participant_id
string
country
string
region
string
age
int64
education_level
string
years_programming
float64
contest_platform
string
contest_type
string
primary_language
string
contests_last_12m
int64
problems_solved_total
int64
avg_rank_percentile
float64
rating_before
int64
rating_after
int64
rating_delta
int64
avg_solve_time_min
float64
wrong_submissions_per_problem
float64
hard_problem_accuracy
float64
team_size
int64
university_affiliated
int64
performance_score
float64
performance_label
string
P000001
Hungary
Europe
21
High School
8.1
LeetCode Contest
Individual
C++20
22
402
90.44
2,428
2,464
36
28
1.31
0.785
1
1
80.06
Advanced
P000002
Uruguay
South America
21
Undergraduate
5.1
HackerRank
Individual
C++17
26
2,020
93.15
2,238
2,131
-107
24.1
1.66
0.756
1
1
73.95
Advanced
P000003
Kuwait
Asia
21
Undergraduate
5.1
Codeforces
Individual
C++17
28
864
94.7
2,309
2,369
60
79.4
0.46
0.515
1
1
74.12
Advanced
P000004
Indonesia
Asia
29
Undergraduate
18.3
ICPC Regional
Team
Kotlin
31
600
90.75
2,446
2,582
136
34.6
2.12
0.42
3
0
76.72
Advanced
P000005
Netherlands
Europe
22
Undergraduate
10.9
Codeforces
Individual
C++20
33
1,014
91.25
3,610
3,685
75
2
0.07
0.979
1
1
88.91
World Class
P000006
Philippines
Asia
38
Other
23.3
LeetCode Contest
Individual
Python 3
35
2,143
88.86
2,225
2,358
133
47.6
2.11
0.697
1
0
79.87
Advanced
P000007
Jordan
Asia
17
Undergraduate
0.2
Codeforces
Individual
Python 3
27
278
95.12
1,777
1,854
77
76.4
1.83
0.564
1
0
65.61
Intermediate
P000008
Sweden
Europe
21
Undergraduate
12.1
AtCoder
Individual
Python 3
30
910
93.39
2,725
2,792
67
52.6
0.97
0.799
1
1
85.65
World Class
P000009
Germany
Europe
30
Professional
15.7
Codeforces
Individual
C++17
27
4,777
85.18
2,055
2,088
33
67.6
1.79
0.423
1
0
65.51
Intermediate
P000010
Denmark
Europe
24
Undergraduate
8.9
AtCoder
Individual
Kotlin
29
767
85.25
2,637
2,802
165
45.6
0.68
0.703
1
1
84.13
Advanced
P000011
Estonia
Europe
26
Professional
12.1
ICPC Regional
Team
Kotlin
22
157
84.1
2,122
2,122
0
50.9
0.08
0.534
2
0
69.98
Intermediate
P000012
United Kingdom
Europe
21
High School
4.9
AtCoder
Individual
C++17
18
691
98.97
2,288
2,324
36
34.4
2.09
0.548
1
0
75.08
Advanced
P000013
Russia
Europe
21
Undergraduate
3.6
Codeforces
Individual
C++17
17
148
56.54
1,495
1,504
9
57.3
1.07
0.496
1
1
54.75
Beginner
P000014
Malaysia
Asia
20
High School
5.9
Codeforces
Individual
C++17
13
1,631
99.9
3,087
3,084
-3
14.5
0.96
0.801
1
0
94.12
World Class
P000015
Bangladesh
Asia
16
Undergraduate
1.7
LeetCode Contest
Individual
Python 3
28
1,239
99.9
2,741
2,887
146
55.8
0.79
0.507
1
1
85.06
World Class
P000016
Switzerland
Europe
29
High School
16.8
ICPC Regional
Team
C++17
33
826
94.51
3,099
3,190
91
19.1
0.42
1
3
0
90.56
World Class
P000017
Mongolia
Asia
27
Graduate
11.5
LeetCode Contest
Individual
C++20
30
1,578
95.72
2,413
2,362
