About MIND

MIcrosoft News Dataset (MIND) is a large-scale dataset for news recommendation research. It was collected from anonymized behavior logs of Microsoft News website. The mission of MIND is to serve as a benchmark dataset for news recommendation and facilitate the research in news recommendation and recommender systems area.

MIND contains about 160k English news articles and more than 15 million impression logs generated by 1 million users. Every news article contains rich textual content including title, abstract, body, category and entities. Each impression log contains the click events, non-clicked events and historical news click behaviors of this user before this impression. To protect user privacy, each user was de-linked from the production system when securely hashed into an anonymized ID. For more detailed information about the MIND dataset, you can refer to the following paper:

If you are interested in using this dataset in your research work, welcome to cite this paper:

Fangzhao Wu, Ying Qiao, Jiun-Hung Chen, Chuhan Wu, Tao Qi, Jianxun Lian, Danyang Liu, Xing Xie, Jianfeng Gao, Winnie Wu and Ming Zhou. MIND: A Large-scale Dataset for News Recommendation. ACL 2020.


Download

The MIND dataset is free to download for research purposes under Microsoft Research License Terms. Before you download the dataset, please read these terms and click below button to confirm that you agree to them.


This dataset can support many researches on news recommendation, and can be downloaded at:

We also provide the link to Microsoft Azure Open Datasets for eaiser access to our large dataset on cloud platform:

For more details about the data formats, please refer to this document:


In addition, to help the researchers get familiar with our data and run quick experiments, we release a small version of the MIND dataset by randomly sampling 50,000 users and their behavior logs from the MIND dataset. We name this dataset MIND-small. The training and validation sets of MIND-small can be downloaded at:


The implementation of several existing news recommendation methods and general recommendation methods can be found at Microsoft Recommenders.

Following is a step-by-step tutorial for generating predictions on the dataset:

Workshop

We are holding the 1st International Workshop on News Recommendation and Intelligence, which is colocated with The Web Conference 2021. We solicit both research and technical report papers in all aspects of news recommendation and intelligence. The submission due is January 25, 2021. More details can be found on the workshop page.

