├── .gitignore ├── Data Analysis with Pandas ├── 01.Dealing with datetime.ipynb ├── 02.Input_Output.ipynb ├── 03. Moving Up and Down.ipynb ├── 04.Window and Lags.ipynb └── 05. corr and autocorr.ipynb ├── Financial Time Series ├── 01.Financial Time Series Analysis.ipynb └── 02. sentiment_score.ipynb ├── ODSC Workshop.pdf ├── README.md ├── Statistical models ├── 01. Time Series components.ipynb ├── 02. Stationarity.ipynb ├── 03.ARMA Process Models.ipynb ├── 04. ARIMA Models.ipynb └── 05.GARCH Models.ipynb ├── Time Series Boosting └── Trees_and_Boosting_with_TS.ipynb ├── Time Series with Deep Learning ├── 01.Time Series Forecasting with MLP.ipynb ├── 02.Time Series Forecasting with LSTM.ipynb └── What went wrong with this LSTM.ipynb ├── data ├── 50words_TEST.csv ├── AirPassengers.csv ├── All-Transactions House Price Index.csv ├── All_India_Area_Weighted_Monthly_Rainfall.csv ├── Earthquakes.csv ├── daily_female_births.csv ├── daily_min_tempratures.csv ├── exercise3.csv ├── exercise_2.csv ├── exercise_4.csv ├── exercise_sample.csv ├── flotation-cell.csv ├── gdp_india.csv ├── gdp_uk.csv ├── pollution.csv ├── reliance_data_day.csv ├── sales.csv ├── sample.csv ├── sample_2.csv ├── stock_data.csv ├── test_data.csv ├── yesbank_data.csv └── yesbank_data_day.csv ├── images └── pandas_dtypes.png └── requirements.txt /.gitignore: -------------------------------------------------------------------------------- 1 | .DS_Store 2 | .ipynb_checkpoints 3 | -------------------------------------------------------------------------------- /Data Analysis with Pandas/01.Dealing with datetime.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/poornagurram/TimeSeriesAnalysis_ODSC_2019/HEAD/Data Analysis with Pandas/01.Dealing with datetime.ipynb -------------------------------------------------------------------------------- /Data Analysis with Pandas/02.Input_Output.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/poornagurram/TimeSeriesAnalysis_ODSC_2019/HEAD/Data Analysis with Pandas/02.Input_Output.ipynb -------------------------------------------------------------------------------- /Data Analysis with Pandas/03. Moving Up and Down.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/poornagurram/TimeSeriesAnalysis_ODSC_2019/HEAD/Data Analysis with Pandas/03. Moving Up and Down.ipynb -------------------------------------------------------------------------------- /Data Analysis with Pandas/04.Window and Lags.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/poornagurram/TimeSeriesAnalysis_ODSC_2019/HEAD/Data Analysis with Pandas/04.Window and Lags.ipynb -------------------------------------------------------------------------------- /Data Analysis with Pandas/05. corr and autocorr.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/poornagurram/TimeSeriesAnalysis_ODSC_2019/HEAD/Data Analysis with Pandas/05. corr and autocorr.ipynb -------------------------------------------------------------------------------- /Financial Time Series/01.Financial Time Series Analysis.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/poornagurram/TimeSeriesAnalysis_ODSC_2019/HEAD/Financial Time Series/01.Financial Time Series Analysis.ipynb -------------------------------------------------------------------------------- /Financial Time Series/02. sentiment_score.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/poornagurram/TimeSeriesAnalysis_ODSC_2019/HEAD/Financial Time Series/02. sentiment_score.ipynb -------------------------------------------------------------------------------- /ODSC Workshop.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/poornagurram/TimeSeriesAnalysis_ODSC_2019/HEAD/ODSC Workshop.pdf -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/poornagurram/TimeSeriesAnalysis_ODSC_2019/HEAD/README.md -------------------------------------------------------------------------------- /Statistical models/01. Time Series components.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/poornagurram/TimeSeriesAnalysis_ODSC_2019/HEAD/Statistical models/01. Time Series components.ipynb -------------------------------------------------------------------------------- /Statistical models/02. Stationarity.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/poornagurram/TimeSeriesAnalysis_ODSC_2019/HEAD/Statistical models/02. Stationarity.ipynb -------------------------------------------------------------------------------- /Statistical models/03.ARMA Process Models.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/poornagurram/TimeSeriesAnalysis_ODSC_2019/HEAD/Statistical models/03.ARMA Process Models.ipynb -------------------------------------------------------------------------------- /Statistical models/04. ARIMA Models.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/poornagurram/TimeSeriesAnalysis_ODSC_2019/HEAD/Statistical models/04. ARIMA Models.ipynb -------------------------------------------------------------------------------- /Statistical models/05.GARCH Models.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/poornagurram/TimeSeriesAnalysis_ODSC_2019/HEAD/Statistical models/05.GARCH Models.ipynb -------------------------------------------------------------------------------- /Time Series Boosting/Trees_and_Boosting_with_TS.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/poornagurram/TimeSeriesAnalysis_ODSC_2019/HEAD/Time Series Boosting/Trees_and_Boosting_with_TS.ipynb -------------------------------------------------------------------------------- /Time Series with Deep Learning/01.Time Series Forecasting with MLP.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/poornagurram/TimeSeriesAnalysis_ODSC_2019/HEAD/Time Series with Deep Learning/01.Time Series Forecasting with MLP.ipynb -------------------------------------------------------------------------------- /Time Series with Deep Learning/02.Time Series Forecasting with LSTM.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/poornagurram/TimeSeriesAnalysis_ODSC_2019/HEAD/Time Series with Deep Learning/02.Time Series Forecasting with LSTM.ipynb -------------------------------------------------------------------------------- /Time Series with Deep Learning/What went wrong with this LSTM.