimpleName, ThrowStatement]
5727653locations[plantcv, jiant]2[ArrayInitializer, Assignment, MethodInvocation]
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5730153locations[Mathics, brian2]3[Assignment, IfStatement, MethodInvocation, PyComparator]
5730253locations[Mathics, brian2]2[Assignment, IfStatement, MethodInvocation, PyGenerator, SimpleName]
5730853locations[bayeslite, Deep-Reinforcement-Learning-Hands-On, text]2[Assignment, IfStatement, MethodInvocation, PyComparator]
5733553locations[tensorforce, mmdetection]2[ArrayAccess, Assignment, FieldAccess, MethodInvocation, StringLiteral]
5735053locations[keras-retinanet, trackpy, DCRNN]2[ArrayAccess, Assignment, MethodInvocation, NumberLiteral, PyTupleExpression]
5738953locations[scikit-image, tf-encrypted]2[Assignment, IfStatement, MethodInvocation, PyComparator]
5740553locations[ludwig, home-assistant]2[ArrayAccess, Assignment, MethodInvocation, StringLiteral]
5742353locations[gpytorch]2[IfStatement, InfixExpression, MethodInvocation, NumberLiteral]
5746253locations[dscribe, mne-python]2[ArrayInitializer, FieldAccess, MethodInvocation, NumberLiteral, StringLiteral]
5749053locations[SPFlow, streamlit, pretrained-models.pytorch]2[Assignment, FieldAccess, MethodInvocation, NumberLiteral]
5749353locations[statsmodels, geomstats]2[Assignment, MethodInvocation, NumberLiteral, StringLiteral]
5751253locations[ParlAI, pants, bokeh]2[Assignment, MethodInvocation, StringLiteral]
5763653locations[pyinstaller, datasets, auto-sklearn]2[Assignment, FieldAccess, MethodInvocation, StringLiteral]
5764153locations[mlxtend, pliers, biotite]2[Assignment, IfStatement, InfixExpression, MethodInvocation, PyNotInExpression]
5765753locations[baselines, serenata-de-amor, PerfKitBenchmarker]2[Assignment, EnhancedForStatement, FieldAccess, MethodInvocation]
5770953locations[scikit-image, scipy, SST]2[ArrayInitializer, Assignment, MethodInvocation]
5774553locations[NiftyNet, gluon-cv]2[Assignment, EnhancedForStatement, MethodInvocation]
5775353locations[POT, PerfKitBenchmarker]2[Assignment, InfixExpression, MethodInvocation]
5776153locations[attn2d, insightface]1[ArrayAccess, Assignment, FieldAccess, MethodInvocation]
5776453locations[ludwig, scikit-optimize, python-docs-samples]2[ArrayAccess, MethodInvocation, NumberLiteral]
5778453locations[pants]2[Assignment, MethodInvocation, PyWithStatement, SimpleName]
5780754locations[mead-baseline]1[Assignment, FieldAccess, MethodInvocation, SimpleName]
5782253locations[pants, language-resources]2[Assignment, IfStatement, MethodInvocation, PyGenerator, SimpleName]
5783153locations[pants]2[ArrayInitializer, Assignment, MethodInvocation, StringLiteral]
5783353locations[mushroom]2[Assignment, FieldAccess, MethodInvocation]
5788453locations[transform]1[Assignment, FieldAccess, MethodInvocation, StringLiteral]
5790057locations[pants]1[MethodInvocation, StringLiteral]
5791853locations[models, agents]1[MethodInvocation, NumberLiteral, PyTupleExpression]
5793953locations[sonnet]2[IfStatement, MethodInvocation, SimpleName, ThrowStatement]
5794353locations[pants]1[ArrayInitializer, Assignment, EnhancedForStatement, MethodInvocation]
5795253locations[scikit-learn, matplotlib]2[FieldAccess, MethodInvocation, NumberLiteral]
5798753locations[freesound, serenata-de-amor]2[Assignment, IfStatement, MethodInvocation, StringLiteral]
5799254locations[transform, sPyNNaker, imgaug, DeepPavlov]3[IfStatement, MethodInvocation, SimpleName, WhileStatement]
5801753locations[pants, elfi, tpu]2[FieldAccess, IfStatement, MethodInvocation, SimpleName, ThrowStatement]
5802153locations[PyTorch-GAN, PyTorchZeroToAll, bindsnet]2[Assignment, MethodInvocation, NumberLiteral, PrefixExpression]
5804653locations[pants, home-assistant, graphbrain]2[MethodInvocation, StringLiteral]
5805253locations[pants]2[ArrayInitializer, MethodInvocation, StringLiteral]
5808553locations[dipy, texar, jiant]2[Assignment, MethodInvocation, PyWithStatement, SimpleName]
5812353locations[skorch, pytorch]2[FieldAccess, IfStatement, MethodInvocation, PyNotInExpression]
5812553locations[OpenNMT-tf, DESlib, mlflow]2[Assignment, IfStatement, MethodInvocation, PyNotInExpression]
5813054locations[categorical-encoding, libact, mne-python]3[MethodInvocation, NumberLiteral, StringLiteral]
5814553locations[dask-image, imgaug]2[ArrayAccess, Assignment, MethodInvocation, StringLiteral]
5817553locations[chatbot_ner, estnltk, keras]2[Assignment, MethodInvocation, PyTupleExpression, StringLiteral]
5819253locations[ottertune, grand-challenge.org]2[ArrayAccess, IfStatement, MethodInvocation, SimpleName, StringLiteral]
5820454locations[linearmodels]1[Assignment, InfixExpression, MethodInvocation, PyTupleExpression]
5821653locations[plotnine, Horizon, skll]2[ArrayAccess, Assignment, MethodInvocation]
5822653locations[catalyst, home-assistant]2[ArrayAccess, Assignment, MethodInvocation, StringLiteral]
5824253locations[pandas, python-dlpy, linearmodels]2[ArrayInitializer, Assignment, MethodInvocation]
5826253locations[nalaf, pymc3]2[Assignment, IfStatement, MethodInvocation, SimpleName]
5829253locations[cloudml-samples, dgl, luminoth]2[ArrayInitializer, Assignment, MethodInvocation]
5829353locations[tensorboard, nni, PerfKitBenchmarker]2[Assignment, IfStatement, MethodInvocation, SimpleName]
5830353locations[SoS, s2cnn]2[CatchClause, ClassInstanceCreation, MethodInvocation, ThrowStatement, TryStatement]
5830754locations[FAIG]1[Assignment, MethodInvocation, StringLiteral]
