Datasets:
shot_id string | match_key int64 | match_id int64 | competition_id int32 | season_id int32 | player_id int64 | player_key int64 | team_id int64 | team_key int64 | period int64 | minute int64 | second int64 | location_x float64 | location_y float64 | end_location_x float64 | end_location_y float64 | shot_outcome string | shot_body_part string | shot_technique string | shot_type string | is_goal int32 | distance_to_goal float64 | shot_angle float64 | is_first_time bool | play_pattern string | statsbomb_xg float64 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
044535074234a82188dcf6d1547336d9 | -6,056,219,420,029,706,000 | 3,857,265 | 43 | 106 | 31,955 | 6,464,092,196,137,916,000 | 789 | -5,018,444,269,082,273,000 | 2 | 57 | 26 | 113.4 | 48.8 | 114.2 | 47.7 | Blocked | Right Foot | Normal | Open Play | 0 | 11 | 0.465931 | true | Other | 0.101669 |
9aba42ee7addf5635a203f3cf0a1578c | 1,205,599,739,860,195,000 | 69,214 | 11 | 21 | 26,610 | 6,612,519,109,846,092,000 | 1,219 | -3,868,984,165,599,070,700 | 2 | 62 | 51 | 109.8 | 41.3 | 120 | 37.8 | Off T | Head | Normal | Open Play | 0 | 10.282509 | 0.737981 | null | From Free Kick | 0.093138 |
8b38a7c2cb777edea1bf861ec5bfd927 | 83,182,658,179,226,860 | 3,887,188 | 35 | 75 | 39,822 | 3,301,290,924,136,368,000 | 227 | -4,113,102,455,181,366,300 | 1 | 35 | 24 | 111.6 | 40.8 | 120 | 32.5 | Off T | Head | Normal | Open Play | 0 | 8.438009 | 0.883125 | null | From Throw In | 0.179632 |
f60c62d4d3d2666a49274382e0d4bd22 | 2,817,604,133,977,431,000 | 3,938,645 | 55 | 282 | 3,089 | 5,575,235,496,353,884,000 | 782 | 6,461,443,647,472,537,000 | 1 | 32 | 31 | 88.1 | 69.5 | 120 | 44.9 | Off T | Right Foot | Normal | Free Kick | 0 | 43.449511 | 0.1355 | null | From Free Kick | 0.00583 |
695c5512bbf6b9d4d90d785a5a75c95d | 2,060,156,160,432,021,000 | 3,857,271 | 43 | 106 | 3,382 | 7,353,088,266,467,828,000 | 768 | 3,739,071,740,305,664,000 | 2 | 58 | 56 | 97.9 | 25.1 | 101.5 | 27 | Blocked | Left Foot | Normal | Open Play | 0 | 26.653705 | 0.249304 | true | From Free Kick | 0.021549 |
80d74097f0a31e253bf5fb152d0a109d | 4,683,643,028,758,833,000 | 3,775,598 | 37 | 90 | 46,635 | 6,033,204,429,092,657,000 | 974 | -6,808,310,006,375,101,000 | 1 | 21 | 26 | 105.7 | 34.9 | 117.2 | 39.1 | Saved | Right Foot | Half Volley | Open Play | 0 | 15.182226 | 0.489957 | true | Regular Play | 0.076541 |
f23fd378210cab9730fb3be441162bd4 | -3,986,126,105,013,182,000 | 3,754,290 | 2 | 27 | 3,662 | -616,679,010,837,776,000 | 22 | -8,220,007,018,561,422,000 | 1 | 10 | 10 | 116.8 | 28.4 | 117.6 | 31 | Saved | Left Foot | Normal | Open Play | 0 | 12.033287 | 0.196201 | true | From Counter | 0.036671 |
