From b01f09c7f725d68ae54231e6af3f1d6dffc607e1 Mon Sep 17 00:00:00 2001 From: Daniel Garijo Date: Fri, 12 Jan 2024 20:05:19 +0100 Subject: [PATCH] Reorganization and retrained classifiers with newer version of sklearn --- experiments/create_models.py | 12 +- ...header_evaluation_predicted_2024-01-12.csv | 977 ++++++++++++++++++ .../header_evaluation_summary_2024-01-12.csv | 15 + ...header_evaluation_predicted_2021-03-10.csv | 977 ++++++++++++++++++ .../header_evaluation_summary_2021-03-10.csv | 15 + .../Classifier Pipelines.ipynb | 0 .../TFidf-Logistic.ipynb | 0 .../{ => old_experiments}/TFidf-NB.ipynb | 0 .../helper_scripts/environment.yml | 0 .../helper_scripts/fetchgithubmetadata.py | 0 .../helper_scripts/githubrepo2readme.py | 0 .../helper_scripts/gitmydoc.py | 0 .../minegithubrepodescriptions.py | 0 .../helper_scripts/printprogressbar.py | 0 .../helper_scripts/splitcsvcategory.py | 0 .../helper_scripts/synthRepoData.py | 0 .../initial_baseline.ipynb | 0 .../training_allen/testing.py | 0 .../training_allen/training.py | 0 experiments/ranking/citation_classifier.csv | 24 +- .../ranking/description_classifier.csv | 24 +- .../ranking/installation_classifier.csv | 24 +- experiments/ranking/invocation_classifier.csv | 24 +- experiments/setup_corpus.py | 5 +- experiments/trained_models/citcvbb.p | Bin 87091 -> 106565 bytes experiments/trained_models/citcvlr.p | Bin 41237 -> 48971 bytes experiments/trained_models/citcvnb.p | Bin 86221 -> 106016 bytes experiments/trained_models/cittfada.p | Bin 85360 -> 100865 bytes experiments/trained_models/cittfdtc.p | Bin 41826 -> 41862 bytes experiments/trained_models/cittflr.p | Bin 71186 -> 89258 bytes experiments/trained_models/cittfnb.p | Bin 114663 -> 143367 bytes experiments/trained_models/cittfper.p | Bin 72551 -> 86156 bytes experiments/trained_models/cittfrfc.p | Bin 1972249 -> 2258743 bytes experiments/trained_models/cittfsgd.p | Bin 70534 -> 90289 bytes experiments/trained_models/cittfxgb.p | Bin 188369 -> 196727 bytes experiments/trained_models/descvbb.p | Bin 116211 -> 133622 bytes experiments/trained_models/descvlr.p | Bin 53339 -> 62631 bytes experiments/trained_models/descvnb.p | Bin 114767 -> 131557 bytes experiments/trained_models/destfada.p | Bin 103662 -> 117736 bytes experiments/trained_models/destfdtc.p | Bin 47752 -> 52777 bytes experiments/trained_models/destflr.p | Bin 94676 -> 110182 bytes experiments/trained_models/destfnb.p | Bin 153734 -> 177919 bytes experiments/trained_models/destfper.p | Bin 93715 -> 109265 bytes experiments/trained_models/destfrfc.p | Bin 2396645 -> 2484991 bytes experiments/trained_models/destfsgd.p | Bin 92547 -> 110606 bytes experiments/trained_models/destfxgb.p | Bin 224395 -> 247555 bytes experiments/trained_models/inscvbb.p | Bin 149869 -> 213109 bytes experiments/trained_models/inscvlr.p | Bin 70522 -> 97948 bytes experiments/trained_models/inscvnb.p | Bin 150613 -> 213436 bytes experiments/trained_models/instfada.p | Bin 127560 -> 170494 bytes experiments/trained_models/instfdtc.p | Bin 88994 -> 94688 bytes experiments/trained_models/instflr.p | Bin 122832 -> 174396 bytes experiments/trained_models/instfnb.p | Bin 204295 -> 284339 bytes experiments/trained_models/instfper.p | Bin 124479 -> 176286 bytes experiments/trained_models/instfrfc.p | Bin 5242849 -> 6713377 bytes experiments/trained_models/instfsgd.p | Bin 125208 -> 174492 bytes experiments/trained_models/instfxgb.p | Bin 238636 -> 284867 bytes experiments/trained_models/invcvbb.p | Bin 183260 -> 202498 bytes experiments/trained_models/invcvlr.p | Bin 86030 -> 94679 bytes experiments/trained_models/invcvnb.p | Bin 179921 -> 203674 bytes experiments/trained_models/invtfada.p | Bin 148486 -> 163083 bytes experiments/trained_models/invtfdtc.p | Bin 113702 -> 99677 bytes experiments/trained_models/invtflr.p | Bin 149002 -> 166710 bytes experiments/trained_models/invtfnb.p | Bin 248668 -> 272900 bytes experiments/trained_models/invtfper.p | Bin 148914 -> 164971 bytes experiments/trained_models/invtfrfc.p | Bin 7001253 -> 6600878 bytes experiments/trained_models/invtfsgd.p | Bin 149000 -> 165395 bytes experiments/trained_models/invtfxgb.p | Bin 266217 -> 280133 bytes experiments/training_allen/experiment.json | 297 ------ src/somef/__main__.py | 2 +- src/somef/models/citation.p | Bin 86221 -> 90289 bytes src/somef/models/description.p | Bin 92547 -> 110606 bytes src/somef/models/installation.p | Bin 125208 -> 213436 bytes src/somef/models/invocation.p | Bin 248668 -> 272900 bytes src/somef/supervised_classification.py | 4 +- .../repositories/termlex-main/README.md | 14 + .../termlex-main/termlex_core.png | Bin 0 -> 59316 bytes 77 files changed, 2059 insertions(+), 355 deletions(-) create mode 100644 experiments/header_analysis/header_evaluation/header_evaluation_predicted_2024-01-12.csv create mode 100644 experiments/header_analysis/header_evaluation/header_evaluation_summary_2024-01-12.csv create mode 100644 experiments/header_analysis/header_evaluation/old_evaluations/header_evaluation_predicted_2021-03-10.csv create mode 100644 experiments/header_analysis/header_evaluation/old_evaluations/header_evaluation_summary_2021-03-10.csv rename experiments/{ => old_experiments}/Classifier Pipelines.ipynb (100%) rename experiments/{ => old_experiments}/TFidf-Logistic.ipynb (100%) rename experiments/{ => old_experiments}/TFidf-NB.ipynb (100%) rename experiments/{ => old_experiments}/helper_scripts/environment.yml (100%) rename experiments/{ => old_experiments}/helper_scripts/fetchgithubmetadata.py (100%) rename experiments/{ => old_experiments}/helper_scripts/githubrepo2readme.py (100%) rename experiments/{ => old_experiments}/helper_scripts/gitmydoc.py (100%) rename experiments/{ => old_experiments}/helper_scripts/minegithubrepodescriptions.py (100%) rename experiments/{ => old_experiments}/helper_scripts/printprogressbar.py (100%) rename experiments/{ => old_experiments}/helper_scripts/splitcsvcategory.py (100%) rename experiments/{ => old_experiments}/helper_scripts/synthRepoData.py (100%) rename experiments/{ => old_experiments}/initial_baseline.ipynb (100%) rename experiments/{ => old_experiments}/training_allen/testing.py (100%) rename experiments/{ => old_experiments}/training_allen/training.py (100%) delete mode 100644 experiments/training_allen/experiment.json create mode 100644 src/somef/test/test_data/repositories/termlex-main/README.md create mode 100644 src/somef/test/test_data/repositories/termlex-main/termlex_core.png diff --git a/experiments/create_models.py b/experiments/create_models.py index e55d483e..123bd541 100644 --- a/experiments/create_models.py +++ b/experiments/create_models.py @@ -40,11 +40,11 @@ 'tfdtc': make_pipeline(CountVectorizer(), DecisionTreeClassifier()), 'tflr': make_pipeline(TfidfVectorizer(), LogisticRegression(solver='liblinear')), 'tfnb': make_pipeline(TfidfVectorizer(), MultinomialNB()), - 'tfper': make_pipeline(TfidfVectorizer(), Perceptron(tol=1e-3, random_state=0)), 'tfrfc': make_pipeline(TfidfVectorizer(), RandomForestClassifier()), #(max_depth=3, random_state=0)) - 'tfsgd': make_pipeline(TfidfVectorizer(), SGDClassifier(loss='log')), + 'tfsgd': make_pipeline(TfidfVectorizer(), SGDClassifier(loss='log_loss')), 'tfxgb': make_pipeline(TfidfVectorizer(), XGBClassifier(use_label_encoder=False,eval_metric="logloss")) } +#'tfper': make_pipeline(TfidfVectorizer(), Perceptron(tol=1e-3, random_state=0)), evaluation_names = ('cvlr', 'tflr', 'tfnb', 'cvnb', 'cvbb', 'tfsgd', 'tfxgb', 'tfper', 'tfrfc', 'tfdtc', 'tfada') evaluation_text = { 'cvbb': '"sklearnpipeline(CountVectorizer, BernoulliBayes)", -,Allen,', @@ -54,24 +54,24 @@ 'tfdtc': '"sklearnpipeline(TFIDFVectorizer, DecisionTreeClassifier)", -,Allen,', 'tflr': '"sklearnpipeline(TFIDFVectorizer, LogisticRegression)", - ,Allen,', 'tfnb': '"sklearnpipeline(TFIDFVectorizer, NaiveBayes)", - ,Allen,', - 'tfper': '"sklearnpipeline(TFIDFVectorizer, Perceptron)", -,Allen,', 'tfrfc': '"sklearnpipeline(TFIDFVectorizer, RandomForestClassifier)", -,Allen,', 'tfsgd': '"sklearnpipeline(TFIDFVectorizer, StochasticGradientDescent)",loss = \'log\',Allen,', 'tfxgb': '"sklearnpipeline(TFIDFVectorizer, XGBClassifier)", -,Allen,' } +#'tfper': '"sklearnpipeline(TFIDFVectorizer, Perceptron)", -,Allen,', def evaluate_category(corpora,category): dec = 3 cv = StratifiedKFold(n_splits = 5, shuffle=True) - file_content = "sklearn Primitive - Citation,Hyperparameters,Input Data Used,Accuracy,Precision,Recall,F-measure,Pickle ID" + file_content = f"sklearn Primitive - {category},Hyperparameters,Input Data Used,Accuracy,Precision,Recall,F-measure,Pickle ID" limit = 0.0 file_to_copy = "" for name in evaluation_text: X = corpora[category].excerpt Y = corpora[category][category] #print(X) - for e in X: - print(e) + #for e in X: + # print(e) #Y = Y.astype(int) x_train, x_test, y_train, y_test = train_test_split(X, Y, stratify=Y, test_size=0.2) pipeline = pipelines[name] diff --git a/experiments/header_analysis/header_evaluation/header_evaluation_predicted_2024-01-12.csv b/experiments/header_analysis/header_evaluation/header_evaluation_predicted_2024-01-12.csv new file mode 100644 index 00000000..5cb9eabd --- /dev/null +++ b/experiments/header_analysis/header_evaluation/header_evaluation_predicted_2024-01-12.csv @@ -0,0 +1,977 @@ +,Repo,Header,Label,Prediction +0,LibGEOS.jl-README.md,LibGEOS.jl,, +1,LibGEOS.jl-README.md,Installation,install,install +2,Flow-Guided-Feature-Aggregation-README.md, Flow-Guided Feature Aggregation for Video Object Detection,long_title, +3,Flow-Guided-Feature-Aggregation-README.md, Introduction,description,description +4,Flow-Guided-Feature-Aggregation-README.md, Disclaimer,, +5,Flow-Guided-Feature-Aggregation-README.md, License,license,license +6,Flow-Guided-Feature-Aggregation-README.md, Citing Flow-Guided Feature Aggregation,citation,citation +7,Flow-Guided-Feature-Aggregation-README.md, Main Results,, +8,Flow-Guided-Feature-Aggregation-README.md, Requirements: Software,requirements,requirements +9,Flow-Guided-Feature-Aggregation-README.md, Requirements: Hardware,requirements,requirements +10,Flow-Guided-Feature-Aggregation-README.md, Installation,install,install +11,Flow-Guided-Feature-Aggregation-README.md, Demo,usage,usage +12,Flow-Guided-Feature-Aggregation-README.md, Preparation for Training & Testing,,install +13,Flow-Guided-Feature-Aggregation-README.md, Usage,usage,usage +14,Flow-Guided-Feature-Aggregation-README.md, Misc.,, +15,Flow-Guided-Feature-Aggregation-README.md, FAQ,faq,faq +16,empymod-README.md," +",, +17,empymod-README.md,"More information +",, +18,empymod-README.md,"Features +",, +19,empymod-README.md,"Installation +",install,install +20,empymod-README.md,"Citation +",citation,citation +21,empymod-README.md,"License information +",license,license +22,vue-devtools-README.md, vue-devtools,, +23,vue-devtools-README.md, Installation,install,install +24,vue-devtools-README.md, Important Usage Notes,usage,usage +25,vue-devtools-README.md, Open component in editor,, +26,vue-devtools-README.md, Manual Installation,install,install +27,vue-devtools-README.md, Development,, +28,vue-devtools-README.md, Quick Start in chrome,usage,usage +29,vue-devtools-README.md, Testing as Firefox addon,, +30,vue-devtools-README.md, Common problems and how to fix,faq,faq;install +31,vue-devtools-README.md, License,license,license +32,pyro-ppl-pyro-README.md, Installing a stable Pyro release,install,install +33,pyro-ppl-pyro-README.md, Installing Pyro dev branch,install,install +34,pyro-ppl-pyro-README.md, Running Pyro from a Docker Container,run,run +35,pyro-ppl-pyro-README.md, Citation,citation,citation +36,LapSRN-README.md, Deep Laplacian Pyramid Networks for Fast and Accurate Super-Resolution (CVPR 2017),long_title, +37,LapSRN-README.md, Table of Contents,, +38,LapSRN-README.md, Introduction,description,description +39,LapSRN-README.md, Citation,citation,citation +40,LapSRN-README.md, Requirements and Dependencies,requirements,requirements +41,LapSRN-README.md, Installation,install,install +42,LapSRN-README.md, Start MATLAB,,usage +43,LapSRN-README.md, Test Pre-trained Models,, +44,LapSRN-README.md, Training LapSRN,, +45,LapSRN-README.md, Training MS-LapSRN,, +46,LapSRN-README.md, Third-Party Implementation,, +47,bootstrap-README.md, Table of contents,, +48,bootstrap-README.md, Quick start,,usage +49,bootstrap-README.md, Status,, +50,bootstrap-README.md, What's included,, +51,bootstrap-README.md, Bugs and feature requests,support, +52,bootstrap-README.md, Documentation,documentation,documentation +53,bootstrap-README.md, Running documentation locally,run,run;documentation +54,bootstrap-README.md, Documentation for previous releases,documentation,documentation +55,bootstrap-README.md, Contributing,contribute,contribute +56,bootstrap-README.md, Community,, +57,bootstrap-README.md, Versioning,, +58,bootstrap-README.md, Creators,, +59,bootstrap-README.md, Thanks,ack, +60,bootstrap-README.md, Backers,ack, +61,bootstrap-README.md, Sponsors,, +62,bootstrap-README.md, Copyright and license,license,license +63,facebookresearch-wav2letter-README.md, wav2letter++,, +64,facebookresearch-wav2letter-README.md, Building wav2letter++,install, +65,facebookresearch-wav2letter-README.md, Full documentation,documentation,documentation +66,facebookresearch-wav2letter-README.md, Citation,citation,citation +67,facebookresearch-wav2letter-README.md, Join the wav2letter community,contact, +68,facebookresearch-wav2letter-README.md, License,license,license +69,apsg-README.md, APSG - python package for structural geologists,long_title, +70,apsg-README.md, PyPI,, +71,apsg-README.md, Upgrading via pip,install, +72,apsg-README.md, Installing APSG from the source distribution,install,install +73,apsg-README.md, Conda,, +74,apsg-README.md, Current release info,, +75,apsg-README.md, Installing apsg,install,install +76,apsg-README.md, Master version,, +77,apsg-README.md, Getting started,usage,usage +78,apsg-README.md, Documentation,documentation,documentation +79,apsg-README.md, Contributing,contribute,contribute +80,apsg-README.md, Donate,, +81,apsg-README.md, License,license,license +82,DCPDN-README.md, Densely Connected Pyramid Dehazing Network (CVPR'2018),long_title, +83,DCPDN-README.md, Prerequisites:,requirements,requirements +84,DCPDN-README.md, Installation:,install,install +85,DCPDN-README.md, Demo using pre-trained model,usage,usage +86,DCPDN-README.md, Training (Fine-tuning),, +87,DCPDN-README.md, Testing,, +88,DCPDN-README.md, Reproduce,, +89,DCPDN-README.md, Dataset,, +90,DCPDN-README.md, How to creat your own testing samples,, +91,DCPDN-README.md, Extension,, +92,DCPDN-README.md, Acknowledgments,ack,ack +93,gempy-README.md,"

