diff --git a/.gitattributes b/.gitattributes
index 28df5f900b358436f0267334b3e3e9af33f917ba..205cfde3390ca014c5ef9838b1a29e0c095b29e8 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -53,3 +53,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.jpg filter=lfs diff=lfs merge=lfs -text
 *.jpeg filter=lfs diff=lfs merge=lfs -text
 *.webp filter=lfs diff=lfs merge=lfs -text
+PEMS03/PEMS03_data.csv filter=lfs diff=lfs merge=lfs -text
+PEMS07M/V_228.csv filter=lfs diff=lfs merge=lfs -text
diff --git a/CA_District5/CA_District5.npy b/CA_District5/CA_District5.npy
new file mode 100644
index 0000000000000000000000000000000000000000..ff103b71c60cc95e2b955c2ee7a7bb8fa6ffb79f
--- /dev/null
+++ b/CA_District5/CA_District5.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:734f8bb5ba02a5d3b3cdb13215d31a2d03716e6187ec898afb55b87add80f93a
+size 356296
diff --git a/CA_District5/CA_District5.npz b/CA_District5/CA_District5.npz
new file mode 100644
index 0000000000000000000000000000000000000000..1af23e394ac7d8f5c9a0693069a6f75550bcd490
--- /dev/null
+++ b/CA_District5/CA_District5.npz
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d5d3799c523d979280206afcad7cb94ff8efa8659d8c9b838db1f58d4b56d3d6
+size 28682758
diff --git a/CA_District5/generate_data.py b/CA_District5/generate_data.py
new file mode 100644
index 0000000000000000000000000000000000000000..373eb679c87a14f0ca930ba6fe8b6aa22dd206b3
--- /dev/null
+++ b/CA_District5/generate_data.py
@@ -0,0 +1,19 @@
+import numpy as np
+import pandas as pd
+
+year = '2017'  # please specify the year, our experiments use 2019
+
+gba_his = pd.read_hdf('gba_his_' + year +'.h5')
+value = gba_his.values
+value = value[:(31+28)*288, :]
+print(value.shape, value[value==0].shape)
+
+# np.savez('CA_District5.npz', data=value)
+datas = np.load('CA_District5.npz')
+print(datas.files)
+print(datas['data'])
+print(datas['data'].shape)
+
+adj = np.load('gba_rn_adj.npy')
+print(adj)
+print(adj.shape, adj.dtype)
\ No newline at end of file
diff --git a/NYC_BIKE/NYC_BIKE.csv b/NYC_BIKE/NYC_BIKE.csv
new file mode 100644
index 0000000000000000000000000000000000000000..09dcb09e4ecdb3c46513b3857f676cec7e94ba2b
--- /dev/null
+++ b/NYC_BIKE/NYC_BIKE.csv
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diff --git a/NYC_BIKE/NYC_BIKE.npz b/NYC_BIKE/NYC_BIKE.npz
new file mode 100644
index 0000000000000000000000000000000000000000..e64ea5c961222375330ff74d3cded174864d704e
--- /dev/null
+++ b/NYC_BIKE/NYC_BIKE.npz
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0e378cf67527a0ae66f0e8d32525b2f326e25a27e07865c24e8f8b32eb8e5a75
+size 17472262
diff --git a/NYC_BIKE/all_graph.h5 b/NYC_BIKE/all_graph.h5
new file mode 100644
index 0000000000000000000000000000000000000000..e6935a4a9b1610e4eec3c2731e9d39c168c358f9
--- /dev/null
+++ b/NYC_BIKE/all_graph.h5
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:91bb6bc56041457a07d617101847ead73172e6c74f481cae3c0b25da30bfc736
+size 4270336
diff --git a/NYC_BIKE/bike_data.h5 b/NYC_BIKE/bike_data.h5
new file mode 100644
index 0000000000000000000000000000000000000000..d6ad3141a0b10a5bc29afea7c539f877deb8a2b8
--- /dev/null
+++ b/NYC_BIKE/bike_data.h5
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:eef78d544e4b63cf385c5b47a93f9c73c28ff26033af4f5b8edfd75592b3ce26
+size 17474048
diff --git a/NYC_BIKE/generate_data.py b/NYC_BIKE/generate_data.py
new file mode 100644
index 0000000000000000000000000000000000000000..ae8565814864a6a32cb31f72cfb8d7c0323a66d2