7f5579f9b6a879f104fdf51202f3f460 | 115,230,236,928,688,340 | 3,829,442 | 7 | 27 | 4,442 | -8,020,295,610,906,596,000 | 146 | -8,205,174,094,325,881,000 | 1 | 5 | 30 | 85.4 | 27.2 | 120 | 45.3 | Off T | Right Foot | Normal | Open Play | 0 | 36.891733 | 0.202965 | true | From Corner | 0.006557 |
7590dfbc0b217636cc6c4c033e8d093c | 1,609,131,921,416,128,500 | 3,890,544 | 9 | 27 | 8,387 | 9,084,976,703,755,098,000 | 175 | 4,332,426,948,072,144,000 | 1 | 36 | 26 | 108.7 | 52.1 | 120 | 37.9 | Goal | Left Foot | Normal | Open Play | 1 | 16.555966 | 0.336899 | null | Regular Play | 0.216553 |
2d1664ec039f94f3b2efafd9fd6b5485 | -7,286,528,312,411,927,000 | 2,275,102 | 37 | 42 | 10,251 | 7,393,497,280,878,712,000 | 974 | -6,808,310,006,375,101,000 | 1 | 37 | 51 | 104.5 | 49.2 | 117.4 | 40.1 | Saved | Right Foot | Normal | Open Play | 0 | 18.024705 | 0.381745 | true | Regular Play | 0.052785 |
03d1070ee0c21288596369aa8d3021a3 | 7,299,450,921,100,633,000 | 3,901,176 | 7 | 27 | 4,447 | 7,839,065,709,822,201,000 | 130 | -4,818,824,869,614,851,000 | 1 | 8 | 26 | 108.8 | 63.9 | 120 | 18.9 | Off T | Right Foot | Normal | Open Play | 0 | 26.394128 | 0.130886 | null | From Counter | 0.058139 |
5588c9e49860c5e8cbc583ecdf23bc3e | 8,395,097,043,492,643,000 | 3,817,882 | 1,238 | 108 | 161,108 | -2,633,403,073,031,210,500 | 7,286 | -8,748,694,313,883,106,000 | 1 | 38 | 53 | 94.7 | 52.2 | 111.1 | 43.6 | Blocked | Right Foot | Volley | Open Play | 0 | 28.087898 | 0.25611 | true | From Free Kick | 0.014027 |
cc312c4d1053c11d522becf986479200 | 6,529,568,112,215,607,000 | 3,825,869 | 11 | 27 | 23,802 | 591,919,172,085,385,200 | 213 | 4,742,609,248,384,890,000 | 1 | 24 | 42 | 88.2 | 53.1 | 120 | 42.6 | Off T | Right Foot | Lob | Open Play | 0 | 34.392586 | 0.214664 | true | Regular Play | 0.013401 |
a8fa5fa44b6cad4490876053f2bbfffe | 186,057,053,105,193,500 | 3,817,873 | 1,238 | 108 | 187,212 | 1,241,407,183,978,908,400 | 7,285 | 2,250,166,043,262,090,500 | 1 | 37 | 43 | 94.7 | 42.1 | 98.8 | 41.2 | Blocked | Left Foot | Normal | Open Play | 0 | 25.387005 | 0.311549 | null | From Throw In | 0.045515 |
f348959ac69105f771d0f6b218615129 | 8,105,553,101,004,647,000 | 2,275,127 | 37 | 42 | 15,725 | 8,306,240,273,154,686,000 | 974 | -6,808,310,006,375,101,000 | 2 | 72 | 40 | 81.9 | 44.1 | 120 | 50.3 | Off T | Right Foot | Normal | Open Play | 0 | 38.319969 | 0.206855 | true | From Corner | 0.007436 |