",, +94,gempy-README.md, What is it,description, +95,gempy-README.md, Table of Contents,, +96,gempy-README.md, GemPy v2.0 beta release,, +97,gempy-README.md, What is new,, +98,gempy-README.md, Features,description, +99,gempy-README.md, Sandbox,, +100,gempy-README.md, Remote Geomod: From GoogleEarth to 3-D Geology,long_title, +101,gempy-README.md, Getting Started,usage,usage +102,gempy-README.md, Dependencies,requirements,requirements +103,gempy-README.md, Conflictive packages.,, +104,gempy-README.md, Installation,install,install +105,gempy-README.md, PyPi ,, +106,gempy-README.md, New in GemPy 2.0: Docker image,, +107,gempy-README.md, Pull Docker image from DockerHub,, +108,gempy-README.md, Manual,documentation,install +109,gempy-README.md, Windows installation guide (Jun 2019),install,install +110,gempy-README.md, Documentation,documentation,documentation +111,gempy-README.md, References,,citation +112,sentinelsat-README.md, connect to the API,, +113,sentinelsat-README.md, download single scene by known product id,,download +114,sentinelsat-README.md," search by polygon, time, and Hub query keywords",, +115,sentinelsat-README.md, download all results from the search,,download +116,sentinelsat-README.md, GeoJSON FeatureCollection containing footprints and metadata of the scenes,, +117,sentinelsat-README.md, GeoPandas GeoDataFrame with the metadata of the scenes and the footprints as geometries,, +118,sentinelsat-README.md," Get basic information about the product: its title, file size, MD5 sum, date, footprint and",,usage +119,sentinelsat-README.md, its download url,,download +120,sentinelsat-README.md, Get the product's full metadata available on the server,,usage +121,sentinelsat-README.md, same result as query above,, +122,DeepMVS-README.md, DeepMVS: Learning Multi-View Stereopsis,, +123,DeepMVS-README.md, Requirements,requirements,requirements +124,DeepMVS-README.md, Instructions,usage, +125,DeepMVS-README.md, Requirements,requirements,requirements +126,DeepMVS-README.md, Instructions,usage, +127,DeepMVS-README.md, License,license,license +128,Shapely-README.md,"Shapely +",, +129,Shapely-README.md,"Requirements +",requirements,requirements +130,Shapely-README.md,"Installing Shapely 1.6 +",install,install +131,Shapely-README.md,"Built distributions +",, +132,Shapely-README.md,"Source distributions +",, +133,Shapely-README.md,"Usage +",usage,usage +134,Shapely-README.md,"Integration +",, +135,Shapely-README.md,"Development and Testing +",, +136,Shapely-README.md,"Support +",support,support +137,nextflow-io-nextflow-README.md,Quick overview,, +138,nextflow-io-nextflow-README.md,"Rationale +",, +139,nextflow-io-nextflow-README.md,"Download the package +",download,download +140,nextflow-io-nextflow-README.md,"Download from Conda +",download,download +141,nextflow-io-nextflow-README.md,"Documentation +",documentation,documentation +142,nextflow-io-nextflow-README.md,"HPC Schedulers +",, +143,nextflow-io-nextflow-README.md,Cloud support,,support +144,nextflow-io-nextflow-README.md,"Containers +",, +145,nextflow-io-nextflow-README.md,"Conda environments +",install, +146,nextflow-io-nextflow-README.md,"Environment Modules +",, +147,nextflow-io-nextflow-README.md,"Community +",support, +148,nextflow-io-nextflow-README.md,"Required dependencies +",requirements,requirements +149,nextflow-io-nextflow-README.md,"Build from source +",install, +150,nextflow-io-nextflow-README.md,"Known compilation problems +",,faq +151,nextflow-io-nextflow-README.md,"IntelliJ IDEA +",, +152,nextflow-io-nextflow-README.md,"Contributing +",contribute,contribute +153,nextflow-io-nextflow-README.md,"Build servers +",, +154,nextflow-io-nextflow-README.md,"License +",license,license +155,nextflow-io-nextflow-README.md,"Citations +",citation,citation +156,nextflow-io-nextflow-README.md,"Credits +",,citation +157,scikit-image-scikit-image-README.md, scikit-image: Image processing in Python,long_title, +158,scikit-image-scikit-image-README.md, Installation from binaries,install,install +159,scikit-image-scikit-image-README.md, Installation from source,install,install +160,scikit-image-scikit-image-README.md, License (Modified BSD),license,license +161,scikit-image-scikit-image-README.md, Citation,citation,citation +162,CU-Net-README.md, Overview,description, +163,CU-Net-README.md, Prerequisites,requirements,requirements +164,CU-Net-README.md, Training,, +165,CU-Net-README.md, Validation,, +166,CU-Net-README.md, Model Options,, +167,CU-Net-README.md, Project Page,project_page, +168,CU-Net-README.md, Citation,citation,citation +169,pyGeoPressure-README.md, pyGeoPressure -->,, +170,pyGeoPressure-README.md, Features,description, +171,pyGeoPressure-README.md, Installation,install,install +172,pyGeoPressure-README.md, Pore Pressure Prediction using well log data,, +173,pyGeoPressure-README.md, Documentation,documentation,documentation +174,pyGeoPressure-README.md, Report Bugs,,support +175,pyGeoPressure-README.md, Suggest Enhancements,, +176,pyGeoPressure-README.md, Submit Pull Requests,, +177,pyGeoPressure-README.md, Support,support,support +178,pyGeoPressure-README.md, License,license,license +179,Fiona-README.md," Open a file for reading. We'll call this the ""source.""",, +180,Fiona-README.md," The file we'll write to, the ""destination"", must be initialized",, +181,Fiona-README.md," with a coordinate system, a format driver name, and",, +182,Fiona-README.md, a record schema. We can get initial values from the open,,usage +183,Fiona-README.md, collection's ``meta`` property and then modify them as,, +184,Fiona-README.md, desired.,, +185,Fiona-README.md," Open an output file, using the same format driver and",, +186,Fiona-README.md, coordinate reference system as the source. The ``meta``,,citation +187,Fiona-README.md, mapping fills in the keyword parameters of fiona.open().,, +188,Fiona-README.md, Process only the records intersecting a box.,, +189,Fiona-README.md, Get a point on the boundary of the record's,,usage +190,Fiona-README.md, geometry.,, +191,Fiona-README.md, Write the record out.,, +192,Fiona-README.md, The destination's contents are flushed to disk and the file is,, +193,Fiona-README.md, closed when its ``with`` block ends. This effectively,, +194,Fiona-README.md, executes ``dst.flush(); dst.close()``.,,run +195,Fiona-README.md, Output:,, +196,Fiona-README.md," (u'coutwildrnp', 67)",, +197,Fiona-README.md, Output:,, +198,Fiona-README.md," (0, u'coutwildrnp', 67)",, +199,Fiona-README.md, Output:,, +200,Fiona-README.md, [u'bar'],, +201,Fiona-README.md,1,, +202,Fiona-README.md, Polygon,, +203,Fiona-README.md," OrderedDict([(u'PERIMETER', 1.22107), (u'FEATURE2', None), (u'NAME', u'Mount Naomi Wilderness'), (u'FEATURE1', u'Wilderness'), (u'URL', u'http://www.wilderness.net/index.cfm?fuse=NWPS&sec=wildView&wname=Mount%20Naomi'), (u'AGBUR', u'FS'), (u'AREA', 0.0179264), (u'STATE_FIPS', u'49'), (u'WILDRNP020', 332), (u'STATE', u'UT')])",, +204,Fiona-README.md, Output:,, +205,Fiona-README.md," (0, u'coutwildrnp', 67)",, +206,Fiona-README.md, Output:,, +207,Fiona-README.md,67,, +208,sg2im-README.md, sg2im,, +209,sg2im-README.md, Model,, +210,sg2im-README.md, Setup,install,install +211,sg2im-README.md, Pretrained Models,, +212,sg2im-README.md, Running Models,run,run +213,sg2im-README.md, (Optional): GraphViz,, +214,sg2im-README.md, Training new models,, +215,pyvista-README.md,"Highlights +",, +216,pyvista-README.md,"Overview of Features +",description, +217,pyvista-README.md,"Documentation +",documentation,documentation +218,pyvista-README.md,"Installation +",install,install +219,pyvista-README.md,"Connections +",, +220,pyvista-README.md,"Authors +",, +221,pyvista-README.md,"Contributing +",contribute,contribute +222,pyvista-README.md,"Citing PyVista +",citation,citation +223,ICNet-README.md, ICNet for Real-Time Semantic Segmentation on High-Resolution Images,long_title, +224,ICNet-README.md, Introduction,description,description +225,ICNet-README.md, Usage,usage,usage +226,ICNet-README.md, Citation,citation,citation +227,ICNet-README.md, Questions,faq, +228,neural_renderer-README.md, Neural 3D Mesh Renderer (CVPR 2018),long_title, +229,neural_renderer-README.md, For PyTorch users,, +230,neural_renderer-README.md, Installation,install,install +231,neural_renderer-README.md, Running examples,usage,run;usage +232,neural_renderer-README.md, Example 1: Drawing an object from multiple viewpoints,usage,usage +233,neural_renderer-README.md, Example 2: Optimizing vertices,usage,usage +234,neural_renderer-README.md, Example 3: Optimizing textures,usage,usage +235,neural_renderer-README.md, Example 4: Finding camera parameters,usage,usage +236,neural_renderer-README.md, CPU implementation?,, +237,neural_renderer-README.md, Python3 support?,support,support +238,neural_renderer-README.md, Citation,citation,citation +239,harismuneer-Ultimate-Facebook-Scraper-README.md, 🔥 Ultimate Facebook Scrapper ,long_title, +240,harismuneer-Ultimate-Facebook-Scraper-README.md, Note,, +241,harismuneer-Ultimate-Facebook-Scraper-README.md, Sample,usage, +242,harismuneer-Ultimate-Facebook-Scraper-README.md, Screenshot,, +243,harismuneer-Ultimate-Facebook-Scraper-README.md, Installation,install,install +244,harismuneer-Ultimate-Facebook-Scraper-README.md, How to Run,run,run +245,harismuneer-Ultimate-Facebook-Scraper-README.md, Citation,citation,citation +246,harismuneer-Ultimate-Facebook-Scraper-README.md, Important Message,, +247,harismuneer-Ultimate-Facebook-Scraper-README.md, Authors,, +248,harismuneer-Ultimate-Facebook-Scraper-README.md, Haris Muneer,, +249,harismuneer-Ultimate-Facebook-Scraper-README.md, Hassaan Elahi,, +250,harismuneer-Ultimate-Facebook-Scraper-README.md, Contributions Welcome,, +251,harismuneer-Ultimate-Facebook-Scraper-README.md, Issues,, +252,harismuneer-Ultimate-Facebook-Scraper-README.md, License,license,license +253,geonotebook-README.md, GeoNotebook [![CircleCI](https://circleci.com/gh/OpenGeoscience/geonotebook.svg?style=shield)](https://circleci.com/gh/OpenGeoscience/geonotebook) [![Gitter chat](https://badges.gitter.im/gitterHQ/gitter.png)](https://gitter.im/OpenGeoscience/geonotebook),, +254,geonotebook-README.md, Screenshots,, +255,geonotebook-README.md, System Prerequisites,requirements,requirements +256,geonotebook-README.md, Clone the repo:,, +257,geonotebook-README.md," Make a virtualenv, install jupyter[notebook], install geonotebook",install,install +258,geonotebook-README.md, Installing geonotebook for development,install,install +259,geonotebook-README.md, Run the notebook:,run,run +260,geonotebook-README.md, Configure the notebook:,usage, +261,geonotebook-README.md, Run the tests,run,run +262,geonotebook-README.md, Docker Container,, +263,geonotebook-README.md, Vagrant Machine,, +264,geonotebook-README.md, Tile Server,, +265,geonotebook-README.md, Use geoserver for tile serving,,usage +266,gitbucket-gitbucket-README.md, 4.31.2 - 7 Apr 2019,, +267,gitbucket-gitbucket-README.md, 4.31.1 - 17 Mar 2019,, +268,gitbucket-gitbucket-README.md, 4.31.0 - 17 Mar 2019,, +269,gprMax-README.md,"What is gprMax? +",, +270,gprMax-README.md,"Using gprMax? Cite us +",citation,citation +271,gprMax-README.md,"Package overview +",, +272,gprMax-README.md,"Installation +",install,install +273,gprMax-README.md,"1. Install Python, required Python packages, and get gprMax source +",install,install;usage +274,gprMax-README.md,"2. Install a C compiler which supports OpenMP +",install,install;support +275,gprMax-README.md,"3. Build and install gprMax +",install,install +276,gprMax-README.md,"Running gprMax +",run,run +277,gprMax-README.md,"Optional command line arguments +",run, +278,gprMax-README.md,"Updating gprMax +",, +279,gprMax-README.md,"Updating conda and Python packages +",, +280,kosmtik-README.md, Kosmtik,, +281,kosmtik-README.md, Lite,, +282,kosmtik-README.md, Screenshot,, +283,kosmtik-README.md, Install or Update,install,install +284,kosmtik-README.md, Usage,usage,usage +285,kosmtik-README.md, Configuration file,usage, +286,kosmtik-README.md, Local config,usage, +287,kosmtik-README.md, Example of a json file,usage,usage +288,kosmtik-README.md, Example of a js module,usage,usage +289,kosmtik-README.md, Custom renderers,, +290,kosmtik-README.md, Known plugins,, +291,tilematrix-README.md,"Tilematrix +",, +292,tilematrix-README.md,"Installation +",install,install +293,tilematrix-README.md,"Documentation +",documentation,documentation +294,tilematrix-README.md,"CLI +",usage, +295,tilematrix-README.md,"License +",license,license +296,gitfolio-README.md, Gitfolio [![Tweet](https://img.shields.io/twitter/url/https/shields.io.svg?style=social)](https://twitter.com/intent/tweet?text=personal%20website%20and%20a%20blog%20for%20every%20github%20user%20&url=https://github.com/imfunniee/gitfolio) ![GitHub release](https://img.shields.io/github/release/imfunniee/gitfolio.svg?style=popout-square) ![npm](https://img.shields.io/npm/dm/gitfolio.svg?style=popout-square) ![GitHub top language](https://img.shields.io/github/languages/top/imfunniee/gitfolio.svg?style=popout-square) ![GitHub last commit](https://img.shields.io/github/last-commit/imfunniee/gitfolio.svg?style=popout-square) ![GitHub](https://img.shields.io/github/license/imfunniee/gitfolio.svg?style=popout-square),, +297,gitfolio-README.md, personal website + blog for every github user,, +298,gitfolio-README.md, Let's Install,install,install +299,gitfolio-README.md, Let's Build,install, +300,gitfolio-README.md, Forks,, +301,gitfolio-README.md, Sorting Repos,, +302,gitfolio-README.md, Ordering Repos,, +303,gitfolio-README.md, Customize Themes,, +304,gitfolio-README.md, Customize background image,, +305,gitfolio-README.md, Let's Publish,, +306,gitfolio-README.md, Updating,, +307,gitfolio-README.md, Add a Blog,, +308,gitfolio-README.md, License,license,license +309,two-stream-dyntex-synth-README.md, Two-Stream Convolutional Networks for Dynamic Texture Synthesis,, +310,two-stream-dyntex-synth-README.md, Requirements,requirements,requirements +311,two-stream-dyntex-synth-README.md, Setup,install,install +312,two-stream-dyntex-synth-README.md, Dynamic texture synthesis,, +313,two-stream-dyntex-synth-README.md, Example usage,usage,usage +314,two-stream-dyntex-synth-README.md, Dynamics style transfer,, +315,two-stream-dyntex-synth-README.md, Example usage,usage,usage +316,two-stream-dyntex-synth-README.md, Temporally-endless dynamic texture synthesis,, +317,two-stream-dyntex-synth-README.md, Incremental dynamic texture synthesis,, +318,two-stream-dyntex-synth-README.md, Static texture synthesis,, +319,two-stream-dyntex-synth-README.md, Notes,usage, +320,two-stream-dyntex-synth-README.md, Citation,citation,citation +321,two-stream-dyntex-synth-README.md, License,license,license +322,PRM-README.md, PyTorch Implementation,, +323,PRM-README.md, Prerequisites,requirements,requirements +324,PRM-README.md, Installation,install,install +325,PRM-README.md, Run demo,run;usage,run;usage +326,PRM-README.md, Citation ,citation,citation +327,tippecanoe-README.md," Linear features (world railroads), visible at all zoom levels",, +328,tippecanoe-README.md," Discontinuous polygon features (buildings of Rhode Island), visible at all zoom levels",, +329,tippecanoe-README.md," Continuous polygon features (states and provinces), visible at all zoom levels",, +330,tippecanoe-README.md," Large point dataset (GPS bus locations), for visualization at all zoom levels",, +331,tippecanoe-README.md," Clustered points (world cities), summing the clustered population, visible at all zoom levels",, +332,tippecanoe-README.md, Show countries at low zoom levels but states at higher zoom levels,,usage +333,tippecanoe-README.md, Represent multiple sources (Illinois and Indiana counties) as separate layers,, +334,tippecanoe-README.md, Merge multiple sources (Illinois and Indiana counties) into the same layer,, +335,tippecanoe-README.md, Selectively remove and replace features (Census tracts) to update a tileset,, +336,tippecanoe-README.md, Output tileset,, +337,tippecanoe-README.md, Tileset description and attribution,,description +338,tippecanoe-README.md, Input files and layer names,, +339,tippecanoe-README.md, Parallel processing of input,usage, +340,tippecanoe-README.md, Projection of input,, +341,tippecanoe-README.md, Zoom levels,, +342,tippecanoe-README.md, Tile resolution,, +343,tippecanoe-README.md, Filtering feature attributes,usage, +344,tippecanoe-README.md, Modifying feature attributes,, +345,tippecanoe-README.md, Filtering features by attributes,, +346,tippecanoe-README.md, Dropping a fixed fraction of features by zoom level,,install +347,tippecanoe-README.md, Dropping a fraction of features to keep under tile size limits,, +348,tippecanoe-README.md, Dropping tightly overlapping features,, +349,tippecanoe-README.md, Line and polygon simplification,, +350,tippecanoe-README.md, Attempts to improve shared polygon boundaries,, +351,tippecanoe-README.md, Controlling clipping to tile boundaries,, +352,tippecanoe-README.md, Reordering features within each tile,, +353,tippecanoe-README.md, Adding calculated attributes,, +354,tippecanoe-README.md, Trying to correct bad source geometry,, +355,tippecanoe-README.md, Setting or disabling tile size limits,,install +356,tippecanoe-README.md, Temporary storage,, +357,tippecanoe-README.md, Progress indicator,, +358,tippecanoe-README.md, Filters,, +359,tippecanoe-README.md, Examples:,usage,usage +360,tippecanoe-README.md, Output tileset,, +361,tippecanoe-README.md, Tileset description and attribution,,description +362,tippecanoe-README.md, Layer filtering and naming,, +363,tippecanoe-README.md, Zoom levels,, +364,tippecanoe-README.md, Merging attributes from a CSV file,, +365,tippecanoe-README.md, Filtering features and feature attributes,, +366,tippecanoe-README.md, Setting or disabling tile size limits,,install +367,tippecanoe-README.md, Options,, +368,tippecanoe-README.md, Options,, +369,tippecanoe-README.md, Example,usage,usage +370,facebookresearch-ResNeXt-README.md, ResNeXt: Aggregated Residual Transformations for Deep Neural Networks,long_title, +371,facebookresearch-ResNeXt-README.md, Table of Contents,, +372,facebookresearch-ResNeXt-README.md, News,, +373,facebookresearch-ResNeXt-README.md, Introduction,description,description +374,facebookresearch-ResNeXt-README.md," Figure: Training curves on ImageNet-1K. (Left): ResNet/ResNeXt-50 with the same complexity (~4.1 billion FLOPs, ~25 million parameters); (Right): ResNet/ResNeXt-101 with the same complexity (~7.8 billion FLOPs, ~44 million parameters).",, +375,facebookresearch-ResNeXt-README.md, Citation,citation,citation +376,facebookresearch-ResNeXt-README.md, Requirements and Dependencies,requirements,requirements +377,facebookresearch-ResNeXt-README.md, Training,, +378,facebookresearch-ResNeXt-README.md, 1x Complexity Configurations Reference Table,,citation +379,facebookresearch-ResNeXt-README.md, ImageNet Pretrained Models,, +380,facebookresearch-ResNeXt-README.md, Single-crop (224x224) validation error rate,,faq +381,facebookresearch-ResNeXt-README.md, Third-party re-implementations,, +382,mapshaper-README.md, Introduction,description,description +383,mapshaper-README.md, Command line tool,usage, +384,mapshaper-README.md, Interactive web interface,, +385,mapshaper-README.md, Large file support,,support +386,mapshaper-README.md, run the command line program,run,run +387,mapshaper-README.md, use the web UI locally,,usage +388,mapshaper-README.md, Building and testing,install, +389,mapshaper-README.md, License,license,license +390,mapshaper-README.md, Acknowledgements,ack,ack +391,reduxjs-react-redux-README.md, Installation,install,install +392,reduxjs-react-redux-README.md, React Native,, +393,reduxjs-react-redux-README.md, Documentation,documentation,documentation +394,reduxjs-react-redux-README.md, How Does It Work?,, +395,reduxjs-react-redux-README.md, License,license,license +396,pysal-README.md,"Python Spatial Analysis Library +",long_title, +397,pysal-README.md,"PySAL Components +",, +398,pysal-README.md,"Installation +",install,install +399,pysal-README.md,"Documentation +",documentation,documentation +400,pysal-README.md,"Development +",, +401,pysal-README.md,"Getting Involved +",contribute,usage +402,pysal-README.md,"Bug reports +",,support +403,pysal-README.md,"License information +",license,license +404,vid2vid-README.md, [Project](https://tcwang0509.github.io/vid2vid/) | [YouTube(short)](https://youtu.be/5zlcXTCpQqM) | [YouTube(full)](https://youtu.be/GrP_aOSXt5U) | [arXiv](https://arxiv.org/abs/1808.06601) | [Paper(full)](https://tcwang0509.github.io/vid2vid/paper_vid2vid.pdf),, +405,vid2vid-README.md, Video-to-Video Translation,long_title, +406,vid2vid-README.md, Prerequisites,requirements,requirements +407,vid2vid-README.md, Installation,install,install +408,vid2vid-README.md, Testing ,, +409,vid2vid-README.md, Dataset,, +410,vid2vid-README.md, Training with Cityscapes dataset,, +411,vid2vid-README.md, Training with face datasets,, +412,vid2vid-README.md, Training with pose datasets,, +413,vid2vid-README.md, Training with your own dataset,, +414,vid2vid-README.md, More Training/Test Details,, +415,vid2vid-README.md, Citation,citation,citation +416,vid2vid-README.md, Acknowledgments,ack,ack +417,scikit-learn-scikit-learn-README.md,"scikit-learn +",, +418,scikit-learn-scikit-learn-README.md,"Installation +",install,install +419,scikit-learn-scikit-learn-README.md,"Changelog +",, +420,scikit-learn-scikit-learn-README.md,"Development +",, +421,scikit-learn-scikit-learn-README.md,"Project History +",, +422,scikit-learn-scikit-learn-README.md,"Help and Support +",support,support +423,mplstereonet-README.md,mplstereonet,, +424,mplstereonet-README.md,"Install +",install,install +425,mplstereonet-README.md,Basic Usage,usage,usage +426,mplstereonet-README.md,Density Contouring,, +427,mplstereonet-README.md,Utilities,, +428,mplstereonet-README.md,"References +",,citation +429,gdal-docker-README.md, GDAL Docker Images,, +430,gdal-docker-README.md, Usage,usage,usage +431,RDN-README.md, Residual Dense Network for Image Super-Resolution,, +432,RDN-README.md, Contents,, +433,RDN-README.md, Introduction,description,description +434,RDN-README.md, Prepare training data ,,install +435,RDN-README.md, Begin to train,,usage +436,RDN-README.md, Quick start,,usage +437,RDN-README.md, The whole test pipeline,, +438,RDN-README.md, Results,, +439,RDN-README.md, Citation,citation,citation +440,RDN-README.md, Acknowledgements,ack,ack +441,pyansys-README.md, create a square area using keypoints,, +442,pyansys-README.md, Sample *.cdb,, +443,pyansys-README.md, Read ansys archive file,, +444,pyansys-README.md, Print raw data from cdb,, +445,pyansys-README.md, Create a vtk unstructured grid from the raw data and plot it,, +446,pyansys-README.md, write this as a vtk xml file ,, +447,pyansys-README.md, Load this from vtk,, +448,pyansys-README.md, Load the reader from pyansys,, +449,pyansys-README.md, Sample result file,, +450,pyansys-README.md, Create result object by loading the result file,, +451,pyansys-README.md, Beam natural frequencies,, +452,pyansys-README.md, Get the 1st bending mode shape. Results are ordered based on the sorted ,,usage +453,pyansys-README.md, node numbering. Note that results are zero indexed,, +454,pyansys-README.md, Plot the displacement of Mode 0 in the x direction,, +455,pyansys-README.md, Display node averaged stress in x direction for result 6,, +456,pyansys-README.md, Load the reader from pyansys,, +457,pyansys-README.md, load the full file,, +458,pyansys-README.md, returns upper triangle only,, +459,pyansys-README.md," make k, m full, symmetric matricies",, +460,pyansys-README.md, condition the k matrix,, +461,pyansys-README.md," to avoid getting the ""Factor is exactly singular"" error",,usage;faq +462,pyansys-README.md, Solve,, +463,pyansys-README.md, System natural frequencies,, +464,rasterio-README.md, Read raster bands directly to Numpy arrays.,, +465,rasterio-README.md, Combine arrays in place. Expecting that the sum will,, +466,rasterio-README.md," temporarily exceed the 8-bit integer range, initialize it as",, +467,rasterio-README.md, a 64-bit float (the numpy default) array. Adding other,, +468,rasterio-README.md," arrays to it in-place converts those arrays ""up"" and",, +469,rasterio-README.md, preserves the type of the total array.,, +470,rasterio-README.md, Write the product as a raster band to a new 8-bit file. For,, +471,rasterio-README.md," the new file's profile, we start with the meta attributes of",,usage +472,rasterio-README.md," the source file, but then change the band count to 1, set the",,install +473,rasterio-README.md," dtype to uint8, and specify LZW compression.",, +474,rasterio-README.md, Printed:,, +475,rasterio-README.md," (791, 718)",, +476,rasterio-README.md," {u'units': u'm', u'no_defs': True, u'ellps': u'WGS84', u'proj': u'utm', u'zone': 18}",, +477,rasterio-README.md," Affine(300.0379266750948, 0.0, 101985.0,",, +478,rasterio-README.md," 0.0, -300.041782729805, 2826915.0)",, +479,rasterio-README.md,3,, +480,rasterio-README.md," [1, 2, 3]",, +481,rasterio-README.md, Printed:,, +482,rasterio-README.md," ((100, 200), (100, 200))",, +483,tilelive-mapnik-README.md, tilelive-mapnik,, +484,tilelive-mapnik-README.md, Installation,install,install +485,tilelive-mapnik-README.md, Usage,usage,usage +486,neural-motifs-README.md," Like this work, or scene understanding in general? You might be interested in checking out my brand new dataset VCR: Visual Commonsense Reasoning, at [visualcommonsense.com](https://visualcommonsense.com)!",, +487,neural-motifs-README.md, Bibtex,citation, +488,neural-motifs-README.md, Setup,install,install +489,neural-motifs-README.md, help,support,support +490,map-vectorizer-README.md, An NYPL Labs project,, +491,map-vectorizer-README.md, Like OCR for maps,, +492,map-vectorizer-README.md, Example input,,usage +493,map-vectorizer-README.md, Example output,,usage +494,map-vectorizer-README.md, Extra feature detection,, +495,map-vectorizer-README.md, Dependencies,requirements,requirements +496,map-vectorizer-README.md, First run,run,run +497,map-vectorizer-README.md, Configuring,usage, +498,map-vectorizer-README.md, Required argument,requirements, +499,map-vectorizer-README.md, Semi-optional arguments,usage, +500,map-vectorizer-README.md, Optional arguments,usage, +501,map-vectorizer-README.md, Customizing The Vectorizer to your own maps,, +502,map-vectorizer-README.md, Templates and other files,, +503,map-vectorizer-README.md, Other scripts,, +504,map-vectorizer-README.md, Acknowledgements,ack,ack +505,map-vectorizer-README.md, Change log,, +506,microsoft-malmo-README.md, Malmö ,, +507,microsoft-malmo-README.md, MalmoEnv ,, +508,microsoft-malmo-README.md, Malmo as a native Python wheel ,, +509,microsoft-malmo-README.md, Problems: ,,faq +510,microsoft-malmo-README.md, Launching Minecraft with our Mod: ,usage, +511,microsoft-malmo-README.md, Running a Python agent: ,run,run +512,microsoft-malmo-README.md, Running a C++ agent: ,run,run +513,microsoft-malmo-README.md, Running a C agent: ,run,run +514,microsoft-malmo-README.md, Running a Java agent: ,run,run +515,microsoft-malmo-README.md, Running an Atari agent: (Linux only) ,run,run +516,microsoft-malmo-README.md, Citations ,citation,citation +517,microsoft-malmo-README.md, Code of Conduct ,, +518,mplleaflet-README.md, mplleaflet,, +519,mplleaflet-README.md, Basic usage,usage,usage +520,mplleaflet-README.md, IPython Notebook embedding,, +521,mplleaflet-README.md, Other examples,,usage +522,mplleaflet-README.md, Why mplleaflet?,, +523,mplleaflet-README.md, Installation,install,install +524,mplleaflet-README.md, Development,, +525,mplleaflet-README.md, Dependencies,requirements,requirements +526,pose-residual-network-pytorch-README.md, Pose Residual Network,long_title, +527,pose-residual-network-pytorch-README.md, Getting Started,usage,usage +528,pose-residual-network-pytorch-README.md, Prerequisites,requirements,requirements +529,pose-residual-network-pytorch-README.md, Installing,install,install +530,pose-residual-network-pytorch-README.md, Training,, +531,pose-residual-network-pytorch-README.md, Testing,, +532,pose-residual-network-pytorch-README.md, Results,, +533,pose-residual-network-pytorch-README.md, Citation,citation,citation +534,react-README.md, [React](https://reactjs.org/) · [![GitHub license](https://img.shields.io/badge/license-MIT-blue.svg)](https://github.com/facebook/react/blob/master/LICENSE) [![npm version](https://img.shields.io/npm/v/react.svg?style=flat)](https://www.npmjs.com/package/react) [![CircleCI Status](https://circleci.com/gh/facebook/react.svg?style=shield&circle-token=:circle-token)](https://circleci.com/gh/facebook/react) [![PRs Welcome](https://img.shields.io/badge/PRs-welcome-brightgreen.svg)](https://reactjs.org/docs/how-to-contribute.htmlyour-first-pull-request),, +535,react-README.md, Installation,install,install +536,react-README.md, Documentation,documentation,documentation +537,react-README.md, Examples,usage,usage +538,react-README.md, Contributing,contribute,contribute +539,react-README.md, [Code of Conduct](https://code.fb.com/codeofconduct),, +540,react-README.md, [Contributing Guide](https://reactjs.org/contributing/how-to-contribute.html),contribute,contribute +541,react-README.md, Good First Issues,, +542,react-README.md, License,license,license +543,da-faster-rcnn-README.md, Domain Adaptive Faster R-CNN for Object Detection in the Wild ,long_title, +544,da-faster-rcnn-README.md, Acknowledgment,ack,ack +545,da-faster-rcnn-README.md, Usage,usage,usage +546,da-faster-rcnn-README.md, Example,usage,usage +547,da-faster-rcnn-README.md, Other Implementation,, +548,DBNet-README.md, News!,, +549,DBNet-README.md, Contents,, +550,DBNet-README.md, Introduction,description,description +551,DBNet-README.md, Requirements,requirements,requirements +552,DBNet-README.md, Training,, +553,DBNet-README.md, Evaluation ,, +554,DBNet-README.md, Prediction,, +555,DBNet-README.md, Baseline,, +556,DBNet-README.md, Contributors,contributor,contributor +557,DBNet-README.md, Citation,citation,citation +558,DBNet-README.md, License,license,license +559,tensorflow-magenta-README.md, Getting Started,usage,usage +560,tensorflow-magenta-README.md, Installation,install,install +561,tensorflow-magenta-README.md, Automated Install (w/ Anaconda),install,install +562,tensorflow-magenta-README.md, Manual Install (w/o Anaconda),install,install +563,tensorflow-magenta-README.md, GPU Installation,install,install +564,tensorflow-magenta-README.md, Using Magenta,usage, +565,tensorflow-magenta-README.md, Playing a MIDI Instrument,, +566,tensorflow-magenta-README.md, Development Environment,, +567,tensorflow-magenta-README.md, PIP Release,, +568,vue-README.md, What's the difference between Patreon and OpenCollective?,, +569,vue-README.md, Introduction,description,description +570,vue-README.md, Browser Compatibility,, +571,vue-README.md, Ecosystem,, +572,vue-README.md, Documentation,documentation,documentation +573,vue-README.md, Questions,support, +574,vue-README.md, Issues,, +575,vue-README.md, Changelog,, +576,vue-README.md, Stay In Touch,contact, +577,vue-README.md, Contribution,contribute, +578,vue-README.md, License,license,license +579,sequelize-sequelize-README.md, Sequelize,, +580,sequelize-sequelize-README.md, v5 Release,, +581,sequelize-sequelize-README.md, Table of Contents,, +582,sequelize-sequelize-README.md, Installation,install,install +583,sequelize-sequelize-README.md, Documentation,documentation,documentation +584,sequelize-sequelize-README.md, Responsible disclosure,, +585,sequelize-sequelize-README.md, Resources,, +586,sequelize-sequelize-README.md, Tools,, +587,sequelize-sequelize-README.md, Learning,, +588,sequelize-sequelize-README.md, Translations,, +589,DID-MDN-README.md, Density-aware Single Image De-raining using a Multi-stream Dense Network,long_title, +590,DID-MDN-README.md, Prerequisites:,requirements,requirements +591,DID-MDN-README.md, Installation:,install,install +592,DID-MDN-README.md, Demo using pre-trained model,usage,usage +593,DID-MDN-README.md, Training (Density-aware Deraining network using GT label),, +594,DID-MDN-README.md, Density-estimation Training (rain-density classifier),, +595,DID-MDN-README.md, Testing,, +596,DID-MDN-README.md, Reproduce,, +597,DID-MDN-README.md, Dataset,, +598,DID-MDN-README.md, Acknowledgments,ack,ack +599,cltk-cltk-README.md, The Classical Language Toolkit,long_title, +600,cltk-cltk-README.md, About,description, +601,cltk-cltk-README.md, Documentation,documentation,documentation +602,cltk-cltk-README.md, Installation,install,install +603,cltk-cltk-README.md, Tutorials,,usage +604,cltk-cltk-README.md, Contributing,contribute,contribute +605,cltk-cltk-README.md, Citation,citation,citation +606,cltk-cltk-README.md, Gratitude,ack, +607,cltk-cltk-README.md, License,license,license +608,segyio-README.md, segyio ,, +609,segyio-README.md, Index ,, +610,segyio-README.md, Introduction ,description,description +611,segyio-README.md, Feature summary ,,description +612,segyio-README.md, Getting started ,usage,usage +613,segyio-README.md, Quick start ,,usage +614,segyio-README.md, Get segyio ,,usage +615,segyio-README.md, Build segyio ,install, +616,segyio-README.md, Developers ,, +617,segyio-README.md, Tutorial ,,usage +618,segyio-README.md, Basics ,,description +619,segyio-README.md, Modes ,, +620,segyio-README.md, Mode examples ,usage,usage +621,segyio-README.md, Project goals ,, +622,segyio-README.md, SEG-Y Revisions ,, +623,segyio-README.md, Contributing ,contribute,contribute +624,segyio-README.md, xarray integration ,, +625,segyio-README.md, Reproducing the test data ,, +626,segyio-README.md, Python ,, +627,segyio-README.md, MATLAB ,, +628,segyio-README.md, ImportError: libsegyio.so.1: cannot open shared object file,, +629,segyio-README.md, Possible solutions,, +630,segyio-README.md, RuntimeError: unable to find sorting,, +631,segyio-README.md, Possible solutions,, +632,segyio-README.md, History ,, +633,ipyleaflet-README.md, ipyleaflet,, +634,ipyleaflet-README.md, Usage,usage,usage +635,ipyleaflet-README.md, Installation,install,install +636,ipyleaflet-README.md, Installation from sources,install,install +637,ipyleaflet-README.md, Documentation,documentation,documentation +638,ipyleaflet-README.md, License,license,license +639,ipyleaflet-README.md, Related projects,, +640,omfvista-README.md, Grab a few elements of interest and plot em up!,, +641,omfvista-README.md, Grab the active plotting window,, +642,omfvista-README.md, from the thresher tool,, +643,omfvista-README.md, Add our datasets,, +644,omfvista-README.md, Add the bounds axis,, +645,PVGeo-README.md, Demonstrations of *PVGeo*,usage, +646,PVGeo-README.md, Connections,, +647,PVGeo-README.md, Getting Started,usage,usage +648,PVGeo-README.md, Report Issues and Contribute,contribute,support;contribute +649,PVGeo-README.md, About the Authors [![Open Source](https://img.shields.io/badge/open--source-yes-brightgreen.svg)](https://opensource.com/resources/what-open-source),, +650,PVGeo-README.md, Linking PVGeo to ParaView,, +651,readgssi-README.md, readgssi,, +652,readgssi-README.md, requirements,requirements,requirements +653,readgssi-README.md, installation,install,install +654,readgssi-README.md, installing from source:,install,install +655,readgssi-README.md, usage,usage,usage +656,readgssi-README.md, CSV output,, +657,readgssi-README.md, example 1A,usage,usage +658,readgssi-README.md, example 1B,usage,usage +659,readgssi-README.md, example 1C: gain can be tricky depending on your colormap,usage,usage +660,readgssi-README.md, example 2A: no background removal,usage,usage +661,readgssi-README.md, example 2B: horizontal mean BGR algorithm applied,usage,usage +662,readgssi-README.md, contributors,contributor,contributor +663,readgssi-README.md, citation suggestion:,citation,citation +664,readgssi-README.md, known bugs:,faq, +665,readgssi-README.md, future,, +666,RESCAN-README.md, RESCAN: Recurrent Squeeze-and-Excitation Context Aggregation Net,long_title, +667,RESCAN-README.md, Prerequisite,requirements,requirements +668,RESCAN-README.md, Project Structure,, +669,RESCAN-README.md, Best Practices,, +670,RESCAN-README.md, Default Dataset settings,, +671,RESCAN-README.md," Train, Test and Show",,usage +672,RESCAN-README.md, Scripts,, +673,RESCAN-README.md, Cite,citation,citation +674,RESCAN-README.md, Recent Works,, +675,Detectron-README.md, Detectron,, +676,Detectron-README.md, Introduction,description,description +677,Detectron-README.md, Update,, +678,Detectron-README.md, License,license,license +679,Detectron-README.md, Citing Detectron,citation,citation +680,Detectron-README.md, Model Zoo and Baselines,, +681,Detectron-README.md, Installation,install,install +682,Detectron-README.md, Quick Start: Using Detectron,usage,usage +683,Detectron-README.md, Getting Help,support,usage;support +684,Detectron-README.md, References,,citation +685,facebookresearch-pyrobot-README.md, What can you do with PyRobot?,, +686,facebookresearch-pyrobot-README.md, Installing both PyRobot and LoCoBot dependencies,install,install;requirements +687,facebookresearch-pyrobot-README.md, Installing just PyRobot,install,install +688,facebookresearch-pyrobot-README.md, Getting Started,usage,usage +689,facebookresearch-pyrobot-README.md, The Team,, +690,facebookresearch-pyrobot-README.md, Future features,, +691,facebookresearch-pyrobot-README.md, Citation,citation,citation +692,facebookresearch-pyrobot-README.md, License,license,license +693,pymeshfix-README.md, Test of pymeshfix without VTK module,, +694,pymeshfix-README.md, Performs same mesh repair while leveraging VTK's plotting/mesh loading,, +695,pymeshfix-README.md, Read mesh from infile and output cleaned mesh to outfile,, +696,pymeshfix-README.md, Generate vertex and face arrays of cleaned mesh,, +697,pymeshfix-README.md, where v and f are numpy arrays or python lists,, +698,pymeshfix-README.md, Create object from vertex and face arrays,, +699,pymeshfix-README.md, Plot input,, +700,pymeshfix-README.md, Repair input mesh,, +701,pymeshfix-README.md, Access the repaired mesh with vtk,, +702,pymeshfix-README.md," Or, access the resulting arrays directly from the object",, +703,pymeshfix-README.md, numpy np.float array,, +704,pymeshfix-README.md, numpy np.int32 array,, +705,pymeshfix-README.md, View the repaired mesh (requires vtkInterface),, +706,pymeshfix-README.md, Save the mesh,, +707,pymeshfix-README.md, Create TMesh object,, +708,pymeshfix-README.md," tin.load_array(v, f) or read arrays from memory",, +709,pymeshfix-README.md, Attempt to join nearby components,, +710,pymeshfix-README.md, tin.join_closest_components(),, +711,pymeshfix-README.md, Fill holes,, +712,pymeshfix-README.md, Clean (removes self intersections),, +713,pymeshfix-README.md, Check mesh for holes again,, +714,pymeshfix-README.md, Clean again if necessary...,, +715,pymeshfix-README.md, Output mesh,, +716,pymeshfix-README.md, or return numpy arrays,, +717,facebookresearch-DensePose-README.md, DensePose: ,, +718,facebookresearch-DensePose-README.md, Installation,install,install +719,facebookresearch-DensePose-README.md, Inference-Training-Testing,, +720,facebookresearch-DensePose-README.md, Visualization of DensePose-COCO annotations:,, +721,facebookresearch-DensePose-README.md, DensePose-COCO in 3D:,, +722,facebookresearch-DensePose-README.md, Visualize DensePose-RCNN Results:,, +723,facebookresearch-DensePose-README.md, DensePose-RCNN Texture Transfer:,, +724,facebookresearch-DensePose-README.md, License,license,license +725,facebookresearch-DensePose-README.md," Citing DensePose",citation, +726,DaSiamRPN-README.md, DaSiamRPN,, +727,DaSiamRPN-README.md, Introduction,description,description +728,DaSiamRPN-README.md, Prerequisites,requirements,requirements +729,DaSiamRPN-README.md, Pretrained model for SiamRPN,, +730,DaSiamRPN-README.md, Detailed steps to install the prerequisites,install,install;requirements +731,DaSiamRPN-README.md, Results,, +732,DaSiamRPN-README.md, Demo and Test on OTB2015,usage,usage +733,DaSiamRPN-README.md, License,license,license +734,DaSiamRPN-README.md, Citing DaSiamRPN,citation,citation +735,hmr-README.md, End-to-end Recovery of Human Shape and Pose,, +736,hmr-README.md, Requirements,requirements,requirements +737,hmr-README.md, Linux Setup with virtualenv,install,install +738,hmr-README.md, Install TensorFlow,install,install +739,hmr-README.md, Windows Setup with python 3 and Anaconda,install,install +740,hmr-README.md, if you need to get chumpy ,,usage +741,hmr-README.md, Demo,usage,usage +742,hmr-README.md, Webcam Demo (thanks @JulesDoe!),usage,usage +743,hmr-README.md, Training code/data,, +744,hmr-README.md, Citation,citation,citation +745,hmr-README.md, Opensource contributions,contribute, +746,GPRPy-README.md, GPRPy,, +747,GPRPy-README.md, Simplemost installation,install,install +748,GPRPy-README.md, Running the software,run,run +749,GPRPy-README.md, Running automatically generated scripts,run,run +750,GPRPy-README.md, In case of trouble,,faq +751,GPRPy-README.md, Uninstalling GPRPy,, +752,GPRPy-README.md, News,, +753,d3-README.md, D3: Data-Driven Documents,long_title, +754,d3-README.md, Resources,, +755,d3-README.md, Installing,install,install +756,iter-reason-README.md, Iterative Visual Reasoning Beyond Convolutions,long_title, +757,iter-reason-README.md, Disclaimer,, +758,iter-reason-README.md, Prerequisites,requirements,requirements +759,iter-reason-README.md, Setup and Running,run;install,install;run +760,iter-reason-README.md, References,,citation +761,tetgen-README.md, get cell centroids,,usage +762,tetgen-README.md, extract cells below the 0 xy plane,, +763,tetgen-README.md, advanced plotting,, +764,tetgen-README.md, plot quality,, +765,GAN_stability-README.md, GAN stability,, +766,GAN_stability-README.md, Usage,usage,usage +767,GAN_stability-README.md, Notes,usage, +768,GAN_stability-README.md, celebA-HQ,, +769,GAN_stability-README.md, Imagenet,, +770,pylops-README.md, Objective,, +771,pylops-README.md, Project structure,, +772,pylops-README.md, Getting started,usage,usage +773,pylops-README.md, From PyPi,install, +774,pylops-README.md, From Conda-forge,install, +775,pylops-README.md, From Docker,install, +776,pylops-README.md, Contributing,contribute,contribute +777,pylops-README.md, 1. Fork and clone the repository,, +778,pylops-README.md, 2. Install PyLops in a new Conda environment,,install +779,pylops-README.md, Documentation,documentation,documentation +780,pylops-README.md, History,, +781,pylops-README.md, Contributors,contributor,contributor +782,generator-arcgis-js-app-README.md, generator-arcgis-js-app,, +783,generator-arcgis-js-app-README.md, What is Yeoman?,description, +784,generator-arcgis-js-app-README.md, Yeoman Generators,, +785,generator-arcgis-js-app-README.md, What is used?,, +786,generator-arcgis-js-app-README.md, Usage,usage,usage +787,generator-arcgis-js-app-README.md, Still a beta,, +788,generator-arcgis-js-app-README.md, Notes,usage, +789,generator-arcgis-js-app-README.md, Getting To Know Yeoman,,usage +790,generator-arcgis-js-app-README.md, License,license,license +791,puppeteer-README.md, Puppeteer,, +792,puppeteer-README.md, [API](https://github.com/GoogleChrome/puppeteer/blob/v1.18.0/docs/api.md) | [FAQ](faq) | [Contributing](https://github.com/GoogleChrome/puppeteer/blob/master/CONTRIBUTING.md) | [Troubleshooting](https://github.com/GoogleChrome/puppeteer/blob/master/docs/troubleshooting.md),contribute, +793,puppeteer-README.md, What can I do?,, +794,puppeteer-README.md, Installation,install,install +795,puppeteer-README.md, puppeteer-core,, +796,puppeteer-README.md, Usage,usage,usage +797,puppeteer-README.md, Default runtime settings,, +798,puppeteer-README.md, Resources,, +799,puppeteer-README.md, Debugging tips,, +800,puppeteer-README.md, Basic verbose logging,, +801,puppeteer-README.md, Protocol traffic can be rather noisy. This example filters out all Network domain messages,,usage +802,puppeteer-README.md, Contributing to Puppeteer,contribute,contribute +803,puppeteer-README.md, Q: Who maintains Puppeteer?,, +804,puppeteer-README.md, Q: What are Puppeteer’s goals and principles?,, +805,puppeteer-README.md, Q: Is Puppeteer replacing Selenium/WebDriver?,, +806,puppeteer-README.md, Q: Why doesn’t Puppeteer v.XXX work with Chromium v.YYY?,, +807,puppeteer-README.md, Q: Which Chromium version does Puppeteer use?,,usage +808,puppeteer-README.md, Q: What’s considered a “Navigation”?,, +809,puppeteer-README.md," Q: What’s the difference between a “trusted"" and ""untrusted"" input event?",, +810,puppeteer-README.md, Q: What features does Puppeteer not support?,,support +811,puppeteer-README.md, Q: I am having trouble installing / running Puppeteer in my test environment. Where should I look for help?,,faq;install;run;support +812,puppeteer-README.md, Q: How do I try/test a prerelease version of Puppeteer?,, +813,puppeteer-README.md, Q: I have more questions! Where do I ask?,, +814,integral-human-pose-README.md, Integral Human Pose Regression,long_title, +815,integral-human-pose-README.md, Introduction,description,description +816,integral-human-pose-README.md, Disclaimer,, +817,integral-human-pose-README.md, License,license,license +818,integral-human-pose-README.md, Citing Papers,citation,citation +819,integral-human-pose-README.md, Main Results,, +820,integral-human-pose-README.md, Environment,requirements, +821,integral-human-pose-README.md, Installation,install,install +822,integral-human-pose-README.md, Preparation for Training & Testing,,install +823,integral-human-pose-README.md, Extensions,, +824,node-qa-masker-README.md, node-qa-masker,, +825,node-qa-masker-README.md, Installation,install,install +826,node-qa-masker-README.md, Landsat 8,, +827,node-qa-masker-README.md, MODIS Land Products,, +828,node-qa-masker-README.md, Looking for command line tool?,, +829,node-qa-masker-README.md, You are a GIS guy and want something GIS?,, +830,GANimation-README.md, [[Project]](http://www.albertpumarola.com/research/GANimation/index.html)[ [Paper]](https://arxiv.org/abs/1807.09251) ,citation, +831,GANimation-README.md, Prerequisites,requirements,requirements +832,GANimation-README.md, Data Preparation,,install +833,GANimation-README.md, Run,run,run +834,GANimation-README.md, Citation,citation,citation +835,geojson-vt-README.md, geojson-vt — GeoJSON Vector Tiles,, +836,geojson-vt-README.md, Demo,usage,usage +837,geojson-vt-README.md, Usage,usage,usage +838,geojson-vt-README.md, Options,usage, +839,geojson-vt-README.md, Install,install,install +840,tensorflow-README.md, Installation,install,install +841,tensorflow-README.md, *Try your first TensorFlow program*,, +842,tensorflow-README.md, Contribution guidelines,contribute, +843,tensorflow-README.md, Official Builds,, +844,tensorflow-README.md, Community Supported Builds,, +845,tensorflow-README.md, For more information,, +846,tensorflow-README.md, License,license,license +847,3D-ResNets-PyTorch-README.md, Update (2018/2/21),, +848,3D-ResNets-PyTorch-README.md, Update (2018/01/16),, +849,3D-ResNets-PyTorch-README.md, Update (2017/11/27),, +850,3D-ResNets-PyTorch-README.md, Summary,,description +851,3D-ResNets-PyTorch-README.md, Citation,citation,citation +852,3D-ResNets-PyTorch-README.md, Pre-trained models,, +853,3D-ResNets-PyTorch-README.md, Performance of the models on Kinetics,, +854,3D-ResNets-PyTorch-README.md, Requirements,requirements,requirements +855,3D-ResNets-PyTorch-README.md, ActivityNet,, +856,3D-ResNets-PyTorch-README.md, Kinetics,, +857,3D-ResNets-PyTorch-README.md, UCF-101,, +858,3D-ResNets-PyTorch-README.md, HMDB-51,, +859,3D-ResNets-PyTorch-README.md, Running the code,run,run +860,DeepGuidedFilter-README.md, Fast End-to-End Trainable Guided Filter,,install +861,DeepGuidedFilter-README.md, Overview,, +862,DeepGuidedFilter-README.md, Prepare Environment,requirements,install +863,DeepGuidedFilter-README.md, Image Processing,, +864,DeepGuidedFilter-README.md, Semantic Segmentation with Deeplab-Resnet,, +865,DeepGuidedFilter-README.md, Saliency Detection with DSS,, +866,DeepGuidedFilter-README.md, Monocular Depth Estimation (TensorFlow version),, +867,DeepGuidedFilter-README.md, Install Released Version,install,install +868,DeepGuidedFilter-README.md, Usage,usage,usage +869,DeepGuidedFilter-README.md, Prepare Training Environment,requirements,install +870,DeepGuidedFilter-README.md, Start to Train,,usage +871,DeepGuidedFilter-README.md, Citation,citation,citation +872,SRN-Deblur-README.md, Scale-recurrent Network for Deep Image Deblurring,long_title, +873,SRN-Deblur-README.md, Our results on real data,, +874,SRN-Deblur-README.md, Results on the testing dataset,, +875,SRN-Deblur-README.md, More cases on real photos from previous papers:,, +876,SRN-Deblur-README.md, Prerequisites,requirements,requirements +877,SRN-Deblur-README.md, Installation,install,install +878,SRN-Deblur-README.md, Testing,, +879,SRN-Deblur-README.md, Evaluation,, +880,SRN-Deblur-README.md, Training,, +881,SRN-Deblur-README.md, Models,, +882,SRN-Deblur-README.md, How to choose,, +883,SRN-Deblur-README.md, Reference,citation,citation +884,SRN-Deblur-README.md, Contact,contact,contact +885,hyvr-README.md,"Introduction +",description,description +886,hyvr-README.md,"Installing the HyVR package +",install,install +887,hyvr-README.md,"Usage +",usage,usage +888,hyvr-README.md,Source,, +889,hyvr-README.md,"Requirements +",requirements,requirements +890,hyvr-README.md,Development,, +891,hyvr-README.md,"Problems, Bugs, Unclear Documentation +",faq,faq;documentation +892,lasio-README.md, lasio,, +893,lasio-README.md, Documentation,documentation,documentation +894,lasio-README.md, Quick start,,usage +895,lasio-README.md, License,license,license +896,striplog-README.md, Of course you don't need this one if you didn't install it yet.,,install +897,striplog-README.md, Or whatever was the last version to build.,, diff --git a/experiments/header_analysis/header_evaluation/header_evaluation_summary_2024-01-12.csv b/experiments/header_analysis/header_evaluation/header_evaluation_summary_2024-01-12.csv new file mode 100644 index 00000000..8404895a --- /dev/null +++ b/experiments/header_analysis/header_evaluation/header_evaluation_summary_2024-01-12.csv @@ -0,0 +1,15 @@ +category,total correct,total incorrect,total missed,precision,recall +citation,33,7,3,0.825,0.917 +run,20,3,1,0.870,0.952 +install,72,16,10,0.818,0.878 +download,2,3,0,0.400,1.000 +requirements,29,2,2,0.935,0.935 +contact,1,0,2,1.000,0.333 +description,13,5,7,0.722,0.650 +contributor,3,0,0,1.000,1.000 +documentation,18,2,0,0.900,1.000 +license,30,0,0,1.000,1.000 +usage,55,32,20,0.632,0.733 +faq,3,6,2,0.333,0.600 +support,6,8,3,0.429,0.667 +ack,7,0,3,1.000,0.700 diff --git a/experiments/header_analysis/header_evaluation/old_evaluations/header_evaluation_predicted_2021-03-10.csv b/experiments/header_analysis/header_evaluation/old_evaluations/header_evaluation_predicted_2021-03-10.csv new file mode 100644 index 00000000..dd058b96 --- /dev/null +++ b/experiments/header_analysis/header_evaluation/old_evaluations/header_evaluation_predicted_2021-03-10.csv @@ -0,0 +1,977 @@ +,Repo,Header,Label,Prediction +0,LibGEOS.jl-README.md,LibGEOS.jl,, +1,LibGEOS.jl-README.md,Installation,install,install +2,Flow-Guided-Feature-Aggregation-README.md, Flow-Guided Feature Aggregation for Video Object Detection,long_title, +3,Flow-Guided-Feature-Aggregation-README.md, Introduction,description,description +4,Flow-Guided-Feature-Aggregation-README.md, Disclaimer,, +5,Flow-Guided-Feature-Aggregation-README.md, License,license,license +6,Flow-Guided-Feature-Aggregation-README.md, Citing Flow-Guided Feature Aggregation,citation,citation +7,Flow-Guided-Feature-Aggregation-README.md, Main Results,, +8,Flow-Guided-Feature-Aggregation-README.md, Requirements: Software,requirements,requirements +9,Flow-Guided-Feature-Aggregation-README.md, Requirements: Hardware,requirements,requirements +10,Flow-Guided-Feature-Aggregation-README.md, Installation,install,install +11,Flow-Guided-Feature-Aggregation-README.md, Demo,usage,usage +12,Flow-Guided-Feature-Aggregation-README.md, Preparation for Training & Testing,,install +13,Flow-Guided-Feature-Aggregation-README.md, Usage,usage,usage +14,Flow-Guided-Feature-Aggregation-README.md, Misc.,, +15,Flow-Guided-Feature-Aggregation-README.md, FAQ,faq,faq +16,empymod-README.md," +",, +17,empymod-README.md,"More information +",, +18,empymod-README.md,"Features +",, +19,empymod-README.md,"Installation +",install,install +20,empymod-README.md,"Citation +",citation,citation +21,empymod-README.md,"License information +",license,license +22,vue-devtools-README.md, vue-devtools,, +23,vue-devtools-README.md, Installation,install,install +24,vue-devtools-README.md, Important Usage Notes,usage,usage +25,vue-devtools-README.md, Open component in editor,, +26,vue-devtools-README.md, Manual Installation,install,install +27,vue-devtools-README.md, Development,, +28,vue-devtools-README.md, Quick Start in chrome,usage,usage +29,vue-devtools-README.md, Testing as Firefox addon,, +30,vue-devtools-README.md, Common problems and how to fix,faq,faq;install +31,vue-devtools-README.md, License,license,license +32,pyro-ppl-pyro-README.md, Installing a stable Pyro release,install,install +33,pyro-ppl-pyro-README.md, Installing Pyro dev branch,install,install +34,pyro-ppl-pyro-README.md, Running Pyro from a Docker Container,run,run +35,pyro-ppl-pyro-README.md, Citation,citation,citation +36,LapSRN-README.md, Deep Laplacian Pyramid Networks for Fast and Accurate Super-Resolution (CVPR 2017),long_title, +37,LapSRN-README.md, Table of Contents,, +38,LapSRN-README.md, Introduction,description,description +39,LapSRN-README.md, Citation,citation,citation +40,LapSRN-README.md, Requirements and Dependencies,requirements,requirements +41,LapSRN-README.md, Installation,install,install +42,LapSRN-README.md, Start MATLAB,,usage +43,LapSRN-README.md, Test Pre-trained Models,, +44,LapSRN-README.md, Training LapSRN,, +45,LapSRN-README.md, Training MS-LapSRN,, +46,LapSRN-README.md, Third-Party Implementation,, +47,bootstrap-README.md, Table of contents,, +48,bootstrap-README.md, Quick start,,usage +49,bootstrap-README.md, Status,, +50,bootstrap-README.md, What's included,, +51,bootstrap-README.md, Bugs and feature requests,support, +52,bootstrap-README.md, Documentation,documentation,documentation +53,bootstrap-README.md, Running documentation locally,run,run;documentation +54,bootstrap-README.md, Documentation for previous releases,documentation,documentation +55,bootstrap-README.md, Contributing,contribute, +56,bootstrap-README.md, Community,, +57,bootstrap-README.md, Versioning,, +58,bootstrap-README.md, Creators,, +59,bootstrap-README.md, Thanks,ack, +60,bootstrap-README.md, Backers,ack, +61,bootstrap-README.md, Sponsors,, +62,bootstrap-README.md, Copyright and license,license,license +63,facebookresearch-wav2letter-README.md, wav2letter++,, +64,facebookresearch-wav2letter-README.md, Building wav2letter++,install, +65,facebookresearch-wav2letter-README.md, Full documentation,documentation,documentation +66,facebookresearch-wav2letter-README.md, Citation,citation,citation +67,facebookresearch-wav2letter-README.md, Join the wav2letter community,contact, +68,facebookresearch-wav2letter-README.md, License,license,license +69,apsg-README.md, APSG - python package for structural geologists,long_title, +70,apsg-README.md, PyPI,, +71,apsg-README.md, Upgrading via pip,install, +72,apsg-README.md, Installing APSG from the source distribution,install,install +73,apsg-README.md, Conda,, +74,apsg-README.md, Current release info,, +75,apsg-README.md, Installing apsg,install,install +76,apsg-README.md, Master version,, +77,apsg-README.md, Getting started,usage,usage +78,apsg-README.md, Documentation,documentation,documentation +79,apsg-README.md, Contributing,contribute, +80,apsg-README.md, Donate,, +81,apsg-README.md, License,license,license +82,DCPDN-README.md, Densely Connected Pyramid Dehazing Network (CVPR'2018),long_title, +83,DCPDN-README.md, Prerequisites:,requirements,requirements +84,DCPDN-README.md, Installation:,install,install +85,DCPDN-README.md, Demo using pre-trained model,usage,usage +86,DCPDN-README.md, Training (Fine-tuning),, +87,DCPDN-README.md, Testing,, +88,DCPDN-README.md, Reproduce,, +89,DCPDN-README.md, Dataset,, +90,DCPDN-README.md, How to creat your own testing samples,, +91,DCPDN-README.md, Extension,, +92,DCPDN-README.md, Acknowledgments,ack,ack +93,gempy-README.md,"

