├── 00-Introduction ├── Installation_Check.ipynb ├── IntroductionAndOverview.pdf ├── Text Mining and Analysis.pptx └── TextAnalysisTechniques.pdf ├── 01-IntroToPython ├── .ipynb_checkpoints │ ├── 00-PythonBasics-checkpoint.ipynb │ ├── 00-PythonBasics_ExerciseSolutions-checkpoint.ipynb │ ├── 01-WorkingWithTexts-checkpoint.ipynb │ ├── 01-WorkingWithTexts_ExerciseSolutions-checkpoint.ipynb │ ├── 02-WorkingWithNumbers-checkpoint.ipynb │ └── 02-WorkingWithNumbers_ExerciseSolutions-checkpoint.ipynb ├── 00-PythonBasics.ipynb ├── 00-PythonBasics_ExerciseSolutions.ipynb ├── 01-WorkingWithTexts.ipynb ├── 01-WorkingWithTexts_ExerciseSolutions.ipynb ├── 02-WorkingWithNumbers.ipynb └── 02-WorkingWithNumbers_ExerciseSolutions.ipynb ├── 02-IntroToNLP ├── 00-IntroToNLP.ipynb ├── 00-IntroToNLP_ExerciseSolution.ipynb ├── 01-POS_Tagging.ipynb ├── 01-POS_Tagging_ExerciseSolutions.ipynb └── Operationalization.pdf ├── 03-Pandas_and_DTM ├── 00-PandasAndTextAnalysis.ipynb ├── 00-PandasAndTextAnalysis_ExerciseSolutions.ipynb ├── 01-DTM_DistinctiveWords.ipynb ├── 01-DTM_DistinctiveWords_ExerciseSolutions.ipynb ├── 01.1-Bonus_DifferenceOfProportions.ipynb ├── 01.2-Bonus_DifferenceOfProportions_ExerciseSolutions.ipynb └── 01.3-Bonus_LambdaFunctions.ipynb ├── 04-Dictionaries ├── 00-DictionaryMethod.ipynb ├── 00-DictionaryMethod_ExerciseSolutions.ipynb ├── 00.1-DictionaryMethod_AdditionalExercises.ipynb ├── 00.1-DictionaryMethod_AdditionalExercises_Solutions.ipynb ├── 01-ChiSquared.ipynb ├── 01-ChiSquared_ExerciseSolutions.ipynb └── DictionaryMethod.pdf ├── 05-TextExploration ├── 00-IntroductionToTopicModeling.ipynb ├── 00-IntroductionToTopicModeling_ExerciseSolutions.ipynb ├── 01-VectorSpaceModel.ipynb ├── 01-VectorSpaceModel_ExerciseSolutions.ipynb ├── IntroductionToTopicModeling.pdf └── Topic Modeling - LDA.pdf ├── A-Syllabus.md ├── B-Annotated Bibliography.md ├── Data ├── Alcott_GarlandForGirls.txt ├── Austen_PrideAndPrejudice.txt ├── BDHSI2016_music_reviews.csv ├── Machiavelli_ThePrince.txt ├── Marx_CommunistManifesto.txt ├── childrens_lit.csv.bz2 ├── negative_words.txt ├── nsfg_data1.csv.bz2 └── positive_words.txt ├── LICENSE ├── README.md └── requirements.txt /00-Introduction/Installation_Check.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lknelson/text-analysis-2017/HEAD/00-Introduction/Installation_Check.ipynb -------------------------------------------------------------------------------- /00-Introduction/IntroductionAndOverview.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lknelson/text-analysis-2017/HEAD/00-Introduction/IntroductionAndOverview.pdf -------------------------------------------------------------------------------- /00-Introduction/Text Mining and Analysis.pptx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lknelson/text-analysis-2017/HEAD/00-Introduction/Text Mining and Analysis.pptx -------------------------------------------------------------------------------- /00-Introduction/TextAnalysisTechniques.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lknelson/text-analysis-2017/HEAD/00-Introduction/TextAnalysisTechniques.pdf -------------------------------------------------------------------------------- /01-IntroToPython/.ipynb_checkpoints/00-PythonBasics-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lknelson/text-analysis-2017/HEAD/01-IntroToPython/.ipynb_checkpoints/00-PythonBasics-checkpoint.ipynb -------------------------------------------------------------------------------- /01-IntroToPython/.ipynb_checkpoints/00-PythonBasics_ExerciseSolutions-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lknelson/text-analysis-2017/HEAD/01-IntroToPython/.ipynb_checkpoints/00-PythonBasics_ExerciseSolutions-checkpoint.ipynb -------------------------------------------------------------------------------- /01-IntroToPython/.ipynb_checkpoints/01-WorkingWithTexts-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lknelson/text-analysis-2017/HEAD/01-IntroToPython/.ipynb_checkpoints/01-WorkingWithTexts-checkpoint.ipynb -------------------------------------------------------------------------------- /01-IntroToPython/.ipynb_checkpoints/01-WorkingWithTexts_ExerciseSolutions-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lknelson/text-analysis-2017/HEAD/01-IntroToPython/.ipynb_checkpoints/01-WorkingWithTexts_ExerciseSolutions-checkpoint.ipynb -------------------------------------------------------------------------------- /01-IntroToPython/.ipynb_checkpoints/02-WorkingWithNumbers-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lknelson/text-analysis-2017/HEAD/01-IntroToPython/.ipynb_checkpoints/02-WorkingWithNumbers-checkpoint.ipynb -------------------------------------------------------------------------------- /01-IntroToPython/.ipynb_checkpoints/02-WorkingWithNumbers_ExerciseSolutions-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lknelson/text-analysis-2017/HEAD/01-IntroToPython/.ipynb_checkpoints/02-WorkingWithNumbers_ExerciseSolutions-checkpoint.ipynb -------------------------------------------------------------------------------- /01-IntroToPython/00-PythonBasics.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lknelson/text-analysis-2017/HEAD/01-IntroToPython/00-PythonBasics.ipynb -------------------------------------------------------------------------------- /01-IntroToPython/00-PythonBasics_ExerciseSolutions.