├── .gitignore ├── 5955-convolutional-lstm-network-a-machine-learning-approach-for-precipitation-nowcasting.pdf ├── Moving-MNIST ├── README.md ├── generate-dataset.py ├── images │ ├── 32-32 │ │ ├── 11.png │ │ ├── 12.png │ │ ├── 13.png │ │ ├── 14.png │ │ ├── 15.png │ │ ├── 16.png │ │ ├── 17.png │ │ ├── 18.png │ │ ├── 19.png │ │ ├── 1_6.gif │ │ ├── 20.png │ │ ├── 21.png │ │ ├── 22.png │ │ ├── 23.png │ │ ├── 24.png │ │ ├── 25.png │ │ ├── 26.png │ │ ├── 27.png │ │ ├── 28.png │ │ ├── 29.png │ │ ├── 30.png │ │ ├── 7_9.gif │ │ ├── a11.png │ │ ├── a12.png │ │ ├── a13.png │ │ ├── a14.png │ │ ├── a15.png │ │ ├── a16.png │ │ ├── a17.png │ │ ├── a18.png │ │ ├── a19.png │ │ ├── a20.png │ │ ├── a21.png │ │ ├── a22.png │ │ ├── a23.png │ │ ├── a24.png │ │ ├── a25.png │ │ ├── a26.png │ │ ├── a27.png │ │ ├── a28.png │ │ ├── a29.png │ │ ├── a30.png │ │ ├── load.py │ │ ├── p11.png │ │ ├── p12.png │ │ ├── p13.png │ │ ├── p14.png │ │ ├── p15.png │ │ ├── p16.png │ │ ├── p17.png │ │ ├── p18.png │ │ ├── p19.png │ │ ├── p20.png │ │ ├── p21.png │ │ ├── p22.png │ │ ├── p23.png │ │ ├── p24.png │ │ ├── p25.png │ │ ├── p26.png │ │ ├── p27.png │ │ ├── p28.png │ │ ├── p29.png │ │ └── p30.png │ ├── actual-images │ │ ├── 11.png │ │ ├── 12.png │ │ ├── 13.png │ │ ├── 14.png │ │ ├── 15.png │ │ ├── 16.png │ │ ├── 17.png │ │ ├── 18.png │ │ ├── 19.png │ │ ├── 20.png │ │ ├── 21.png │ │ ├── 22.png │ │ ├── 23.png │ │ ├── 24.png │ │ ├── 25.png │ │ ├── 26.png │ │ ├── 27.png │ │ ├── 28.png │ │ ├── 29.png │ │ └── 30.png │ ├── reshape-128-128 │ │ ├── 01.png │ │ ├── 02.png │ │ ├── 03.png │ │ ├── 04.png │ │ ├── 05.png │ │ ├── 06.png │ │ ├── 07.png │ │ ├── 08.png │ │ ├── 09.png │ │ ├── 0_5.gif │ │ ├── 10.png │ │ ├── 11.png │ │ ├── 12.png │ │ ├── 13.png │ │ ├── 14.png │ │ ├── 15.png │ │ ├── 16.png │ │ ├── 17.png │ │ ├── 18.png │ │ ├── 19.png │ │ ├── 20.png │ │ ├── 21.png │ │ ├── 22.png │ │ ├── 23.png │ │ ├── 24.png │ │ ├── 25.png │ │ ├── 26.png │ │ ├── 27.png │ │ ├── 28.png │ │ ├── 29.png │ │ ├── 30.png │ │ ├── 6_1.gif │ │ └── 7_9.gif │ └── reshape-128-64-64 │ │ ├── 01.png │ │ ├── 02.png │ │ ├── 03.png │ │ ├── 04.png │ │ ├── 05.png │ │ ├── 06.png │ │ ├── 07.png │ │ ├── 08.png │ │ ├── 09.png │ │ ├── 0_5.gif │ │ ├── 10.png │ │ ├── 11.png │ │ ├── 12.png │ │ ├── 13.png │ │ ├── 14.png │ │ ├── 15.png │ │ ├── 16.png │ │ ├── 17.png │ │ ├── 18.png │ │ ├── 19.png │ │ ├── 20.png │ │ ├── 21.png │ │ ├── 22.png │ │ ├── 23.png │ │ ├── 24.png │ │ ├── 25.png │ │ ├── 26.png │ │ ├── 27.png │ │ ├── 28.png │ │ ├── 29.png │ │ ├── 30.png │ │ ├── 6_1.gif │ │ └── 7_9.gif ├── main_notebook.py └── mnist-read.py ├── NEXRAD ├── KATX │ ├── 96-96-32-32 │ │ ├── 11.png │ │ ├── 12.png │ │ ├── 13.png │ │ ├── 14.png │ │ ├── 15.png │ │ ├── 16.png │ │ ├── 17.png │ │ ├── 18.png │ │ ├── 19.png │ │ ├── 20.png │ │ ├── 21.png │ │ ├── 22.png │ │ ├── 23.png │ │ ├── 24.png │ │ ├── 25.png │ │ ├── 26.png │ │ ├── 27.png │ │ ├── 28.png │ │ ├── 29.png │ │ ├── 30.png │ │ ├── 31.png │ │ ├── 32.png │ │ ├── 33.png │ │ ├── 34.png │ │ ├── 35.png │ │ ├── 36.png │ │ ├── 37.png │ │ ├── 38.png │ │ ├── 39.png │ │ ├── 40.png │ │ ├── load.py │ │ ├── radar.gif │ │ ├── radar1.gif │ │ ├── radar2.gif │ │ └── radar3.gif │ └── katx.png ├── PHWA │ ├── 64_48 │ │ ├── 11.png │ │ ├── 12.png │ │ ├── 13.png │ │ ├── 14.png │ │ ├── 15.png │ │ ├── 16.png │ │ ├── 17.png │ │ ├── 18.png │ │ ├── 19.png │ │ ├── 20.png │ │ ├── 21.png │ │ ├── 22.png │ │ ├── 23.png │ │ ├── 24.png │ │ ├── 25.png │ │ ├── 26.png │ │ ├── 27.png │ │ ├── 28.png │ │ ├── 29.png │ │ ├── 30.png │ │ ├── a20.png │ │ ├── a21.png │ │ ├── a22.png │ │ ├── a23.png │ │ ├── a24.png │ │ ├── a25.png │ │ ├── a26.png │ │ ├── a27.png │ │ ├── a28.png │ │ ├── a29.png │ │ ├── a30.png │ │ ├── load.py │ │ ├── p20.png │ │ ├── p21.png │ │ ├── p22.png │ │ ├── p23.png │ │ ├── p24.png │ │ ├── p25.png │ │ ├── p26.png │ │ ├── p27.png │ │ ├── p28.png │ │ ├── p29.png │ │ ├── p30.png │ │ └── radar.gif │ ├── 96_64_64_32 │ │ ├── 11.png │ │ ├── 12.png │ │ ├── 13.png │ │ ├── 14.png │ │ ├── 15.png │ │ ├── 16.png │ │ ├── 17.png │ │ ├── 18.png │ │ ├── 19.png │ │ ├── 20.png │ │ ├── 21.png │ │ ├── 22.png │ │ ├── 23.png │ │ ├── 24.png │ │ ├── 25.png │ │ ├── 26.png │ │ ├── 27.png │ │ ├── 28.png │ │ ├── 29.png │ │ ├── 30.png │ │ ├── a20.png │ │ ├── a21.png │ │ ├── a22.png │ │ ├── a23.png │ │ ├── a24.png │ │ ├── a25.png │ │ ├── a26.png │ │ ├── a27.png │ │ ├── a28.png │ │ ├── a29.png │ │ ├── a30.png │ │ ├── load.py │ │ ├── p20.png │ │ ├── p21.png │ │ ├── p22.png │ │ ├── p23.png │ │ ├── p24.png │ │ ├── p25.png │ │ ├── p26.png │ │ ├── p27.png │ │ ├── p28.png │ │ ├── p29.png │ │ ├── p30.png │ │ └── radar.gif │ ├── enc_dec_64_48.py │ └── reshape-64_48 │ │ ├── 10.png │ │ ├── 11.png │ │ ├── 12.png │ │ ├── 13.png │ │ ├── 14.png │ │ ├── 15.png │ │ ├── 16.png │ │ ├── 17.png │ │ ├── 18.png │ │ ├── 19.png │ │ ├── 20.png │ │ ├── 21.png │ │ ├── 22.png │ │ ├── 23.png │ │ ├── 24.png │ │ ├── 25.png │ │ ├── 26.png │ │ ├── 27.png │ │ ├── 28.png │ │ ├── 29.png │ │ ├── 30.png │ │ ├── 31.png │ │ ├── 32.png │ │ ├── 33.png │ │ ├── 34.png │ │ ├── 35.png │ │ ├── 36.png │ │ ├── 37.png │ │ ├── 38.png │ │ ├── 39.png │ │ ├── output1.gif │ │ ├── output2.gif │ │ └── output3.gif ├── README.md ├── dataset_day.py ├── dataset_mult_day.py ├── download_day.py ├── latest_Small.png ├── radar.png ├── radar_metpy.png ├── read_metpy.py └── read_pyart.py ├── README.md ├── btp_report.pdf ├── decoder.py ├── encoder.py ├── encoder_decoder.py ├── lstm-keras ├── conv-lstm-one.py ├── images │ ├── mnist-one-layer-2.png │ ├── mnist-one-layer-3.png │ └── mnist-one-layer.png ├── lstm-encoder-decoder.py ├── lstm-one-one-50.py └── lstm-one-one-50.py~ ├── main.py ├── next-frame-tutorial ├── README.md ├── encoder-decoder.py ├── images │ ├── enc_dec0 │ │ ├── actual0_1.png │ │ ├── actual0_2.png │ │ ├── actual0_3.png │ │ ├── actual0_4.png │ │ ├── actual0_5.png │ │ ├── actual0_6.png │ │ ├── actual0_7.png │ │ ├── actual0_8.png │ │ ├── actual0_9.png │ │ ├── actual0_fin.png │ │ ├── input.gif │ │ ├── output.gif │ │ ├── output0_1.png │ │ ├── output0_2.png │ │ ├── output0_3.png │ │ ├── output0_4.png │ │ ├── output0_5.png │ │ ├── output0_6.png │ │ ├── output0_7.png │ │ ├── output0_8.png │ │ ├── output0_9.png │ │ └── output0_fin.png │ ├── enc_dec1 │ │ ├── actual1_1.png │ │ ├── actual1_2.png │ │ ├── actual1_3.png │ │ ├── actual1_4.png │ │ ├── actual1_5.png │ │ ├── actual1_6.png │ │ ├── actual1_7.png │ │ ├── actual1_8.png │ │ ├── actual1_9.png │ │ ├── actual1_fin.png │ │ ├── input.gif │ │ ├── output.gif │ │ ├── output1_1.png │ │ ├── output1_2.png │ │ ├── output1_3.png │ │ ├── output1_4.png │ │ ├── output1_5.png │ │ ├── output1_6.png │ │ ├── output1_7.png │ │ ├── output1_8.png │ │ ├── output1_9.png │ │ └── output1_fin.png │ └── stack │ │ ├── actual0.png │ │ ├── actual1.png │ │ ├── actual2.png │ │ ├── actual3.png │ │ ├── actual4.png │ │ ├── actual5.png │ │ ├── actual6.png │ │ ├── actual7.png │ │ ├── actual8.png │ │ ├── actual9.png │ │ ├── encoder.drawio │ │ ├── input.gif │ │ ├── o0.png │ │ ├── o1.png │ │ ├── o2.png │ │ ├── o3.png 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