diff --git a/core/lpda/adjacency.py b/core/lpda/adjacency.py
index c63eb77316..9645f26fa8 100644
--- a/core/lpda/adjacency.py
+++ b/core/lpda/adjacency.py
@@ -184,10 +184,22 @@ def construct_sparse_adj(edge_index) -> coo_matrix:
       m = coo_matrix((vals, (rows, cols)), shape=shape)
       return m
 
-def avg_degree2(G):
+def avg_degree2(G, avg_degree_dict = {}):
+    avg_degree_list = []
+    for index in range(max(G.nodes)+1):
+        degree = 0
+        adj_list = list(G.neighbors(index))
+        if adj_list != []:
+            for neighbors in adj_list:
+                try:
+                    degree += avg_degree_dict[neighbors]
+                except:
+                    degree += 0
+            avg_degree_list.append(degree / len(adj_list))
+        
+    return np.array(avg_degree_list).mean()
+    
     
-    return 
-      
 def avg_degree(G):
     avg_deg = nx.average_neighbor_degree(G)
     # Calculate the sum of all values
@@ -198,7 +210,7 @@ def avg_degree(G):
 
     # Calculate the average value
     average_value = total_sum / num_values
-    return average_value
+    return average_value, avg_deg
 
 
  
@@ -256,11 +268,11 @@ def avg_degree(G):
                 num_nodes = dataset[0][0]['num_nodes']
                 num_edges = dataset[0][0]['edge_index'].shape[1]
                 avg_degree_arithmetic = int(num_edges / num_nodes)
-                avg_degree_G = avg_degree(G)
-                avg_degree_G2 = avg_degree2(G)
+                avg_degree_G, avg_degree_dict = avg_degree(G)
+                avg_degree_G2 = avg_degree2(G, avg_degree_dict)
                 print(f"{name}, heterogeneity: {heterogeneity}. num_node: {num_nodes}, num_edges: {num_edges}, \
                       avg degree arithmetic {avg_degree_arithmetic},  \
-                      avg degree G {avg_degree_G}, avg degree G2 {avg_degree_G2}.")
+                      avg degree G {avg_degree_G}, avg degree G2 {avg_degree_G2}, clustering {nx.average_clustering(G)}.")
 
             
             if name == 'arxiv_2023':
@@ -274,9 +286,17 @@ def avg_degree(G):
                 fig.savefig(f"{name}_data_index_spy.png", bbox_inches='tight')
 
                 heterogeneity = calculate_heterogeneity(G)
-                print(f"{name}, heterogeneity: {heterogeneity}. num_node: {dataset[0].num_node}")
+                num_nodes = data.num_nodes
+                num_edges = data.edge_index.shape[1]
+                avg_degree_arithmetic = int(num_edges / num_nodes)
+                avg_degree_G, avg_degree_dict = avg_degree(G)
+                avg_degree_G2 = avg_degree2(G, avg_degree_dict)
+                print(f"{name}, heterogeneity: {heterogeneity}. num_node: {num_nodes}, num_edges: {num_edges}, \
+                      avg degree arithmetic {avg_degree_arithmetic},  \
+                      avg degree G {avg_degree_G}, avg degree G2 {avg_degree_G2}, clustering {nx.average_clustering(G)}.")
 
             for name in ['cora', 'pubmed']:
+                name = 'pubmed'
                 data, num_class, text = load_data(name)
                 G = nx.from_scipy_sparse_array(m)
 
@@ -286,4 +306,11 @@ def avg_degree(G):
                 fig.savefig(f"{name}_data_index_spy.png", bbox_inches='tight')
 
                 heterogeneity = calculate_heterogeneity(G)
-                print(f"{name}, heterogeneity: {heterogeneity}. num_node: {dataset[0].num_node}")
\ No newline at end of file
+                num_nodes = data.num_nodes
+                num_edges = data.edge_index.shape[1]
+                avg_degree_arithmetic = int(num_edges / num_nodes)
+                avg_degree_G, avg_degree_dict = avg_degree(G)
+                avg_degree_G2 = avg_degree2(G, avg_degree_dict)
+                print(f"{name}, heterogeneity: {heterogeneity}. num_node: {num_nodes}, num_edges: {num_edges}, \
+                      avg degree arithmetic {avg_degree_arithmetic},  \
+                      avg degree G {avg_degree_G}, avg degree G2 {avg_degree_G2}, clustering {nx.average_clustering(G)}.")