5834753locations[starry, neurodsp]2[MethodInvocation, NumberLiteral, PyTupleExpression, StringLiteral]
5836553locations[pyro]1[InfixExpression, MethodInvocation, NumberLiteral]
5840353locations[gensim, Mathics, chainercv]2[Assignment, IfStatement, MethodInvocation, PyComparator]
5840953locations[fairseq, pliers]1[Assignment, IfStatement, MethodInvocation, SimpleName]
5842753locations[ilastik, chainercv, sacred]2[Assignment, IfStatement, MethodInvocation, SimpleName, ThrowStatement]
5847853locations[chainercv, autokeras]1[IfStatement, InfixExpression, MethodInvocation, PyTupleExpression, SimpleName]
5848153locations[pants, Rainbow]1[Assignment, IfStatement, MethodInvocation, SimpleName]
5850654locations[chaospy, bert-as-service, pymc3, se3cnn]3[ArrayAccess, Assignment, FieldAccess, MethodInvocation]
5850753locations[transform, scikit-optimize, tensorboardX]2[Assignment, MethodInvocation, PyWithStatement, SimpleName, StringLiteral]
5852654locations[baselines]2[MethodInvocation, NumberLiteral, StringLiteral]
5853253locations[efficient_densenet_pytorch, HyperGAN]2[Assignment, MethodInvocation, NumberLiteral, ReturnStatement]
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6225453locations[OpenNMT-tf, agents]2[FieldAccess, MethodInvocation, SimpleName]
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6249553locations[TTS-Cube, SfmLearner-Pytorch, nni]2[Assignment, InfixExpression, MethodInvocation, NumberLiteral]
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6251653locations[Shift-Net_pytorch, OpenNMT-py, pytorch_geometric]2[ArrayInitializer, Assignment, MethodInvocation, NumberLiteral]
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6257553locations[models, ccg2lambda, pixyz]2[IfStatement, MethodInvocation, SimpleName, ThrowStatement]
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6286054locations[imgclsmob, inplace_abn, examples]2[Assignment, MethodInvocation]
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6288854locations[geomstats]2[FieldAccess, MethodInvocation, ReturnStatement]
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6291053locations[home-assistant]2[ArrayAccess, FieldAccess, IfStatement, MethodInvocation, SimpleName]
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6299853locations[pyro, cleverhans]2[Assignment, CatchClause, InfixExpression, MethodInvocation, TryStatement]
6300153locations[umap, pyro]1[Assignment, CatchClause, MethodInvocation, TryStatement]
6301953locations[scipy]1[FieldAccess, MethodInvocation, StringLiteral]
6302553locations[bert-as-service, home-assistant]2[Assignment, FieldAccess, MethodInvocation]
6302853locations[pmdarima]1[BooleanLiteral, MethodInvocation]
6309253locations[pytorch-dnc, OpenNMT-py, mmdetection]2[Assignment, FieldAccess, MethodInvocation]
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6323753locations[keras-retinanet, keras-rcnn]2[ArrayAccess, FieldAccess, MethodInvocation, NumberLiteral]
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6330053locations[models, theanolm]2[ArrayInitializer, Assignment, MethodInvocation, NumberLiteral]
6332353locations[pycox, reframe, scanpy]2[IfStatement, InfixExpression, MethodInvocation, StringLiteral]
6333753locations[scikit-bio, scanpy, astroML]2[Assignment, InfixExpression, MethodInvocation]
6334553locations[orange3]2[Assignment, MethodInvocation, StringLiteral]
6335453locations[hls4ml, autokeras]1[Assignment, FieldAccess, MethodInvocation, PyTupleExpression]
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6336853locations[garage, GPflow]1[Assignment, EnhancedForStatement, MethodInvocation, StringLiteral]
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6340253locations[pytorch-pose, fairseq]1[ArrayAccess, Assignment, MethodInvocation, ReturnStatement]
6342053locations[ccg2lambda, professional-services, grand-challenge.org]2[IfStatement, MethodInvocation, SimpleName, StringLiteral]
6342753locations[basenji, tutorials, QUANTAXIS]2[Assignment, FieldAccess, MethodInvocation, StringLiteral]
6343453locations[yellowbrick, modAL, GPflowOpt]2[Assignment, MethodInvocation, NumberLiteral]
6345553locations[descarteslabs-python, streamlit]2[Assignment, MethodInvocation, TryStatement]
6350953locations[faceswap, pytorch-cnn-visualizations, enet-keras]2[Assignment, IfStatement, InfixExpression, MethodInvocation, SimpleName]
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3480463locations[pants, home-assistant, refinebio]2[Assignment, MethodInvocation, PyComparator, PyGenerator]
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3493063locations[raven, GoPiGo3]2[MethodInvocation, StringLiteral, ThrowStatement]
3493263locations[geomstats]2[Assignment, FieldAccess, MethodInvocation, NumberLiteral]
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3848463locations[pants, bert-as-service, GraKeL]2[Assignment, IfStatement, MethodInvocation, SimpleName]
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3907163locations[home-assistant, pandastable]1[Assignment, IfStatement, InfixExpression, MethodInvocation, SimpleName]
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3984863locations[studio, deepdrive, pants]2[ArrayAccess, Assignment, FieldAccess, MethodInvocation, SimpleName]
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4011663locations[osmnx]2[ArrayAccess, BooleanLiteral, FieldAccess, MethodInvocation]
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4040263locations[w3af, stanza, yolov3]2[IfStatement, MethodInvocation, PyInExpression, SimpleName]