1f5b4e1476baef66f199c977ffede4a7 | -7,541,221,076,882,952,000 | 3,754,342 | 2 | 27 | 43,081 | 5,489,651,845,599,714,000 | 23 | 957,251,441,709,176,300 | 1 | 29 | 41 | 102.8 | 49.9 | 112.9 | 41.9 | Blocked | Right Foot | Volley | Open Play | 0 | 19.845654 | 0.349238 | true | From Corner | 0.03815 |
c3e2324fd6f22e07fc0be0d7ec05b9fa | -6,729,485,908,286,473,000 | 3,754,293 | 2 | 27 | 40,122 | 6,996,016,435,747,157,000 | 33 | -5,650,903,989,259,207,000 | 2 | 90 | 31 | 103.3 | 44.8 | 117.2 | 40.5 | Saved | Right Foot | Half Volley | Open Play | 0 | 17.376133 | 0.437104 | true | From Throw In | 0.050163 |
4127ed7d91f3996a9b1f9b61e91540d6 | -2,087,432,921,367,138,300 | 69,215 | 11 | 41 | 5,503 | 4,097,319,854,233,033,700 | 217 | -9,182,017,971,223,628,000 | 2 | 70 | 36 | 108.2 | 40.1 | 120 | 37.2 | Goal | Left Foot | Normal | Penalty | 1 | 11.800424 | 0.653614 | null | Other | 0.7835 |
195ce74b11905e0f7b3394d946bf174a | -8,114,246,162,278,995,000 | 69,188 | 72 | 30 | 10,648 | 8,563,799,124,826,936,000 | 851 | 6,155,592,252,978,315,000 | 2 | 61 | 42 | 105.6 | 43.1 | 106.6 | 43.1 | Blocked | Head | Normal | Open Play | 0 | 14.729902 | 0.520495 | null | From Goal Kick | 0.050427 |
7be90adf6a5b55673a82878ab2da4fe2 | -2,345,157,522,728,616,400 | 3,879,574 | 12 | 27 | 5,474 | 115,435,341,498,844,660 | 238 | -4,650,263,449,723,024,000 | 2 | 86 | 47 | 99.1 | 57.5 | 120 | 43.4 | Off T | Left Foot | Normal | Free Kick | 0 | 27.259127 | 0.226037 | null | From Free Kick | 0.036257 |
6f715514b3067850a403ca616db79c33 | 9,139,202,254,704,126,000 | 3,825,760 | 11 | 27 | 6,382 | 4,924,354,934,276,079,000 | 212 | -9,143,091,085,550,067,000 | 2 | 84 | 4 | 93.2 | 34.7 | 120 | 48.5 | Off T | Right Foot | Normal | Open Play | 0 | 27.319041 | 0.285544 | null | From Throw In | 0.030776 |
fcd586c28925c2f2f84c182347683d1c | -1,531,205,809,963,775,200 | 3,825,861 | 11 | 27 | 26,690 | -1,041,513,335,569,650,400 | 360 | 8,846,837,749,092,688,000 | 2 | 82 | 43 | 112.1 | 43.2 | 118.7 | 41 | Saved | Head | Normal | Open Play | 0 | 8.523497 | 0.839995 | null | Regular Play | 0.09326 |
42df70aadc45b9f2fa81fe332b48a2c2 | -132,723,702,385,265,780 | 3,829,446 | 7 | 27 | 7,301 | -7,103,016,039,659,344,000 | 133 | -3,769,669,786,313,054,000 | 2 | 72 | 1 | 110.3 | 42.2 | 118.2 | 0.1 | Wayward | Left Foot | Normal | Open Play | 0 | 9.946356 | 0.752208 | true | From Counter | 0.40869 |
4ba8c4b0109714ec307c7c7f086aa90e | -6,991,904,866,798,157,000 | 3,825,709 | 11 | 27 | 6,701 | 386,293,241,645,254,800 | 214 | 2,227,128,151,799,687,000 | 2 | 75 | 39 | 98.6 | 26.6 | 106.6 | 32.1 | Blocked | Right Foot | Normal | Free Kick | 0 | 25.249158 | 0.268788 | null | From Free Kick | 0.059283 |