\ No newline at end of file
diff --git a/results/arxiv_2023_acc.csv b/results/arxiv_2023_acc.csv
new file mode 100644
index 0000000000..d721df10c7
--- /dev/null
+++ b/results/arxiv_2023_acc.csv
@@ -0,0 +1,67 @@
+Metric,CN_acc,AA_acc,RA_acc,Ben_PPR_acc,shortest_path_acc,katz_apro_acc,pairwise_pred_acc,node2vec_acc
+arxiv_2023_8fe506da-d1ae-4a1c-88d1-d95e99335194,0.5017825365066528,0.4994907081127167,0.502546489238739,0.5031830668449402,0.954418122768402,0.9903234243392944,0.0,0.0
+arxiv_2023_56dc4bbb-aac2-4aec-ab5a-a5a556c7cf17,0.5017825365066528,0.4994907081127167,0.502546489238739,0.5031830668449402,0.954418122768402,0.9903234243392944,0.0,0.7541380188439012
+arxiv_2023_9d44d6be-10ae-47c6-9852-26b00bc57438,0.5017825365066528,0.4994907081127167,0.502546489238739,0.5031830668449402,0.954418122768402,0.9903234243392944,0.0,0.7611408199643493
+arxiv_2023_2cd03120-3556-40e4-b7da-8bfddf6110e1,,,,,,,,0.7531194295900179
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+Best,0.5017825365066528,0.4994907081127167,0.502546489238739,0.5031830668449402,0.954418122768402,0.9903234243392944,0.0,0.8454290807231983
diff --git a/results/arxiv_2023_mrr.csv b/results/arxiv_2023_mrr.csv
new file mode 100644
index 0000000000..5263fce552
--- /dev/null
+++ b/results/arxiv_2023_mrr.csv
@@ -0,0 +1,66 @@
+Metric,Hits@1,Hits@3,Hits@10,Hits@100,MRR,mrr_hit1,mrr_hit3,mrr_hit10,mrr_hit100,AUC,AP
+CN,0.1347,0.2442,0.2799,0.2799,0.1985,0.1347,0.2442,0.2799,0.2799,0.6395,0.6396
+node2vec_mrr,0.0306,0.043,0.0937,0.3354,0.054,0.0306,0.043,0.0937,0.3354,0.8996,0.8875
+node2vec_mrr_d97ad170-fd99-402c-87b4-e64b2408153c,0.015,0.0545,0.108,0.343,0.0452,0.015,0.0545,0.108,0.343,0.9013,0.8899
+node2vec_mrr_6322deb3-6cb5-489b-9ecb-e9f579299807,0.0227,0.0507,0.1138,0.3552,0.0528,0.0227,0.0507,0.1138,0.3552,0.9079,0.8969
+node2vec_mrr_9f6446c1-93cd-4131-96b2-df96090464a7,0.0227,0.027,0.0413,0.176,0.0328,0.0227,0.027,0.0413,0.176,0.8693,0.8391
+node2vec_mrr_eeecb66f-7ec3-4737-b929-3f767a56f6f4,0.0214,0.0234,0.0267,0.2631,0.0301,0.0214,0.0234,0.0267,0.2631,0.8831,0.8541
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+node2vec_mrr_4762c606-0dbb-4e83-ae49-e7931789b3af,0.0227,0.025,0.0423,0.3769,0.0375,0.0227,0.025,0.0423,0.3769,0.9029,0.8878
+node2vec_mrr_af02eaf1-147d-487a-8008-a9e62dfbcfad,0.0262,0.0295,0.0471,0.3838,0.0419,0.0262,0.0295,0.0471,0.3838,0.9097,0.8938
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+node2vec_mrr_0986add2-284f-4991-821f-e64e701650f4,0.0102,0.0255,0.0435,0.3687,0.0314,0.0102,0.0255,0.0435,0.3687,0.9025,0.8852
+node2vec_mrr_a88a6841-a1e3-44c3-8063-4e64c584f123,0.0107,0.0191,0.0262,0.2821,0.0239,0.0107,0.0191,0.0262,0.2821,0.8846,0.8559
+node2vec_mrr_c001199e-e0b8-4008-9b82-9d0016f4dbf5,0.0188,0.0385,0.0573,0.3349,0.0412,0.0188,0.0385,0.0573,0.3349,0.909,0.8921
+node2vec_mrr_73943717-11d5-432f-b25d-e28b51b8b102,0.0219,0.0229,0.0295,0.3287,0.0317,0.0219,0.0229,0.0295,0.3287,0.8849,0.862
+node2vec_mrr_2e2777bc-581d-4cdf-8960-74659b1b1f66,0.0155,0.0209,0.0331,0.3175,0.0283,0.0155,0.0209,0.0331,0.3175,0.8939,0.8692
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+node2vec_mrr_5441924a-521b-44c8-be84-c06c776daa37,0.0125,0.0237,0.0283,0.262,0.0246,0.0125,0.0237,0.0283,0.262,0.8784,0.8523
+node2vec_mrr_e9cc0e2e-a22e-458c-b41a-0877b63253ca,0.0148,0.0219,0.0357,0.2223,0.0281,0.0148,0.0219,0.0357,0.2223,0.8842,0.8541