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4052963locations[ccg2lambda, sagemaker-python-sdk]1[ArrayAccess, Assignment, MethodInvocation, PyComparator, PyDictComprehension]
4054263locations[acoular]2[Assignment, FieldAccess, MethodInvocation, NumberLiteral, StringLiteral]
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4061265locations[scikit-image, scipy, PyMVPA, deepchem, AIF360]4[ArrayInitializer, Assignment, MethodInvocation]
4066463locations[adversarial-robustness-toolbox, gym, biotite]2[Assignment, FieldAccess, IfStatement, MethodInvocation, SimpleName]
4067863locations[ludwig, OpenSeq2Seq, privacy]2[FieldAccess, IfStatement, MethodInvocation, SimpleName, ThrowStatement]
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4070163locations[pixyz]2[Assignment, BooleanLiteral, FieldAccess, MethodInvocation, ReturnStatement]
4072863locations[pants]1[Assignment, EnhancedForStatement, MethodInvocation, SimpleName]
4076563locations[brian2]2[Assignment, FieldAccess, MethodInvocation, ReturnStatement]
4076663locations[scikit-image, brainiak, GPflow]2[Assignment, MethodInvocation, NumberLiteral, PyTupleExpression]
4080364locations[kaggle-code, pudl]3[ArrayAccess, Assignment, MethodInvocation, NumberLiteral, StringLiteral]
4080963locations[Theano, kepler-mapper, pixyz]2[Assignment, IfStatement, InfixExpression, MethodInvocation, SimpleName]
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4088664locations[orange3, pants, fairseq]3[Assignment, IfStatement, InfixExpression, MethodInvocation, SimpleName]
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4105063locations[chainercv, optuna]1[ArrayAccess, Assignment, FieldAccess, MethodInvocation, NumberLiteral, PrefixExpression]
4106464locations[qb, freesound, python-docs-samples, ray]3[Assignment, MethodInvocation, ReturnStatement]
4106665locations[se3cnn, hyperopt, client, graphbrain, brian2]4[Assignment, MethodInvocation, PyComparator, PyListComprehension]
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4881865locations[trackpy, pants, nni, home-assistant]4[IfStatement, MethodInvocation, SimpleName, StringLiteral]
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4887963locations[ccg2lambda, pants, home-assistant]2[Assignment, ContinueStatement, IfStatement, MethodInvocation, SimpleName]
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4900163locations[pants]2[FieldAccess, IfStatement, MethodInvocation, PrefixExpression, SimpleName]
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4928163locations[scikit-image, mmcv]2[Assignment, InfixExpression, MethodInvocation, NumberLiteral]
4929363locations[HyperGAN, pwnagotchi, allennlp]2[ArrayInitializer, Assignment, FieldAccess, MethodInvocation]
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4981165locations[models, deepchem]2[FieldAccess, InfixExpression, MethodInvocation, StringLiteral]
4981263locations[scikit-image, tensorforce, pyannote-audio]2[Assignment, ContinueStatement, IfStatement, MethodInvocation, SimpleName]
4981363locations[elfi, scikit-bio, keras]2[Assignment, IfStatement, MethodInvocation, PyComparator, PyListComprehension, StringLiteral]
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4994064locations[qb, SoS, Deep-Reinforcement-Learning-Hands-On, scripts]3[ContinueStatement, IfStatement, InfixExpression, MethodInvocation, NumberLiteral, SimpleName]
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4999664locations[HyperGAN, tensorforce, text, pythainlp]3[Assignment, MethodInvocation, PyWithStatement, SimpleName]
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5000163locations[PyMVPA, PyNets]2[Assignment, MethodInvocation, SimpleName]
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5026663locations[torchdiffeq, mmdetection, ray]2[Assignment, IfStatement, MethodInvocation, SimpleName, ThrowStatement]
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5076563locations[scikit-image, scipy, pgmpy]2[Assignment, EnhancedForStatement, MethodInvocation, SimpleName, ThrowStatement]
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5084063locations[scipy, matplotlib]1[Assignment, IfStatement, MethodInvocation, PyWithStatement, StringLiteral]
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5119263locations[pyro, gpytorch, SLM-Lab]2[Assignment, FieldAccess, MethodInvocation, PyComparator, PyListComprehension]
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5126163locations[zmeventnotification, scikit-multiflow]2[Assignment, MethodInvocation, PyComparator, PyListComprehension]
5129263locations[quilt, ProDy]2[Assignment, MethodInvocation, StringLiteral]
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5135163locations[deepchem, horovod]2[Assignment, EnhancedForStatement, MethodInvocation]
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5139463locations[gensim, faceswap, pyannote-audio]2[Assignment, IfStatement, MethodInvocation, SimpleName]
5149764locations[scipy]1[FieldAccess, MethodInvocation, ReturnStatement]
5151163locations[garage]1[Assignment, InfixExpression, MethodInvocation, NumberLiteral, ReturnStatement, ThrowStatement]
5151463locations[pymanopt, cnn-text-classification-pytorch, NiftyNet]2[Assignment, BreakStatement, IfStatement, InfixExpression, MethodInvocation, SimpleName]
5155363locations[HyperGAN, text_classification, PyNets]2[Assignment, InfixExpression, MethodInvocation, StringLiteral]
5155763locations[pants]2[ArrayAccess, IfStatement, MethodInvocation, NumberLiteral, SimpleName, ThrowStatement]