Leaderboard

Rank Team AUC MRR nDCG@5 nDCG@10

1

Oct. 05, 2021 		UniUM-Fastformer-Pretrain 0.7304 0.3770 0.4180 0.4718

2

Sept. 02, 2021 		MINER 0.7275 0.3724 0.4102 0.4661

3

_dctr 0.7272 0.3727 0.4112 0.4673

4

Aug. 08, 2021 		UniUM-Fastformer 0.7268 0.3745 0.4151 0.4684

5

SRIN_LAI 0.7257 0.3695 0.4067 0.4632

6

Dec 27, 2022 		tuyendv 0.7256 0.3720 0.4101 0.4660

7

Oct. 05, 2022 		quynhnl 0.7256 0.3720 0.4101 0.4660

8

Sept. 14, 2022 		pengwj 0.7256 0.3720 0.4101 0.4660

9

Jan. 30, 2022 		who_am_I 0.7252 0.3709 0.4089 0.4647

10

Feb. 10, 2022 		Riiid 0.7252 0.3709 0.4089 0.4647

11

fangy 0.7249 0.3710 0.4093 0.4655

12

JZSAWYER 0.7247 0.3714 0.4094 0.4652

13

lnyue 0.7246 0.3711 0.4091 0.4650

14

Jan. 13, 2022 		SUDA_NLP_HY 0.7244 0.3691 0.4065 0.4627

15

Mar. 04, 2021 		UniUM 0.7243 0.3706 0.4101 0.4644

16

Dec 28, 2021 		rollingUp 0.7242 0.3689 0.4062 0.4624

17

Feb. 19, 2023 		luzepu 0.7211 0.3676 0.4047 0.4608

18

Dec 26, 2021 		NoParty4PR 0.7210 0.3667 0.4040 0.4602

19

wdacheng 0.7210 0.3654 0.4019 0.4584

20

Feb. 27, 2021 		chenghuige 0.7209 0.3676 0.4040 0.4597

21

Feb. 01, 2023 		kevin_zzh 0.7208 0.3676 0.4046 0.4608

22

Feb. 26, 2021 		UNBERT 0.7207 0.3677 0.4041 0.4602

23

phviethoang 0.7201 0.3688 0.4059 0.4617

24

Jan. 19, 2022 		only2233 0.7201 0.3688 0.4059 0.4617

25

Feb. 05, 2023 		cuongnx20190040 0.7201 0.3688 0.4059 0.4617

26

Mar. 20, 2023 		cgw 0.7201 0.3688 0.4059 0.4617

27

Jun. 21, 2021 		wsm_SotA 0.7196 0.3636 0.3998 0.4560

28

Mar. 24, 2023 		mduofg 0.7186 0.3630 0.3989 0.4557

29

Test_srn_team_rec 0.7184 0.3617 0.3971 0.4541

30

lichenyu 0.7183 0.3632 0.3996 0.4561

31

Dec 17, 2021 		rollingUp 0.7175 0.3632 0.3998 0.4562

32

shouju 0.7171 0.3611 0.3964 0.4534

33

ranranran 0.7171 0.3609 0.3966 0.4536

34

wubin 0.7162 0.3628 0.3988 0.4555

35

Dec 09, 2022 		LeonChang 0.7157 0.3612 0.3966 0.4532

36

Jun. 13, 2023 		Yaobink 0.7153 0.3615 0.3978 0.4542

37

Oct. 23, 2020 		wcy419hh 0.7143 0.3616 0.3967 0.4529

38

Oct. 23, 2020 		fuxictr 0.7143 0.3613 0.3964 0.4526

39

Oct. 26, 2022 		xdr 0.7139 0.3591 0.3937 0.4509

40

Jan. 10, 2022 		guody 0.7137 0.3613 0.3962 0.4527

41

have_a_try 0.7134 0.3643 0.4002 0.4561

42

Dec 15, 2021 		Lil.Forest 0.7134 0.3591 0.3951 0.4518

43

chenyue 0.7124 0.3588 0.3940 0.4507

44

Tingnan 0.7124 0.3582 0.3930 0.4497

45

Bonj0ur 0.7118 0.3633 0.3996 0.4556

46

Jan. 14, 2022 		xcdt123 0.7118 0.3584 0.3939 0.4502

47

Nov. 28, 2022 		Rui 0.7116 0.3573 0.3922 0.4489

48

Jan. 12, 2022 		fake_news 0.7116 0.3549 0.3888 0.4461

49

Oct. 23, 2020 		dtsnu 0.7114 0.3568 0.3916 0.4485

50

JunyiChen 0.7113 0.3597 0.3954 0.4518

51

Oct. 23, 2020 		started2givingup 0.7113 0.3585 0.3933 0.4498

52

Feb. 11, 2022 		haibaraqy 0.7112 0.3546 0.3888 0.4458

53

Sept. 27, 2022 		vincentni 0.7108 0.3560 0.3906 0.4473

54

Mar. 01, 2021 		akirasosa 0.7103 0.3539 0.3876 0.4445

55

May. 27, 2021 		SFI 0.7101 0.3577 0.3922 0.4485

56

Nov. 12, 2021 		namespace-Pt 0.7101 0.3557 0.3901 0.4470

57

Dec 31, 2021 		fake_news 0.7099 0.3579 0.3927 0.4497

58

Oct. 23, 2020 		oahciy 0.7096 0.3540 0.3883 0.4454

59

Oct. 23, 2020 		WONNIU 0.7095 0.3569 0.3916 0.4481

60

Jun. 13, 2021 		wsm_88888888 0.7092 0.3541 0.3881 0.4448