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+node2vec_mrr_02cf1ece-9608-4d68-aa23-02f592224c4a,0.013,0.0308,0.042,0.357,0.033,0.013,0.0308,0.042,0.357,0.9092,0.8908
+node2vec_mrr_4576611c-468e-4bc9-b95e-20ae01d2e4bc,0.0155,0.0173,0.029,0.2839,0.026,0.0155,0.0173,0.029,0.2839,0.8878,0.8614
+node2vec_mrr_bf3ba5aa-4446-4b7e-b269-1690c8a85fd2,0.013,0.0181,0.0247,0.1823,0.022,0.013,0.0181,0.0247,0.1823,0.8605,0.8259
+node2vec_mrr_cf8ce4eb-e3f5-4127-9cf8-6ba17b2d2234,0.0216,0.027,0.0509,0.3733,0.0399,0.0216,0.027,0.0509,0.3733,0.9051,0.8914
+node2vec_mrr_52b44b04-c455-42f4-b65a-8bfa76a4d408,0.0344,0.0491,0.1688,0.4764,0.0716,0.0344,0.0491,0.1688,0.4764,0.9331,0.927
+node2vec_mrr_840ba7ce-54f6-4f3b-a1df-e2c51e41e5c1,0.0654,0.0787,0.1131,0.2585,0.0829,0.0654,0.0787,0.1131,0.2585,0.8515,0.835
+node2vec_mrr_7950f7a7-2dd7-4c03-a94c-47e96632dd66,0.0163,0.0234,0.0397,0.3407,0.0311,0.0163,0.0234,0.0397,0.3407,0.9004,0.8794
+node2vec_mrr_d54560e7-8afe-45c1-8379-9d47db809aaa,0.0102,0.0183,0.0397,0.3947,0.0296,0.0102,0.0183,0.0397,0.3947,0.9124,0.8959
+node2vec_mrr_16fb987d-1455-42f8-8aae-cf8e166f724f,0.0176,0.0275,0.0379,0.2936,0.0314,0.0176,0.0275,0.0379,0.2936,0.8937,0.8726
+node2vec_mrr_a3973d84-1421-4b8b-93b7-9dceabce1587,0.0604,0.0718,0.0817,0.3527,0.0777,0.0604,0.0718,0.0817,0.3527,0.918,0.9046
+node2vec_mrr_2006c641-322a-42d4-8a57-a0c2be6e5f98,0.0181,0.0328,0.067,0.3922,0.0411,0.0181,0.0328,0.067,0.3922,0.9164,0.9025
+node2vec_mrr_d900e181-faf9-47f5-8862-fac0a7a57abe,0.0216,0.0257,0.0588,0.3919,0.0413,0.0216,0.0257,0.0588,0.3919,0.9104,0.8974
+node2vec_mrr_3b3e9ad4-daa1-47e9-8960-c923dfd32128,0.0135,0.0178,0.0316,0.2404,0.0235,0.0135,0.0178,0.0316,0.2404,0.8603,0.8297
+node2vec_mrr_c11e83ad-9446-4fe7-8bbc-3f3fb7172f2c,0.0204,0.025,0.0354,0.3394,0.034,0.0204,0.025,0.0354,0.3394,0.8972,0.8777
+node2vec_mrr_ec0b404d-b695-4073-b874-c6e2b30eeccb,0.029,0.0298,0.0476,0.3079,0.0416,0.029,0.0298,0.0476,0.3079,0.8956,0.8764
+node2vec_mrr_9c877e30-2fb7-423e-934f-d19bc3c354f4,0.0155,0.0178,0.0372,0.3601,0.0312,0.0155,0.0178,0.0372,0.3601,0.9116,0.8912
+node2vec_mrr_fe0e9e03-c8f9-4ebe-bd7f-e77860c84213,0.0109,0.0176,0.0392,0.3165,0.0261,0.0109,0.0176,0.0392,0.3165,0.8876,0.8661
+node2vec_mrr_b49cfbdd-2ebf-4876-aab3-63f7a065ef7d,0.0132,0.0178,0.0234,0.2409,0.0232,0.0132,0.0178,0.0234,0.2409,0.8697,0.8401
+node2vec_mrr_467f1467-3ab0-4e35-a44c-66536f87ca3d,0.0183,0.0211,0.0265,0.2554,0.0274,0.0183,0.0211,0.0265,0.2554,0.8848,0.8556
+node2vec_mrr_dcbe25a1-74f3-44bb-b623-f93c6869de1e,0.0229,0.0283,0.0415,0.2715,0.0349,0.0229,0.0283,0.0415,0.2715,0.8933,0.8692
+node2vec_mrr_bacbfc4d-cca9-4721-a679-9cec632efb86,0.0138,0.015,0.0328,0.3514,0.0307,0.0138,0.015,0.0328,0.3514,0.9047,0.8883
+node2vec_mrr_eda30cbe-72ed-42d4-a1bd-f7db85e45048,0.0176,0.0234,0.0351,0.3089,0.0312,0.0176,0.0234,0.0351,0.3089,0.8963,0.8746
+node2vec_mrr_f0ce978c-c098-45c3-a414-ae5c597609de,0.0153,0.0535,0.1115,0.3112,0.0465,0.0153,0.0535,0.1115,0.3112,0.9068,0.8909
+node2vec_mrr_c5b49191-8da2-4414-b768-c0eeddf562bc,0.0135,0.0211,0.029,0.2753,0.0257,0.0135,0.0211,0.029,0.2753,0.883,0.8553
+node2vec_mrr_04a80f99-d30f-4cdb-bc4c-7b30a99a4156,0.013,0.0183,0.0283,0.3384,0.0253,0.013,0.0183,0.0283,0.3384,0.8962,0.87
+node2vec_mrr_7c1a2a67-109d-4976-86aa-f266b7406702,0.0214,0.0298,0.0448,0.3555,0.0377,0.0214,0.0298,0.0448,0.3555,0.9079,0.8897
+node2vec_mrr_4206ae8d-e793-486d-b552-9490cd724fb7,0.0122,0.027,0.0357,0.3262,0.0287,0.0122,0.027,0.0357,0.3262,0.8911,0.8691