5163763locations[GPy, garage]3[IfStatement, MethodInvocation, NumberLiteral, SimpleName]
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5170763locations[studio, ParlAI, serenata-de-amor]2[FieldAccess, IfStatement, MethodInvocation, SimpleName]
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5175763locations[hyperopt-sklearn]1[InfixExpression, MethodInvocation, StringLiteral]
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5202865locations[python-docs-samples]1[CatchClause, FieldAccess, MethodInvocation, TryStatement]
5213664locations[PyTorch-GAN, baselines, softlearning, enet-keras]3[ArrayAccess, Assignment, MethodInvocation, PyTupleExpression, StringLiteral]
5220363locations[SoS]2[FieldAccess, IfStatement, MethodInvocation, SimpleName, StringLiteral]
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5235764locations[home-assistant]4[ClassInstanceCreation, MethodInvocation, SimpleName]
5236563locations[dipy]2[Assignment, MethodInvocation, NumberLiteral, PyTupleExpression]
5236863locations[GPflow]2[Assignment, FieldAccess, MethodInvocation]
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5255163locations[models, matplotlib, kymatio]2[ArrayAccess, Assignment, FieldAccess, MethodInvocation, NumberLiteral, StringLiteral]
5269063locations[mushroom]2[FieldAccess, InfixExpression, MethodInvocation, StringLiteral]
5269863locations[ray, pytorch_geometric]2[Assignment, FieldAccess, IfStatement, MethodInvocation, PyInExpression]
5270963locations[iss-rnns, finetune, NiftyNet]2[ArrayAccess, Assignment, IfStatement, MethodInvocation, NumberLiteral, StringLiteral]
5281063locations[pymanopt]2[InfixExpression, MethodInvocation, ReturnStatement, SimpleName]
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5291063locations[PTT-Chat-Generator, scanpy, home-assistant]2[IfStatement, InfixExpression, MethodInvocation, SimpleName, StringLiteral]
5291563locations[npfl114, fast-style-transfer, garage]3[Assignment, EnhancedForStatement, FieldAccess, MethodInvocation, SimpleName, StringLiteral]
5293963locations[models, client]1[Assignment, MethodInvocation, SimpleName, StringLiteral]
5294263locations[sentiment-discovery, pretrained-models.pytorch]2[Assignment, MethodInvocation, ReturnStatement]
5296763locations[orange3, imbalanced-learn]2[Assignment, IfStatement, MethodInvocation, NumberLiteral, PyTupleExpression, SimpleName]
5297563locations[foolbox, neurodsp]2[ArrayAccess, Assignment, MethodInvocation, StringLiteral]
5298765locations[home-assistant, mead-baseline, openml-python, doccano, grand-challenge.org]4[Assignment, IfStatement, InfixExpression, MethodInvocation, SimpleName]
5299263locations[openml-python, ray]2[Assignment, EnhancedForStatement, MethodInvocation, SimpleName]
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5300464locations[streamlit]3[ArrayAccess, IfStatement, InfixExpression, MethodInvocation, ReturnStatement, SimpleName]
5306263locations[theanolm, home-assistant]2[IfStatement, InfixExpression, MethodInvocation, SimpleName, StringLiteral]
5306963locations[self-critical.pytorch, pliers]1[Assignment, IfStatement, MethodInvocation, PyComparator]
5308963locations[descarteslabs-python, beancount-import]2[ArrayInitializer, FieldAccess, MethodInvocation, StringLiteral]
5313763locations[faceswap]1[ArrayInitializer, Assignment, FieldAccess, MethodInvocation, StringLiteral]
5316064locations[polyaxon]2[Assignment, MethodInvocation, PyListComprehension]
5318363locations[fonduer, pants, conceptnet5]2[BooleanLiteral, CatchClause, MethodInvocation, ReturnStatement, TryStatement, WhileStatement]
5318463locations[pythainlp, featuretools, dit]2[Assignment, IfStatement, MethodInvocation, SimpleName]
5323163locations[thinc, texar, ray]2[Assignment, MethodInvocation, PyComparator, PyListComprehension]
5323464locations[keras-tcn, hypertools, geomstats]3[Assignment, MethodInvocation]
53247612locations[garage, softlearning]4[Assignment, FieldAccess, MethodInvocation]
5327463locations[OpenNMT-tf, flow]2[Assignment, IfStatement, InfixExpression, MethodInvocation, SimpleName]
5328264locations[dipy, pygsp, audio, webdnn]3[ArrayInitializer, Assignment, EnhancedForStatement, MethodInvocation, StringLiteral]
5329563locations[nn_dataflow]2[ArrayAccess, FieldAccess, MethodInvocation, NumberLiteral, StringLiteral]
5332464locations[deepchem]1[ArrayInitializer, Assignment, FieldAccess, MethodInvocation, NumberLiteral]
5333863locations[pixyz, geomstats, optuna]3[ContinueStatement, IfStatement, MethodInvocation, SimpleName]
5334764locations[mystic, CellProfiler, nilmtk]3[Assignment, IfStatement, MethodInvocation, PyInExpression, SimpleName]
5336163locations[pandas, gpytorch]1[Assignment, InfixExpression, MethodInvocation, NumberLiteral]
5338363locations[ImageCaptioning.pytorch, end-to-end-negotiator]1[ArrayAccess, FieldAccess, MethodInvocation, NumberLiteral]
5340363locations[raven, PyEMMA, loudml]3[Assignment, FieldAccess, MethodInvocation, SimpleName]
5345563locations[SoS, doudizhu, pysb]2[Assignment, CatchClause, IfStatement, MethodInvocation, SimpleName, TryStatement]
5349964locations[graphbrain]1[Assignment, EnhancedForStatement, MethodInvocation, PyYieldReturnStatement, SimpleName]
5352564locations[catalyst, mushroom, DESlib]2[Assignment, MethodInvocation, StringLiteral]
5353363locations[foolbox, OSMDeepOD, NiftyNet]2[Assignment, MethodInvocation, PyWithStatement, ReturnStatement, SimpleName, StringLiteral]
5353463locations[chainerrl, dipy]2[IfStatement, MethodInvocation, PyInExpression, ReturnStatement, SimpleName]