61

Yaobink 0.7088 0.3554 0.3902 0.4470

62

Aug. 10, 2021 		martin_bi 0.7085 0.3581 0.3926 0.4489

63

Jan. 13, 2022 		xcdt123 0.7085 0.3541 0.3885 0.4455

64

Feb. 01, 2021 		codefish 0.7082 0.3560 0.3897 0.4457

65

Sept. 08, 2022 		yujunhao 0.7081 0.3535 0.3866 0.4436

66

tienkhoina 0.7079 0.3559 0.3907 0.4479

67

jwy 0.7076 0.3564 0.3909 0.4475

68

Mads_Rasmussen 0.7073 0.3543 0.3882 0.4451

69

haibaraqy 0.7066 0.3526 0.3858 0.4426

70

Oct. 23, 2020 		NoahRS 0.7061 0.3552 0.3895 0.4459

71

Dec 05, 2021 		smhe 0.7060 0.3544 0.3891 0.4457

72

Oct. 19, 2021 		doubleQ 0.7059 0.3514 0.3847 0.4418

73

Jul. 18, 2021 		DistillRec 0.7057 0.3552 0.3896 0.4458

74

Feb. 04, 2021 		littlefile 0.7052 0.3535 0.3869 0.4432

75

Oct. 23, 2020 		Ravox 0.7048 0.3505 0.3845 0.4416

76

sonchuate 0.7047 0.3516 0.3841 0.4406

77

martinmarshall 0.7042 0.3561 0.3901 0.4462

78

Jun. 14, 2021 		guiltrex 0.7038 0.3504 0.3838 0.4408

79

tsrankPh 0.7038 0.3488 0.3814 0.4388

80

Mar. 16, 2022 		veason 0.7033 0.3535 0.3860 0.4429

81

Oct. 23, 2020 		Qinne 0.7032 0.3496 0.3830 0.4397

82

Apr. 27, 2021 		MengyanZhang 0.7031 0.3496 0.3833 0.4403

83

Feb. 28, 2022 		alice.jw 0.7026 0.3498 0.3825 0.4395

84

Mar. 13, 2023 		Ricky 0.7019 0.3470 0.3794 0.4365

85

HaoranTan 0.7018 0.3493 0.3824 0.4398

86

Fantasyli 0.7016 0.3482 0.3808 0.4380

87

Feb. 07, 2021 		MIND_Organizer 0.7012 0.3482 0.3808 0.4377

88

Jan. 13, 2023 		mytest 0.7011 0.3446 0.3768 0.4346

89

ganweinan 0.7009 0.3514 0.3856 0.4420

90

Jul. 11, 2022 		lab207_kui 0.7005 0.3475 0.3793 0.4363

91

Nov. 11, 2021 		noah_lijian 0.7004 0.3475 0.3803 0.4374

92

namnguyenba0604 0.6998 0.3468 0.3792 0.4364

93

Jun. 23, 2022 		test_competition 0.6997 0.3473 0.3796 0.4363

94

Feb. 09, 2022 		Kimyungi 0.6993 0.3463 0.3780 0.4352

95

luozhhh 0.6993 0.3457 0.3780 0.4353

96

Nov. 25, 2021 		Coloratura 0.6991 0.3475 0.3793 0.4365

97

Oct. 23, 2020 		xyzhang 0.6980 0.3476 0.3814 0.4383

98

Oct. 23, 2020 		YangZhenghong 0.6979 0.3480 0.3809 0.4377

99

Oct. 23, 2020 		gcc_microsoft 0.6979 0.3479 0.3806 0.4373

100

mytest 0.6979 0.3438 0.3755 0.4331

101

Aug. 31, 2022 		chenyipu 0.6978 0.3467 0.3796 0.4366

102

lyw 0.6971 0.3445 0.3763 0.4335

103

Dec 09, 2021 		hawei 0.6969 0.3422 0.3732 0.4309

104

Oct. 23, 2020 		huailei 0.6968 0.3492 0.3812 0.4386

105

Oct. 23, 2020 		hanyan 0.6964 0.3441 0.3764 0.4336

106

Feb. 21, 2021 		Chenbin_Zhang 0.6960 0.3469 0.3791 0.4356

107

Jan. 15, 2022 		h_h_h_h_h_h_ 0.6960 0.3467 0.3793 0.4361

108

kirbyye 0.6960 0.3424 0.3735 0.4312

109

Aug. 31, 2022 		xiaoxiang 0.6959 0.3435 0.3752 0.4321

110

Jun. 20, 2021 		ml4lyfe 0.6957 0.3452 0.3778 0.4350

111

davidpenta 0.6957 0.3425 0.3739 0.4312

112

gittbin 0.6956 0.3441 0.3760 0.4331

113

andrew_the_drawer 0.6956 0.3425 0.3741 0.4317

114

Oct. 23, 2020 		lixmcm 0.6952 0.3438 0.3765 0.4335

115

Jan. 27, 2022 		HerbertOnRoad 0.6952 0.3433 0.3747 0.4317

116

Nov. 30, 2021 		Liangzhuge 0.6951 0.3460 0.3785 0.4353

117

Nov. 12, 2022 		testtesttest 0.6951 0.3452 0.3777 0.4348

118

Oct. 23, 2020 		duchunning 0.6951 0.3428 0.3753 0.4324

119

Oct. 23, 2020 		fanxiaoxing 0.6949 0.3448 0.3770 0.4336

120

Apr. 08, 2021 		libowei 0.6948 0.3456 0.3773 0.4338

121