-51
77.4
0.59
0.615
1
0
74.54
Advanced
P000018
China
Asia
18
Undergraduate
0.2
HackerRank
Individual
Python 3
35
813
89.83
2,450
2,474
24
28.6
0.55
0.514
1
1
78.49
Advanced
P000019
France
Europe
38
Graduate
23.1
ICPC Regional
Team
C++17
31
358
90.86
2,151
2,132
-19
63.7
0.7
0.647
2
1
74.38
Advanced
P000020
Lithuania
Europe
25
Undergraduate
13.4
AtCoder
Individual
C++17
20
930
95.35
2,029
2,021
-8
14.2
1.48
0.613
1
1
74.4
Advanced
P000021
Russia
Europe
18
Undergraduate
1
CodeChef
Individual
Python 3
19
219
82.27
2,092
2,097
5
63.7
1.69
0.73
1
1
66.8
Intermediate
P000022
Greece
Europe
22
High School
7
Codeforces
Individual
C++17
6
790
97.69
2,555
2,488
-67
23.4
0
0.36
1
0
73.09
Advanced
P000023
Serbia
Europe
20
Undergraduate
1.5
CodeChef
Individual
C++20
11
179
86.34
2,055
2,011
-44
43.6
1.85
0.596
1
1
68.83
Intermediate
P000024
Sri Lanka
Asia
26
High School
11.5
LeetCode Contest
Individual
C++17
42
909
74.25
1,928
1,869
-59
78.3
0.5
0.464
1
0
60.01
Intermediate
P000025
Egypt
Africa
34
Graduate
13.1
AtCoder
Individual
Python 3
29
1,042
94.44
2,437
2,546
109
42
0.57
0.709
1
1
79.72
Advanced
P000026
New Zealand
Oceania
21
Undergraduate
10.2
Codeforces
Individual
C++17
28
555
82.91
2,194
2,227
33
42.8
1.4
0.787
1
1
74.29
Advanced
P000027
Laos
Asia
16
Undergraduate
0.2
LeetCode Contest
Individual
C#
23
84
62.6
1,597
1,579
-18
75.4
2.46
0.443
1
1
49.18
Beginner
P000028
Bolivia
South America
27
Professional
12.4
AtCoder
Individual
C#
27
2,115
99.89
2,460
2,544
84
29.4
2.74
0.84
1
0
83.36
Advanced
P000029
Spain
Europe
17
Undergraduate
0.2
CodeChef
Individual
C++17
17
1,535
75.15
1,743
1,743
0
47
0.79
0.448
1
0
61.27
Intermediate
P000030
Dominican Republic
North America
23
Graduate
13.3
Codeforces
Individual
Python 3
39
682
89.02
2,241
2,336
95
41.6
1.18
0.695
1
1
75.2
Advanced
P000031
Denmark
Europe
22
Undergraduate
2.4
LeetCode Contest
Individual
Java
22
272
87.47
2,347
2,396
49
49
0.4
0.855
1
1
78.44
Advanced
P000032
South Korea
Asia
25
Undergraduate
12.7
LeetCode Contest
Individual
C++17
36
1,163
99.9
2,714
2,759
45
53.8
0.98
0.668
1
1
89.38
World Class
P000033
UAE
Asia
29
Undergraduate
18.3
ICPC Regional
Team
Python 3
26
1,232
95.71
2,429
2,477
48
35.3
1.58
0.797
2
1
77.82
Advanced
P000034
South Korea
Asia
42
Graduate
22.8
Codeforces
Individual
C++17
25
888
90.3
1,921
1,980
59
56.5
2.34
0.609
1
1
70.14
Advanced
P000035
Russia
Europe
15
High School
1.2
Codeforces
Individual
Java
4
681
91.84
2,174
2,127
-47
71.4
0.4
0.673
1
0
73.38
Advanced
P000036
Romania
Europe
23
Graduate
7
Codeforces
Individual
Python 3
19
270
99.9
2,133
2,197
64
70.2
1.71
0.458
1
0
81.71
Advanced
P000037
Austria
Europe
16
Undergraduate
5.9
AtCoder
Individual
C++20
26
949
85.94
2,045
2,110
65
22
0.69
0.739
1
1
74.41
Advanced
P000038
Ecuador
South America
33
Undergraduate
15.5
AtCoder
Team
Kotlin
32
3,095