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lknelson/text-analysis-2017/HEAD/01-IntroToPython/00-PythonBasics_ExerciseSolutions.ipynb -------------------------------------------------------------------------------- /01-IntroToPython/01-WorkingWithTexts.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lknelson/text-analysis-2017/HEAD/01-IntroToPython/01-WorkingWithTexts.ipynb -------------------------------------------------------------------------------- /01-IntroToPython/01-WorkingWithTexts_ExerciseSolutions.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lknelson/text-analysis-2017/HEAD/01-IntroToPython/01-WorkingWithTexts_ExerciseSolutions.ipynb -------------------------------------------------------------------------------- /01-IntroToPython/02-WorkingWithNumbers.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lknelson/text-analysis-2017/HEAD/01-IntroToPython/02-WorkingWithNumbers.ipynb -------------------------------------------------------------------------------- /01-IntroToPython/02-WorkingWithNumbers_ExerciseSolutions.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lknelson/text-analysis-2017/HEAD/01-IntroToPython/02-WorkingWithNumbers_ExerciseSolutions.ipynb -------------------------------------------------------------------------------- /02-IntroToNLP/00-IntroToNLP.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lknelson/text-analysis-2017/HEAD/02-IntroToNLP/00-IntroToNLP.ipynb -------------------------------------------------------------------------------- /02-IntroToNLP/00-IntroToNLP_ExerciseSolution.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lknelson/text-analysis-2017/HEAD/02-IntroToNLP/00-IntroToNLP_ExerciseSolution.ipynb -------------------------------------------------------------------------------- /02-IntroToNLP/01-POS_Tagging.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lknelson/text-analysis-2017/HEAD/02-IntroToNLP/01-POS_Tagging.ipynb -------------------------------------------------------------------------------- /02-IntroToNLP/01-POS_Tagging_ExerciseSolutions.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lknelson/text-analysis-2017/HEAD/02-IntroToNLP/01-POS_Tagging_ExerciseSolutions.ipynb -------------------------------------------------------------------------------- /02-IntroToNLP/Operationalization.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lknelson/text-analysis-2017/HEAD/02-IntroToNLP/Operationalization.pdf -------------------------------------------------------------------------------- /03-Pandas_and_DTM/00-PandasAndTextAnalysis.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lknelson/text-analysis-2017/HEAD/03-Pandas_and_DTM/00-PandasAndTextAnalysis.ipynb -------------------------------------------------------------------------------- /03-Pandas_and_DTM/00-PandasAndTextAnalysis_ExerciseSolutions.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lknelson/text-analysis-2017/HEAD/03-Pandas_and_DTM/00-PandasAndTextAnalysis_ExerciseSolutions.ipynb -------------------------------------------------------------------------------- /03-Pandas_and_DTM/01-DTM_DistinctiveWords.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lknelson/text-analysis-2017/HEAD/03-Pandas_and_DTM/01-DTM_DistinctiveWords.ipynb -------------------------------------------------------------------------------- /03-Pandas_and_DTM/01-DTM_DistinctiveWords_ExerciseSolutions.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lknelson/text-analysis-2017/HEAD/03-Pandas_and_DTM/01-DTM_DistinctiveWords_ExerciseSolutions.ipynb -------------------------------------------------------------------------------- /03-Pandas_and_DTM/01.1-Bonus_DifferenceOfProportions.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lknelson/text-analysis-2017/HEAD/03-Pandas_and_DTM/01.1-Bonus_DifferenceOfProportions.ipynb -------------------------------------------------------------------------------- /03-Pandas_and_DTM/01.2-Bonus_DifferenceOfProportions_ExerciseSolutions.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lknelson/text-analysis-2017/HEAD/03-Pandas_and_DTM/01.2-Bonus_DifferenceOfProportions_ExerciseSolutions.ipynb -------------------------------------------------------------------------------- /03-Pandas_and_DTM/01.3-Bonus_LambdaFunctions.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lknelson/text-analysis-2017/HEAD/03-Pandas_and_DTM/01.3-Bonus_LambdaFunctions.ipynb -------------------------------------------------------------------------------- /04-Dictionaries/00-DictionaryMethod.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lknelson/text-analysis-2017/HEAD/04-Dictionaries/00-DictionaryMethod.ipynb -------------------------------------------------------------------------------- /04-Dictionaries/00-DictionaryMethod_ExerciseSolutions.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lknelson/text-analysis-2017/HEAD/04-Dictionaries/00-DictionaryMethod_ExerciseSolutions.ipynb -------------------------------------------------------------------------------- /04-Dictionaries/00.1-DictionaryMethod_AdditionalExercises.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lknelson/text-analysis-2017/HEAD/04-Dictionaries/00.1-DictionaryMethod_AdditionalExercises.ipynb -------------------------------------------------------------------------------- /04-Dictionaries/00.1-DictionaryMethod_AdditionalExercises_Solutions.