+node2vec_mrr_d3ab0de8-b96e-41d6-b16c-f77f9339a2ac,0.027,0.0326,0.0484,0.3909,0.0463,0.027,0.0326,0.0484,0.3909,0.9088,0.896
+node2vec_mrr_91923ef7-e4dd-4aed-bb9c-7fa85b3faebc,0.0583,0.1207,0.1734,0.3104,0.104,0.0583,0.1207,0.1734,0.3104,0.8996,0.889
+node2vec_mrr_fb34ad20-5922-491d-a1fc-2d7506f877e1,0.0255,0.0336,0.0486,0.3804,0.0422,0.0255,0.0336,0.0486,0.3804,0.9031,0.8872
+node2vec_mrr_c408ca69-4aae-41c5-84c8-264f5d5b2bf6,0.029,0.0418,0.0614,0.3527,0.0484,0.029,0.0418,0.0614,0.3527,0.9104,0.8948
+node2vec_mrr_7720abc4-db56-4662-9384-9c43058e2720,0.0239,0.0448,0.0945,0.398,0.0522,0.0239,0.0448,0.0945,0.398,0.9237,0.9107
+node2vec_mrr_4c62f399-d7ad-4994-b339-b07cd2d87c3e,0.0122,0.0471,0.1006,0.397,0.0437,0.0122,0.0471,0.1006,0.397,0.9173,0.906
+node2vec_mrr_98739319-aa8f-4dd7-bf0a-1b7ec489e4da,0.0158,0.0188,0.0364,0.2839,0.0279,0.0158,0.0188,0.0364,0.2839,0.8903,0.8664
+Best,0.1347,0.2442,0.2799,0.4764,0.1985,0.1347,0.2442,0.2799,0.4764,0.9331,0.927
diff --git a/results/cora_acc.csv b/results/cora_acc.csv
new file mode 100644
index 0000000000..ee69956eeb
--- /dev/null
+++ b/results/cora_acc.csv
@@ -0,0 +1,67 @@
+Metric,CN_acc,AA_acc,RA_acc,InverseRA_acc,Ben_PPR_acc,SymPPR_acc,shortest_path_acc,katz_apro_acc,katz_close_acc,pairwise_pred_acc,node2vec_acc
+cora_ba36f083-b324-44f0-8e71-089e5224623f,0.6692014932632446,0.4961977303028106,0.4961977303028106,0.4980988502502441,0.517110288143158,0.5,0.5285171270370483,0.838403046131134,0.5285171270370483,0.0,
+cora_51587d61-8f70-458f-882c-2bef9ee6894b,,,,,,,,,,,0.7623574144486692
+cora_98aa385a-3e2e-41b4-b25b-a9d024b5eb44,,,,,,,,,,,0.7414448669201521
+cora_6a2731d6-9e80-46a4-b2f3-6847f420fbce,,,,,,,,,,,0.747148288973384
+cora_03667076-831e-42ca-9a40-2d56a2183d8e,,,,,,,,,,,0.7661596958174905
+cora_98d1e68f-12e2-4956-999a-e098c49f5cf7,,,,,,,,,,,0.7680608365019012
+cora_82f645ff-1d97-4fb3-af15-401075dc3841,,,,,,,,,,,0.7756653992395437
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+cora_0a14f001-02a1-41e0-ad17-4ba896db2576,,,,,,,,,,,0.8003802281368821
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+cora_ce48f5e7-0f4c-4666-aa06-c8610295a46d,,,,,,,,,,,0.7984790874524715
+cora_1fcc6654-bbab-47fc-884c-503a418341a4,,,,,,,,,,,0.7870722433460076
+cora_18861665-cfa2-4874-8d8b-816773cb7ae8,,,,,,,,,,,0.7984790874524715
+cora_7d5e4948-c861-4b60-9e33-56d5f1237366,,,,,,,,,,,0.7984790874524715
+cora_b1f21123-251e-49dc-a1a7-bcf23325cdcf,,,,,,,,,,,0.7946768060836502
+cora_df3cc6e0-6f00-496d-af89-535a3971d2a9,,,,,,,,,,,0.7927756653992395
+cora_80b658e5-d254-42fa-8d39-4b71b5ce000d,,,,,,,,,,,0.7965779467680608
+cora_294f310f-b9cb-4a72-9418-5812b672c245,,,,,,,,,,,0.7965779467680608
+cora_c0c996a9-80dd-497c-b47a-b9cce75d6cfd,,,,,,,,,,,0.7946768060836502
+cora_b8f45d02-13c7-44a5-bd76-e84baa78cb02,,,,,,,,,,,0.8022813688212928
+cora_880b3d31-3ebf-48ac-975b-5446c369c8b3,,,,,,,,,,,0.7889733840304183
+cora_ecaddbf2-64ad-49ea-99d6-b34ada9d808e,,,,,,,,,,,0.7984790874524715
+cora_edfdd25f-3ee5-4f54-8d7a-14e5ffae727a,,,,,,,,,,,0.7604562737642585
+cora_2256102b-2052-43be-8c59-49794aa2aa7f,,,,,,,,,,,0.7908745247148289
+cora_ff97757e-a70b-4195-a29a-809454d8f89c,,,,,,,,,,,0.7984790874524715
+cora_0885d663-600d-416a-8ef9-58eff2b38d10,,,,,,,,,,,0.7908745247148289
+cora_cad24f44-a6ed-4e5f-a452-01b9cfc42a78,,,,,,,,,,,0.7927756653992395