3cb2371dd364d788226c4397f21dc960 | 4,109,342,370,844,482,000 | 3,829,454 | 7 | 27 | 3,446 | -5,084,544,920,224,381,000 | 143 | 8,031,505,696,807,806,000 | 1 | 42 | 41 | 100.4 | 28.6 | 116.4 | 36.7 | Saved | Right Foot | Normal | Open Play | 0 | 22.674214 | 0.304964 | null | Regular Play | 0.056458 |
fa1ada75c7a48bf0a83411aaf6375a3e | -9,122,046,990,710,611,000 | 266,967 | 11 | 26 | 4,320 | 2,570,175,448,999,534,600 | 217 | -9,182,017,971,223,628,000 | 1 | 17 | 6 | 95.9 | 32.5 | 107.2 | 37.6 | Blocked | Right Foot | Normal | Free Kick | 0 | 25.240048 | 0.301004 | null | From Free Kick | 0.075493 |
f17519930663a8d9023cae4b02b16ba0 | -8,870,946,273,847,406,000 | 3,879,798 | 12 | 27 | 20,004 | -6,686,194,067,394,474,000 | 224 | 7,103,148,978,905,361,000 | 2 | 76 | 40 | 93 | 38.8 | 120 | 46.7 | Off T | Right Foot | Normal | Open Play | 0 | 27.026654 | 0.293597 | null | Regular Play | 0.032029 |
453aec56097eeea98e50439d9e61bec1 | 2,192,781,462,112,482,800 | 3,749,296 | 2 | 44 | 15,516 | -1,172,365,206,380,071,200 | 1 | -3,828,312,811,523,627,500 | 2 | 92 | 5 | 111.8 | 39.5 | 116.3 | 40.2 | Saved | Head | Normal | Open Play | 0 | 8.21523 | 0.905325 | null | From Throw In | 0.103887 |
09e556e0e63ee611fd3df5b35087a868 | -7,767,809,085,918,489,000 | 3,775,553 | 37 | 90 | 8,297 | -3,018,913,701,239,665,700 | 972 | -6,457,882,036,853,365,000 | 1 | 23 | 49 | 109.4 | 33.7 | 117.8 | 38 | Saved | Right Foot | Volley | Open Play | 0 | 12.330856 | 0.557376 | true | From Corner | 0.079262 |
ff37c47f906f32fd147488607f66169d | -7,830,641,813,294,772,000 | 18,241 | 16 | 25 | 5,249 | -6,095,859,691,457,570,000 | 212 | -9,143,091,085,550,067,000 | 1 | 35 | 26 | 109 | 39 | 120 | 43.2 | Goal | Head | Normal | Open Play | 1 | 11.045361 | 0.69288 | null | From Corner | 0.111936 |
63a40f75fd287542611b730e1854adab | -8,936,233,395,694,920,000 | 3,879,810 | 12 | 27 | 5,541 | -6,117,014,009,239,262,000 | 224 | 7,103,148,978,905,361,000 | 1 | 21 | 23 | 109.9 | 47.8 | 118 | 43.8 | Saved | Left Foot | Normal | Open Play | 0 | 12.76127 | 0.503013 | true | From Goal Kick | 0.137877 |
c81f9dee30a812191340ef69df546861 | 8,672,598,921,438,738,000 | 3,900,636 | 7 | 27 | 3,404 | -7,510,266,916,744,810,000 | 144 | 6,204,573,536,849,879,000 | 1 | 17 | 28 | 103.8 | 55.9 | 112.7 | 46 | Blocked | Left Foot | Normal | Open Play | 0 | 22.699119 | 0.253983 | null | Regular Play | 0.035918 |
