Datasets:
TabBioMed
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dermatology

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row_idx
int64
f_0_erythema
float64
f_1_scaling
float64
f_2_definite_borders
float64
f_3_itching
float64
f_4_koebner_phenomenon
float64
f_5_polygonal_papules
float64
f_6_follicular_papules
float64
f_7_oral_mucosal_involvement
float64
f_8_knee_and_elbow_involvement
float64
f_9_scalp_involvement
float64
f_10_family_history
float64
f_11_melanin_incontinence
float64
f_12_eosinophils_in_the_infiltrate
float64
f_13_PNL_infiltrate
float64
f_14_fibrosis_of_the_papillary_dermis
float64
f_15_exocytosis
float64
f_16_acanthosis
float64
f_17_hyperkeratosis
float64
f_18_parakeratosis
float64
f_19_clubbing_of_the_rete_ridges
float64
f_20_elongation_of_the_rete_ridges
float64
f_21_thinning_of_the_suprapapillary_epidermis
float64
f_22_spongiform_pustule
float64
f_23_munro_microabcess
float64
f_24_focal_hypergranulosis
float64
f_25_disappearance_of_the_granular_layer
float64
f_26_vacuolisation_and_damage_of_basal_layer
float64
f_27_spongiosis
float64
f_28_saw_tooth_appearance_of_retes
float64
f_29_follicular_horn_plug
float64
f_30_perifollicular_parakeratosis
float64
f_31_inflammatory_monoluclear_inflitrate
float64
f_32_band_like_infiltrate
float64
f_33_Age
float64
target
int64
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1
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0
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1
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30
1
17
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3
3
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0
0
0
0
3
3
1
0
0
2
0
0
2
0
2
3
3
3
2
3
0
3
0
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38
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19
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1
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3
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3
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1
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1
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1
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0
1
2
2
0
1
0
1
0
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0
1
2
1
0
8
5
21
3
2
2
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0
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0
0
0
2
0
2
2
1
2
0
2
1
2
0
0
0
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3
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0
0
2
0
51
1
22
2
2
0
2
0
0
0
0
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0
0
1
1
3
1
2
0
2
1
0
0
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0
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1
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1
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2
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42
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24
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0
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3
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2
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3
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22
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25
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1
1
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2
2
2
2
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1
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1
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2
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2
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3
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2
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1
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50
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31
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2
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2
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1
1
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1
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10
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32
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1
2
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1
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null
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1
2
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1
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0
2
1
1
2
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null
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37
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1
1
1
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3
2
1
0
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15
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38
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1
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2
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2
2
1
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0
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1
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1
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1
1
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1
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1
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48
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1
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1
1
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46
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1
1
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1
1
1
1
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1
12
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1
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1
1
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2
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0
1
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1
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1
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1
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32
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52
2
2
1
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2
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1
0
0
2
1
1
1
2
2
1
2
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41
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54
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1
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1
2
1
0
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1
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2
2
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1
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29
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1
1
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1
1
0
1
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1
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1
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1
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25
3
60
2
2
1
1
0
0
1
0
1
1
1
0
0
0
0
1
2
1
1
1
1
0
0
0
0
0
0
1
0
1
1
1
0
8
5
61
2
1
1
0
0
0
0
0
1
1
1
0
0
1
0
0
2
2
2
2
2
2
0
1
0
1
0
0
0
0
0
1
0
40
0
63
3
3
2
1
1
0
0
0
2
2
1
0
0
0
0
0
3
2
3
2
2
2
1
1
0
0
0
0
0
0
0
1
0
42
0
64
2
2
0
3
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0
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0
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0
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0
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2
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3
1
0
1
0
0
0
0
0
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2
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0
2
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36
1
65
3
2
2
2
0
2
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1
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2
0
0
0
1
1
1
1
0
0
0
0
0
2
0
2
0
2
0
0
1
3
60
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67
1
1
0
1
3
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0
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0
0
0
1
1
0
1
0
0
0
0
0
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2
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0
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2
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21
3
68
3
3
3
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0
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0
0
3
2
2
2
2
0
2
0
0
0
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0
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3