May. 02, 2022 		SA-NRMS 0.6947 0.3443 0.3764 0.4334

122

Jan. 03, 2021 		Chiu 0.6946 0.3444 0.3759 0.4326

123

Feb. 02, 2021 		Ruixinhua 0.6943 0.3433 0.3748 0.4318

124

Oct. 23, 2020 		overlord 0.6942 0.3445 0.3767 0.4332

125

Apr. 25, 2022 		SunYunLong 0.6941 0.3422 0.3739 0.4311

126

May. 22, 2023 		xiaoxiang 0.6938 0.3423 0.3738 0.4311

127

Oct. 23, 2020 		id500 0.6935 0.3451 0.3773 0.4344

128

husthusthust 0.6935 0.3423 0.3742 0.4310

129

Jan. 18, 2022 		zclfe 0.6934 0.3433 0.3752 0.4322

130

Dec 03, 2020 		msj 0.6932 0.3432 0.3745 0.4312

131

Dec 27, 2021 		christineC2021 0.6932 0.3419 0.3733 0.4303

132

Aug. 19, 2021 		kuailede_cr 0.6931 0.3424 0.3738 0.4309

133

Dec 01, 2021 		smhe 0.6930 0.3459 0.3781 0.4347

134

ctthong18 0.6926 0.3457 0.3779 0.4345

135

Jun. 20, 2021 		wsm_victor 0.6926 0.3441 0.3762 0.4325

136

Jun. 20, 2021 		JamesCYL 0.6926 0.3441 0.3762 0.4325

137

Jul. 31, 2022 		Jiawei_ust 0.6926 0.3415 0.3731 0.4298

138

Apr. 24, 2021 		chenyipu 0.6925 0.3416 0.3731 0.4304

139

mango_yx 0.6925 0.3395 0.3712 0.4289

140

Oct. 23, 2020 		Ironball 0.6923 0.3440 0.3778 0.4351

141

Feb. 28, 2023 		MEM 0.6922 0.3385 0.3704 0.4280

142

Sept. 17, 2022 		Area 0.6918 0.3412 0.3722 0.4297

143

LLC 0.6918 0.3407 0.3719 0.4288

144

Apr. 13, 2021 		peijie 0.6918 0.3393 0.3708 0.4282

145

Oct. 27, 2022 		xiezheyong 0.6917 0.3432 0.3744 0.4314

146

Nov. 18, 2021 		zwt 0.6917 0.3415 0.3728 0.4305

147

Jun. 19, 2021 		breezedeus 0.6915 0.3409 0.3723 0.4296

148

Nov. 09, 2021 		Tmail 0.6912 0.3425 0.3733 0.4301

149

Dec 18, 2021 		Zongzhihan 0.6912 0.3421 0.3731 0.4306

150

Oct. 23, 2020 		fit4you 0.6910 0.3413 0.3732 0.4307

151

Feb. 06, 2023 		kiennt10 0.6908 0.3392 0.3706 0.4281

152

nhom1_kpw 0.6906 0.3493 0.3822 0.4380

153

forest 0.6905 0.3389 0.3698 0.4272

154

Mar. 15, 2022 		xyqq 0.6904 0.3398 0.3712 0.4285

155

Jun. 17, 2021 		QQs 0.6903 0.3419 0.3735 0.4299

156

Oct. 23, 2020 		AndreaChao 0.6903 0.3413 0.3727 0.4299

157

Jun. 17, 2021 		Bravooo 0.6902 0.3419 0.3735 0.4299

158

Dec 01, 2021 		hhhhh 0.6902 0.3412 0.3730 0.4297

159

Nov. 30, 2021 		destinylu 0.6902 0.3412 0.3730 0.4297

160

Oct. 23, 2020 		Ivy 0.6901 0.3414 0.3726 0.4299

161

jiarui 0.6900 0.3405 0.3714 0.4285

162

Jun. 21, 2021 		wsm_EasternHarvard 0.6899 0.3385 0.3685 0.4255

163

Mar. 31, 2022 		Wales-Z 0.6897 0.3408 0.3712 0.4283

164

Jan. 25, 2021 		Nick1998 0.6897 0.3380 0.3686 0.4258

165

Jun. 02, 2022 		laiping 0.6893 0.3383 0.3687 0.4263

166

YJH0804 0.6893 0.3373 0.3679 0.4253

167

Oct. 23, 2020 		changebin 0.6888 0.3396 0.3706 0.4273

168

Jan. 12, 2021 		saltyfish 0.6886 0.3357 0.3667 0.4239

169

Jun. 20, 2021 		Sony 0.6884 0.3382 0.3690 0.4255

170

Jun. 19, 2021 		chuyueh 0.6882 0.3398 0.3709 0.4273

171

Apr. 21, 2023 		Yuemiao 0.6881 0.3425 0.3741 0.4306

172

Jan. 21, 2023 		hitarth.narvala 0.6881 0.3374 0.3667 0.4229

173

Dec 31, 2021 		wzz2579421845 0.6878 0.3386 0.3695 0.4261

174

Jiyounglee 0.6878 0.3371 0.3677 0.4253

175

May. 02, 2023 		maiph 0.6876 0.3377 0.3685 0.4253

176

Apr. 17, 2022 		jiangyt 0.6874 0.3391 0.3705 0.4275

177

Jan. 28, 2021 		kkq10466 0.6872 0.3359 0.3665 0.4239

178

xbj 0.6872 0.3352 0.3656 0.4232

179