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lknelson/text-analysis-2017/HEAD/04-Dictionaries/00.1-DictionaryMethod_AdditionalExercises_Solutions.ipynb -------------------------------------------------------------------------------- /04-Dictionaries/01-ChiSquared.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lknelson/text-analysis-2017/HEAD/04-Dictionaries/01-ChiSquared.ipynb -------------------------------------------------------------------------------- /04-Dictionaries/01-ChiSquared_ExerciseSolutions.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lknelson/text-analysis-2017/HEAD/04-Dictionaries/01-ChiSquared_ExerciseSolutions.ipynb -------------------------------------------------------------------------------- /04-Dictionaries/DictionaryMethod.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lknelson/text-analysis-2017/HEAD/04-Dictionaries/DictionaryMethod.pdf -------------------------------------------------------------------------------- /05-TextExploration/00-IntroductionToTopicModeling.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lknelson/text-analysis-2017/HEAD/05-TextExploration/00-IntroductionToTopicModeling.ipynb -------------------------------------------------------------------------------- /05-TextExploration/00-IntroductionToTopicModeling_ExerciseSolutions.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lknelson/text-analysis-2017/HEAD/05-TextExploration/00-IntroductionToTopicModeling_ExerciseSolutions.ipynb -------------------------------------------------------------------------------- /05-TextExploration/01-VectorSpaceModel.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lknelson/text-analysis-2017/HEAD/05-TextExploration/01-VectorSpaceModel.ipynb -------------------------------------------------------------------------------- /05-TextExploration/01-VectorSpaceModel_ExerciseSolutions.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lknelson/text-analysis-2017/HEAD/05-TextExploration/01-VectorSpaceModel_ExerciseSolutions.ipynb -------------------------------------------------------------------------------- /05-TextExploration/IntroductionToTopicModeling.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lknelson/text-analysis-2017/HEAD/05-TextExploration/IntroductionToTopicModeling.pdf -------------------------------------------------------------------------------- /05-TextExploration/Topic Modeling - LDA.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lknelson/text-analysis-2017/HEAD/05-TextExploration/Topic Modeling - LDA.pdf -------------------------------------------------------------------------------- /A-Syllabus.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lknelson/text-analysis-2017/HEAD/A-Syllabus.md -------------------------------------------------------------------------------- /B-Annotated Bibliography.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lknelson/text-analysis-2017/HEAD/B-Annotated Bibliography.md -------------------------------------------------------------------------------- /Data/Alcott_GarlandForGirls.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lknelson/text-analysis-2017/HEAD/Data/Alcott_GarlandForGirls.txt -------------------------------------------------------------------------------- /Data/Austen_PrideAndPrejudice.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lknelson/text-analysis-2017/HEAD/Data/Austen_PrideAndPrejudice.txt -------------------------------------------------------------------------------- /Data/BDHSI2016_music_reviews.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lknelson/text-analysis-2017/HEAD/Data/BDHSI2016_music_reviews.csv -------------------------------------------------------------------------------- /Data/Machiavelli_ThePrince.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lknelson/text-analysis-2017/HEAD/Data/Machiavelli_ThePrince.txt -------------------------------------------------------------------------------- /Data/Marx_CommunistManifesto.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lknelson/text-analysis-2017/HEAD/Data/Marx_CommunistManifesto.txt -------------------------------------------------------------------------------- /Data/childrens_lit.csv.bz2: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lknelson/text-analysis-2017/HEAD/Data/childrens_lit.csv.bz2 -------------------------------------------------------------------------------- /Data/negative_words.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lknelson/text-analysis-2017/HEAD/Data/negative_words.txt -------------------------------------------------------------------------------- /Data/nsfg_data1.csv.bz2: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lknelson/text-analysis-2017/HEAD/Data/nsfg_data1.csv.bz2 -------------------------------------------------------------------------------- /Data/positive_words.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lknelson/text-analysis-2017/HEAD/Data/positive_words.txt -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lknelson/text-analysis-2017/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lknelson/text-analysis-2017/HEAD/README.md -------------------------------------------------------------------------------- /requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lknelson/text-analysis-2017/HEAD/requirements.txt --------------------------------------------------------------------------------