5356764locations[audio]1[Assignment, MethodInvocation, NumberLiteral, PyTupleExpression]
5360663locations[paysage, mne-python]2[Assignment, InfixExpression, MethodInvocation, NumberLiteral]
5361063locations[imgclsmob, deepchem, GPflow]2[Assignment, MethodInvocation, NumberLiteral, PyTupleExpression]
5362563locations[Deep-Reinforcement-Learning-Hands-On]1[MethodInvocation, PyTupleExpression, SimpleName]
5368763locations[tensorboard]2[MethodInvocation, ReturnStatement, StringLiteral]
5369964locations[models]2[Assignment, FieldAccess, MethodInvocation, SimpleName]
5370263locations[adversarial-robustness-toolbox, tensorforce]1[Assignment, MethodInvocation, PyComparator, PyListComprehension]
5370464locations[keras-frcnn, rlkit, raster-vision]3[ArrayAccess, Assignment, MethodInvocation, StringLiteral]
5371063locations[GPflow, OpenNMT-tf, ssd_keras]2[ArrayAccess, Assignment, MethodInvocation, NumberLiteral]
5375763locations[ilastik, autokeras]1[ArrayAccess, Assignment, MethodInvocation]
5383563locations[starry, tutorials]2[Assignment, MethodInvocation, PyComparator, PyListComprehension]
5385263locations[imbalanced-learn]1[ArrayAccess, MethodInvocation, NumberLiteral, SimpleName]
5388565locations[bokeh]1[MethodInvocation, StringLiteral]
5388663locations[orange3]2[Assignment, BooleanLiteral, FieldAccess, MethodInvocation, PyTupleExpression, StringLiteral]
5390963locations[brian2]1[Assignment, IfStatement, MethodInvocation, SimpleName]
5391364locations[fairseq, torchgeometry, gpytorch, dgl]3[Assignment, IfStatement, MethodInvocation, ReturnStatement, SimpleName]
5393963locations[neurosynth, PerfKitBenchmarker]2[IfStatement, MethodInvocation, SimpleName, ThrowStatement]
5394163locations[minigo, faceswap, chainercv]2[ArrayAccess, FieldAccess, MethodInvocation, NumberLiteral, StringLiteral]
5399463locations[tf-encrypted]1[Assignment, FieldAccess, MethodInvocation, SimpleName]
5405464locations[matplotlib]1[ArrayInitializer, Assignment, MethodInvocation]
5408663locations[basenji, PyTorchZeroToAll]2[InfixExpression, MethodInvocation, PyTupleExpression, SimpleName, StringLiteral]
5415263locations[bayeslite]2[Assignment, InfixExpression, MethodInvocation, PyTupleExpression, StringLiteral]
5423063locations[deepchem, dgl]2[ArrayAccess, Assignment, FieldAccess, MethodInvocation]
5430163locations[scikit-image, pymc3, OpenNMT-py]2[ArrayAccess, Assignment, FieldAccess, MethodInvocation]
5441764locations[chaospy, pdpipe, snorkel, scanpy]3[Assignment, IfStatement, MethodInvocation, SimpleName]
5442563locations[fast-neural-style, recurrent-visual-attention, pytorch_geometric]2[Assignment, FieldAccess, IfStatement, MethodInvocation, SimpleName]
5443063locations[atlas, cnvkit]2[Assignment, BooleanLiteral, MethodInvocation, ReturnStatement]
5445863locations[Horizon, coach]1[Assignment, MethodInvocation, PyTupleExpression, ReturnStatement]
5448263locations[gpytorch]1[InfixExpression, MethodInvocation]
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1078973locations[arviz]2[ArrayInitializer, Assignment, FieldAccess, MethodInvocation, StringLiteral]
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1104673locations[garage]1[ArrayAccess, Assignment, MethodInvocation, PyComparator, PyListComprehension, StringLiteral]
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1119073locations[nltk, robotreviewer]2[Assignment, IfStatement, MethodInvocation, SimpleName, StringLiteral]
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3208573locations[python-docs-samples, sagemaker-python-sdk]2[Assignment, FieldAccess, MethodInvocation]
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3790473locations[pymc3, home-assistant, Lexos]2[CatchClause, IfStatement, InfixExpression, MethodInvocation, NumberLiteral, SimpleName, TryStatement]
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3853873locations[hub, CRNN_Tensorflow]2[ArrayInitializer, FieldAccess, MethodInvocation, NumberLiteral, ReturnStatement]
3854373locations[pants, home-assistant, underthesea]2[Assignment, MethodInvocation, StringLiteral]
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3881575locations[qb, imgclsmob, oddt, autokeras]3[Assignment, ContinueStatement, IfStatement, MethodInvocation, SimpleName]
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3885673locations[tutorials, catalyst]1[Assignment, FieldAccess, MethodInvocation, PyTupleExpression, SimpleName]
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3897373locations[qb, pants]2[Assignment, FieldAccess, IfStatement, MethodInvocation, SimpleName]
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4485473locations[garage, mushroom]2[Assignment, EnhancedForStatement, FieldAccess, MethodInvocation, SimpleName]
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4503978locations[models, pymorphy2, adversarial-robustness-toolbox, dask-ml, cnvkit, PerfKitBenchmarker]8[Assignment, MethodInvocation, ReturnStatement, SimpleName, StringLiteral]
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4512873locations[tensorlayer]2[FieldAccess, InfixExpression, MethodInvocation, NumberLiteral]
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4525673locations[ilastik, matplotlib, bugbug]2[ArrayAccess, Assignment, MethodInvocation, PyComparator, PyGenerator]
4527273locations[adversarial-robustness-toolbox, arviz]2[ArrayAccess, Assignment, FieldAccess, MethodInvocation, NumberLiteral]
4530573locations[pyprob, gpytorch]2[Assignment, FieldAccess, MethodInvocation, ReturnStatement]