Sept. 01, 2020 		yupei 0.6867 0.3404 0.3721 0.4288

180

Sept. 02, 2021 		ReleaseWang 0.6867 0.3372 0.3674 0.4248

181

Jan. 15, 2021 		fzy37920 0.6866 0.3357 0.3664 0.4236

182

Feb. 22, 2021 		qxe34517 0.6866 0.3344 0.3651 0.4226

183

Sept. 24, 2021 		HJS_TJU 0.6865 0.3377 0.3681 0.4252

184

Jan. 04, 2021 		alexchiu 0.6864 0.3360 0.3659 0.4234

185

May. 24, 2022 		Whonor 0.6863 0.3371 0.3674 0.4245

186

Sept. 01, 2020 		majinc 0.6862 0.3397 0.3705 0.4274

187

Oct. 23, 2020 		Tsar 0.6862 0.3374 0.3676 0.4253

188

Jan. 29, 2021 		Spring_945 0.6861 0.3379 0.3689 0.4256

189

Jan. 02, 2021 		NAML 0.6861 0.3377 0.3688 0.4260

190

Nov. 20, 2020 		ConnollyLeon 0.6860 0.3363 0.3668 0.4237

191

Mar. 31, 2022 		DengLi 0.6859 0.3385 0.3688 0.4260

192

Jan. 05, 2022 		nhom5 0.6858 0.3369 0.3676 0.4249

193

Jun. 19, 2021 		tingting0119 0.6858 0.3358 0.3664 0.4234

194

Jan. 04, 2022 		nhom7-lopthaylinh 0.6854 0.3372 0.3672 0.4243

195

Nov. 26, 2022 		PekingXJL 0.6854 0.3367 0.3676 0.4247

196

Jul. 21, 2021 		csb266 0.6853 0.3377 0.3678 0.4247

197

Feb. 10, 2021 		ybm15387 0.6851 0.3322 0.3624 0.4201

198

Mar. 31, 2023 		lyw 0.6850 0.3278 0.3557 0.4146

199

Dec 27, 2021 		Group_1_IT4613_20211_HUST 0.6848 0.3367 0.3672 0.4242

200

Jan. 10, 2022 		Jyonn 0.6846 0.3405 0.3717 0.4282

201

Aug. 04, 2022 		ShangxiWu 0.6846 0.3383 0.3699 0.4270

202

Oct. 23, 2020 		heroddaji 0.6845 0.3376 0.3677 0.4244

203

Dec 25, 2022 		ducchudinh 0.6844 0.3363 0.3670 0.4238

204

Dec 13, 2021 		LURM 0.6844 0.3361 0.3654 0.4229

205

TianTian_Zhang 0.6841 0.3355 0.3662 0.4232

206

khanh 0.6838 0.3339 0.3634 0.4210

207

aditya117b 0.6838 0.3330 0.3612 0.4187

208

Feb. 07, 2023 		nghgphi 0.6837 0.3358 0.3662 0.4233

209

Feb. 03, 2021 		Cora 0.6836 0.3356 0.3665 0.4235

210

Oct. 25, 2020 		faysir 0.6836 0.3343 0.3644 0.4219

211

huynx1190M 0.6835 0.3360 0.3663 0.4230

212

Aug. 27, 2020 		CyberFish 0.6834 0.3373 0.3683 0.4258

213

May. 20, 2022 		LPP 0.6834 0.3330 0.3622 0.4198

214

zhihaoxu 0.6833 0.3358 0.3659 0.4229

215

siyuanssss 0.6833 0.3343 0.3650 0.4219

216

Dec 01, 2021 		NoParty4PR 0.6832 0.3358 0.3644 0.4214

217

Feb. 10, 2021 		xqu19316 0.6832 0.3324 0.3623 0.4200

218

Oct. 23, 2020 		again_and_again 0.6828 0.3365 0.3665 0.4240

219

dvesely 0.6828 0.3349 0.3654 0.4227

220

Feb. 01, 2021 		Codle 0.6828 0.3347 0.3648 0.4219

221

Oct. 23, 2020 		xinghuaz 0.6827 0.3385 0.3691 0.4259

222

Aug. 28, 2020 		amgis3 0.6827 0.3320 0.3615 0.4196

223

Jun. 15, 2021 		wsm_baseline 0.6824 0.3351 0.3656 0.4225

224

Dec 26, 2021 		hieunm 0.6823 0.3326 0.3630 0.4203

225

Feb. 06, 2023 		phu.ict4138 0.6822 0.3341 0.3648 0.4216

226

Nov. 05, 2021 		raingstar 0.6820 0.3353 0.3660 0.4226

227

airi-lategame 0.6818 0.3338 0.3637 0.4213

228

huy40025071 0.6817 0.3355 0.3659 0.4235

229

Jun. 18, 2021 		wsm-soslab 0.6815 0.3358 0.3663 0.4234

230

Oct. 23, 2020 		dengjia284 0.6814 0.3325 0.3614 0.4192

231

hoangnn 0.6813 0.3331 0.3617 0.4191

232

Nhom1RecSys-Fastformer 0.6813 0.3331 0.3617 0.4191

233

Feb. 16, 2022 		feature 0.6812 0.3379 0.3690 0.4257

234

Jun. 16, 2022 		pstkim 0.6812 0.3350 0.3650 0.4224

235

Mar. 25, 2022 		TH_KIM 0.6810 0.3322 0.3624 0.4200

236

Sept. 19, 2021 		clilyn 0.6809 0.3371 0.3675 0.4243

237

