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Merge tweetclean to main#18

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pariyashu wants to merge 87 commits intolbechberger:mainlbechberger/MLinPractice:mainfrom TobiObeck:mainTobiObeck/MLinPractice:mainCopy head branch name to clipboard

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Commits on Oct 6, 2021

• - adds main function to most scripts

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• adds multiple evaluation metrics for classifier

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• Merge branch 'main' into add-evaluation-metrics

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• separates loading of data sets into setup.sh script

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Commits on Oct 7, 2021

• Merge branch 'main' of https://github.com/lbechberger/MLinPractice

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• Update util.py

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• Merge branch 'main' of https://github.com/TobiObeck/MLinPractice

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• Merge commit 'a7c7fdb9a3ff5a5af9677b5808279c5f8b018662'

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• adds parsing of tokenized tweets example

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• adds func to document tests

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• moves tests into respective code folder

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• adds documentation how to run tests

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Commits on Oct 9, 2021

• test connection

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• remove unnecessary comment

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Commits on Oct 10, 2021

• adds counting of mentions & removal of orig. column

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• minor cleanup

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• Merge branch 'main' of https://github.com/TobiObeck/MLinPractice

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• adds MentionsCounter Preprocessor

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• minor cleanup

  

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• test connection

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• remove unnecessary comment

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• Merge pull request #1 from TobiObeck/mentions-count-col

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• Merge branch 'main' of https://github.com/TobiObeck/MLinPractice into main

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• filter language

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• drop columns inc eng

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Commits on Oct 12, 2021

• implements column remover as proper preprocessor

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• Merge branch 'main' of https://github.com/lbechberger/MLinPractice into temp-pull-grid-from-bech

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Commits on Oct 13, 2021

• gets rid of warning by specifying dtypes while reading csv

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• gets rid of warning by specifying dtypes while reading csv

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• Merge branch 'main' of https://github.com/TobiObeck/MLinPractice

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Commits on Oct 19, 2021

• renames folder code -> src

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• adds test for counting feature

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• cleanup

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• minor changes

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• renames folder code -> src

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• stores mlflow and pickle data

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• Merge branch 'temp-pull-grid-from-bech'

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• separates examples into corresponding files

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Commits on Oct 22, 2021

• adds randomforest classifier

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• disables dimensionality reduction

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• adds a classification run for all classifiers

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Commits on Oct 24, 2021

• adds shebang line for bash scripts

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• Merge branch 'main' of https://github.com/TobiObeck/MLinPractice into main

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Commits on Oct 26, 2021

• mention counter

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• Update run_preprocessing.py

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Commits on Oct 27, 2021

• Revert "mention counter"

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• Revert "Update run_preprocessing.py"

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Commits on Nov 1, 2021

• adds visualization showing language distribution

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Commits on Nov 2, 2021

• adds a test for evaluation metrics

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• minor cleanup

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• adds sentiment analysis feature (WIP)

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Commits on Nov 3, 2021

• properly implements sentiment analysis

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• allows naming of classific. runs in mlflow logs

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• adds classific. run after implemented sentiment feature

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• adds more count features

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• adds classific. run after adding more count features

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Commits on Nov 6, 2021

• adds grid search for optimal hyperparameters

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Commits on Nov 7, 2021

• adds folder for documentation

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• adds docs introduction

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• docs: slight improvement of introduction

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• docs: adds evaluation (WIP)

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Commits on Nov 9, 2021

• finishes evaluation

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Commits on Nov 10, 2021

• adds preprocessing

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Commits on Nov 11, 2021

• docs: improves preprocessing

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• docs: adds ml flow results screenshot

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Commits on Nov 12, 2021

• adds sklearn grid search for random forest classifier

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• docs: adds counting feature extractor

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• docs: adds sentiment feature extractor

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Commits on Nov 13, 2021

• docs: revises sentiment feature extraction

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• docs: fixes image link

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• docs: adds random forest classifier motivation

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• docs: adds Results and more features

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Commits on Nov 14, 2021

• docs: adds Results and for even more features

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• docs: adds beginning of Hyperparameter Optimization

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• minor cleanup

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• docs: rest of hyper param optim and conclusion

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• docs: revises some sentences across whole text

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Commits on Nov 15, 2021

• fixes GridSearchCV

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• Merge branch 'optimization'

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• Merge branch 'documentation-2'

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• docs: updates readme according to the code

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• docs: refines classification flags

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• docs: specifies 5 scenarios for classification.sh

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• docs: fixes grammar, punctuation and typos

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• docs: fixes more grammar, punctuation and typos

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• moves preprocessors and feature extractors in sub-folder

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• tiny cleanup

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