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4534873locations[gym, PerfKitBenchmarker]1[InfixExpression, MethodInvocation, ReturnStatement, SimpleName]
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4542773locations[OpenNMT-tf, tmtoolkit]2[Assignment, ContinueStatement, EnhancedForStatement, IfStatement, InfixExpression, MethodInvocation, SimpleName]
4545673locations[pants, scripts]2[ArrayAccess, Assignment, FieldAccess, MethodInvocation, NumberLiteral]
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4550773locations[pants]2[Assignment, IfStatement, MethodInvocation, PyWithStatement, SimpleName, ThrowStatement]
4551874locations[scipy, chemml, reframe]2[Assignment, MethodInvocation, PyWithStatement, SimpleName, TryStatement]
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4555374locations[neuron, keras, returnn-experiments, geomstats]3[Assignment, IfStatement, MethodInvocation, SimpleName]
4555873locations[adversarial-robustness-toolbox, pyannote-audio, pytorch_geometric]2[Assignment, MethodInvocation, PyTupleExpression, SimpleName]
4560373locations[scikit-image, studio, PerfKitBenchmarker]2[Assignment, IfStatement, InfixExpression, MethodInvocation, StringLiteral]
4561773locations[scikit-image, freesound, matplotlib]2[Assignment, MethodInvocation, PyWithStatement, SimpleName]
4564373locations[adversarial-robustness-toolbox, NiftyNet]2[ArrayAccess, Assignment, FieldAccess, IfStatement, InfixExpression, MethodInvocation, SimpleName]
4564974locations[refinebio, pydatalab]2[ArrayInitializer, Assignment, FieldAccess, MethodInvocation, SimpleName]
4577973locations[fairseq, spotlight]1[Assignment, MethodInvocation, NumberLiteral, PrefixExpression]
4583373locations[faceswap, benchmarks, refinebio]2[IfStatement, MethodInvocation, SimpleName, StringLiteral]
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4336083locations[home-assistant]1[Assignment, MethodInvocation, PyWithStatement, SimpleName, StringLiteral]
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4353483locations[imgclsmob, deepchem]2[Assignment, EnhancedForStatement, IfStatement, MethodInvocation]
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4416683locations[w3af]2[IfStatement, MethodInvocation, PrefixExpression, ReturnStatement, SimpleName]
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4443783locations[pycox, mmdetection, ray]2[Assignment, IfStatement, MethodInvocation, SimpleName]
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4452583locations[nilearn, Enso]2[Assignment, FieldAccess, MethodInvocation, SimpleName]
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4458283locations[pants, dgl, pysb]2[IfStatement, MethodInvocation, SimpleName, StringLiteral, ThrowStatement]
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4510183locations[scikit-learn, autokeras]2[Assignment, EnhancedForStatement, IfStatement, MethodInvocation, NumberLiteral, SimpleName]
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4534183locations[eo-learn, scanpy, datasets]3[Assignment, MethodInvocation, NumberLiteral, PyTupleExpression, ReturnStatement, StringLiteral]
4541683locations[pandas, linearmodels]1[ArrayAccess, Assignment, FieldAccess, MethodInvocation, PyTupleExpression, StringLiteral]
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4562784locations[scikit-image, python-dlpy, arsenal]3[Assignment, MethodInvocation, PyComparator, PyListComprehension, StringLiteral]
4563383locations[Theano, ilastik]2[Assignment, CatchClause, MethodInvocation, StringLiteral, TryStatement]
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4605583locations[tutorials, text]1[ArrayAccess, Assignment, MethodInvocation, PyComparator, PyListComprehension]
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4642983locations[tindetheus, pyannote-audio]1[ArrayAccess, Assignment, MethodInvocation, StringLiteral]
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4730783locations[scikit-learn]1[FieldAccess, InfixExpression, MethodInvocation, StringLiteral]
4734483locations[catalyst, pytorch_geometric]2[Assignment, FieldAccess, IfStatement, MethodInvocation, SimpleName]
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4766183locations[SoS, python-docs-samples]2[BreakStatement, IfStatement, MethodInvocation, PrefixExpression, SimpleName]
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4773383locations[pyntcloud, matplotlib]2[ArrayInitializer, Assignment, MethodInvocation, NumberLiteral, PyTupleExpression]
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4806183locations[scikit-image, bokeh]2[Assignment, MethodInvocation, PyComparator, PyListComprehension, StringLiteral]
4807883locations[fonduer, QuCumber]2[Assignment, MethodInvocation, PyWithStatement, SimpleName]
4808883locations[plantcv, cnvkit]2[Assignment, FieldAccess, MethodInvocation, SimpleName]
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4810783locations[dipy, deepchem]3[Assignment, FieldAccess, MethodInvocation, NumberLiteral, SimpleName]
4812883locations[ccg2lambda, pwnagotchi, kur]2[Assignment, IfStatement, MethodInvocation, SimpleName, StringLiteral, ThrowStatement]
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4877083locations[django-imagekit, scipy, elfi]2[IfStatement, MethodInvocation, SimpleName, ThrowStatement]
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4883083locations[nni, home-assistant]2[Assignment, FieldAccess, IfStatement, MethodInvocation, PyNotInExpression, SimpleName, StringLiteral]