Oct. 23, 2020 		ustc_jingang 0.6809 0.3337 0.3633 0.4208

238

Oct. 09, 2021 		AAU-Bruno 0.6807 0.3338 0.3634 0.4207

239

Jan. 05, 2022 		group7-lopthaylinh 0.6807 0.3338 0.3634 0.4206

240

Feb. 19, 2022 		unchat 0.6803 0.3334 0.3633 0.4205

241

Aug. 27, 2021 		yangyongqiang1 0.6800 0.3337 0.3638 0.4207

242

Oct. 23, 2020 		qqyysg 0.6799 0.3336 0.3644 0.4213

243

madmoon 0.6799 0.3316 0.3595 0.4175

244

Mar. 15, 2021 		hvv 0.6798 0.3352 0.3655 0.4223

245

Mar. 01, 2021 		hapoyige 0.6793 0.3341 0.3647 0.4215

246

Nov. 13, 2020 		YHu 0.6790 0.3338 0.3624 0.4192

247

Jan. 17, 2023 		anhductn2001 0.6789 0.3343 0.3646 0.4215

248

Jul. 25, 2021 		LiJT 0.6789 0.3321 0.3621 0.4188

249

Nov. 30, 2020 		finegrained 0.6787 0.3346 0.3653 0.4221

250

Mar. 02, 2022 		Ala-Fu 0.6786 0.3316 0.3612 0.4181

251

Mar. 25, 2021 		wangwenhua 0.6785 0.3316 0.3611 0.4181

252

Aug. 29, 2020 		Reto-hitsz 0.6783 0.3288 0.3575 0.4153

253

Mar. 24, 2023 		teopapad92 0.6780 0.3292 0.3586 0.4163

254

May. 26, 2021 		xuhongqing 0.6779 0.3287 0.3567 0.4140

255

Mar. 07, 2022 		fyzl 0.6776 0.3339 0.3640 0.4213

256

Oct. 23, 2020 		simple2better 0.6766 0.3311 0.3609 0.4184

257

Oct. 23, 2020 		shahnawaz 0.6766 0.3282 0.3576 0.4149

258

Apr. 11, 2021 		hmguo 0.6763 0.3297 0.3591 0.4163

259

garbcollec 0.6758 0.3331 0.3626 0.4188

260

Feb. 03, 2021 		Autumn 0.6754 0.3292 0.3581 0.4154

261

trankhiem 0.6751 0.3314 0.3614 0.4186

262

hungmd321 0.6751 0.3314 0.3614 0.4186

263

Jun. 19, 2021 		wsm_KoreaMoos 0.6748 0.3285 0.3569 0.4140

264

Feb. 14, 2023 		KTH_CS3 0.6740 0.3313 0.3607 0.4178

265

Jan. 01, 2022 		TranAnhVuNhom7 0.6738 0.3288 0.3570 0.4135

266

Mar. 02, 2022 		ZgDaMoWang 0.6738 0.3284 0.3571 0.4141

267

Jun. 09, 2022 		whitepurple 0.6735 0.3292 0.3573 0.4144

268

Jun. 16, 2022 		DICELab 0.6735 0.3292 0.3573 0.4144

269

Feb. 07, 2023 		vietpt 0.6733 0.3264 0.3549 0.4120

270

mrbighead 0.6730 0.3248 0.3528 0.4102

271

thuantop2003 0.6728 0.3259 0.3541 0.4115

272

Jun. 02, 2022 		cevahir 0.6725 0.3242 0.3519 0.4100

273

hungbuile04 0.6725 0.3241 0.3533 0.4108

274

Ngoc_06 0.6718 0.3225 0.3498 0.4077

275

Oct. 23, 2020 		zidane4ever21 0.6710 0.3236 0.3523 0.4093

276

chenyiqing 0.6710 0.3235 0.3511 0.4090

277

Sept. 08, 2022 		bboylyg 0.6709 0.3266 0.3546 0.4117

278

Jun. 20, 2021 		jaing885 0.6708 0.3256 0.3532 0.4105

279

Apr. 09, 2021 		ab25 0.6705 0.3228 0.3504 0.4083

280

Dec 28, 2021 		nhom5-nrms 0.6702 0.3241 0.3520 0.4096

281

Feb. 09, 2021 		OpenMind 0.6700 0.3277 0.3559 0.4130

282

Feb. 14, 2023 		richard007 0.6693 0.3283 0.3572 0.4141

283

Feb. 13, 2023 		khuongvd2k 0.6693 0.3283 0.3572 0.4141

284

Oct. 23, 2020 		dust 0.6691 0.3267 0.3539 0.4109

285

Jun. 06, 2021 		shuix007 0.6689 0.3225 0.3499 0.4079

286

Apr. 04, 2021 		Rachelxuan11 0.6687 0.3254 0.3525 0.4096

287

mduofg 0.6676 0.3265 0.3554 0.4120

288

ab 0.6675 0.3251 0.3533 0.4106

289

Feb. 21, 2023 		NamFam 0.6660 0.3234 0.3504 0.4076

290

Mar. 17, 2021 		jazzzminewang 0.6659 0.3236 0.3502 0.4074

291

marktang 0.6655 0.3210 0.3474 0.4044

292

dxdiag 0.6646 0.3321 0.3612 0.4170

293

Nov. 28, 2020 		TJ_Arthur 0.6646 0.3185 0.3460 0.4046

294

Jan. 28, 2022 		testtest 0.6640 0.3201 0.3479 0.4050

295