--- /dev/null
+++ b/NYC_BIKE/generate_data.py
@@ -0,0 +1,60 @@
+import numpy as np
+import pandas as pd
+import h5py
+import torch
+
+# class StandardScaler:
+#     """
+#     Standard the input
+#     """
+#
+#     def __init__(self, mean, std):
+#         self.mean = mean
+#         self.std = std
+#
+#     def transform(self, data):
+#         return (data - self.mean) / self.std
+#
+#     def inverse_transform(self, data):
+#         if type(data) == torch.Tensor and type(self.mean) == np.ndarray:
+#             self.std = torch.from_numpy(self.std).to(data.device).type(data.dtype)
+#             self.mean = torch.from_numpy(self.mean).to(data.device).type(data.dtype)
+#         return (data * self.std) + self.mean
+#
+# f_bike = h5py.File('bike_data.h5','r')
+# f_bike.keys()
+# print([key for key in f_bike.keys()])
+#
+# f_graph= h5py.File('all_graph.h5','r')
+# f_graph.keys()
+# print([key for key in f_graph.keys()])
+# bike_graph = f_graph['dis_bb'][:]
+# print(f_graph['pcc_bb'][:].shape, f_graph['pcc_bb'][:])
+# print(f_graph['trans_bb'][:].shape, f_graph['trans_bb'][:])
+# bike_drop = np.expand_dims(f_bike['bike_drop'][:], axis=-1)
+# bike_pick = np.expand_dims(f_bike['bike_pick'][:], axis=-1)
+#
+# print(bike_drop[bike_drop==0].shape, bike_pick[bike_pick==0].shape)
+#
+# bike_demand = np.concatenate([bike_drop, bike_pick], axis=-1)
+# # np.savez('NYC_BIKE.npz', data=bike_demand)
+
+datas = np.load('NYC_BIKE.npz')
+print(datas.files)
+print(datas['data'])
+print(datas['data'].shape)
+
+# np.savetxt("NYC_BIKE.csv", bike_graph, delimiter=",")
+A = pd.read_csv("NYC_BIKE.csv", header=None).values.astype(np.float32)
+print(A.shape)
+print(A)
+
+
+# k = datas['data']
+# print(k.dtype, k[k==0].shape, k[k<0.1].shape)
+# scaler_data = StandardScaler(k.mean(), k.std())
+# k = torch.FloatTensor(k)
+# trans1 = scaler_data.transform(k)
+# trans2 = scaler_data.inverse_transform(trans1)
+#
+# print(trans2.dtype, trans2[trans2==0].shape)
\ No newline at end of file
diff --git a/PDFormer/CA_District5/CA_District5_dtw.npy b/PDFormer/CA_District5/CA_District5_dtw.npy
new file mode 100644
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--- /dev/null
+++ b/PDFormer/CA_District5/CA_District5_dtw.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 356296
diff --git a/PDFormer/CA_District5/CA_District5_pattern.npy b/PDFormer/CA_District5/CA_District5_pattern.npy
new file mode 100644
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--- /dev/null
+++ b/PDFormer/CA_District5/CA_District5_pattern.npy
@@ -0,0 +1,3 @@
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+size 512
diff --git a/PDFormer/CA_District5/CA_District5_sh_mx.npy b/PDFormer/CA_District5/CA_District5_sh_mx.npy
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--- /dev/null
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@@ -0,0 +1,3 @@
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+size 178212
diff --git a/PDFormer/NYC_BIKE/NYC_BIKE_dtw.npy b/PDFormer/NYC_BIKE/NYC_BIKE_dtw.npy
new file mode 100644
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--- /dev/null
+++ b/PDFormer/NYC_BIKE/NYC_BIKE_dtw.npy
@@ -0,0 +1,3 @@
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diff --git a/PDFormer/NYC_BIKE/NYC_BIKE_pattern.npy b/PDFormer/NYC_BIKE/NYC_BIKE_pattern.npy
new file mode 100644
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--- /dev/null