+Best,0.6692014932632446,0.4961977303028106,0.4961977303028106,0.4980988502502441,0.517110288143158,0.5,0.5285171270370483,0.838403046131134,0.5285171270370483,0.0,
diff --git a/results/cora_mrr.csv b/results/cora_mrr.csv
new file mode 100644
index 0000000000..1d60e562cb
--- /dev/null
+++ b/results/cora_mrr.csv
@@ -0,0 +1,66 @@
+Metric,Hits@1,Hits@3,Hits@10,Hits@100,MRR,mrr_hit1,mrr_hit3,mrr_hit10,mrr_hit100,AUC,AP
+CN,0.076,0.2319,0.5856,0.5856,0.2841,0.076,0.2319,0.5856,0.5856,0.786,0.7813
+node2vec_mrr,0.2776,0.3992,0.5019,0.7719,0.3526,0.2776,0.3992,0.5019,0.7719,0.7833,0.84
+node2vec_mrr_fb3995e2-de73-435a-8d55-0e1b9608e73c,0.3726,0.3992,0.5551,0.7605,0.4189,0.3726,0.3992,0.5551,0.7605,0.783,0.845
+node2vec_mrr_b12ecfa1-4579-4650-93b4-fc80a2adf4ba,0.4829,0.5285,0.5741,0.7452,0.5156,0.4829,0.5285,0.5741,0.7452,0.7813,0.8529
+node2vec_mrr_468dbcca-96ab-4cb8-8de7-6835d019bdf6,0.2357,0.3308,0.5741,0.8517,0.3353,0.2357,0.3308,0.5741,0.8517,0.8578,0.8904
+node2vec_mrr_080c5262-d2d4-4ac1-ba0f-02edbae87c93,0.1673,0.5475,0.597,0.8441,0.3603,0.1673,0.5475,0.597,0.8441,0.8456,0.8887
+node2vec_mrr_c58ef0a4-d4fb-4731-a1dc-b751e07fa516,0.2053,0.3954,0.6768,0.8745,0.3383,0.2053,0.3954,0.6768,0.8745,0.8645,0.8985
+node2vec_mrr_d91cfbb9-2e5b-47ca-929b-021246d906e3,0.2433,0.4144,0.6502,0.8821,0.3757,0.2433,0.4144,0.6502,0.8821,0.8834,0.9114
+node2vec_mrr_f08e9774-8989-4c52-9267-cf57b400c5e7,0.1635,0.4981,0.6502,0.8441,0.3509,0.1635,0.4981,0.6502,0.8441,0.8555,0.894
+node2vec_mrr_bb986f1c-3976-4ffc-8239-b485fbf8d922,0.1825,0.4563,0.6958,0.9011,0.342,0.1825,0.4563,0.6958,0.9011,0.892,0.9134
+node2vec_mrr_754a3c2b-7a7b-4d1f-ae4b-46dff298cce7,0.2928,0.5247,0.6236,0.8289,0.4257,0.2928,0.5247,0.6236,0.8289,0.8548,0.8942
+node2vec_mrr_12b3d7e1-805d-404b-b996-39f807407efe,0.2205,0.4829,0.6236,0.8707,0.3649,0.2205,0.4829,0.6236,0.8707,0.8605,0.8967
+node2vec_mrr_796d592a-aeb7-4bf4-8df7-2789121f3ca1,0.346,0.4449,0.6806,0.8441,0.4301,0.346,0.4449,0.6806,0.8441,0.8597,0.8981
+node2vec_mrr_432a3b35-ae37-489b-b544-e7e54efa191f,0.2433,0.3992,0.5551,0.8707,0.3467,0.2433,0.3992,0.5551,0.8707,0.8553,0.8893
+node2vec_mrr_ebc6734e-77e5-467e-b38a-898b0a2e0c23,0.1445,0.3992,0.6084,0.8669,0.3094,0.1445,0.3992,0.6084,0.8669,0.8708,0.9005
+node2vec_mrr_4fe39b55-8110-4615-a000-30780dafb745,0.2471,0.2738,0.5513,0.8707,0.3251,0.2471,0.2738,0.5513,0.8707,0.862,0.8922
+node2vec_mrr_ba9c000c-265d-4e09-aa7b-3a1139192e75,0.3308,0.4981,0.6236,0.8897,0.425,0.3308,0.4981,0.6236,0.8897,0.8785,0.9074
+node2vec_mrr_1b7099eb-711d-4bbf-9800-e6e4ab194edd,0.2357,0.5247,0.6312,0.8745,0.3752,0.2357,0.5247,0.6312,0.8745,0.8826,0.9111
+node2vec_mrr_91e54d81-d033-43db-b7dc-04cff3ead9d2,0.1445,0.4068,0.5932,0.8783,0.3124,0.1445,0.4068,0.5932,0.8783,0.8669,0.8949
+node2vec_mrr_b7258f3e-c74d-4ff1-9672-3f853bcafc94,0.2662,0.4867,0.6198,0.8289,0.3745,0.2662,0.4867,0.6198,0.8289,0.8397,0.8866
+node2vec_mrr_cf0bfe4e-79bd-4073-84a7-651250d7283a,0.1521,0.5437,0.6654,0.8593,0.368,0.1521,0.5437,0.6654,0.8593,0.8653,0.9032
+node2vec_mrr_29f37196-cfb4-49ff-b312-eef95479fd17,0.2053,0.5057,0.635,0.8669,0.3842,0.2053,0.5057,0.635,0.8669,0.8665,0.8984
+node2vec_mrr_de0c3107-3b33-44af-bff5-e3515401edce,0.251,0.4068,0.6008,0.8517,0.3595,0.251,0.4068,0.6008,0.8517,0.8524,0.8897
+node2vec_mrr_b8739324-b4f2-4276-9c71-8dfebfd2b192,0.1939,0.4144,0.6502,0.8935,0.3437,0.1939,0.4144,0.6502,0.8935,0.8942,0.913