93.24
2,873
2,873
0
24.5
0.88
0.754
3
1
86.12
World Class
P000039
Ukraine
Europe
25
Professional
10.1
ICPC World Finals
Team
Java
36
1,194
96.98
2,939
2,966
27
13.3
0
0.777
2
0
87.71
World Class
P000040
Mexico
North America
22
Undergraduate
7
Codeforces
Individual
Kotlin
18
1,272
91
2,778
2,860
82
13.2
0
0.622
1
1
84.74
Advanced
P000041
Iran
Asia
18
Graduate
7.9
CodeChef
Team
Python 3
24
2,390
88.32
2,336
2,316
-20
20.1
2.02
0.599
2
1
77.93
Advanced
P000042
Kazakhstan
Asia
28
Professional
15.3
ICPC Regional
Team
C++17
22
567
99.9
2,327
2,318
-9
6.3
0.75
0.443
3
0
74.36
Advanced
P000043
Singapore
Asia
19
Undergraduate
2.5
LeetCode Contest
Individual
C++17
36
671
99.29
2,235
2,301
66
51.4
1.89
0.625
1
1
73.68
Advanced
P000044
Chile
South America
23
Undergraduate
8.8
ICPC Regional
Team
Python 3
30
820
81.02
2,309
2,378
69
41
0.75
0.516
3
1
71.54
Advanced
P000045
Kazakhstan
Asia
18
Undergraduate
4
CodeChef
Individual
C++17
22
784
98.38
2,434
2,441
7
28.4
0.2
0.637
1
1
83.36
Advanced
P000046
Peru
South America
19
Undergraduate
1.4
ICPC World Finals
Team
Python 3
30
281
89.24
1,769
1,826
57
56.6
0.93
0.615
2
0
71.75
Advanced
P000047
Estonia
Europe
30
Undergraduate
12.1
Codeforces
Individual
Python 3
25
470
86.74
2,633
2,672
39
47.7
0.59
0.516
1
0
77.59
Advanced
P000048
Japan
Asia
13
Undergraduate
4.2
ICPC Regional
Team
Python 3
24
513
92.52
2,036
2,061
25
53.8
1.43
0.687
2
1
70.71
Advanced
P000049
Lithuania
Europe
25
Undergraduate
6.1
LeetCode Contest
Team
Kotlin
19
1,573
95.47
2,081
2,071
-10
18.7
2.81
0.419
2
1
75.65
Advanced
P000050
Hungary
Europe
19
High School
11.8
HackerRank
Individual
C++17
10
443
76.28
1,920
1,922
2
94.2
0.65
0.385
1
0
58.55
Intermediate
P000051
Morocco
Africa
23
Graduate
6
Kaggle Code
Team
Java
18
1,223
83.35
2,080
2,088
8
57.6
1.82
0.447
3
1
65.41
Intermediate
P000052
United States
North America
17
Undergraduate
5.1
AtCoder
Individual
Python 3
34
319
90.47
2,515
2,581
66
61.5
1.81
0.408
1
1
72.28
Advanced
P000053
Turkey
Asia/Europe
26
High School
14
ICPC Regional
Team
C++17
25
770
99.9
2,957
3,054
97
16.4
1.35
0.656
3
0
89.11
World Class
P000054
Venezuela
South America
18
Undergraduate
2.7
AtCoder
Individual
C#
11
491
88.9
2,412
2,441
29
47.9
1.31
0.777
1
1
76.02
Advanced
P000055
Portugal
Europe
30
Undergraduate
9.9
AtCoder
Team
JavaScript
18
321
99.9
2,562
2,625
63
24.5
1.04
0.535
2
1
82.77
Advanced
P000056
Mongolia
Asia
17
Graduate
0.2
Codeforces
Team
C++17
8
286
98.44
2,555
2,623
68
43.4
0.42
0.601
3
1
78.68
Advanced
P000057
Romania
Europe
22
Undergraduate
10.8
Topcoder
Individual
Java
21
378
87.48
1,978
1,963
-15
43
1.37
0.644
1
1
73.68
Advanced
P000058
Kazakhstan
Asia
20
Undergraduate
7
Kaggle Code
Individual
C++17
24
290
83.5
1,890
1,922
32
52.3
0.31
0.469
1
0
64.55
Intermediate
P000059
Finland
Europe
25
Undergraduate
8.8
AtCoder
Individual