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40
4
72
1
1
1
1
1
0
0
1
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0
0
3
1
0
1
0
0
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2
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2
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1
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1
1
1
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1
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1
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17
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2
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1
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3
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33
1
77
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1
2
2
2
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1
2
0
2
2
2
2
2
2
1
1
1
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3
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62
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78
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0
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3
1
1
1
0
0
0
0
0
2
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3
3
3
0
0
3
3
52
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79
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2
1
2
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2
1
1
1
1
0
0
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1
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27
4
82
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1
1
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0
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2
1
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2
0
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0
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2
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10
1
85
2
2
2
3
3
0
0
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0
2
0
0
1
2
0
1
1
1
1
1
1
1
1
2
0
0
0
0
0
0
0
2
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30
0
87
2
1
2
1
1
0
0
2
0
0
0
2
0
0
0
2
2
0
2
0
0
0
0
0
3
0
3
0
3
0
0
3
3
48
2
89
1
1
1
0
2
0
0
0
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0
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0
0
1
0
1
1
0
1
0
0
0
0
0
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0
2
0
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0
1
0
31
3
90
3
2
1
3
0
0
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0
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0
1
0
1
2
0
3
2
0
1
0
1
0
0
0
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3
0
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1
0
50
1
91
2
1
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2
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1
1
0
2
0
0
0
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43
1
94
2
1
1
3
2
2
0
2
0
0
0
2
0
0
0
2
2
0
1
0
0
0
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2
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3
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0
0
3
3
22
2
95
2
1
0
2
2
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0
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0
3
1
1
1
0
0
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1
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1
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18
3
96
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2
1
2
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3
2
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1
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0
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35
1
98
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2
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1
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28
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99
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2
1
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0
0
1
1
1
1
0
0
0
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0
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0
0
0
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1
1
1
0
13
5
100
2
2
1
1
0
0
0
0
1
0
0
0
1
1
0
2
2
1
1
0
1
0
1
0
0
0
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2
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0
0
1
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20
1
101
1
1
2
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0
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0
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0
0
0
3
0
2
0
0
0
2
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0
0
0
0
0
0
0
0
0
1
0
64
4
102
3
3
3
2
2
0
0
0
2
2
0
0
0
1
0
0
1
0
1
1
1
1
1
1
0
2
0
0
0
0
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3
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43
0
103
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3
1
2
0
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1
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2
0
2
0
2
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0
0
1
0
20
1
104
1
2
2
1
0
0
0
0
0
0
0
0
2
0
0
2
3
0
1
0
1
0
0
0
0
0
0
1
0
0
0
2
0
34
1
105
2
2
2
2
2
0
0
0
2
2
1
0
0
1
0
0
2
1
2
2
2
1
0
2
0
0
1
0
0
0
0
1
0
39
0
108
2
2
3
2
1
3
0
2
0
0
0
2
0
0
0
2
3
0
0
0
0
0
0
0
2
0
3
0
2
0
0
2
3
44
2
110
2
2
2
3
2
0
0
0
3
3
0
0
0
1
0
0
2
0
2
2
2
2
2
2
0
1
0
0
0
0
0
2
0
41
0
111
2
2
2
3
2
2
0
2
0
0
0
3
0
0
0
3
2
0
1
0
0
0
0
0
2
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2
3
0
0
3
3
18
2
112
1
1
2
0
0
0
0
0
0
0
0
0
0
0
3
0
2
0
0
0
2
0
0
0
0
0
0
0
0
0
0
2
0
39
4
115
2
2
2
3
0
0
1
0
0
0
0
0
0
0
3
1
2
2
2
0
2
0
0
0
0
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0
0
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1
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16
4
116
2
2
1
2
0
0
0
0
0
0
0
0
0
1
0
2
2
0
2
0
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0
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0
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27
1
117
2
2
3
2
2
2
0
3
0
0
0
2
0
0
2
2
2
0
1
0
0
0
0
0
2
0
3
3
2
0
0
2
2
52
2
118
2
2
0
2
2
0
0
0
0
0
0
0
0
0
0
3
0
0
2
0
0
0
0
0
0
0
0
3
0
0
0
2
0
25
3
123
2
3
3
3
3
0
0
0
2
1
0
0
0
0
0
2
2
1
3
3
3
3
0
0
0
0
0
0
0
0
0
2
0
30
0
124
3
2
2
2
2
0
0
0
0
3
0
0
0
2
0
0
3
1
3
3
3
2
0
1
0
0
0
0
0
0
0
2
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29
0
125
2
2
1
1
0
0
0
0
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0
0
0
0
1
0
2
3
0
2
0
0
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0
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23
1
126
2
2
2
0
0
0
2
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0
0
0
0
0
2
2
2
2
0
0
0
0
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2
2
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127
2
2
2
2
3
2
0
3
0
0
0
3
0
0
0
3
2
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0
0
0
0
0
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0
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3
3
44
2
128
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1
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0
0
0
0
0
0
0
0
0
0
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2
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0
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0
0
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17
4
130
1
1
2
2
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0
2
0
1
2
0
0
0
1
0
0
2
1
2
3
3
3
2
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0
0
0
0
0
0
0
2
0
55
0
132
3
2
2
1
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3
0
3
0
0
0
3
0
0
0
3
2
0
3
0
0
0
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3
3
0
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2
2
34
2
134
3
2
2
0
0
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0
0
0
0
0
0
0
0
1
0
2
0
0
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0
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34
4
135
1
1
1
1
1
0
1
0
2
3
0
0
0
1
0
0
2
2
1
2
2
2
2
2
0
0
0
0
0
0
0
3
0
25
0
136
2
2
0
2
1
0
0
0
0
0
0
0
0
0
0
2
0
0
2
0
0
0
0
0
0
0
0
3
0
0
0
3
0
70
3
138
2
3
2
3
3
3
0
2
0
0
0
3
0
0
0
3
2
0
3
0
0
0
0
0
3
0
2
2
2
0
0
2
2
41
2
139
3
3
3
3
2
0
0
0
0
0
0
0
0
1
0
0
2
1
1
1
2
1
1
2
0
0
0
0
0
0
0
2
0
32
0
140
2
2
1
2
2
0
0
0
0
0
0
0
0
1
0
1
2
0
1
0
0
0
0
0
0
0
0
2
0
0
0
2
0
20
1
141
2
3
1
2
1
0
0
0
0
0
0
0
0
2
0
0
1
0
0
2
1
2
2
0
0
0
0
0
0
0
0
2
0
19
0
142
3
2
2
3
2
0
0
0
0
2
0
0
0
2
0
2
2
1
2
3
3
3
3
1
0
0
0
0
0
0
0
3
0
61
0
143
2
1
1
3
2
2
0
2
0
0
0
0
0
0
2
3
0
2
0
0
0
0
0
3
0
2
0
2
2
0
0
3
2
27
2
144
1
1
2
3
2
3
0
3
0
0
0
2
0
0
0
2
2
0
2
0
0
0
0
0
2
0
3
2
3
0
0
2
3
36
2
145
2
2
3
3
1
2
0
2
0
0
0
1
0
0
0
3
3
0
2
0
0
0
0
0
3
0
2
1
2
0
0
2
3
40
2
146
3
2
0
3
0
0
0
0
0
0
0
0
1
1
0
3
2
0
1
0
0
0
0
0
0
0
0
3
0
0
0
2
0
52
1