393a92f07e1404677fbdcb509f4b7640 | -9,018,202,902,698,825,000 | 3,775,618 | 37 | 90 | 4,984 | -6,599,750,719,957,716,000 | 969 | 269,568,771,748,221,980 | 1 | 27 | 58 | 108 | 39.7 | 118.6 | 46.4 | Saved Off Target | Head | Normal | Open Play | 0 | 12.003749 | 0.643164 | null | From Free Kick | 0.036984 |
e2879ba5f673b47f7330250eb5654574 | 3,207,821,806,352,695,000 | 3,879,548 | 12 | 27 | 5,630 | -5,675,944,844,946,604 | 227 | -4,113,102,455,181,366,300 | 2 | 56 | 16 | 103.1 | 24.9 | 105 | 26.8 | Blocked | Right Foot | Normal | Open Play | 0 | 22.663186 | 0.265289 | null | From Throw In | 0.033336 |
05d794dba005dff1c304be86143e7f50 | -2,882,343,694,181,788,700 | 3,754,083 | 2 | 27 | 20,641 | -7,113,007,295,778,120,000 | 31 | 8,020,000,196,455,297,000 | 2 | 52 | 7 | 113.2 | 43.5 | 116.2 | 37.7 | Wayward | Left Foot | Half Volley | Open Play | 0 | 7.647876 | 0.907707 | true | Regular Play | 0.31239 |
fd73520e279b69da2a559e7dbf535d1e | -3,906,172,190,888,039,000 | 3,901,145 | 7 | 27 | 3,421 | 2,817,966,653,595,744,000 | 139 | -1,014,716,689,705,104,800 | 1 | 45 | 33 | 88 | 46.4 | 120 | 34.9 | Off T | Left Foot | Normal | Open Play | 0 | 32.633725 | 0.239372 | null | From Throw In | 0.015764 |
e04a0a7fa1075876d22888362d324e70 | 8,659,199,735,917,500,000 | 3,794,688 | 55 | 43 | 3,336 | -7,713,441,133,754,940,000 | 768 | 3,739,071,740,305,664,000 | 1 | 26 | 19 | 114 | 40.9 | 120 | 45.1 | Off T | Head | Normal | Open Play | 0 | 6.067125 | 1.161713 | null | From Corner | 0.152433 |
05aa4417d6274a71595c7b64596f5050 | 2,210,331,198,586,151,200 | 16,086 | 11 | 4 | 6,886 | -2,468,961,833,948,284,400 | 214 | 2,227,128,151,799,687,000 | 2 | 90 | 23 | 102.1 | 32.1 | 120 | 52.5 | Wayward | Right Foot | Normal | Open Play | 0 | 19.565786 | 0.372188 | true | Regular Play | 0.074388 |
ddcda9de3ff7cf17e559bf3c7f8c1efe | -1,600,003,602,372,828,200 | 3,900,537 | 7 | 27 | 4,349 | -8,556,806,223,895,330,000 | 130 | -4,818,824,869,614,851,000 | 1 | 1 | 22 | 115 | 41.8 | 120 | 37.9 | Goal | Head | Normal | Open Play | 1 | 5.314132 | 1.273844 | null | From Free Kick | 0.262462 |
8a71e661c1547f873fd963c944491c38 | -3,367,221,684,956,528,000 | 3,825,633 | 11 | 27 | 6,709 | 6,526,297,229,291,792,000 | 214 | 2,227,128,151,799,687,000 | 2 | 73 | 2 | 91.5 | 43.5 | 97.4 | 37 | Wayward | Right Foot | Volley | Open Play | 0 | 28.714108 | 0.274866 | true | From Corner | 0.020703 |
80b69aa20e18b97cd7f1636e0986be78 | 6,143,920,064,030,405,000 | 3,890,367 | 9 | 27 | 10,287 | -7,571,872,275,599,477,000 | 180 | -5,297,650,355,144,056,000 | 2 | 77 | 50 | 99 | 51.5 | 120 | 29.4 | Off T | Right Foot | Normal | Open Play | 0 | 23.94264 | 0.292814 | null | Regular Play | 0.048742 |