+node2vec_mrr_19f57a4d-144d-49d0-b084-837df2a34b11,0.2738,0.5551,0.6426,0.8783,0.3966,0.2738,0.5551,0.6426,0.8783,0.8804,0.9081
+node2vec_mrr_d3826784-2154-4b17-8b55-94a4786ed59f,0.2814,0.4106,0.6426,0.9087,0.3701,0.2814,0.4106,0.6426,0.9087,0.8935,0.9125
+node2vec_mrr_ad0843b2-dd37-4491-be19-6dbac6f02bae,0.2548,0.3346,0.635,0.8593,0.348,0.2548,0.3346,0.635,0.8593,0.8584,0.8932
+node2vec_mrr_487989dc-a37a-4b39-94ea-9164371f814d,0.4335,0.4867,0.635,0.8175,0.4955,0.4335,0.4867,0.635,0.8175,0.8401,0.8909
+node2vec_mrr_9b9bf29f-7e10-486c-aa46-2d743162553f,0.0798,0.4411,0.6084,0.8213,0.3041,0.0798,0.4411,0.6084,0.8213,0.8308,0.8785
+node2vec_mrr_ab93be73-302c-4453-9879-044b47fef3d1,0.1521,0.4601,0.6426,0.8479,0.3399,0.1521,0.4601,0.6426,0.8479,0.8582,0.8953
+node2vec_mrr_c0b98284-9b8f-4712-9860-cf061c4c8c2d,0.2586,0.5437,0.6274,0.8517,0.4145,0.2586,0.5437,0.6274,0.8517,0.8572,0.8959
+node2vec_mrr_6ddcd40d-ad0e-43e2-a4df-5eb8296b484e,0.3574,0.5323,0.654,0.8593,0.4758,0.3574,0.5323,0.654,0.8593,0.8713,0.9069
+node2vec_mrr_4610c4b6-c50b-43af-94f1-b3635d69d9ee,0.2243,0.3764,0.5856,0.8403,0.341,0.2243,0.3764,0.5856,0.8403,0.8408,0.8851
+node2vec_mrr_5dc7e7d6-0cf5-41bd-89c4-bcf729f09f38,0.251,0.5057,0.7072,0.9278,0.4254,0.251,0.5057,0.7072,0.9278,0.9168,0.9317
+node2vec_mrr_9f10cd0a-a3d0-4b60-9a61-7e1c12cfc0e9,0.3194,0.5285,0.6768,0.8745,0.4434,0.3194,0.5285,0.6768,0.8745,0.8835,0.9138
+node2vec_mrr_23a022e0-4881-4c95-8de9-6e5d08350e1e,0.2548,0.5095,0.7186,0.8935,0.4198,0.2548,0.5095,0.7186,0.8935,0.8921,0.9187
+node2vec_mrr_3e3aa3d4-5da8-4445-9ee2-f24782fda9f3,0.0038,0.0266,0.038,0.3156,0.0273,0.0038,0.0266,0.038,0.3156,0.4662,0.4966
+node2vec_mrr_05f6952c-690d-448b-9f53-4779aa06adeb,0.1863,0.4525,0.616,0.8745,0.3599,0.1863,0.4525,0.616,0.8745,0.8739,0.9004
+node2vec_mrr_9e7f63fa-a48e-4486-8947-75d0d2b744a3,0.27,0.5361,0.7072,0.8935,0.4274,0.27,0.5361,0.7072,0.8935,0.8901,0.919
+node2vec_mrr_eae2f5c8-92a6-40f7-bdbf-d6dbc09777e8,0.1825,0.3954,0.6312,0.9087,0.3314,0.1825,0.3954,0.6312,0.9087,0.8983,0.9156
+node2vec_mrr_45e0341a-1679-4797-8da4-70658c4efae3,0.1483,0.5285,0.654,0.8859,0.3388,0.1483,0.5285,0.654,0.8859,0.8902,0.9139
+node2vec_mrr_47bfc62a-2ba1-43ea-9235-b6a113c1e2fa,0.2319,0.5437,0.6958,0.9049,0.3931,0.2319,0.5437,0.6958,0.9049,0.9052,0.9256
+node2vec_mrr_d9fff808-b23e-4690-a580-285107208983,0.1331,0.4335,0.616,0.8707,0.313,0.1331,0.4335,0.616,0.8707,0.8685,0.8981
+node2vec_mrr_93366eef-61bc-48fe-8fc9-5d8e6c5c8823,0.1977,0.365,0.5856,0.8593,0.3283,0.1977,0.365,0.5856,0.8593,0.8427,0.8845
+node2vec_mrr_b2cf5b47-f49a-47fb-a874-b0cb95cf9e28,0.1901,0.5133,0.635,0.8897,0.3815,0.1901,0.5133,0.635,0.8897,0.8898,0.913
+node2vec_mrr_cad6035c-9127-4d35-9d34-67f1bb206db6,0.1901,0.5551,0.6578,0.8859,0.3488,0.1901,0.5551,0.6578,0.8859,0.8889,0.9127
+node2vec_mrr_de97baff-baaf-4ea8-88ea-c889f6dee697,0.2243,0.4221,0.6274,0.8935,0.3416,0.2243,0.4221,0.6274,0.8935,0.8778,0.9038
+node2vec_mrr_d645292b-65b4-42ae-a4fe-c50993e4ffed,0.2281,0.5361,0.6654,0.8935,0.3766,0.2281,0.5361,0.6654,0.8935,0.8925,0.9154
+node2vec_mrr_897df7c3-a81e-406d-a534-ed3b2e4ccc62,0.2852,0.5247,0.6122,0.9049,0.4235,0.2852,0.5247,0.6122,0.9049,0.8931,0.916
+node2vec_mrr_a59e4335-9682-42b5-a07f-61d91ff80034,0.3308,0.4106,0.6464,0.8897,0.4192,0.3308,0.4106,0.6464,0.8897,0.9017,0.9203
+node2vec_mrr_2949948a-a0a1-4971-9d42-23699b2aca17,0.1179,0.5361,0.6388,0.8935,0.3154,0.1179,0.5361,0.6388,0.8935,0.8872,0.9119