C++17
26
558
95.1
2,502
2,596
94
32.3
0.32
0.632
1
1
81.3
Advanced
P000060
Italy
Europe
30
Undergraduate
17.9
LeetCode Contest
Individual
Java
24
244
86.65
1,738
1,870
132
46.9
1.8
0.594
1
1
68.67
Intermediate
P000061
Ireland
Europe
24
High School
13
AtCoder
Individual
Python 3
24
4,483
97.69
2,742
2,833
91
14.2
1.14
0.602
1
0
79.79
Advanced
P000062
Kazakhstan
Asia
26
Undergraduate
12.5
Codeforces
Individual
C++17
32
1,339
96.68
2,057
2,026
-31
36.2
1.87
0.573
1
1
74.76
Advanced
P000063
Singapore
Asia
33
Professional
12.8
CodeChef
Team
Python 3
33
627
95.28
2,087
2,137
50
50.1
2.08
0.458
2
0
73.32
Advanced
P000064
Ethiopia
Africa
24
Undergraduate
9.5
LeetCode Contest
Individual
Java
42
551
95.56
1,970
2,026
56
52.7
0.63
0.607
1
1
75.84
Advanced
P000065
Australia
Oceania
25
Graduate
11.7
CodeChef
Individual
Python 3
13
1,459
97.2
2,266
2,307
41
66.9
0.96
0.59
1
1
75.72
Advanced
P000066
Russia
Europe
33
Graduate
21.1
CodeChef
Team
Python 3
30
423
95.04
2,042
1,989
-53
39.9
0.35
0.767
2
0
81.58
Advanced
P000067
Ireland
Europe
25
Graduate
10.2
HackerRank
Individual
C++20
33
1,643
77.82
2,004
2,033
29
48.6
1.62
0.564
1
1
69.49
Intermediate
P000068
Lebanon
Asia
17
High School
2.4
HackerRank
Individual
Python 3
24
429
85.92
2,078
2,189
111
77.1
0.09
0.476
1
0
68.86
Intermediate
P000069
Australia
Oceania
25
Undergraduate
11
AtCoder
Individual
Java
28
2,803
87.92
2,636
2,592
-44
43
1.12
0.663
1
1
77
Advanced
P000070
Lithuania
Europe
24
Undergraduate
4.4
Codeforces
Individual
C++17
29
726
94.81
2,280
2,240
-40
17.4
0.49
0.662
1
1
79.78
Advanced
P000071
Nigeria
Africa
24
Undergraduate
13.1
ICPC Regional
Team
C++17
0
1,274
98.46
1,923
1,963
40
47.5
2.54
0.606
3
1
69.17
Intermediate
P000072
Czech Republic
Europe
33
Graduate
17.7
Codeforces
Individual
Java
23
2,767
93.38
2,099
2,137
38
46.8
0.3
0.62
1
1
75.72
Advanced
P000073
Canada
North America
27
High School
10.5
Kaggle Code
Individual
C++17
29
767
97.89
2,442
2,569
127
2
0
0.939
1
0
86.99
World Class
P000074
Slovakia
Europe
22
Undergraduate
8.5
Codeforces
Individual
Java
9
670
86.56
1,939
1,916
-23
46.4
0.64
0.792
1
1
74.97
Advanced
P000075
Nigeria
Africa
24
Other
17.3
HackerRank
Individual
Python 3
36
2,612
89.45
2,027
2,051
24
39.8
0.64
0.636
1
0
69.75
Intermediate
P000076
Lithuania
Europe
17
Undergraduate
2.3
ICPC Regional
Team
C++17
6
211
93.66
2,127
2,067
-60
72.7
0.34
0.155
3
1
63.89
Intermediate
P000077
Russia
Europe
24
High School
6.6
CodeChef
Team
Python 3
0
819
80.43
2,155
2,156
1
58.9
1.92
0.614
3
0
75.55
Advanced
P000078
Ghana
Africa
17
Undergraduate
2.1
ICPC Regional
Team
Java
16
862
96.18
1,637
1,788
151
44.3
0.73
0.481
3
1
67.71
Intermediate
P000079
Lebanon
Asia
24
Graduate
7.5
HackerRank
Individual
C++20
28
424
99.9
2,339
2,323
-16
30
1.4
0.569
1
1
75.39
Advanced
P000080
South Korea
Asia
17
Undergraduate