99c728991be960b141630f49118c4a83 | 1,891,720,087,105,140,000 | 3,879,576 | 12 | 27 | 8,423 | 2,244,042,340,452,438,500 | 234 | -3,187,657,230,212,208,600 | 2 | 91 | 5 | 91.8 | 26.8 | 120 | 42.5 | Off T | Right Foot | Normal | Open Play | 0 | 31.136474 | 0.232334 | null | Regular Play | 0.019378 |
7330d8b6845b406ce6a4d091dd48c8ca | -7,286,528,312,411,927,000 | 2,275,102 | 37 | 42 | 24,747 | 3,288,779,478,229,308,000 | 974 | -6,808,310,006,375,101,000 | 1 | 38 | 30 | 112.4 | 40.4 | 120 | 46.8 | Off T | Right Foot | Half Volley | Open Play | 0 | 7.610519 | 0.96717 | true | From Corner | 0.167264 |
df62f92acdaa105d4035473009afa58b | 2,302,859,604,597,675,800 | 16,079 | 11 | 4 | 5,470 | 2,856,387,601,847,858,700 | 217 | -9,182,017,971,223,628,000 | 1 | 16 | 26 | 94.9 | 46.7 | 120 | 44.8 | Off T | Right Foot | Normal | Open Play | 0 | 25.978838 | 0.295809 | true | Regular Play | 0.034601 |
3bc0e7ef558a256c48c3fbec09d0476f | 1,819,426,263,757,615,400 | 3,879,628 | 12 | 27 | 7,026 | -5,661,219,629,158,917,000 | 243 | 1,105,025,806,608,326,100 | 2 | 67 | 5 | 96.1 | 33 | 120 | 34.4 | Off T | Right Foot | Normal | Free Kick | 0 | 24.904016 | 0.306476 | null | From Free Kick | 0.072841 |
c1b0db48c5d0dee66ae9ed2357de698b | 4,821,988,429,469,731,000 | 19,758 | 37 | 4 | 15,726 | -6,556,763,878,817,500,000 | 974 | -6,808,310,006,375,101,000 | 2 | 53 | 5 | 107.5 | 54 | 120 | 37.1 | Goal | Right Foot | Normal | Open Play | 1 | 18.768324 | 0.289068 | null | From Goal Kick | 0.194941 |
5d8e70eb0ce0e7f8639547cf6f08c721 | 4,550,436,216,291,678,000 | 3,775,614 | 37 | 90 | 15,550 | -5,518,977,793,635,109,000 | 971 | 5,755,335,137,019,255,000 | 2 | 59 | 7 | 116.9 | 36.5 | 119.3 | 38.4 | Saved | Right Foot | Half Volley | Open Play | 0 | 4.675468 | 1.338762 | true | From Keeper | 0.345951 |
808eadc54854d0ce077aca8524c830f4 | 8,901,295,218,432,132,000 | 69,187 | 11 | 40 | 3,498 | 2,349,112,385,011,070,000 | 422 | 6,587,280,411,875,832,000 | 1 | 7 | 56 | 108.3 | 22.7 | 120 | 35.4 | Off T | Right Foot | Normal | Open Play | 0 | 20.884923 | 0.219183 | null | From Goal Kick | 0.022856 |
f7753aadeb5c272fe3001186d52826c5 | 8,395,097,043,492,643,000 | 3,817,882 | 1,238 | 108 | 124,759 | -660,520,663,581,115,100 | 7,290 | 6,552,078,373,676,930,000 | 2 | 48 | 10 | 102.9 | 44.9 | 120 | 32.5 | Off T | Head | Normal | Open Play | 0 | 17.788198 | 0.427304 | null | From Free Kick | 0.199175 |
1dbd64e9903e057d68437a11f7a3aa4b | -3,769,248,147,865,899,500 | 3,825,748 | 11 | 27 | 6,384 | 42,103,404,187,475,260 | 212 | -9,143,091,085,550,067,000 | 2 | 57 | 54 | 89.1 | 39.1 | 120 | 43.2 | Off T | Right Foot | Half Volley | Open Play | 0 | 30.913104 | 0.257256 | null | Regular Play | 0.014196 |