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/poornagurram/TimeSeriesAnalysis_ODSC_2019/HEAD/Time Series with Deep Learning/What went wrong with this LSTM.ipynb -------------------------------------------------------------------------------- /data/50words_TEST.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/poornagurram/TimeSeriesAnalysis_ODSC_2019/HEAD/data/50words_TEST.csv -------------------------------------------------------------------------------- /data/AirPassengers.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/poornagurram/TimeSeriesAnalysis_ODSC_2019/HEAD/data/AirPassengers.csv -------------------------------------------------------------------------------- /data/All-Transactions House Price Index.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/poornagurram/TimeSeriesAnalysis_ODSC_2019/HEAD/data/All-Transactions House Price Index.csv -------------------------------------------------------------------------------- /data/All_India_Area_Weighted_Monthly_Rainfall.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/poornagurram/TimeSeriesAnalysis_ODSC_2019/HEAD/data/All_India_Area_Weighted_Monthly_Rainfall.csv -------------------------------------------------------------------------------- /data/Earthquakes.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/poornagurram/TimeSeriesAnalysis_ODSC_2019/HEAD/data/Earthquakes.csv -------------------------------------------------------------------------------- /data/daily_female_births.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/poornagurram/TimeSeriesAnalysis_ODSC_2019/HEAD/data/daily_female_births.csv -------------------------------------------------------------------------------- /data/daily_min_tempratures.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/poornagurram/TimeSeriesAnalysis_ODSC_2019/HEAD/data/daily_min_tempratures.csv -------------------------------------------------------------------------------- /data/exercise3.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/poornagurram/TimeSeriesAnalysis_ODSC_2019/HEAD/data/exercise3.csv -------------------------------------------------------------------------------- /data/exercise_2.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/poornagurram/TimeSeriesAnalysis_ODSC_2019/HEAD/data/exercise_2.csv -------------------------------------------------------------------------------- /data/exercise_4.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/poornagurram/TimeSeriesAnalysis_ODSC_2019/HEAD/data/exercise_4.csv -------------------------------------------------------------------------------- /data/exercise_sample.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/poornagurram/TimeSeriesAnalysis_ODSC_2019/HEAD/data/exercise_sample.csv -------------------------------------------------------------------------------- /data/flotation-cell.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/poornagurram/TimeSeriesAnalysis_ODSC_2019/HEAD/data/flotation-cell.csv -------------------------------------------------------------------------------- /data/gdp_india.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/poornagurram/TimeSeriesAnalysis_ODSC_2019/HEAD/data/gdp_india.csv -------------------------------------------------------------------------------- /data/gdp_uk.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/poornagurram/TimeSeriesAnalysis_ODSC_2019/HEAD/data/gdp_uk.csv -------------------------------------------------------------------------------- /data/pollution.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/poornagurram/TimeSeriesAnalysis_ODSC_2019/HEAD/data/pollution.csv -------------------------------------------------------------------------------- /data/reliance_data_day.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/poornagurram/TimeSeriesAnalysis_ODSC_2019/HEAD/data/reliance_data_day.csv -------------------------------------------------------------------------------- /data/sales.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/poornagurram/TimeSeriesAnalysis_ODSC_2019/HEAD/data/sales.csv -------------------------------------------------------------------------------- /data/sample.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/poornagurram/TimeSeriesAnalysis_ODSC_2019/HEAD/data/sample.csv -------------------------------------------------------------------------------- /data/sample_2.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/poornagurram/TimeSeriesAnalysis_ODSC_2019/HEAD/data/sample_2.csv -------------------------------------------------------------------------------- /data/stock_data.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/poornagurram/TimeSeriesAnalysis_ODSC_2019/HEAD/data/stock_data.csv -------------------------------------------------------------------------------- /data/test_data.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/poornagurram/TimeSeriesAnalysis_ODSC_2019/HEAD/data/test_data.csv -------------------------------------------------------------------------------- /data/yesbank_data.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/poornagurram/TimeSeriesAnalysis_ODSC_2019/HEAD/data/yesbank_data.csv -------------------------------------------------------------------------------- /data/yesbank_data_day.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/poornagurram/TimeSeriesAnalysis_ODSC_2019/HEAD/data/yesbank_data_day.csv -------------------------------------------------------------------------------- /images/pandas_dtypes.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/poornagurram/TimeSeriesAnalysis_ODSC_2019/HEAD/images/pandas_dtypes.png -------------------------------------------------------------------------------- /requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/poornagurram/TimeSeriesAnalysis_ODSC_2019/HEAD/requirements.txt --------------------------------------------------------------------------------