",, +94,gempy-README.md, What is it,description, +95,gempy-README.md, Table of Contents,, +96,gempy-README.md, GemPy v2.0 beta release,, +97,gempy-README.md, What is new,, +98,gempy-README.md, Features,description, +99,gempy-README.md, Sandbox,, +100,gempy-README.md, Remote Geomod: From GoogleEarth to 3-D Geology,long_title, +101,gempy-README.md, Getting Started,usage,usage +102,gempy-README.md, Dependencies,requirements,requirements +103,gempy-README.md, Conflictive packages.,, +104,gempy-README.md, Installation,install,install +105,gempy-README.md, PyPi ,, +106,gempy-README.md, New in GemPy 2.0: Docker image,, +107,gempy-README.md, Pull Docker image from DockerHub,, +108,gempy-README.md, Manual,documentation,install +109,gempy-README.md, Windows installation guide (Jun 2019),install,install +110,gempy-README.md, Documentation,documentation,documentation +111,gempy-README.md, References,,citation +112,sentinelsat-README.md, connect to the API,, +113,sentinelsat-README.md, download single scene by known product id,,download +114,sentinelsat-README.md," search by polygon, time, and Hub query keywords",, +115,sentinelsat-README.md, download all results from the search,,download +116,sentinelsat-README.md, GeoJSON FeatureCollection containing footprints and metadata of the scenes,, +117,sentinelsat-README.md, GeoPandas GeoDataFrame with the metadata of the scenes and the footprints as geometries,, +118,sentinelsat-README.md," Get basic information about the product: its title, file size, MD5 sum, date, footprint and",,usage +119,sentinelsat-README.md, its download url,,download +120,sentinelsat-README.md, Get the product's full metadata available on the server,,usage +121,sentinelsat-README.md, same result as query above,, +122,DeepMVS-README.md, DeepMVS: Learning Multi-View Stereopsis,, +123,DeepMVS-README.md, Requirements,requirements,requirements +124,DeepMVS-README.md, Instructions,usage, +125,DeepMVS-README.md, Requirements,requirements,requirements +126,DeepMVS-README.md, Instructions,usage, +127,DeepMVS-README.md, License,license,license +128,Shapely-README.md,"Shapely +",, +129,Shapely-README.md,"Requirements +",requirements,requirements +130,Shapely-README.md,"Installing Shapely 1.6 +",install,install +131,Shapely-README.md,"Built distributions +",, +132,Shapely-README.md,"Source distributions +",, +133,Shapely-README.md,"Usage +",usage,usage +134,Shapely-README.md,"Integration +",, +135,Shapely-README.md,"Development and Testing +",, +136,Shapely-README.md,"Support +",support,support +137,nextflow-io-nextflow-README.md,Quick overview,, +138,nextflow-io-nextflow-README.md,"Rationale +",, +139,nextflow-io-nextflow-README.md,"Download the package +",download,download +140,nextflow-io-nextflow-README.md,"Download from Conda +",download,download +141,nextflow-io-nextflow-README.md,"Documentation +",documentation,documentation +142,nextflow-io-nextflow-README.md,"HPC Schedulers +",, +143,nextflow-io-nextflow-README.md,Cloud support,,support +144,nextflow-io-nextflow-README.md,"Containers +",, +145,nextflow-io-nextflow-README.md,"Conda environments +",install, +146,nextflow-io-nextflow-README.md,"Environment Modules +",, +147,nextflow-io-nextflow-README.md,"Community +",support, +148,nextflow-io-nextflow-README.md,"Required dependencies +",requirements,requirements +149,nextflow-io-nextflow-README.md,"Build from source +",install, +150,nextflow-io-nextflow-README.md,"Known compilation problems +",,faq +151,nextflow-io-nextflow-README.md,"IntelliJ IDEA +",, +152,nextflow-io-nextflow-README.md,"Contributing +",contribute, +153,nextflow-io-nextflow-README.md,"Build servers +",, +154,nextflow-io-nextflow-README.md,"License +",license,license +155,nextflow-io-nextflow-README.md,"Citations +",citation,citation +156,nextflow-io-nextflow-README.md,"Credits +",,citation +157,scikit-image-scikit-image-README.md, scikit-image: Image processing in Python,long_title, +158,scikit-image-scikit-image-README.md, Installation from binaries,install,install +159,scikit-image-scikit-image-README.md, Installation from source,install,install +160,scikit-image-scikit-image-README.md, License (Modified BSD),license,license +161,scikit-image-scikit-image-README.md, Citation,citation,citation +162,CU-Net-README.md, Overview,description, +163,CU-Net-README.md, Prerequisites,requirements,requirements +164,CU-Net-README.md, Training,, +165,CU-Net-README.md, Validation,, +166,CU-Net-README.md, Model Options,, +167,CU-Net-README.md, Project Page,project_page, +168,CU-Net-README.md, Citation,citation,citation +169,pyGeoPressure-README.md, pyGeoPressure -->,, +170,pyGeoPressure-README.md, Features,description, +171,pyGeoPressure-README.md, Installation,install,install +172,pyGeoPressure-README.md, Pore Pressure Prediction using well log data,, +173,pyGeoPressure-README.md, Documentation,documentation,documentation +174,pyGeoPressure-README.md, Report Bugs,,support +175,pyGeoPressure-README.md, Suggest Enhancements,, +176,pyGeoPressure-README.md, Submit Pull Requests,, +177,pyGeoPressure-README.md, Support,support,support +178,pyGeoPressure-README.md, License,license,license +179,Fiona-README.md," Open a file for reading. We'll call this the ""source.""",, +180,Fiona-README.md," The file we'll write to, the ""destination"", must be initialized",, +181,Fiona-README.md," with a coordinate system, a format driver name, and",, +182,Fiona-README.md, a record schema. We can get initial values from the open,,usage +183,Fiona-README.md, collection's ``meta`` property and then modify them as,, +184,Fiona-README.md, desired.,, +185,Fiona-README.md," Open an output file, using the same format driver and",, +186,Fiona-README.md, coordinate reference system as the source. The ``meta``,,citation +187,Fiona-README.md, mapping fills in the keyword parameters of fiona.open().,, +188,Fiona-README.md, Process only the records intersecting a box.,, +189,Fiona-README.md, Get a point on the boundary of the record's,,usage +190,Fiona-README.md, geometry.,, +191,Fiona-README.md, Write the record out.,, +192,Fiona-README.md, The destination's contents are flushed to disk and the file is,, +193,Fiona-README.md, closed when its ``with`` block ends. This effectively,, +194,Fiona-README.md, executes ``dst.flush(); dst.close()``.,,run +195,Fiona-README.md, Output:,, +196,Fiona-README.md," (u'coutwildrnp', 67)",, +197,Fiona-README.md, Output:,, +198,Fiona-README.md," (0, u'coutwildrnp', 67)",, +199,Fiona-README.md, Output:,, +200,Fiona-README.md, [u'bar'],, +201,Fiona-README.md,1,, +202,Fiona-README.md, Polygon,, +203,Fiona-README.md," OrderedDict([(u'PERIMETER', 1.22107), (u'FEATURE2', None), (u'NAME', u'Mount Naomi Wilderness'), (u'FEATURE1', u'Wilderness'), (u'URL', u'http://www.wilderness.net/index.cfm?fuse=NWPS&sec=wildView&wname=Mount%20Naomi'), (u'AGBUR', u'FS'), (u'AREA', 0.0179264), (u'STATE_FIPS', u'49'), (u'WILDRNP020', 332), (u'STATE', u'UT')])",, +204,Fiona-README.md, Output:,, +205,Fiona-README.md," (0, u'coutwildrnp', 67)",, +206,Fiona-README.md, Output:,, +207,Fiona-README.md,67,, +208,sg2im-README.md, sg2im,, +209,sg2im-README.md, Model,, +210,sg2im-README.md, Setup,install,install +211,sg2im-README.md, Pretrained Models,, +212,sg2im-README.md, Running Models,run,run +213,sg2im-README.md, (Optional): GraphViz,, +214,sg2im-README.md, Training new models,, +215,pyvista-README.md,"Highlights +",, +216,pyvista-README.md,"Overview of Features +",description, +217,pyvista-README.md,"Documentation +",documentation,documentation +218,pyvista-README.md,"Installation +",install,install +219,pyvista-README.md,"Connections +",, +220,pyvista-README.md,"Authors +",, +221,pyvista-README.md,"Contributing +",contribute, +222,pyvista-README.md,"Citing PyVista +",citation,citation +223,ICNet-README.md, ICNet for Real-Time Semantic Segmentation on High-Resolution Images,long_title, +224,ICNet-README.md, Introduction,description,description +225,ICNet-README.md, Usage,usage,usage +226,ICNet-README.md, Citation,citation,citation +227,ICNet-README.md, Questions,faq, +228,neural_renderer-README.md, Neural 3D Mesh Renderer (CVPR 2018),long_title, +229,neural_renderer-README.md, For PyTorch users,, +230,neural_renderer-README.md, Installation,install,install +231,neural_renderer-README.md, Running examples,usage,run;usage +232,neural_renderer-README.md, Example 1: Drawing an object from multiple viewpoints,usage,usage +233,neural_renderer-README.md, Example 2: Optimizing vertices,usage,usage +234,neural_renderer-README.md, Example 3: Optimizing textures,usage,usage +235,neural_renderer-README.md, Example 4: Finding camera parameters,usage,usage +236,neural_renderer-README.md, CPU implementation?,, +237,neural_renderer-README.md, Python3 support?,support,support +238,neural_renderer-README.md, Citation,citation,citation +239,harismuneer-Ultimate-Facebook-Scraper-README.md, 🔥 Ultimate Facebook Scrapper ,long_title, +240,harismuneer-Ultimate-Facebook-Scraper-README.md, Note,, +241,harismuneer-Ultimate-Facebook-Scraper-README.md, Sample,usage, +242,harismuneer-Ultimate-Facebook-Scraper-README.md, Screenshot,, +243,harismuneer-Ultimate-Facebook-Scraper-README.md, Installation,install,install +244,harismuneer-Ultimate-Facebook-Scraper-README.md, How to Run,run,run +245,harismuneer-Ultimate-Facebook-Scraper-README.md, Citation,citation,citation +246,harismuneer-Ultimate-Facebook-Scraper-README.md, Important Message,, +247,harismuneer-Ultimate-Facebook-Scraper-README.md, Authors,, +248,harismuneer-Ultimate-Facebook-Scraper-README.md, Haris Muneer,, +249,harismuneer-Ultimate-Facebook-Scraper-README.md, Hassaan Elahi,, +250,harismuneer-Ultimate-Facebook-Scraper-README.md, Contributions Welcome,, +251,harismuneer-Ultimate-Facebook-Scraper-README.md, Issues,, +252,harismuneer-Ultimate-Facebook-Scraper-README.md, License,license,license +253,geonotebook-README.md, GeoNotebook [![CircleCI](https://circleci.com/gh/OpenGeoscience/geonotebook.svg?style=shield)](https://circleci.com/gh/OpenGeoscience/geonotebook) [![Gitter chat](https://badges.gitter.im/gitterHQ/gitter.png)](https://gitter.im/OpenGeoscience/geonotebook),, +254,geonotebook-README.md, Screenshots,, +255,geonotebook-README.md, System Prerequisites,requirements,requirements +256,geonotebook-README.md, Clone the repo:,, +257,geonotebook-README.md," Make a virtualenv, install jupyter[notebook], install geonotebook",install,install +258,geonotebook-README.md, Installing geonotebook for development,install,install +259,geonotebook-README.md, Run the notebook:,run,run +260,geonotebook-README.md, Configure the notebook:,usage, +261,geonotebook-README.md, Run the tests,run,run +262,geonotebook-README.md, Docker Container,, +263,geonotebook-README.md, Vagrant Machine,, +264,geonotebook-README.md, Tile Server,, +265,geonotebook-README.md, Use geoserver for tile serving,,usage +266,gitbucket-gitbucket-README.md, 4.31.2 - 7 Apr 2019,, +267,gitbucket-gitbucket-README.md, 4.31.1 - 17 Mar 2019,, +268,gitbucket-gitbucket-README.md, 4.31.0 - 17 Mar 2019,, +269,gprMax-README.md,"What is gprMax? +",, +270,gprMax-README.md,"Using gprMax? Cite us +",citation,citation +271,gprMax-README.md,"Package overview +",, +272,gprMax-README.md,"Installation +",install,install +273,gprMax-README.md,"1. Install Python, required Python packages, and get gprMax source +",install,install;usage +274,gprMax-README.md,"2. Install a C compiler which supports OpenMP +",install,install;support +275,gprMax-README.md,"3. Build and install gprMax +",install,install +276,gprMax-README.md,"Running gprMax +",run,run +277,gprMax-README.md,"Optional command line arguments +",run, +278,gprMax-README.md,"Updating gprMax +",, +279,gprMax-README.md,"Updating conda and Python packages +",, +280,kosmtik-README.md, Kosmtik,, +281,kosmtik-README.md, Lite,, +282,kosmtik-README.md, Screenshot,, +283,kosmtik-README.md, Install or Update,install,install +284,kosmtik-README.md, Usage,usage,usage +285,kosmtik-README.md, Configuration file,usage, +286,kosmtik-README.md, Local config,usage, +287,kosmtik-README.md, Example of a json file,usage,usage +288,kosmtik-README.md, Example of a js module,usage,usage +289,kosmtik-README.md, Custom renderers,, +290,kosmtik-README.md, Known plugins,, +291,tilematrix-README.md,"Tilematrix +",, +292,tilematrix-README.md,"Installation +",install,install +293,tilematrix-README.md,"Documentation +",documentation,documentation +294,tilematrix-README.md,"CLI +",usage, +295,tilematrix-README.md,"License +",license,license +296,gitfolio-README.md, Gitfolio [![Tweet](https://img.shields.io/twitter/url/https/shields.io.svg?style=social)](https://twitter.com/intent/tweet?text=personal%20website%20and%20a%20blog%20for%20every%20github%20user%20&url=https://github.com/imfunniee/gitfolio) ![GitHub release](https://img.shields.io/github/release/imfunniee/gitfolio.svg?style=popout-square) ![npm](https://img.shields.io/npm/dm/gitfolio.svg?style=popout-square) ![GitHub top language](https://img.shields.io/github/languages/top/imfunniee/gitfolio.svg?style=popout-square) ![GitHub last commit](https://img.shields.io/github/last-commit/imfunniee/gitfolio.svg?style=popout-square) ![GitHub](https://img.shields.io/github/license/imfunniee/gitfolio.svg?style=popout-square),, +297,gitfolio-README.md, personal website + blog for every github user,, +298,gitfolio-README.md, Let's Install,install,install +299,gitfolio-README.md, Let's Build,install, +300,gitfolio-README.md, Forks,, +301,gitfolio-README.md, Sorting Repos,, +302,gitfolio-README.md, Ordering Repos,, +303,gitfolio-README.md, Customize Themes,, +304,gitfolio-README.md, Customize background image,, +305,gitfolio-README.md, Let's Publish,, +306,gitfolio-README.md, Updating,, +307,gitfolio-README.md, Add a Blog,, +308,gitfolio-README.md, License,license,license +309,two-stream-dyntex-synth-README.md, Two-Stream Convolutional Networks for Dynamic Texture Synthesis,, +310,two-stream-dyntex-synth-README.md, Requirements,requirements,requirements +311,two-stream-dyntex-synth-README.md, Setup,install,install +312,two-stream-dyntex-synth-README.md, Dynamic texture synthesis,, +313,two-stream-dyntex-synth-README.md, Example usage,usage,usage +314,two-stream-dyntex-synth-README.md, Dynamics style transfer,, +315,two-stream-dyntex-synth-README.md, Example usage,usage,usage +316,two-stream-dyntex-synth-README.md, Temporally-endless dynamic texture synthesis,, +317,two-stream-dyntex-synth-README.md, Incremental dynamic texture synthesis,, +318,two-stream-dyntex-synth-README.md, Static texture synthesis,, +319,two-stream-dyntex-synth-README.md, Notes,usage, +320,two-stream-dyntex-synth-README.md, Citation,citation,citation +321,two-stream-dyntex-synth-README.md, License,license,license +322,PRM-README.md, PyTorch Implementation,, +323,PRM-README.md, Prerequisites,requirements,requirements +324,PRM-README.md, Installation,install,install +325,PRM-README.md, Run demo,run;usage,run;usage +326,PRM-README.md, Citation ,citation,citation +327,tippecanoe-README.md," Linear features (world railroads), visible at all zoom levels",, +328,tippecanoe-README.md," Discontinuous polygon features (buildings of Rhode Island), visible at all zoom levels",, +329,tippecanoe-README.md," Continuous polygon features (states and provinces), visible at all zoom levels",, +330,tippecanoe-README.md," Large point dataset (GPS bus locations), for visualization at all zoom levels",, +331,tippecanoe-README.md," Clustered points (world cities), summing the clustered population, visible at all zoom levels",, +332,tippecanoe-README.md, Show countries at low zoom levels but states at higher zoom levels,,usage +333,tippecanoe-README.md, Represent multiple sources (Illinois and Indiana counties) as separate layers,, +334,tippecanoe-README.md, Merge multiple sources (Illinois and Indiana counties) into the same layer,, +335,tippecanoe-README.md, Selectively remove and replace features (Census tracts) to update a tileset,, +336,tippecanoe-README.md, Output tileset,, +337,tippecanoe-README.md, Tileset description and attribution,,description +338,tippecanoe-README.md, Input files and layer names,, +339,tippecanoe-README.md, Parallel processing of input,usage, +340,tippecanoe-README.md, Projection of input,, +341,tippecanoe-README.md, Zoom levels,, +342,tippecanoe-README.md, Tile resolution,, +343,tippecanoe-README.md, Filtering feature attributes,usage, +344,tippecanoe-README.md, Modifying feature attributes,, +345,tippecanoe-README.md, Filtering features by attributes,, +346,tippecanoe-README.md, Dropping a fixed fraction of features by zoom level,,install +347,tippecanoe-README.md, Dropping a fraction of features to keep under tile size limits,, +348,tippecanoe-README.md, Dropping tightly overlapping features,, +349,tippecanoe-README.md, Line and polygon simplification,, +350,tippecanoe-README.md, Attempts to improve shared polygon boundaries,, +351,tippecanoe-README.md, Controlling clipping to tile boundaries,, +352,tippecanoe-README.md, Reordering features within each tile,, +353,tippecanoe-README.md, Adding calculated attributes,, +354,tippecanoe-README.md, Trying to correct bad source geometry,, +355,tippecanoe-README.md, Setting or disabling tile size limits,,install +356,tippecanoe-README.md, Temporary storage,, +357,tippecanoe-README.md, Progress indicator,, +358,tippecanoe-README.md, Filters,, +359,tippecanoe-README.md, Examples:,usage,usage +360,tippecanoe-README.md, Output tileset,, +361,tippecanoe-README.md, Tileset description and attribution,,description +362,tippecanoe-README.md, Layer filtering and naming,, +363,tippecanoe-README.md, Zoom levels,, +364,tippecanoe-README.md, Merging attributes from a CSV file,, +365,tippecanoe-README.md, Filtering features and feature attributes,, +366,tippecanoe-README.md, Setting or disabling tile size limits,,install +367,tippecanoe-README.md, Options,, +368,tippecanoe-README.md, Options,, +369,tippecanoe-README.md, Example,usage,usage +370,facebookresearch-ResNeXt-README.md, ResNeXt: Aggregated Residual Transformations for Deep Neural Networks,long_title, +371,facebookresearch-ResNeXt-README.md, Table of Contents,, +372,facebookresearch-ResNeXt-README.md, News,, +373,facebookresearch-ResNeXt-README.md, Introduction,description,description +374,facebookresearch-ResNeXt-README.md," Figure: Training curves on ImageNet-1K. (Left): ResNet/ResNeXt-50 with the same complexity (~4.1 billion FLOPs, ~25 million parameters); (Right): ResNet/ResNeXt-101 with the same complexity (~7.8 billion FLOPs, ~44 million parameters).",, +375,facebookresearch-ResNeXt-README.md, Citation,citation,citation +376,facebookresearch-ResNeXt-README.md, Requirements and Dependencies,requirements,requirements +377,facebookresearch-ResNeXt-README.md, Training,, +378,facebookresearch-ResNeXt-README.md, 1x Complexity Configurations Reference Table,,citation +379,facebookresearch-ResNeXt-README.md, ImageNet Pretrained Models,, +380,facebookresearch-ResNeXt-README.md, Single-crop (224x224) validation error rate,,faq +381,facebookresearch-ResNeXt-README.md, Third-party re-implementations,, +382,mapshaper-README.md, Introduction,description,description +383,mapshaper-README.md, Command line tool,usage, +384,mapshaper-README.md, Interactive web interface,, +385,mapshaper-README.md, Large file support,,support +386,mapshaper-README.md, run the command line program,run,run +387,mapshaper-README.md, use the web UI locally,,usage +388,mapshaper-README.md, Building and testing,install, +389,mapshaper-README.md, License,license,license +390,mapshaper-README.md, Acknowledgements,ack,ack +391,reduxjs-react-redux-README.md, Installation,install,install +392,reduxjs-react-redux-README.md, React Native,, +393,reduxjs-react-redux-README.md, Documentation,documentation,documentation +394,reduxjs-react-redux-README.md, How Does It Work?,, +395,reduxjs-react-redux-README.md, License,license,license +396,pysal-README.md,"Python Spatial Analysis Library +",long_title, +397,pysal-README.md,"PySAL Components +",, +398,pysal-README.md,"Installation +",install,install +399,pysal-README.md,"Documentation +",documentation,documentation +400,pysal-README.md,"Development +",, +401,pysal-README.md,"Getting Involved +",contribute,usage +402,pysal-README.md,"Bug reports +",,support +403,pysal-README.md,"License information +",license,license +404,vid2vid-README.md, [Project](https://tcwang0509.github.io/vid2vid/) | [YouTube(short)](https://youtu.be/5zlcXTCpQqM) | [YouTube(full)](https://youtu.be/GrP_aOSXt5U) | [arXiv](https://arxiv.org/abs/1808.06601) | [Paper(full)](https://tcwang0509.github.io/vid2vid/paper_vid2vid.pdf),, +405,vid2vid-README.md, Video-to-Video Translation,long_title, +406,vid2vid-README.md, Prerequisites,requirements,requirements +407,vid2vid-README.md, Installation,install,install +408,vid2vid-README.md, Testing ,, +409,vid2vid-README.md, Dataset,, +410,vid2vid-README.md, Training with Cityscapes dataset,, +411,vid2vid-README.md, Training with face datasets,, +412,vid2vid-README.md, Training with pose datasets,, +413,vid2vid-README.md, Training with your own dataset,, +414,vid2vid-README.md, More Training/Test Details,, +415,vid2vid-README.md, Citation,citation,citation +416,vid2vid-README.md, Acknowledgments,ack,ack +417,scikit-learn-scikit-learn-README.md,"scikit-learn +",, +418,scikit-learn-scikit-learn-README.md,"Installation +",install,install +419,scikit-learn-scikit-learn-README.md,"Changelog +",, +420,scikit-learn-scikit-learn-README.md,"Development +",, +421,scikit-learn-scikit-learn-README.md,"Project History +",, +422,scikit-learn-scikit-learn-README.md,"Help and Support +",support,support +423,mplstereonet-README.md,mplstereonet,, +424,mplstereonet-README.md,"Install +",install,install +425,mplstereonet-README.md,Basic Usage,usage,usage +426,mplstereonet-README.md,Density Contouring,, +427,mplstereonet-README.md,Utilities,, +428,mplstereonet-README.md,"References +",,citation +429,gdal-docker-README.md, GDAL Docker Images,, +430,gdal-docker-README.md, Usage,usage,usage +431,RDN-README.md, Residual Dense Network for Image Super-Resolution,, +432,RDN-README.md, Contents,, +433,RDN-README.md, Introduction,description,description +434,RDN-README.md, Prepare training data ,,install +435,RDN-README.md, Begin to train,,usage +436,RDN-README.md, Quick start,,usage +437,RDN-README.md, The whole test pipeline,, +438,RDN-README.md, Results,, +439,RDN-README.md, Citation,citation,citation +440,RDN-README.md, Acknowledgements,ack,ack +441,pyansys-README.md, create a square area using keypoints,, +442,pyansys-README.md, Sample *.cdb,, +443,pyansys-README.md, Read ansys archive file,, +444,pyansys-README.md, Print raw data from cdb,, +445,pyansys-README.md, Create a vtk unstructured grid from the raw data and plot it,, +446,pyansys-README.md, write this as a vtk xml file ,, +447,pyansys-README.md, Load this from vtk,, +448,pyansys-README.md, Load the reader from pyansys,, +449,pyansys-README.md, Sample result file,, +450,pyansys-README.md, Create result object by loading the result file,, +451,pyansys-README.md, Beam natural frequencies,, +452,pyansys-README.md, Get the 1st bending mode shape. Results are ordered based on the sorted ,,usage +453,pyansys-README.md, node numbering. Note that results are zero indexed,, +454,pyansys-README.md, Plot the displacement of Mode 0 in the x direction,, +455,pyansys-README.md, Display node averaged stress in x direction for result 6,, +456,pyansys-README.md, Load the reader from pyansys,, +457,pyansys-README.md, load the full file,, +458,pyansys-README.md, returns upper triangle only,, +459,pyansys-README.md," make k, m full, symmetric matricies",, +460,pyansys-README.md, condition the k matrix,, +461,pyansys-README.md," to avoid getting the ""Factor is exactly singular"" error",,usage;faq +462,pyansys-README.md, Solve,, +463,pyansys-README.md, System natural frequencies,, +464,rasterio-README.md, Read raster bands directly to Numpy arrays.,, +465,rasterio-README.md, Combine arrays in place. Expecting that the sum will,, +466,rasterio-README.md," temporarily exceed the 8-bit integer range, initialize it as",, +467,rasterio-README.md, a 64-bit float (the numpy default) array. Adding other,, +468,rasterio-README.md," arrays to it in-place converts those arrays ""up"" and",, +469,rasterio-README.md, preserves the type of the total array.,, +470,rasterio-README.md, Write the product as a raster band to a new 8-bit file. For,, +471,rasterio-README.md," the new file's profile, we start with the meta attributes of",,usage +472,rasterio-README.md," the source file, but then change the band count to 1, set the",,install +473,rasterio-README.md," dtype to uint8, and specify LZW compression.",, +474,rasterio-README.md, Printed:,, +475,rasterio-README.md," (791, 718)",, +476,rasterio-README.md," {u'units': u'm', u'no_defs': True, u'ellps': u'WGS84', u'proj': u'utm', u'zone': 18}",, +477,rasterio-README.md," Affine(300.0379266750948, 0.0, 101985.0,",, +478,rasterio-README.md," 0.0, -300.041782729805, 2826915.0)",, +479,rasterio-README.md,3,, +480,rasterio-README.md," [1, 2, 3]",, +481,rasterio-README.md, Printed:,, +482,rasterio-README.md," ((100, 200), (100, 200))",, +483,tilelive-mapnik-README.md, tilelive-mapnik,, +484,tilelive-mapnik-README.md, Installation,install,install +485,tilelive-mapnik-README.md, Usage,usage,usage +486,neural-motifs-README.md," Like this work, or scene understanding in general? You might be interested in checking out my brand new dataset VCR: Visual Commonsense Reasoning, at [visualcommonsense.com](https://visualcommonsense.com)!",, +487,neural-motifs-README.md, Bibtex,citation, +488,neural-motifs-README.md, Setup,install,install +489,neural-motifs-README.md, help,support,support +490,map-vectorizer-README.md, An NYPL Labs project,, +491,map-vectorizer-README.md, Like OCR for maps,, +492,map-vectorizer-README.md, Example input,,usage +493,map-vectorizer-README.md, Example output,,usage +494,map-vectorizer-README.md, Extra feature detection,, +495,map-vectorizer-README.md, Dependencies,requirements,requirements +496,map-vectorizer-README.md, First run,run,run +497,map-vectorizer-README.md, Configuring,usage, +498,map-vectorizer-README.md, Required argument,requirements, +499,map-vectorizer-README.md, Semi-optional arguments,usage, +500,map-vectorizer-README.md, Optional arguments,usage, +501,map-vectorizer-README.md, Customizing The Vectorizer to your own maps,, +502,map-vectorizer-README.md, Templates and other files,, +503,map-vectorizer-README.md, Other scripts,, +504,map-vectorizer-README.md, Acknowledgements,ack,ack +505,map-vectorizer-README.md, Change log,, +506,microsoft-malmo-README.md, Malmö ,, +507,microsoft-malmo-README.md, MalmoEnv ,, +508,microsoft-malmo-README.md, Malmo as a native Python wheel ,, +509,microsoft-malmo-README.md, Problems: ,,faq +510,microsoft-malmo-README.md, Launching Minecraft with our Mod: ,usage, +511,microsoft-malmo-README.md, Running a Python agent: ,run,run +512,microsoft-malmo-README.md, Running a C++ agent: ,run,run +513,microsoft-malmo-README.md, Running a C agent: ,run,run +514,microsoft-malmo-README.md, Running a Java agent: ,run,run +515,microsoft-malmo-README.md, Running an Atari agent: (Linux only) ,run,run +516,microsoft-malmo-README.md, Citations ,citation,citation +517,microsoft-malmo-README.md, Code of Conduct ,, +518,mplleaflet-README.md, mplleaflet,, +519,mplleaflet-README.md, Basic usage,usage,usage +520,mplleaflet-README.md, IPython Notebook embedding,, +521,mplleaflet-README.md, Other examples,,usage +522,mplleaflet-README.md, Why mplleaflet?,, +523,mplleaflet-README.md, Installation,install,install +524,mplleaflet-README.md, Development,, +525,mplleaflet-README.md, Dependencies,requirements,requirements +526,pose-residual-network-pytorch-README.md, Pose Residual Network,long_title, +527,pose-residual-network-pytorch-README.md, Getting Started,usage,usage +528,pose-residual-network-pytorch-README.md, Prerequisites,requirements,requirements +529,pose-residual-network-pytorch-README.md, Installing,install,install +530,pose-residual-network-pytorch-README.md, Training,, +531,pose-residual-network-pytorch-README.md, Testing,, +532,pose-residual-network-pytorch-README.md, Results,, +533,pose-residual-network-pytorch-README.md, Citation,citation,citation +534,react-README.md, [React](https://reactjs.org/) · [![GitHub license](https://img.shields.io/badge/license-MIT-blue.svg)](https://github.com/facebook/react/blob/master/LICENSE) [![npm version](https://img.shields.io/npm/v/react.svg?style=flat)](https://www.npmjs.com/package/react) [![CircleCI Status](https://circleci.com/gh/facebook/react.svg?style=shield&circle-token=:circle-token)](https://circleci.com/gh/facebook/react) [![PRs Welcome](https://img.shields.io/badge/PRs-welcome-brightgreen.svg)](https://reactjs.org/docs/how-to-contribute.htmlyour-first-pull-request),, +535,react-README.md, Installation,install,install +536,react-README.md, Documentation,documentation,documentation +537,react-README.md, Examples,usage,usage +538,react-README.md, Contributing,contribute, +539,react-README.md, [Code of Conduct](https://code.fb.com/codeofconduct),, +540,react-README.md, [Contributing Guide](https://reactjs.org/contributing/how-to-contribute.html),contribute, +541,react-README.md, Good First Issues,, +542,react-README.md, License,license,license +543,da-faster-rcnn-README.md, Domain Adaptive Faster R-CNN for Object Detection in the Wild ,long_title, +544,da-faster-rcnn-README.md, Acknowledgment,ack,ack +545,da-faster-rcnn-README.md, Usage,usage,usage +546,da-faster-rcnn-README.md, Example,usage,usage +547,da-faster-rcnn-README.md, Other Implementation,, +548,DBNet-README.md, News!,, +549,DBNet-README.md, Contents,, +550,DBNet-README.md, Introduction,description,description +551,DBNet-README.md, Requirements,requirements,requirements +552,DBNet-README.md, Training,, +553,DBNet-README.md, Evaluation ,, +554,DBNet-README.md, Prediction,, +555,DBNet-README.md, Baseline,, +556,DBNet-README.md, Contributors,contributor,contributor +557,DBNet-README.md, Citation,citation,citation +558,DBNet-README.md, License,license,license +559,tensorflow-magenta-README.md, Getting Started,usage,usage +560,tensorflow-magenta-README.md, Installation,install,install +561,tensorflow-magenta-README.md, Automated Install (w/ Anaconda),install,install +562,tensorflow-magenta-README.md, Manual Install (w/o Anaconda),install,install +563,tensorflow-magenta-README.md, GPU Installation,install,install +564,tensorflow-magenta-README.md, Using Magenta,usage, +565,tensorflow-magenta-README.md, Playing a MIDI Instrument,, +566,tensorflow-magenta-README.md, Development Environment,, +567,tensorflow-magenta-README.md, PIP Release,, +568,vue-README.md, What's the difference between Patreon and OpenCollective?,, +569,vue-README.md, Introduction,description,description +570,vue-README.md, Browser Compatibility,, +571,vue-README.md, Ecosystem,, +572,vue-README.md, Documentation,documentation,documentation +573,vue-README.md, Questions,support, +574,vue-README.md, Issues,, +575,vue-README.md, Changelog,, +576,vue-README.md, Stay In Touch,contact, +577,vue-README.md, Contribution,contribute, +578,vue-README.md, License,license,license +579,sequelize-sequelize-README.md, Sequelize,, +580,sequelize-sequelize-README.md, v5 Release,, +581,sequelize-sequelize-README.md, Table of Contents,, +582,sequelize-sequelize-README.md, Installation,install,install +583,sequelize-sequelize-README.md, Documentation,documentation,documentation +584,sequelize-sequelize-README.md, Responsible disclosure,, +585,sequelize-sequelize-README.md, Resources,, +586,sequelize-sequelize-README.md, Tools,, +587,sequelize-sequelize-README.md, Learning,, +588,sequelize-sequelize-README.md, Translations,, +589,DID-MDN-README.md, Density-aware Single Image De-raining using a Multi-stream Dense Network,long_title, +590,DID-MDN-README.md, Prerequisites:,requirements,requirements +591,DID-MDN-README.md, Installation:,install,install +592,DID-MDN-README.md, Demo using pre-trained model,usage,usage +593,DID-MDN-README.md, Training (Density-aware Deraining network using GT label),, +594,DID-MDN-README.md, Density-estimation Training (rain-density classifier),, +595,DID-MDN-README.md, Testing,, +596,DID-MDN-README.md, Reproduce,, +597,DID-MDN-README.md, Dataset,, +598,DID-MDN-README.md, Acknowledgments,ack,ack +599,cltk-cltk-README.md, The Classical Language Toolkit,long_title, +600,cltk-cltk-README.md, About,description, +601,cltk-cltk-README.md, Documentation,documentation,documentation +602,cltk-cltk-README.md, Installation,install,install +603,cltk-cltk-README.md, Tutorials,,usage +604,cltk-cltk-README.md, Contributing,contribute, +605,cltk-cltk-README.md, Citation,citation,citation +606,cltk-cltk-README.md, Gratitude,ack, +607,cltk-cltk-README.md, License,license,license +608,segyio-README.md, segyio ,, +609,segyio-README.md, Index ,, +610,segyio-README.md, Introduction ,description,description +611,segyio-README.md, Feature summary ,,description +612,segyio-README.md, Getting started ,usage,usage +613,segyio-README.md, Quick start ,,usage +614,segyio-README.md, Get segyio ,,usage +615,segyio-README.md, Build segyio ,install, +616,segyio-README.md, Developers ,, +617,segyio-README.md, Tutorial ,,usage +618,segyio-README.md, Basics ,,description +619,segyio-README.md, Modes ,, +620,segyio-README.md, Mode examples ,usage,usage +621,segyio-README.md, Project goals ,, +622,segyio-README.md, SEG-Y Revisions ,, +623,segyio-README.md, Contributing ,contribute, +624,segyio-README.md, xarray integration ,, +625,segyio-README.md, Reproducing the test data ,, +626,segyio-README.md, Python ,, +627,segyio-README.md, MATLAB ,, +628,segyio-README.md, ImportError: libsegyio.so.1: cannot open shared object file,, +629,segyio-README.md, Possible solutions,, +630,segyio-README.md, RuntimeError: unable to find sorting,, +631,segyio-README.md, Possible solutions,, +632,segyio-README.md, History ,, +633,ipyleaflet-README.md, ipyleaflet,, +634,ipyleaflet-README.md, Usage,usage,usage +635,ipyleaflet-README.md, Installation,install,install +636,ipyleaflet-README.md, Installation from sources,install,install +637,ipyleaflet-README.md, Documentation,documentation,documentation +638,ipyleaflet-README.md, License,license,license +639,ipyleaflet-README.md, Related projects,, +640,omfvista-README.md, Grab a few elements of interest and plot em up!,, +641,omfvista-README.md, Grab the active plotting window,, +642,omfvista-README.md, from the thresher tool,, +643,omfvista-README.md, Add our datasets,, +644,omfvista-README.md, Add the bounds axis,, +645,PVGeo-README.md, Demonstrations of *PVGeo*,usage, +646,PVGeo-README.md, Connections,, +647,PVGeo-README.md, Getting Started,usage,usage +648,PVGeo-README.md, Report Issues and Contribute,contribute,support +649,PVGeo-README.md, About the Authors [![Open Source](https://img.shields.io/badge/open--source-yes-brightgreen.svg)](https://opensource.com/resources/what-open-source),, +650,PVGeo-README.md, Linking PVGeo to ParaView,, +651,readgssi-README.md, readgssi,, +652,readgssi-README.md, requirements,requirements,requirements +653,readgssi-README.md, installation,install,install +654,readgssi-README.md, installing from source:,install,install +655,readgssi-README.md, usage,usage,usage +656,readgssi-README.md, CSV output,, +657,readgssi-README.md, example 1A,usage,usage +658,readgssi-README.md, example 1B,usage,usage +659,readgssi-README.md, example 1C: gain can be tricky depending on your colormap,usage,usage +660,readgssi-README.md, example 2A: no background removal,usage,usage +661,readgssi-README.md, example 2B: horizontal mean BGR algorithm applied,usage,usage +662,readgssi-README.md, contributors,contributor,contributor +663,readgssi-README.md, citation suggestion:,citation,citation +664,readgssi-README.md, known bugs:,faq, +665,readgssi-README.md, future,, +666,RESCAN-README.md, RESCAN: Recurrent Squeeze-and-Excitation Context Aggregation Net,long_title, +667,RESCAN-README.md, Prerequisite,requirements,requirements +668,RESCAN-README.md, Project Structure,, +669,RESCAN-README.md, Best Practices,, +670,RESCAN-README.md, Default Dataset settings,, +671,RESCAN-README.md," Train, Test and Show",,usage +672,RESCAN-README.md, Scripts,, +673,RESCAN-README.md, Cite,citation,citation +674,RESCAN-README.md, Recent Works,, +675,Detectron-README.md, Detectron,, +676,Detectron-README.md, Introduction,description,description +677,Detectron-README.md, Update,, +678,Detectron-README.md, License,license,license +679,Detectron-README.md, Citing Detectron,citation,citation +680,Detectron-README.md, Model Zoo and Baselines,, +681,Detectron-README.md, Installation,install,install +682,Detectron-README.md, Quick Start: Using Detectron,usage,usage +683,Detectron-README.md, Getting Help,support,usage;support +684,Detectron-README.md, References,,citation +685,facebookresearch-pyrobot-README.md, What can you do with PyRobot?,, +686,facebookresearch-pyrobot-README.md, Installing both PyRobot and LoCoBot dependencies,install,install;requirements +687,facebookresearch-pyrobot-README.md, Installing just PyRobot,install,install +688,facebookresearch-pyrobot-README.md, Getting Started,usage,usage +689,facebookresearch-pyrobot-README.md, The Team,, +690,facebookresearch-pyrobot-README.md, Future features,, +691,facebookresearch-pyrobot-README.md, Citation,citation,citation +692,facebookresearch-pyrobot-README.md, License,,license +693,pymeshfix-README.md, Test of pymeshfix without VTK module,, +694,pymeshfix-README.md, Performs same mesh repair while leveraging VTK's plotting/mesh loading,, +695,pymeshfix-README.md, Read mesh from infile and output cleaned mesh to outfile,, +696,pymeshfix-README.md, Generate vertex and face arrays of cleaned mesh,, +697,pymeshfix-README.md, where v and f are numpy arrays or python lists,, +698,pymeshfix-README.md, Create object from vertex and face arrays,, +699,pymeshfix-README.md, Plot input,, +700,pymeshfix-README.md, Repair input mesh,, +701,pymeshfix-README.md, Access the repaired mesh with vtk,, +702,pymeshfix-README.md," Or, access the resulting arrays directly from the object",, +703,pymeshfix-README.md, numpy np.float array,, +704,pymeshfix-README.md, numpy np.int32 array,, +705,pymeshfix-README.md, View the repaired mesh (requires vtkInterface),, +706,pymeshfix-README.md, Save the mesh,, +707,pymeshfix-README.md, Create TMesh object,, +708,pymeshfix-README.md," tin.load_array(v, f) or read arrays from memory",, +709,pymeshfix-README.md, Attempt to join nearby components,, +710,pymeshfix-README.md, tin.join_closest_components(),, +711,pymeshfix-README.md, Fill holes,, +712,pymeshfix-README.md, Clean (removes self intersections),, +713,pymeshfix-README.md, Check mesh for holes again,, +714,pymeshfix-README.md, Clean again if necessary...,, +715,pymeshfix-README.md, Output mesh,, +716,pymeshfix-README.md, or return numpy arrays,, +717,facebookresearch-DensePose-README.md, DensePose: ,, +718,facebookresearch-DensePose-README.md, Installation,install,install +719,facebookresearch-DensePose-README.md, Inference-Training-Testing,, +720,facebookresearch-DensePose-README.md, Visualization of DensePose-COCO annotations:,, +721,facebookresearch-DensePose-README.md, DensePose-COCO in 3D:,, +722,facebookresearch-DensePose-README.md, Visualize DensePose-RCNN Results:,, +723,facebookresearch-DensePose-README.md, DensePose-RCNN Texture Transfer:,, +724,facebookresearch-DensePose-README.md, License,license,license +725,facebookresearch-DensePose-README.md," Citing DensePose",citation, +726,DaSiamRPN-README.md, DaSiamRPN,, +727,DaSiamRPN-README.md, Introduction,description,description +728,DaSiamRPN-README.md, Prerequisites,requirements,requirements +729,DaSiamRPN-README.md, Pretrained model for SiamRPN,, +730,DaSiamRPN-README.md, Detailed steps to install the prerequisites,install,install;requirements +731,DaSiamRPN-README.md, Results,, +732,DaSiamRPN-README.md, Demo and Test on OTB2015,usage,usage +733,DaSiamRPN-README.md, License,license,license +734,DaSiamRPN-README.md, Citing DaSiamRPN,citation,citation +735,hmr-README.md, End-to-end Recovery of Human Shape and Pose,, +736,hmr-README.md, Requirements,requirements,requirements +737,hmr-README.md, Linux Setup with virtualenv,install,install +738,hmr-README.md, Install TensorFlow,install,install +739,hmr-README.md, Windows Setup with python 3 and Anaconda,install,install +740,hmr-README.md, if you need to get chumpy ,,usage +741,hmr-README.md, Demo,usage,usage +742,hmr-README.md, Webcam Demo (thanks @JulesDoe!),usage,usage +743,hmr-README.md, Training code/data,, +744,hmr-README.md, Citation,citation,citation +745,hmr-README.md, Opensource contributions,contribute, +746,GPRPy-README.md, GPRPy,, +747,GPRPy-README.md, Simplemost installation,install,install +748,GPRPy-README.md, Running the software,run,run +749,GPRPy-README.md, Running automatically generated scripts,run,run +750,GPRPy-README.md, In case of trouble,,faq +751,GPRPy-README.md, Uninstalling GPRPy,, +752,GPRPy-README.md, News,, +753,d3-README.md, D3: Data-Driven Documents,long_title, +754,d3-README.md, Resources,, +755,d3-README.md, Installing,install,install +756,iter-reason-README.md, Iterative Visual Reasoning Beyond Convolutions,long_title, +757,iter-reason-README.md, Disclaimer,, +758,iter-reason-README.md, Prerequisites,requirements,requirements +759,iter-reason-README.md, Setup and Running,run;install,install;run +760,iter-reason-README.md, References,,citation +761,tetgen-README.md, get cell centroids,,usage +762,tetgen-README.md, extract cells below the 0 xy plane,, +763,tetgen-README.md, advanced plotting,, +764,tetgen-README.md, plot quality,, +765,GAN_stability-README.md, GAN stability,, +766,GAN_stability-README.md, Usage,usage,usage +767,GAN_stability-README.md, Notes,usage, +768,GAN_stability-README.md, celebA-HQ,, +769,GAN_stability-README.md, Imagenet,, +770,pylops-README.md, Objective,, +771,pylops-README.md, Project structure,, +772,pylops-README.md, Getting started,usage,usage +773,pylops-README.md, From PyPi,install, +774,pylops-README.md, From Conda-forge,install, +775,pylops-README.md, From Docker,install, +776,pylops-README.md, Contributing,contribute, +777,pylops-README.md, 1. Fork and clone the repository,, +778,pylops-README.md, 2. Install PyLops in a new Conda environment,,install +779,pylops-README.md, Documentation,documentation,documentation +780,pylops-README.md, History,, +781,pylops-README.md, Contributors,contributor,contributor +782,generator-arcgis-js-app-README.md, generator-arcgis-js-app,, +783,generator-arcgis-js-app-README.md, What is Yeoman?,description, +784,generator-arcgis-js-app-README.md, Yeoman Generators,, +785,generator-arcgis-js-app-README.md, What is used?,, +786,generator-arcgis-js-app-README.md, Usage,usage,usage +787,generator-arcgis-js-app-README.md, Still a beta,, +788,generator-arcgis-js-app-README.md, Notes,usage, +789,generator-arcgis-js-app-README.md, Getting To Know Yeoman,,usage +790,generator-arcgis-js-app-README.md, License,license,license +791,puppeteer-README.md, Puppeteer,, +792,puppeteer-README.md, [API](https://github.com/GoogleChrome/puppeteer/blob/v1.18.0/docs/api.md) | [FAQ](faq) | [Contributing](https://github.com/GoogleChrome/puppeteer/blob/master/CONTRIBUTING.md) | [Troubleshooting](https://github.com/GoogleChrome/puppeteer/blob/master/docs/troubleshooting.md),contribute, +793,puppeteer-README.md, What can I do?,, +794,puppeteer-README.md, Installation,install,install +795,puppeteer-README.md, puppeteer-core,, +796,puppeteer-README.md, Usage,usage,usage +797,puppeteer-README.md, Default runtime settings,, +798,puppeteer-README.md, Resources,, +799,puppeteer-README.md, Debugging tips,, +800,puppeteer-README.md, Basic verbose logging,, +801,puppeteer-README.md, Protocol traffic can be rather noisy. This example filters out all Network domain messages,,usage +802,puppeteer-README.md, Contributing to Puppeteer,contribute, +803,puppeteer-README.md, Q: Who maintains Puppeteer?,, +804,puppeteer-README.md, Q: What are Puppeteer’s goals and principles?,, +805,puppeteer-README.md, Q: Is Puppeteer replacing Selenium/WebDriver?,, +806,puppeteer-README.md, Q: Why doesn’t Puppeteer v.XXX work with Chromium v.YYY?,, +807,puppeteer-README.md, Q: Which Chromium version does Puppeteer use?,,usage +808,puppeteer-README.md, Q: What’s considered a “Navigation”?,, +809,puppeteer-README.md," Q: What’s the difference between a “trusted"" and ""untrusted"" input event?",, +810,puppeteer-README.md, Q: What features does Puppeteer not support?,,support +811,puppeteer-README.md, Q: I am having trouble installing / running Puppeteer in my test environment. Where should I look for help?,,faq;install;run;support +812,puppeteer-README.md, Q: How do I try/test a prerelease version of Puppeteer?,, +813,puppeteer-README.md, Q: I have more questions! Where do I ask?,, +814,integral-human-pose-README.md, Integral Human Pose Regression,long_title, +815,integral-human-pose-README.md, Introduction,description,description +816,integral-human-pose-README.md, Disclaimer,, +817,integral-human-pose-README.md, License,license,license +818,integral-human-pose-README.md, Citing Papers,citation,citation +819,integral-human-pose-README.md, Main Results,, +820,integral-human-pose-README.md, Environment,requirements, +821,integral-human-pose-README.md, Installation,install,install +822,integral-human-pose-README.md, Preparation for Training & Testing,,install +823,integral-human-pose-README.md, Extensions,, +824,node-qa-masker-README.md, node-qa-masker,, +825,node-qa-masker-README.md, Installation,install,install +826,node-qa-masker-README.md, Landsat 8,, +827,node-qa-masker-README.md, MODIS Land Products,, +828,node-qa-masker-README.md, Looking for command line tool?,, +829,node-qa-masker-README.md, You are a GIS guy and want something GIS?,, +830,GANimation-README.md, [[Project]](http://www.albertpumarola.com/research/GANimation/index.html)[ [Paper]](https://arxiv.org/abs/1807.09251) ,citation, +831,GANimation-README.md, Prerequisites,requirements,requirements +832,GANimation-README.md, Data Preparation,,install +833,GANimation-README.md, Run,run,run +834,GANimation-README.md, Citation,citation,citation +835,geojson-vt-README.md, geojson-vt — GeoJSON Vector Tiles,, +836,geojson-vt-README.md, Demo,usage,usage +837,geojson-vt-README.md, Usage,usage,usage +838,geojson-vt-README.md, Options,usage, +839,geojson-vt-README.md, Install,install,install +840,tensorflow-README.md, Installation,install,install +841,tensorflow-README.md, *Try your first TensorFlow program*,, +842,tensorflow-README.md, Contribution guidelines,contribute, +843,tensorflow-README.md, Official Builds,, +844,tensorflow-README.md, Community Supported Builds,, +845,tensorflow-README.md, For more information,, +846,tensorflow-README.md, License,license,license +847,3D-ResNets-PyTorch-README.md, Update (2018/2/21),, +848,3D-ResNets-PyTorch-README.md, Update (2018/01/16),, +849,3D-ResNets-PyTorch-README.md, Update (2017/11/27),, +850,3D-ResNets-PyTorch-README.md, Summary,,description +851,3D-ResNets-PyTorch-README.md, Citation,citation,citation +852,3D-ResNets-PyTorch-README.md, Pre-trained models,, +853,3D-ResNets-PyTorch-README.md, Performance of the models on Kinetics,, +854,3D-ResNets-PyTorch-README.md, Requirements,requirements,requirements +855,3D-ResNets-PyTorch-README.md, ActivityNet,, +856,3D-ResNets-PyTorch-README.md, Kinetics,, +857,3D-ResNets-PyTorch-README.md, UCF-101,, +858,3D-ResNets-PyTorch-README.md, HMDB-51,, +859,3D-ResNets-PyTorch-README.md, Running the code,run,run +860,DeepGuidedFilter-README.md, Fast End-to-End Trainable Guided Filter,,install +861,DeepGuidedFilter-README.md, Overview,, +862,DeepGuidedFilter-README.md, Prepare Environment,requirements,install +863,DeepGuidedFilter-README.md, Image Processing,, +864,DeepGuidedFilter-README.md, Semantic Segmentation with Deeplab-Resnet,, +865,DeepGuidedFilter-README.md, Saliency Detection with DSS,, +866,DeepGuidedFilter-README.md, Monocular Depth Estimation (TensorFlow version),, +867,DeepGuidedFilter-README.md, Install Released Version,install,install +868,DeepGuidedFilter-README.md, Usage,usage,usage +869,DeepGuidedFilter-README.md, Prepare Training Environment,requirements,install +870,DeepGuidedFilter-README.md, Start to Train,,usage +871,DeepGuidedFilter-README.md, Citation,citation,citation +872,SRN-Deblur-README.md, Scale-recurrent Network for Deep Image Deblurring,long_title, +873,SRN-Deblur-README.md, Our results on real data,, +874,SRN-Deblur-README.md, Results on the testing dataset,, +875,SRN-Deblur-README.md, More cases on real photos from previous papers:,, +876,SRN-Deblur-README.md, Prerequisites,requirements,requirements +877,SRN-Deblur-README.md, Installation,install,install +878,SRN-Deblur-README.md, Testing,, +879,SRN-Deblur-README.md, Evaluation,, +880,SRN-Deblur-README.md, Training,, +881,SRN-Deblur-README.md, Models,, +882,SRN-Deblur-README.md, How to choose,, +883,SRN-Deblur-README.md, Reference,citation,citation +884,SRN-Deblur-README.md, Contact,contact,contact +885,hyvr-README.md,"Introduction +",description,description +886,hyvr-README.md,"Installing the HyVR package +",install,install +887,hyvr-README.md,"Usage +",usage,usage +888,hyvr-README.md,Source,, +889,hyvr-README.md,"Requirements +",requirements,requirements +890,hyvr-README.md,Development,, +891,hyvr-README.md,"Problems, Bugs, Unclear Documentation +",faq,faq;documentation +892,lasio-README.md, lasio,, +893,lasio-README.md, Documentation,documentation,documentation +894,lasio-README.md, Quick start,,usage +895,lasio-README.md, License,license,license +896,striplog-README.md, Of course you don't need this one if you didn't install it yet.,,install +897,striplog-README.md, Or whatever was the last version to build.,, diff --git a/experiments/header_analysis/header_evaluation/old_evaluations/header_evaluation_summary_2021-03-10.csv b/experiments/header_analysis/header_evaluation/old_evaluations/header_evaluation_summary_2021-03-10.csv new file mode 100644 index 00000000..07752b78 --- /dev/null +++ b/experiments/header_analysis/header_evaluation/old_evaluations/header_evaluation_summary_2021-03-10.csv @@ -0,0 +1,15 @@ +category,total correct,total incorrect,total missed,precision,recall +citation,33,7,3,0.825,0.917 +run,20,3,1,0.870,0.952 +install,72,16,10,0.818,0.878 +download,2,3,0,0.400,1.000 +requirements,29,2,2,0.935,0.935 +contact,1,0,2,1.000,0.333 +description,13,5,7,0.722,0.650 +contributor,3,0,0,1.000,1.000 +documentation,18,2,0,0.900,1.000 +license,29,1,0,0.967,1.000 +usage,55,32,20,0.632,0.733 +faq,3,6,2,0.333,0.600 +support,6,8,3,0.429,0.667 +ack,7,0,3,1.000,0.700 diff --git a/experiments/Classifier Pipelines.ipynb b/experiments/old_experiments/Classifier Pipelines.ipynb similarity index 100% rename from experiments/Classifier Pipelines.ipynb rename to experiments/old_experiments/Classifier Pipelines.ipynb diff --git a/experiments/TFidf-Logistic.ipynb b/experiments/old_experiments/TFidf-Logistic.ipynb similarity index 100% rename from experiments/TFidf-Logistic.ipynb rename to experiments/old_experiments/TFidf-Logistic.ipynb diff --git a/experiments/TFidf-NB.ipynb b/experiments/old_experiments/TFidf-NB.ipynb similarity index 100% rename from experiments/TFidf-NB.ipynb rename to experiments/old_experiments/TFidf-NB.ipynb diff --git a/experiments/helper_scripts/environment.yml b/experiments/old_experiments/helper_scripts/environment.yml similarity index 100% rename from experiments/helper_scripts/environment.yml rename to experiments/old_experiments/helper_scripts/environment.yml diff --git a/experiments/helper_scripts/fetchgithubmetadata.py b/experiments/old_experiments/helper_scripts/fetchgithubmetadata.py similarity index 100% rename from experiments/helper_scripts/fetchgithubmetadata.py rename to experiments/old_experiments/helper_scripts/fetchgithubmetadata.py diff --git a/experiments/helper_scripts/githubrepo2readme.py b/experiments/old_experiments/helper_scripts/githubrepo2readme.py similarity index 100% rename from experiments/helper_scripts/githubrepo2readme.py rename to experiments/old_experiments/helper_scripts/githubrepo2readme.py diff --git a/experiments/helper_scripts/gitmydoc.py b/experiments/old_experiments/helper_scripts/gitmydoc.py similarity index 100% rename from experiments/helper_scripts/gitmydoc.py rename to experiments/old_experiments/helper_scripts/gitmydoc.py diff --git a/experiments/helper_scripts/minegithubrepodescriptions.py b/experiments/old_experiments/helper_scripts/minegithubrepodescriptions.py similarity index 100% rename from experiments/helper_scripts/minegithubrepodescriptions.py rename to experiments/old_experiments/helper_scripts/minegithubrepodescriptions.py diff --git a/experiments/helper_scripts/printprogressbar.py b/experiments/old_experiments/helper_scripts/printprogressbar.py similarity index 100% rename from experiments/helper_scripts/printprogressbar.py rename to experiments/old_experiments/helper_scripts/printprogressbar.py diff --git a/experiments/helper_scripts/splitcsvcategory.py b/experiments/old_experiments/helper_scripts/splitcsvcategory.py similarity index 100% rename from experiments/helper_scripts/splitcsvcategory.py rename to experiments/old_experiments/helper_scripts/splitcsvcategory.py diff --git a/experiments/helper_scripts/synthRepoData.py b/experiments/old_experiments/helper_scripts/synthRepoData.py similarity index 100% rename from experiments/helper_scripts/synthRepoData.py rename to experiments/old_experiments/helper_scripts/synthRepoData.py diff --git a/experiments/initial_baseline.ipynb b/experiments/old_experiments/initial_baseline.ipynb similarity index 100% rename from experiments/initial_baseline.ipynb rename to experiments/old_experiments/initial_baseline.ipynb diff --git a/experiments/training_allen/testing.py b/experiments/old_experiments/training_allen/testing.py similarity index 100% rename from experiments/training_allen/testing.py rename to experiments/old_experiments/training_allen/testing.py diff --git a/experiments/training_allen/training.py b/experiments/old_experiments/training_allen/training.py similarity index 100% rename from experiments/training_allen/training.py rename to experiments/old_experiments/training_allen/training.py diff --git a/experiments/ranking/citation_classifier.csv b/experiments/ranking/citation_classifier.csv index ba7b9a2b..2ae951ad 100644 --- a/experiments/ranking/citation_classifier.csv +++ b/experiments/ranking/citation_classifier.csv @@ -1,12 +1,12 @@ -sklearn Primitive - Citation,Hyperparameters,Input Data Used,Accuracy,Precision,Recall,F-measure,Pickle ID -"sklearnpipeline(CountVectorizer, BernoulliBayes)", -,Allen,0.732,0.687,0.984,0.808,citcvbb.p -"sklearnpipeline(CountVectorizer, LogisticRegression)", - ,Allen,0.877,0.838,0.975,0.901,citcvlr.p -"sklearnpipeline(CountVectorizer, NaiveBayes)", -,Allen,0.917,0.913,0.946,0.929,citcvnb.p -"sklearnpipeline(TFIDFVectorizer, AdaBoostClassifier)", -,Allen,0.828,0.913,0.785,0.837,cittfada.p -"sklearnpipeline(TFIDFVectorizer, DecisionTreeClassifier)", -,Allen,0.792,0.77,0.908,0.833,cittfdtc.p -"sklearnpipeline(TFIDFVectorizer, LogisticRegression)", - ,Allen,0.875,0.837,0.971,0.899,cittflr.p -"sklearnpipeline(TFIDFVectorizer, NaiveBayes)", - ,Allen,0.904,0.869,0.981,0.921,cittfnb.p -"sklearnpipeline(TFIDFVectorizer, Perceptron)", -,Allen,0.884,0.868,0.94,0.902,cittfper.p -"sklearnpipeline(TFIDFVectorizer, RandomForestClassifier)", -,Allen,0.814,0.782,0.937,0.852,cittfrfc.p -"sklearnpipeline(TFIDFVectorizer, StochasticGradientDescent)",loss = 'log',Allen,0.895,0.863,0.972,0.914,cittfsgd.p -"sklearnpipeline(TFIDFVectorizer, XGBClassifier)", -,Allen,0.783,0.783,0.867,0.817,cittfxgb.p \ No newline at end of file +sklearn Primitive - citation,Hyperparameters,Input Data Used,Accuracy,Precision,Recall,F-measure,Pickle ID +"sklearnpipeline(CountVectorizer, BernoulliBayes)", -,Allen,0.754,0.675,0.993,0.803,citcvbb.p +"sklearnpipeline(CountVectorizer, LogisticRegression)", - ,Allen,0.922,0.912,0.938,0.924,citcvlr.p +"sklearnpipeline(CountVectorizer, NaiveBayes)", -,Allen,0.927,0.909,0.952,0.929,citcvnb.p +"sklearnpipeline(TFIDFVectorizer, AdaBoostClassifier)", -,Allen,0.886,0.948,0.821,0.877,cittfada.p +"sklearnpipeline(TFIDFVectorizer, DecisionTreeClassifier)", -,Allen,0.879,0.95,0.8,0.868,cittfdtc.p +"sklearnpipeline(TFIDFVectorizer, LogisticRegression)", - ,Allen,0.938,0.958,0.917,0.936,cittflr.p +"sklearnpipeline(TFIDFVectorizer, NaiveBayes)", - ,Allen,0.92,0.91,0.934,0.922,cittfnb.p +"sklearnpipeline(TFIDFVectorizer, Perceptron)", -,Allen,0.907,0.899,0.921,0.909,cittfper.p +"sklearnpipeline(TFIDFVectorizer, RandomForestClassifier)", -,Allen,0.879,0.864,0.907,0.882,cittfrfc.p +"sklearnpipeline(TFIDFVectorizer, StochasticGradientDescent)",loss = 'log',Allen,0.939,0.957,0.921,0.938,cittfsgd.p +"sklearnpipeline(TFIDFVectorizer, XGBClassifier)", -,Allen,0.839,0.906,0.759,0.825,cittfxgb.p \ No newline at end of file diff --git a/experiments/ranking/description_classifier.csv b/experiments/ranking/description_classifier.csv index 9f5e532c..edc92428 100644 --- a/experiments/ranking/description_classifier.csv +++ b/experiments/ranking/description_classifier.csv @@ -1,12 +1,12 @@ -sklearn Primitive - Citation,Hyperparameters,Input Data Used,Accuracy,Precision,Recall,F-measure,Pickle ID -"sklearnpipeline(CountVectorizer, BernoulliBayes)", -,Allen,0.725,0.934,0.559,0.699,descvbb.p -"sklearnpipeline(CountVectorizer, LogisticRegression)", - ,Allen,0.818,0.876,0.795,0.833,descvlr.p -"sklearnpipeline(CountVectorizer, NaiveBayes)", -,Allen,0.816,0.776,0.955,0.856,descvnb.p -"sklearnpipeline(TFIDFVectorizer, AdaBoostClassifier)", -,Allen,0.798,0.838,0.8,0.818,destfada.p -"sklearnpipeline(TFIDFVectorizer, DecisionTreeClassifier)", -,Allen,0.767,0.823,0.759,0.787,destfdtc.p -"sklearnpipeline(TFIDFVectorizer, LogisticRegression)", - ,Allen,0.827,0.802,0.926,0.859,destflr.p -"sklearnpipeline(TFIDFVectorizer, NaiveBayes)", - ,Allen,0.779,0.728,0.982,0.836,destfnb.p -"sklearnpipeline(TFIDFVectorizer, Perceptron)", -,Allen,0.826,0.853,0.842,0.847,destfper.p -"sklearnpipeline(TFIDFVectorizer, RandomForestClassifier)", -,Allen,0.784,0.83,0.783,0.805,destfrfc.p -"sklearnpipeline(TFIDFVectorizer, StochasticGradientDescent)",loss = 'log',Allen,0.847,0.875,0.857,0.865,destfsgd.p -"sklearnpipeline(TFIDFVectorizer, XGBClassifier)", -,Allen,0.76,0.806,0.768,0.786,destfxgb.p \ No newline at end of file +sklearn Primitive - description,Hyperparameters,Input Data Used,Accuracy,Precision,Recall,F-measure,Pickle ID +"sklearnpipeline(CountVectorizer, BernoulliBayes)", -,Allen,0.733,0.914,0.516,0.657,descvbb.p +"sklearnpipeline(CountVectorizer, LogisticRegression)", - ,Allen,0.813,0.854,0.758,0.801,descvlr.p +"sklearnpipeline(CountVectorizer, NaiveBayes)", -,Allen,0.784,0.716,0.954,0.816,descvnb.p +"sklearnpipeline(TFIDFVectorizer, AdaBoostClassifier)", -,Allen,0.731,0.73,0.737,0.733,destfada.p +"sklearnpipeline(TFIDFVectorizer, DecisionTreeClassifier)", -,Allen,0.686,0.701,0.648,0.67,destfdtc.p +"sklearnpipeline(TFIDFVectorizer, LogisticRegression)", - ,Allen,0.802,0.788,0.836,0.809,destflr.p +"sklearnpipeline(TFIDFVectorizer, NaiveBayes)", - ,Allen,0.775,0.695,0.982,0.814,destfnb.p +"sklearnpipeline(TFIDFVectorizer, Perceptron)", -,Allen,0.804,0.777,0.854,0.814,destfper.p +"sklearnpipeline(TFIDFVectorizer, RandomForestClassifier)", -,Allen,0.745,0.744,0.751,0.747,destfrfc.p +"sklearnpipeline(TFIDFVectorizer, StochasticGradientDescent)",loss = 'log',Allen,0.815,0.799,0.843,0.82,destfsgd.p +"sklearnpipeline(TFIDFVectorizer, XGBClassifier)", -,Allen,0.72,0.729,0.726,0.724,destfxgb.p \ No newline at end of file diff --git a/experiments/ranking/installation_classifier.csv b/experiments/ranking/installation_classifier.csv index 2fe8c942..ff946f49 100644 --- a/experiments/ranking/installation_classifier.csv +++ b/experiments/ranking/installation_classifier.csv @@ -1,12 +1,12 @@ -sklearn Primitive - Citation,Hyperparameters,Input Data Used,Accuracy,Precision,Recall,F-measure,Pickle ID -"sklearnpipeline(CountVectorizer, BernoulliBayes)", -,Allen,0.75,0.7,0.986,0.819,inscvbb.p -"sklearnpipeline(CountVectorizer, LogisticRegression)", - ,Allen,0.871,0.87,0.912,0.89,inscvlr.p -"sklearnpipeline(CountVectorizer, NaiveBayes)", -,Allen,0.879,0.844,0.968,0.902,inscvnb.p -"sklearnpipeline(TFIDFVectorizer, AdaBoostClassifier)", -,Allen,0.79,0.899,0.714,0.794,instfada.p -"sklearnpipeline(TFIDFVectorizer, DecisionTreeClassifier)", -,Allen,0.816,0.877,0.789,0.83,instfdtc.p -"sklearnpipeline(TFIDFVectorizer, LogisticRegression)", - ,Allen,0.894,0.908,0.906,0.907,instflr.p -"sklearnpipeline(TFIDFVectorizer, NaiveBayes)", - ,Allen,0.842,0.791,0.986,0.877,instfnb.p -"sklearnpipeline(TFIDFVectorizer, Perceptron)", -,Allen,0.865,0.895,0.864,0.879,instfper.p -"sklearnpipeline(TFIDFVectorizer, RandomForestClassifier)", -,Allen,0.851,0.9,0.833,0.865,instfrfc.p -"sklearnpipeline(TFIDFVectorizer, StochasticGradientDescent)",loss = 'log',Allen,0.896,0.918,0.899,0.908,instfsgd.p -"sklearnpipeline(TFIDFVectorizer, XGBClassifier)", -,Allen,0.812,0.881,0.776,0.825,instfxgb.p \ No newline at end of file +sklearn Primitive - installation,Hyperparameters,Input Data Used,Accuracy,Precision,Recall,F-measure,Pickle ID +"sklearnpipeline(CountVectorizer, BernoulliBayes)", -,Allen,0.76,0.678,0.991,0.805,inscvbb.p +"sklearnpipeline(CountVectorizer, LogisticRegression)", - ,Allen,0.894,0.874,0.923,0.897,inscvlr.p +"sklearnpipeline(CountVectorizer, NaiveBayes)", -,Allen,0.898,0.853,0.961,0.904,inscvnb.p +"sklearnpipeline(TFIDFVectorizer, AdaBoostClassifier)", -,Allen,0.797,0.882,0.685,0.771,instfada.p +"sklearnpipeline(TFIDFVectorizer, DecisionTreeClassifier)", -,Allen,0.825,0.841,0.807,0.822,instfdtc.p +"sklearnpipeline(TFIDFVectorizer, LogisticRegression)", - ,Allen,0.894,0.938,0.845,0.889,instflr.p +"sklearnpipeline(TFIDFVectorizer, NaiveBayes)", - ,Allen,0.897,0.851,0.965,0.904,instfnb.p +"sklearnpipeline(TFIDFVectorizer, Perceptron)", -,Allen,0.887,0.887,0.887,0.887,instfper.p +"sklearnpipeline(TFIDFVectorizer, RandomForestClassifier)", -,Allen,0.87,0.854,0.894,0.873,instfrfc.p +"sklearnpipeline(TFIDFVectorizer, StochasticGradientDescent)",loss = 'log',Allen,0.903,0.922,0.882,0.901,instfsgd.p +"sklearnpipeline(TFIDFVectorizer, XGBClassifier)", -,Allen,0.833,0.874,0.781,0.824,instfxgb.p \ No newline at end of file diff --git a/experiments/ranking/invocation_classifier.csv b/experiments/ranking/invocation_classifier.csv index d78b18f9..c3b64c87 100644 --- a/experiments/ranking/invocation_classifier.csv +++ b/experiments/ranking/invocation_classifier.csv @@ -1,12 +1,12 @@ -sklearn Primitive - Citation,Hyperparameters,Input Data Used,Accuracy,Precision,Recall,F-measure,Pickle ID -"sklearnpipeline(CountVectorizer, BernoulliBayes)", -,Allen,0.754,0.718,0.939,0.814,invcvbb.p -"sklearnpipeline(CountVectorizer, LogisticRegression)", - ,Allen,0.84,0.817,0.929,0.869,invcvlr.p -"sklearnpipeline(CountVectorizer, NaiveBayes)", -,Allen,0.865,0.875,0.891,0.883,invcvnb.p -"sklearnpipeline(TFIDFVectorizer, AdaBoostClassifier)", -,Allen,0.773,0.753,0.899,0.819,invtfada.p -"sklearnpipeline(TFIDFVectorizer, DecisionTreeClassifier)", -,Allen,0.763,0.847,0.716,0.776,invtfdtc.p -"sklearnpipeline(TFIDFVectorizer, LogisticRegression)", - ,Allen,0.841,0.822,0.923,0.869,invtflr.p -"sklearnpipeline(TFIDFVectorizer, NaiveBayes)", - ,Allen,0.869,0.848,0.94,0.892,invtfnb.p -"sklearnpipeline(TFIDFVectorizer, Perceptron)", -,Allen,0.841,0.862,0.861,0.861,invtfper.p -"sklearnpipeline(TFIDFVectorizer, RandomForestClassifier)", -,Allen,0.826,0.868,0.82,0.843,invtfrfc.p -"sklearnpipeline(TFIDFVectorizer, StochasticGradientDescent)",loss = 'log',Allen,0.867,0.859,0.919,0.888,invtfsgd.p -"sklearnpipeline(TFIDFVectorizer, XGBClassifier)", -,Allen,0.798,0.778,0.907,0.837,invtfxgb.p \ No newline at end of file +sklearn Primitive - invocation,Hyperparameters,Input Data Used,Accuracy,Precision,Recall,F-measure,Pickle ID +"sklearnpipeline(CountVectorizer, BernoulliBayes)", -,Allen,0.755,0.681,0.962,0.797,invcvbb.p +"sklearnpipeline(CountVectorizer, LogisticRegression)", - ,Allen,0.858,0.828,0.907,0.865,invcvlr.p +"sklearnpipeline(CountVectorizer, NaiveBayes)", -,Allen,0.885,0.874,0.899,0.886,invcvnb.p +"sklearnpipeline(TFIDFVectorizer, AdaBoostClassifier)", -,Allen,0.771,0.74,0.836,0.785,invtfada.p +"sklearnpipeline(TFIDFVectorizer, DecisionTreeClassifier)", -,Allen,0.766,0.757,0.784,0.77,invtfdtc.p +"sklearnpipeline(TFIDFVectorizer, LogisticRegression)", - ,Allen,0.869,0.87,0.868,0.869,invtflr.p +"sklearnpipeline(TFIDFVectorizer, NaiveBayes)", - ,Allen,0.89,0.878,0.907,0.892,invtfnb.p +"sklearnpipeline(TFIDFVectorizer, Perceptron)", -,Allen,0.848,0.845,0.853,0.849,invtfper.p +"sklearnpipeline(TFIDFVectorizer, RandomForestClassifier)", -,Allen,0.823,0.807,0.85,0.827,invtfrfc.p +"sklearnpipeline(TFIDFVectorizer, StochasticGradientDescent)",loss = 'log',Allen,0.879,0.878,0.881,0.879,invtfsgd.p +"sklearnpipeline(TFIDFVectorizer, XGBClassifier)", -,Allen,0.803,0.771,0.863,0.815,invtfxgb.p \ No newline at end of file diff --git a/experiments/setup_corpus.py b/experiments/setup_corpus.py index c2ff15c2..9153431b 100644 --- a/experiments/setup_corpus.py +++ b/experiments/setup_corpus.py @@ -31,10 +31,13 @@ def build_corpus(selected_category): map(lambda sent: ' '.join(sent), random.sample(list(treebank.sents()), negative_sample_size)), columns=["excerpt"]).assign(description=False) # print("Treebank has {} samples.".format(len(treebank_background))) - # print("categories_df") + # Rename the column to match the corpus when merging + treebank_background = treebank_background.rename(columns={'description': selected_category}) + # print(categories_df) corpus = pd.concat(categories_df.values(), ignore_index=True, sort=False) #corpus.append(treebank_background, ignore_index=True, sort=False) corpus = pd.concat([corpus, treebank_background], ignore_index=True, sort=False) corpus.fillna(value='', inplace=True) + # print(corpus) return corpus diff --git a/experiments/trained_models/citcvbb.p b/experiments/trained_models/citcvbb.p index 5fee9fc9adc5efe06718d606269ac9510edf85e1..b4e1b9e6c0bd9c462e896b992d3a85b8bf6c78f7 100644 GIT binary patch literal 106565 zcmc$n2bg3<)%Q0Cau5U~V#0)**q|aUMr<2%M#r9+o|)d6=^i@l?5wDm1zS;RbM`go zoCAtE=bUqv*PQ)+|GM|z%bxMtGl1{6&jY8c>eQ)p>ZGc=bMBg_{^sD7EA+2-M0OxZM##OYxf_(&%?)>-9~3mZLHI5)%Vp} 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