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4885783locations[pytext, rasa, faceswap]2[Assignment, MethodInvocation, PyComparator, PyGenerator, PyInExpression]
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4912283locations[models, GPflow]2[Assignment, InfixExpression, MethodInvocation, NumberLiteral, PyTupleExpression, StringLiteral]
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4913683locations[sPyNNaker, QuCumber, acoular]2[Assignment, InfixExpression, MethodInvocation, PyTupleExpression]
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4925285locations[tpu, mesh]2[BooleanLiteral, MethodInvocation, NumberLiteral, StringLiteral]
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4935283locations[SoS, batchflow, ANTsPy]2[Assignment, IfStatement, InfixExpression, MethodInvocation, SimpleName, StringLiteral, ThrowStatement]
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4938983locations[GPflow]1[FieldAccess, IfStatement, MethodInvocation, SimpleName]
4941383locations[serenata-de-amor, autokeras]1[Assignment, EnhancedForStatement, MethodInvocation, SimpleName]
4947583locations[pants, kubeflow]2[Assignment, FieldAccess, IfStatement, MethodInvocation, PyComparator, PyListComprehension, SimpleName]
4954383locations[tensorforce]2[Assignment, MethodInvocation, NumberLiteral, PyTupleExpression]
4954783locations[GraKeL, tmtoolkit, grand-challenge.org]2[Assignment, IfStatement, MethodInvocation, PyNotInExpression, SimpleName]
4956083locations[stellargraph, categorical-encoding, ristretto]2[ArrayInitializer, Assignment, FieldAccess, IfStatement, MethodInvocation]
4964983locations[Chiron, pants, beancount-import]2[ArrayAccess, Assignment, FieldAccess, MethodInvocation, SimpleName]
4966883locations[magenta, libact, Python]2[Assignment, MethodInvocation, PyComparator, PyListComprehension]
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4972983locations[home-assistant]1[Assignment, InfixExpression, MethodInvocation, NumberLiteral]
4979283locations[ParlAI, chemml, PerfKitBenchmarker]2[ArrayInitializer, Assignment, EnhancedForStatement, MethodInvocation, SimpleName]
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4983383locations[orange3]3[FieldAccess, MethodInvocation, SimpleName]
4986683locations[django-imagekit, jieba, brian2]2[ArrayAccess, Assignment, MethodInvocation, NumberLiteral, PyComparator, PyListComprehension, ReturnStatement]
4987783locations[geomstats]1[ArrayInitializer, Assignment, FieldAccess, MethodInvocation, NumberLiteral]
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4989084locations[rasa]1[Assignment, MethodInvocation, PyWithStatement, SimpleName, StringLiteral]
4995083locations[numerox, openml-python, sklearn-pandas]2[ArrayInitializer, MethodInvocation, PyTupleExpression, StringLiteral]
4995783locations[transform, tensorforce]2[Assignment, MethodInvocation, PyWithStatement, SimpleName]
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5022383locations[pants, home-assistant, polyaxon]2[Assignment, CatchClause, IfStatement, MethodInvocation, PrefixExpression, SimpleName, StringLiteral, TryStatement]
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5031583locations[w3af, soynlp, poseidon]2[FieldAccess, IfStatement, MethodInvocation, PyInExpression, SimpleName]
5036683locations[pixyz]2[ArrayAccess, FieldAccess, MethodInvocation, NumberLiteral]
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5049183locations[orange3, pytorch_geometric]2[Assignment, IfStatement, MethodInvocation, StringLiteral]
5062283locations[models, Seq2Seq-Vis, OpenSeq2Seq]2[Assignment, IfStatement, MethodInvocation, PyInExpression, SimpleName, StringLiteral]
5064084locations[self-critical.pytorch]1[Assignment, FieldAccess, MethodInvocation]
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5070583locations[tensorforce, CMU-MultimodalSDK]2[Assignment, FieldAccess, MethodInvocation, SimpleName, StringLiteral]
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5074884locations[ccg2lambda, eo-learn, scanpy, keras-preprocessing]3[Assignment, MethodInvocation, PyComparator, PyGenerator]
5074983locations[pdftotree, skll, loudml]2[Assignment, MethodInvocation, PyWithStatement, SimpleName, StringLiteral]
5075883locations[stellargraph, mne-python, loudml]2[Assignment, CatchClause, IfStatement, InfixExpression, MethodInvocation, StringLiteral, TryStatement]
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5079683locations[pysb]1[Assignment, InfixExpression, MethodInvocation, ReturnStatement, StringLiteral]
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5080584locations[ottertune, gluon-nlp, snips-nlu, mlflow]3[ArrayAccess, Assignment, MethodInvocation, PyComparator, PyListComprehension]
5083583locations[studio, pythainlp, webdnn]2[Assignment, IfStatement, MethodInvocation, NumberLiteral, PyComparator, PyListComprehension, SimpleName]
5083983locations[keras, kymatio]2[Assignment, MethodInvocation, PyTupleExpression, PyWithStatement, SimpleName]
5085583locations[GPy, chaospy, NiftyNet]2[Assignment, EnhancedForStatement, MethodInvocation, SimpleName]
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5098083locations[pants, scikit-bio, optuna]2[ArrayAccess, Assignment, EnhancedForStatement, MethodInvocation, PyComparator, PyListComprehension]
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5102783locations[home-assistant]2[ArrayInitializer, Assignment, MethodInvocation, SimpleName]