+node2vec_mrr_0bf3429e-3be9-4950-8e38-6e7f5524b621,0.2433,0.4715,0.6882,0.8707,0.3857,0.2433,0.4715,0.6882,0.8707,0.8792,0.9086
+node2vec_mrr_a0a68f40-0704-45b9-976d-2259dcbd0ad9,0.2738,0.4791,0.6996,0.8935,0.4204,0.2738,0.4791,0.6996,0.8935,0.8902,0.9183
+node2vec_mrr_55ea477c-90c3-4862-99fc-9acf1281fdf7,0.3384,0.4411,0.654,0.8745,0.4257,0.3384,0.4411,0.654,0.8745,0.8809,0.9096
+node2vec_mrr_e0f4893f-68bf-499e-9f71-b7e2ccb0c044,0.3042,0.4943,0.6198,0.9011,0.4085,0.3042,0.4943,0.6198,0.9011,0.8812,0.9088
+node2vec_mrr_3e94f513-3ff2-49b6-a72e-fccd29de403a,0.3346,0.4525,0.6426,0.8821,0.4401,0.3346,0.4525,0.6426,0.8821,0.8698,0.9046
+node2vec_mrr_5b66123a-86ad-4356-b1e1-0b3d27ba3532,0.2167,0.3384,0.6578,0.8707,0.3331,0.2167,0.3384,0.6578,0.8707,0.8741,0.9026
+node2vec_mrr_3ccc9e98-f3b7-4a22-b425-2d49f66018e9,0.2015,0.3726,0.6122,0.9011,0.3424,0.2015,0.3726,0.6122,0.9011,0.8915,0.9133
+node2vec_mrr_0d7510f4-67c7-4315-9a9d-63408ec8dcc9,0.3726,0.5399,0.6996,0.8935,0.4732,0.3726,0.5399,0.6996,0.8935,0.8921,0.919
+node2vec_mrr_01ffdc80-5400-40da-82e9-52cb14b362d0,0.3004,0.4183,0.5589,0.8669,0.3851,0.3004,0.4183,0.5589,0.8669,0.8612,0.8916
+node2vec_mrr_a49a4753-f9ce-462a-a499-1da11ff4653b,0.3156,0.4905,0.6312,0.8859,0.4355,0.3156,0.4905,0.6312,0.8859,0.8805,0.9103
+node2vec_mrr_2c5bb511-c567-4b19-9079-407172a330aa,0.308,0.4715,0.692,0.8897,0.439,0.308,0.4715,0.692,0.8897,0.8926,0.9179
+node2vec_mrr_62984a51-e2c9-471a-92ae-9ff0dac61698,0.308,0.4943,0.6578,0.8745,0.4313,0.308,0.4943,0.6578,0.8745,0.8729,0.9069
+node2vec_mrr_ad77ceea-24da-493f-969c-2d8f1d52a63a,0.3156,0.4639,0.6388,0.9202,0.4213,0.3156,0.4639,0.6388,0.9202,0.9101,0.9247
+Best,0.4829,0.5551,0.7186,0.9278,0.5156,0.4829,0.5551,0.7186,0.9278,0.9168,0.9317
diff --git a/results/ogbn-products_acc.csv b/results/ogbn-products_acc.csv
new file mode 100644
index 0000000000..6e4c0bd706
--- /dev/null
+++ b/results/ogbn-products_acc.csv
@@ -0,0 +1,4 @@
+Metric,ogbn-products_CN_acc,ogbn-products_AA_acc,ogbn-products_RA_acc,ogbn-products_Ben_PPR_acc,ogbn-products_shortest_path_acc,ogbn-products_katz_apro_acc
+ogbn-products_a96ccd8a-660a-4dce-baff-251afe0c2374,0.5370677709579468,0.4997233748435974,0.4997233748435974,0.5449516177177429,0.2796680629253387,0.6305670738220215
+ogbn-products_cb66a6f5-9417-4e0a-b903-de8f141f3f11,0.542323648929596,0.5,0.5,0.556293249130249,0.2917012572288513,0.6477178335189819
+Best,0.542323648929596,0.5,0.5,0.556293249130249,0.2917012572288513,0.6477178335189819
diff --git a/results/ogbn-products_mrr.csv b/results/ogbn-products_mrr.csv
new file mode 100644
index 0000000000..561ce693f3
--- /dev/null
+++ b/results/ogbn-products_mrr.csv
@@ -0,0 +1,9 @@
+Metric,Hits@1,Hits@3,Hits@10,Hits@100,MRR,mrr_hit1,mrr_hit3,mrr_hit10,mrr_hit100,AUC,AP
+CN,0.0443,0.1303,0.1303,0.1303,0.1021,0.0443,0.1303,0.1303,0.1303,0.565,0.565
+CN,0.0404,0.1176,0.1176,0.1176,0.0795,0.0404,0.1176,0.1176,0.1176,0.5585,0.5584
+AA,0.1032,0.1176,0.1176,0.1176,0.1091,0.1032,0.1176,0.1176,0.1176,0.5585,0.5587
+RA,0.1032,0.1176,0.1176,0.1176,0.1091,0.1032,0.1176,0.1176,0.1176,0.5585,0.5587
+Ben_PPR,0.06,0.2194,0.369,0.4542,0.1617,0.06,0.2194,0.369,0.4542,0.4978,0.7298
+shortest_path,0.0,0.1176,0.3715,0.4501,0.1256,0.0,0.1176,0.3715,0.4573,0.4978,0.7288
+katz_apro,0.1037,0.1983,0.2777,0.2777,0.1607,0.1037,0.1983,0.2777,0.2777,0.6385,0.6383
+Best,0.1037,0.2194,0.3715,0.4542,0.1617,0.1037,0.2194,0.3715,0.4573,0.6385,0.7298