0.2
Codeforces
Team
C++17
15
790
99.9
2,119
2,125
6
42.8
1.24
0.643
2
1
72.85
Advanced
P000081
India
Asia
23
Professional
3.9
AtCoder
Individual
Java
17
480
97.25
2,482
2,465
-17
63.3
2.28
0.482
1
0
80.1
Advanced
P000082
Egypt
Africa
22
Undergraduate
3.4
Codeforces
Individual
C++17
22
344
99.9
2,396
2,421
25
34.6
1.83
0.661
1
1
77.16
Advanced
P000083
Kazakhstan
Asia
22
High School
6.2
CodeChef
Individual
C++17
36
448
96.67
2,227
2,321
94
39.2
1.67
0.496
1
1
76.3
Advanced
P000084
Saudi Arabia
Asia
22
Graduate
4.1
Codeforces
Individual
C++17
17
744
92.87
2,373
2,407
34
15.8
0.69
0.622
1
0
80.73
Advanced
P000085
Slovenia
Europe
20
Undergraduate
1.8
CodeChef
Individual
Python 3
28
441
92.09
1,999
2,007
8
42.1
1.66
0.735
1
1
70.46
Advanced
P000086
Czech Republic
Europe
21
Undergraduate
10.4
Kaggle Code
Individual
C++17
14
3,434
97.86
2,267
2,373
106
59.5
0.85
0.602
1
1
73.06
Advanced
P000087
Chile
South America
23
Undergraduate
3.9
AtCoder
Individual
Java
20
615
99.9
2,516
2,455
-61
18.9
1.22
0.51
1
1
77.95
Advanced
P000088
Jordan
Asia
23
Undergraduate
5.8
ICPC Regional
Team
C++17
49
2,273
80.88
1,944
1,907
-37
55.9
2.42
0.469
2
1
61.22
Intermediate
P000089
Saudi Arabia
Asia
33
Professional
15.8
LeetCode Contest
Individual
C++17
36
2,875
99.9
2,951
2,982
31
33.3
1.26
0.711
1
0
83.36
Advanced
P000090
United States
North America
27
Professional
14.2
Codeforces
Individual
C++17
46
6,234
99.9
3,043
3,115
72
2
0.42
0.933
1
0
95.42
World Class
P000091
Germany
Europe
19
Graduate
4.5
HackerRank
Individual
Kotlin
19
124
96.31
2,165
2,239
74
16.4
0.12
0.546
1
1
81.5
Advanced
P000092
Hungary
Europe
24
Undergraduate
8
ICPC Regional
Team
C++17
30
564
87.52
2,603
2,547
-56
23.6
1.58
0.923
3
1
86.61
World Class
P000093
Thailand
Asia
16
High School
0.2
Codeforces
Individual
C++17
12
90
83.72
2,014
2,027
13
33
1.67
0.569
1
0
68.14
Intermediate
P000094
Malaysia
Asia
31
Professional
15.3
Codeforces
Team
C++17
21
3,908
76.59
1,703
1,651
-52
90.1
0.97
0.493
3
0
52.27
Beginner
P000095
Belgium
Europe
14
Undergraduate
0.2
ICPC Regional
Team
C++17
29
368
92.89
2,293
2,293
0
54.5
2.17
0.708
3
1
76.16
Advanced
P000096
Uruguay
South America
16
Undergraduate
0.7
Codeforces
Individual
Java
3
832
99.9
2,403
2,597
194
48.4
0.98
0.667
1
1
80.27
Advanced
P000097
Chile
South America
28
Graduate
4.7
LeetCode Contest
Individual
Rust
36
382
69.83
1,525
1,477
-48
52.6
1.98
0.576
1
1
52.93
Beginner
P000098
United Kingdom
Europe
20
High School
7.5
LeetCode Contest
Individual
Python 3
25
486
88.97
2,517
2,537
20
56.2
0.52
0.599
1
0
68.71
Intermediate
P000099
China
Asia
23
Undergraduate
8.5
ICPC Regional
Team
C++17
13
3,699
99.82
2,975
3,149
174
70.1
0.04
0.641
2
1
84.38
Advanced
P000100
Germany
Europe
17
Professional
5.6
AtCoder
Individual
Python 3
21
992
81.56
2,043
2,075
32
44.7
0.26
0.484
1
0
65.91
Intermediate