+++ b/PDFormer/NYC_BIKE/NYC_BIKE_pattern.npy
@@ -0,0 +1,3 @@
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+size 512
diff --git a/PDFormer/NYC_BIKE/NYC_BIKE_sh_mx.npy b/PDFormer/NYC_BIKE/NYC_BIKE_sh_mx.npy
new file mode 100644
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+++ b/PDFormer/NYC_BIKE/NYC_BIKE_sh_mx.npy
@@ -0,0 +1,3 @@
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diff --git a/PDFormer/PEMS04/PEMS04_dtw.npy b/PDFormer/PEMS04/PEMS04_dtw.npy
new file mode 100644
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--- /dev/null
+++ b/PDFormer/PEMS04/PEMS04_dtw.npy
@@ -0,0 +1,3 @@
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diff --git a/PDFormer/PEMS04/PEMS04_pattern.npy b/PDFormer/PEMS04/PEMS04_pattern.npy
new file mode 100644
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@@ -0,0 +1,3 @@
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@@ -0,0 +1,3 @@
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diff --git a/PEMS07M/PEMS07M.npz b/PEMS07M/PEMS07M.npz
new file mode 100644
index 0000000000000000000000000000000000000000..9b76dbb5dd2929459ad6ab1df882162caaf15216
--- /dev/null
+++ b/PEMS07M/PEMS07M.npz
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8d7371cb6e86a46be60c37f5ab2059bf24675c21e6e4fc0937c85c701e3fad10
+size 23113990
diff --git a/PEMS07M/V_228.csv b/PEMS07M/V_228.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6ce672e3c2fa4ffd1da4dbef0209a76678d44b1e
--- /dev/null
+++ b/PEMS07M/V_228.csv
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9731c9874a05b5ca88f482062760efb0cbf38816721969a072907fe381d6adb7
+size 72230400
diff --git a/PEMS07M/generate_data.py b/PEMS07M/generate_data.py
new file mode 100644
index 0000000000000000000000000000000000000000..0371f941df53cd871bc7fb499aa9f207c19ff8a1
--- /dev/null
+++ b/PEMS07M/generate_data.py
@@ -0,0 +1,14 @@
+import numpy as np
+import pandas as pd
+
+
+file_path = 'V_228.csv'
+df=pd.read_csv(file_path)
+traffic_speed = df.values
+traffic_speed = np.concatenate([traffic_speed, traffic_speed[0:1, :]], axis=0)
+np.savez('PEMS07M.npz', data=traffic_speed)
+datas = np.load('PEMS07M.npz')
+print(datas.files)
+print(datas['data'])
+print(datas['data'].shape, traffic_speed.shape)
+
diff --git a/PEMS08/PEMS08.csv b/PEMS08/PEMS08.csv
new file mode 100644
index 0000000000000000000000000000000000000000..cf11bea3ff4229d2d900fdcf1085828d25429c88
--- /dev/null
+++ b/PEMS08/PEMS08.csv
@@ -0,0 +1,296 @@
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diff --git a/PEMS08/PEMS08.npz b/PEMS08/PEMS08.npz
new file mode 100644
index 0000000000000000000000000000000000000000..4b8ea73faa7e5ec806f385635ff375a791099509
--- /dev/null
+++ b/PEMS08/PEMS08.npz
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e1d03ce74e9fb79149e6e7c37c680214822c4a285baa2f42278cacabcd25c075
+size 18525419
diff --git a/STFGNN/NYC_BIKE/NYC_BIKE_adj_mx.npy b/STFGNN/NYC_BIKE/NYC_BIKE_adj_mx.npy
new file mode 100644
index 0000000000000000000000000000000000000000..3965679a3e40c6a0673be520244db295ad8a3866
--- /dev/null
+++ b/STFGNN/NYC_BIKE/NYC_BIKE_adj_mx.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 8000128
diff --git a/STFGNN/PEMS07M/PEMS07M_adj_mx.npy b/STFGNN/PEMS07M/PEMS07M_adj_mx.npy
new file mode 100644
index 0000000000000000000000000000000000000000..8a0e5aad17fac3eba6b52691f1a1056b0494857e
--- /dev/null