Feb. 13, 2023 		Namngo 0.6638 0.3242 0.3522 0.4093

296

Feb. 12, 2021 		akjindal53244 0.6638 0.3191 0.3466 0.4042

297

Jan. 22, 2022 		yma2 0.6635 0.3205 0.3460 0.4036

298

Jan. 04, 2022 		phucvh183608 0.6633 0.3190 0.3464 0.4038

299

Oct. 23, 2022 		zhangy7738 0.6632 0.3188 0.3451 0.4027

300

xiaxuan 0.6629 0.3180 0.3438 0.4014

301

jybdscvubyesc 0.6620 0.3197 0.3466 0.4039

302

Nov. 28, 2022 		AdarshMIND 0.6618 0.3197 0.3461 0.4038

303

Jan. 12, 2021 		freddy_2077 0.6614 0.3205 0.3473 0.4042

304

phu.ict4138 0.6612 0.3219 0.3489 0.4064

305

Dec 13, 2021 		hustnhom7 0.6605 0.3181 0.3435 0.4009

306

Apr. 28, 2021 		Hieulm 0.6594 0.3169 0.3436 0.4005

307

May. 12, 2023 		zy0055 0.6593 0.3141 0.3410 0.3994

308

Jun. 07, 2023 		wujie 0.6582 0.3167 0.3429 0.4005

309

Mar. 22, 2021 		pd 0.6575 0.3189 0.3458 0.4025

310

Mar. 25, 2021 		xulongteng 0.6571 0.3179 0.3446 0.4014

311

Jan. 29, 2021 		Silence 0.6570 0.3141 0.3384 0.3967

312

duong 0.6569 0.3177 0.3425 0.4000

313

Oct. 23, 2020 		aqweteddy 0.6566 0.3173 0.3425 0.3989

314

Feb. 13, 2023 		khuong5trieu 0.6554 0.3198 0.3467 0.4035

315

Oct. 23, 2020 		xcw 0.6554 0.3172 0.3434 0.4000

316

Jun. 02, 2021 		wsm_Mark4PM 0.6550 0.3150 0.3406 0.3982

317

Jan. 04, 2022 		TranAnhVuNhom7 0.6548 0.3125 0.3381 0.3953

318

Mar. 02, 2021 		christineC2021_1 0.6546 0.3133 0.3389 0.3963

319

Mar. 07, 2021 		jingqinghe 0.6543 0.3166 0.3428 0.3995

320

Apr. 25, 2021 		ThachAnh 0.6524 0.3128 0.3370 0.3950

321

Mar. 07, 2021 		mapingshuo 0.6521 0.3147 0.3408 0.3978

322

weiyezhimeng 0.6520 0.3114 0.3341 0.3921

323

trongnd106 0.6510 0.3168 0.3427 0.3994

324

Oct. 23, 2020 		AND-OR 0.6506 0.3079 0.3320 0.3898

325

Oct. 23, 2020 		drew 0.6486 0.3087 0.3333 0.3905

326

Jun. 10, 2021 		changecandy 0.6481 0.3114 0.3352 0.3922

327

Nov. 13, 2021 		KGN 0.6465 0.3085 0.3322 0.3897

328

Jan. 25, 2021 		cynricshu 0.6454 0.3000 0.3218 0.3811

329

Feb. 13, 2023 		huongnv 0.6451 0.3069 0.3306 0.3883

330

ductaingn 0.6433 0.3009 0.3257 0.3848

331

nguyennam2025 0.6426 0.3115 0.3362 0.3929

332

minhndn 0.6425 0.3054 0.3286 0.3875

333

Feb. 04, 2022 		yjin48 0.6402 0.3010 0.3225 0.3802

334

Jyonn 0.6388 0.3071 0.3316 0.3892

335

Anis 0.6365 0.3022 0.3267 0.3839

336

Nov. 21, 2021 		surupendu 0.6363 0.2987 0.3206 0.3781

337

Aug. 10, 2021 		tj2364 0.6354 0.2986 0.3205 0.3784

338

MengTong 0.6350 0.3007 0.3249 0.3821

339

Aug. 27, 2020 		gaojx 0.6342 0.3112 0.3358 0.3919

340

Apr. 27, 2023 		zxpyouming 0.6340 0.3008 0.3219 0.3790

341

gminh1503 0.6315 0.2993 0.3211 0.3790

342

dylanqi 0.6294 0.2977 0.3207 0.3782

343

vancurv 0.6287 0.3027 0.3264 0.3828

344

dangptpt 0.6286 0.2942 0.3148 0.3727

345

Feb. 23, 2021 		TerryMa 0.6251 0.2919 0.3141 0.3718

346

zy0055 0.6243 0.2901 0.3093 0.3669

347

trung061204 0.6209 0.2870 0.3097 0.3687

348

Jan. 23, 2021 		ifan 0.6204 0.2847 0.3039 0.3625

349

Jan. 25, 2022 		miabao 0.6174 0.2882 0.3059 0.3646

350

Dec 01, 2021 		Lil.Forest 0.6172 0.2910 0.3126 0.3699

351

Jun. 19, 2021 		WSM_winwin 0.6166 0.2949 0.3166 0.3730

352

pavt1024 0.6010 0.2877 0.3057 0.3612

353

Oct. 23, 2020 		tcchiang 0.5950 0.2794 0.2974 0.3551

354

Dec 09, 2022 		cmchen 0.5942 0.2744 0.2899 0.3464

355

KennyW 0.5942 0.2742 0.2898 0.3458