diff --git a/results/prop cora_acc.csv b/results/prop cora_acc.csv
new file mode 100644
index 0000000000..82d16e75cc
--- /dev/null
+++ b/results/prop cora_acc.csv	
@@ -0,0 +1,4 @@
+Metric,CN_acc,AA_acc,RA_acc,InverseRA_acc,Ben_PPR_acc,SymPPR_acc,shortest_path_acc,katz_apro_acc,katz_close_acc
+Cora_7ebf9b3e-450f-40fe-abf0-c9fe4990a4a0,0.6577946543693542,0.4980988502502441,0.5,0.5,0.5684410929679871,0.5152091383934021,0.5589353442192078,0.838403046131134,0.5589353442192078
+Cora_ea704d15-9898-4e7a-a29e-58e570904532,0.6596958041191101,0.49619773030281067,0.49619773030281067,0.49619773030281067,0.5323193669319153,0.5380228161811829,0.5494296550750732,0.8422053456306458,0.5494296550750732
+Best,0.6596958041191101,0.4980988502502441,0.5,0.5,0.5684410929679871,0.5380228161811829,0.5589353442192078,0.8422053456306458,0.5589353442192078
diff --git a/results/prop cora_mrr.csv b/results/prop cora_mrr.csv
new file mode 100644
index 0000000000..95dc4f795e
--- /dev/null
+++ b/results/prop cora_mrr.csv	
@@ -0,0 +1,12 @@
+Metric,Hits@1,Hits@3,Hits@10,Hits@100,MRR,mrr_hit1,mrr_hit3,mrr_hit10,mrr_hit100,AUC,AP
+CN,0.5095,0.5095,0.5095,0.5095,0.5132,0.5095,0.5095,0.5095,0.5095,0.7548,0.7548
+CN,0.2319,0.5171,0.5171,0.5171,0.3781,0.2319,0.5171,0.5171,0.5171,0.7556,0.7544
+AA,0.4677,0.5171,0.5171,0.5171,0.4945,0.4677,0.5171,0.5171,0.5171,0.7565,0.7581
+RA,0.4677,0.5171,0.5171,0.5171,0.4945,0.4677,0.5171,0.5171,0.5171,0.7565,0.7581
+InverseRA,0.0608,0.5019,0.5019,0.5019,0.2851,0.0608,0.5019,0.5019,0.5019,0.7483,0.7433
+Ben_PPR,0.5285,0.6008,0.711,0.8327,0.583,0.5285,0.6008,0.711,0.8327,0.8383,0.8992
+SymPPR,0.6198,0.7452,0.8213,0.9011,0.6762,0.6198,0.7452,0.8213,0.9011,0.9048,0.9413
+shortest_path,0.0,0.5171,0.5171,0.7871,0.2857,0.0,0.5171,0.6806,0.8175,0.8177,0.8659
+katz_apro,0.3536,0.5513,0.6008,0.6806,0.4577,0.3536,0.5513,0.6806,0.6806,0.8294,0.8314
+katz_close,0.3688,0.5703,0.6426,0.8061,0.4601,0.3688,0.5703,0.6426,0.8061,0.8198,0.8827
+Best,0.6198,0.7452,0.8213,0.9011,0.6762,0.6198,0.7452,0.8213,0.9011,0.9048,0.9413
diff --git a/results/pubmed_acc.csv b/results/pubmed_acc.csv
new file mode 100644
index 0000000000..4fa3026cf1
--- /dev/null
+++ b/results/pubmed_acc.csv
@@ -0,0 +1,274 @@
+Metric,InverseRA_acc,CN_acc,AA_acc,RA_acc,Ben_PPR_acc,SymPPR_acc,shortest_path_acc,katz_apro_acc,katz_close_acc,pairwise_pred_acc,node2vec_acc
+pubmed_0a90d660-8d07-43c4-a360-1e5f045b3edd,0.498194932937622,0.5870938897132874,0.498194932937622,0.498194932937622,0.5121841430664062,0.5135378837585449,0.4183213114738464,0.8240072131156921,0.4183213114738464,0.0,0.0
+pubmed_6e810d5a-9783-483a-b42e-82919fa08fbb,0.498194932937622,0.5870938897132874,0.498194932937622,0.498194932937622,0.5121841430664062,0.5135378837585449,0.4183213114738464,0.8240072131156921,0.4183213114738464,0.0,0.7436823104693141
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+Best,0.498194932937622,0.5870938897132874,0.498194932937622,0.498194932937622,0.5121841430664062,0.5135378837585449,0.4183213114738464,0.8240072131156921,0.4183213114738464,0.0,0.8418640183346066
diff --git a/results/pubmed_mrr.csv b/results/pubmed_mrr.csv
new file mode 100644
index 0000000000..54929048ff
--- /dev/null
+++ b/results/pubmed_mrr.csv
@@ -0,0 +1,267 @@
+Metric,Hits@1,Hits@3,Hits@10,Hits@100,MRR,mrr_hit1,mrr_hit3,mrr_hit10,mrr_hit100,AUC,AP
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