5103785locations[gqcnn]1[Assignment, FieldAccess, MethodInvocation, SimpleName, StringLiteral]
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5113785locations[tensorlayer]2[FieldAccess, MethodInvocation]
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5134284locations[batchflow]2[FieldAccess, InfixExpression, MethodInvocation, StringLiteral]
5147783locations[sonnet, geomstats]2[ArrayInitializer, Assignment, FieldAccess, MethodInvocation]
5150983locations[models, google-research]2[MethodInvocation, StringLiteral]
5155084locations[HyperGAN, pyprob, transform, fastMRI]3[Assignment, FieldAccess, IfStatement, InfixExpression, MethodInvocation, SimpleName]
5157383locations[plasma-python, stellargraph, kubeflow]2[ArrayInitializer, Assignment, MethodInvocation, PyWithStatement, SimpleName, StringLiteral]
5158283locations[torchsample, matplotlib]2[FieldAccess, IfStatement, InfixExpression, MethodInvocation, NumberLiteral]
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5166383locations[home-assistant, optuna]2[Assignment, FieldAccess, MethodInvocation, PyWithStatement, SimpleName]
5167183locations[luminoth, tensorlayer]2[ArrayInitializer, FieldAccess, IfStatement, MethodInvocation, SimpleName]
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5167983locations[basenji, nltk, NetworkML]3[Assignment, MethodInvocation, ReturnStatement, SimpleName]
5170084locations[descarteslabs-python, home-assistant]4[Assignment, FieldAccess, IfStatement, InfixExpression, MethodInvocation, ReturnStatement, SimpleName]
5174284locations[transform, stellargraph]2[Assignment, MethodInvocation, StringLiteral]
5180283locations[DeepCTR]1[IfStatement, MethodInvocation, PrefixExpression, SimpleName, StringLiteral, ThrowStatement]
5192783locations[models, dipy, qiskit-aqua]2[Assignment, MethodInvocation, PyComparator, PyListComprehension]
5194583locations[rankeval, TensorFlow-World, torchgeometry]2[Assignment, InfixExpression, MethodInvocation, PyComparator, PyListComprehension]
5197083locations[snorkel, DeepPavlov]3[Assignment, FieldAccess, InfixExpression, MethodInvocation, SimpleName, StringLiteral]
5203084locations[starry, pants, cleverhans, CellProfiler]3[ArrayAccess, Assignment, EnhancedForStatement, MethodInvocation, SimpleName]
5211883locations[keras-retinanet, PyPortfolioOpt, geomstats]2[Assignment, IfStatement, MethodInvocation, SimpleName]
5218683locations[mir_eval, labelme]2[ArrayInitializer, Assignment, EnhancedForStatement, IfStatement, MethodInvocation, StringLiteral]
5219183locations[deepchem, texar]2[Assignment, InfixExpression, MethodInvocation, SimpleName]
5226683locations[MatchZoo, linearmodels]2[ArrayAccess, Assignment, MethodInvocation]
5231683locations[pyglmnet, opt_einsum]2[Assignment, FieldAccess, IfStatement, MethodInvocation, SimpleName]
5231783locations[pandas, orange3, tensorforce]2[AssertStatement, Assignment, IfStatement, MethodInvocation, PyComparator, PyGenerator, SimpleName, ThrowStatement]
5232083locations[bayeslite, pyglmnet, TTS-Cube]2[Assignment, EnhancedForStatement, FieldAccess, MethodInvocation, NumberLiteral, SimpleName]
5234589locations[horovod]1[MethodInvocation, ReturnStatement, SimpleName, StringLiteral]
5234683locations[tensorboardX, pmdarima, brian2]2[Assignment, MethodInvocation, PyComparator, PyGenerator, StringLiteral]
5237883locations[plantcv]2[InfixExpression, MethodInvocation, SimpleName, StringLiteral]
5242084locations[models]3[Assignment, FieldAccess, MethodInvocation, ReturnStatement]
5250784locations[home-assistant]3[Assignment, ContinueStatement, EnhancedForStatement, IfStatement, MethodInvocation, SimpleName]
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6107283locations[ParlAI, arviz]2[AssertStatement, FieldAccess, IfStatement, MethodInvocation, SimpleName]
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3911193locations[python-docs-samples]1[Assignment, MethodInvocation, SimpleName, StringLiteral]
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4986893locations[deeplift]2[Assignment, FieldAccess, MethodInvocation, ReturnStatement, SimpleName]
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5104593locations[osmnx, pymc3]3[Assignment, IfStatement, InfixExpression, MethodInvocation, NumberLiteral, PyTupleExpression, SimpleName]
5108593locations[pants]1[Assignment, InfixExpression, MethodInvocation, ReturnStatement, SimpleName, StringLiteral]
5121093locations[bambi, robotreviewer]2[ArrayAccess, Assignment, MethodInvocation, NumberLiteral, PyComparator, PyListComprehension, StringLiteral]
5123393locations[Grid, home-assistant, polyaxon]3[FieldAccess, IfStatement, InfixExpression, MethodInvocation, SimpleName]
5125893locations[aletheia, scikit-multiflow]2[Assignment, IfStatement, InfixExpression, MethodInvocation, PyComparator, PyListComprehension, ReturnStatement, SimpleName]
5132493locations[tslearn, matplotlib]2[Assignment, MethodInvocation, NumberLiteral, PyTupleExpression]
5134893locations[Poker, grand-challenge.org]2[Assignment, CatchClause, IfStatement, InfixExpression, MethodInvocation, SimpleName, StringLiteral, TryStatement]
5136594locations[keras, geomstats, kmodes]2[ArrayInitializer, Assignment, FieldAccess, IfStatement, InfixExpression, MethodInvocation, SimpleName, StringLiteral]
5146993locations[scikit-image, dipy, HiCExplorer]2[ArrayAccess, Assignment, EnhancedForStatement, FieldAccess, MethodInvocation, SimpleName]
5156293locations[bayeslite]1[FieldAccess, MethodInvocation, StringLiteral]
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