356

Dec 04, 2021 		saran_pandian 0.5861 0.2717 0.2877 0.3448

357

Mar. 05, 2021 		Mluleki 0.5848 0.2641 0.2778 0.3352

358

Aug. 26, 2020 		learner 0.5847 0.2648 0.2786 0.3361

359

Dec 17, 2021 		psasikarn 0.5825 0.2731 0.2885 0.3448

360

Jan. 28, 2022 		liwencong 0.5821 0.2626 0.2759 0.3341

361

Trong 0.5809 0.2738 0.2889 0.3446

362

Mar. 07, 2022 		nitesh.sawadia 0.5780 0.2620 0.2773 0.3358

363

sim 0.5711 0.2596 0.2715 0.3293

364

Jun. 07, 2021 		chang861224 0.5703 0.2769 0.2945 0.3495

365

Jun. 15, 2022 		group_5 0.5680 0.2575 0.2698 0.3268

366

Feb. 12, 2021 		lwj 0.5519 0.2469 0.2573 0.3136

367

lx600 0.5449 0.2443 0.2552 0.3117

368

Jan. 05, 2022 		shoemaker 0.5397 0.2475 0.2574 0.3135

369

youn97 0.5379 0.2458 0.2566 0.3128

370

ashok03 0.5310 0.2387 0.2468 0.3023

371

Jun. 01, 2021 		YJack0000 0.5246 0.2364 0.2422 0.2990

372

dangkh 0.5227 0.2381 0.2427 0.2973

373

May. 13, 2021 		Brucenccu 0.5221 0.2328 0.2380 0.2938

374

Jan. 14, 2023 		a-borel 0.5221 0.2319 0.2373 0.2930

375

Mar. 04, 2022 		vancurv 0.5218 0.2370 0.2415 0.2961

376

Jul. 02, 2021 		Leon-chang 0.5207 0.2318 0.2385 0.2948

377

Jan. 06, 2021 		zichongli 0.5183 0.2348 0.2427 0.2983

378

Aug. 24, 2020 		cs880141 0.5180 0.2327 0.2395 0.2953

379

Jan. 06, 2021 		xhran2011 0.5170 0.2339 0.2416 0.2972

380

Jan. 06, 2021 		xhran2010 0.5170 0.2339 0.2416 0.2972

381

Mar. 15, 2022 		usydnlp 0.5167 0.2375 0.2452 0.2998

382

May. 24, 2023 		beckersense 0.5158 0.2336 0.2383 0.2932

383

NijiaMo 0.5144 0.2308 0.2381 0.2942

384

Jan. 18, 2021 		christineC2021_2 0.5130 0.2296 0.2363 0.2924

385

Dec 05, 2021 		jingda_yu 0.5127 0.2299 0.2337 0.2893

386

Aug. 16, 2022 		lsx_0816 0.5108 0.2268 0.2328 0.2885

387

Apr. 04, 2022 		jkrse 0.5060 0.2249 0.2309 0.2869

388

Aug. 26, 2020 		cdj0311 0.5059 0.2290 0.2350 0.2900

389

Jun. 15, 2022 		pneuma 0.5058 0.2274 0.2339 0.2899

390

Aug. 18, 2022 		JiangxuLin 0.5023 0.2244 0.2302 0.2858

391

Jun. 18, 2021 		DaveWuuu 0.5020 0.2236 0.2310 0.2872

392

May. 05, 2022 		Jingqi_wang 0.5018 0.2269 0.2335 0.2886

393

Aug. 26, 2020 		zhoubang1 0.5009 0.2256 0.2316 0.2869

394

Sept. 02, 2022 		JiangxuLin 0.5009 0.2214 0.2265 0.2821

395

Jun. 15, 2022 		Hakjong 0.5006 0.2249 0.2306 0.2859

396

thomsoren 0.5005 0.2242 0.2298 0.2852

397

May. 28, 2023 		doistha 0.5004 0.2250 0.2317 0.2878

398

Jan. 05, 2021 		rockandroll 0.5003 0.2239 0.2294 0.2849

399

Jan. 01, 2023 		KhuoVie 0.5003 0.2238 0.2293 0.2847

400

Aug. 25, 2020 		bird 0.5002 0.2248 0.2304 0.2862

401

Layotiver 0.5001 0.2240 0.2299 0.2851

402

Dec 19, 2021 		PradaBear 0.5001 0.2236 0.2291 0.2846

403

coangshrimp 0.5000 0.2240 0.2295 0.2850

404

Jun. 06, 2021 		david116711 0.5000 0.2239 0.2294 0.2849

405

morganfang 0.5000 0.2236 0.2291 0.2845

406

jayhwanlee 0.5000 0.2236 0.2291 0.2845

407

XUX 0.5000 0.2236 0.2291 0.2845

408

mysorf 0.4997 0.2237 0.2291 0.2846

409

Dec 23, 2022 		longtruongv 0.4988 0.2232 0.2289 0.2845

410

jppoleb 0.4956 0.2296 0.2415 0.2931

411

Nov. 02, 2022 		ali_c 0.4921 0.2211 0.2268 0.2821

412

Dec 07, 2021 		Yoon 0.4870 0.2194 0.2244 0.2795

413

Mar. 19, 2022 		leemeng 0.4800 0.2150 0.2197 0.2743

414

Apr. 14, 2022 		pevnak 0.4798 0.2136 0.2198 0.2758