+++ b/STFGNN/PEMS07M/PEMS07M_adj_mx.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/STGODE/CA_District5/CA_District5_dtw_distance.npy b/STGODE/CA_District5/CA_District5_dtw_distance.npy
new file mode 100644
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--- /dev/null
+++ b/STGODE/CA_District5/CA_District5_dtw_distance.npy
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+version https://git-lfs.github.com/spec/v1
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+size 356296
diff --git a/STGODE/NYC_BIKE/NYC_BIKE_dtw_distance.npy b/STGODE/NYC_BIKE/NYC_BIKE_dtw_distance.npy
new file mode 100644
index 0000000000000000000000000000000000000000..4f843c1ba435dadb79f2d0faeffffb48bbb48cd9
--- /dev/null
+++ b/STGODE/NYC_BIKE/NYC_BIKE_dtw_distance.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 500128
diff --git a/STGODE/NYC_BIKE/NYC_BIKE_spatial_distance.npy b/STGODE/NYC_BIKE/NYC_BIKE_spatial_distance.npy
new file mode 100644
index 0000000000000000000000000000000000000000..06db136c0ff75565ee2cee10a21d7e563c115733
--- /dev/null
+++ b/STGODE/NYC_BIKE/NYC_BIKE_spatial_distance.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 250128
diff --git a/STGODE/PEMS07M/PEMS07M_dtw_distance.npy b/STGODE/PEMS07M/PEMS07M_dtw_distance.npy
new file mode 100644
index 0000000000000000000000000000000000000000..21ee54072bec739a985d2e988b6bb0e8a2af102f
--- /dev/null
+++ b/STGODE/PEMS07M/PEMS07M_dtw_distance.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/STGODE/PEMS07M/PEMS07M_spatial_distance.npy b/STGODE/PEMS07M/PEMS07M_spatial_distance.npy
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index 0000000000000000000000000000000000000000..fa6df60b4b716885958bb60a1800b2aa4cc4caac
--- /dev/null
+++ b/STGODE/PEMS07M/PEMS07M_spatial_distance.npy
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+version https://git-lfs.github.com/spec/v1
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diff --git a/STGODE/chengdu_didi/chengdu_didi_dtw_distance.npy b/STGODE/chengdu_didi/chengdu_didi_dtw_distance.npy
new file mode 100644
index 0000000000000000000000000000000000000000..8d4bb2eb5aae7827bb130de1460c7d6325e1e8c8
--- /dev/null
+++ b/STGODE/chengdu_didi/chengdu_didi_dtw_distance.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/chengdu_didi/chengdu_didi.npz b/chengdu_didi/chengdu_didi.npz
new file mode 100644
index 0000000000000000000000000000000000000000..e9c94553152d0cef5f6d2f5f1555838703be47c5
--- /dev/null
+++ b/chengdu_didi/chengdu_didi.npz
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1eae5216a61616ebae19a5c2043aa13bc2c6f344cf28ebc26e0ee0878be907c3
+size 72438022
diff --git a/chengdu_didi/generate_data.py b/chengdu_didi/generate_data.py
new file mode 100644
index 0000000000000000000000000000000000000000..faa13793854a6ad8de2875ef7ce6a7f633bb3b91
--- /dev/null
+++ b/chengdu_didi/generate_data.py
@@ -0,0 +1,14 @@
+import numpy as np
+import pandas as pd
+
+file_path = 'dataset.npy'
+data_read = np.load(file_path)[..., 0:1]
+# test = data_read[:, :, 0]
+# print(test[test==0].shape)
+
+# np.savez('chengdu_didi.npz', data=data_read)
+datas = np.load('chengdu_didi.npz')
+print(datas.files)
+print(datas['data'])
+print(datas['data'].shape)
+
diff --git a/chengdu_didi/matrix.npy b/chengdu_didi/matrix.npy
new file mode 100644
index 0000000000000000000000000000000000000000..11c384484dfd93b27be91648061521defff07cbc
--- /dev/null
+++ b/chengdu_didi/matrix.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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