498c9e7d8b56d48624288f9c8e91d82e | -9,222,914,490,854,704,000 | 3,901,262 | 7 | 27 | 3,038 | -6,912,438,345,539,871,000 | 140 | 4,096,399,060,242,247,700 | 1 | 3 | 9 | 92.1 | 33.6 | 103.8 | 37.1 | Blocked | Right Foot | Normal | Free Kick | 0 | 28.62464 | 0.270995 | null | From Free Kick | 0.051806 |
5c0679f7c06a31c7bb8d00d39a716a2c | 1,823,632,852,961,994,800 | 3,900,514 | 7 | 27 | 11,540 | 8,321,345,293,181,179,000 | 130 | -4,818,824,869,614,851,000 | 2 | 51 | 59 | 94.7 | 28.8 | 120 | 47 | Off T | Right Foot | Normal | Open Play | 0 | 27.668213 | 0.263745 | null | From Free Kick | 0.027229 |
ef618c46d9005562cce6ba67ba03885f | -5,520,082,954,100,393,000 | 3,813,307 | 1,238 | 108 | 161,116 | 2,886,318,623,386,664,400 | 2,021 | 3,458,352,023,082,986,500 | 1 | 12 | 35 | 112 | 28.2 | 120 | 54.3 | Off T | Left Foot | Normal | Open Play | 0 | 14.256227 | 0.329358 | null | From Counter | 0.165214 |
b01894302f6d3fc21776d1af54f04502 | 2,580,357,886,311,439,000 | 2,275,077 | 37 | 42 | 31,551 | 3,235,333,440,147,029,000 | 749 | -3,877,000,396,625,565,700 | 2 | 69 | 17 | 103.1 | 56.9 | 117.7 | 41.9 | Saved | Left Foot | Normal | Open Play | 0 | 23.900209 | 0.238858 | true | Regular Play | 0.039934 |
547cddbf75fdf5ab7811d8aa933fca40 | 1,756,628,537,819,820,800 | 19,809 | 37 | 4 | 16,400 | 6,394,886,529,283,423,000 | 965 | 2,620,248,647,504,865,000 | 2 | 77 | 46 | 118.2 | 45.3 | 118.7 | 44.1 | Saved | Right Foot | Normal | Open Play | 0 | 5.597321 | 0.754127 | true | From Corner | 0.162645 |
bf2082c1bb04bb0b14a9852e9db2adb1 | -3,274,812,992,873,026,000 | 2,275,146 | 37 | 42 | 15,579 | 4,001,341,184,296,275,500 | 967 | 4,232,585,176,298,498,600 | 2 | 53 | 41 | 104 | 23.3 | 117.1 | 37.1 | Blocked | Right Foot | Lob | Open Play | 0 | 23.127689 | 0.241852 | null | From Free Kick | 0.045413 |
994b960a1372ec74cbd4962b399d925b | 5,428,071,715,769,628,000 | 3,794,685 | 55 | 43 | 7,131 | -3,926,552,792,795,929,000 | 914 | 3,520,684,787,118,689,000 | 1 | 23 | 4 | 100.2 | 53.6 | 100.9 | 53.1 | Blocked | Left Foot | Normal | Open Play | 0 | 24.020824 | 0.275189 | null | From Throw In | 0.020045 |
7f64c46ae273e35757c4472007f6a977 | 9,096,669,761,631,968,000 | 3,754,154 | 2 | 27 | 10,931 | 8,404,897,941,013,294,000 | 24 | -22,425,014,704,099,416 | 2 | 58 | 37 | 110.6 | 42.1 | 118 | 39.5 | Saved | Head | Normal | Open Play | 0 | 9.631718 | 0.775068 | null | From Free Kick | 0.206402 |
97d69c800029693b0cb2c13d71809bde | -4,456,552,754,860,774,400 | 3,879,646 | 12 | 27 | 3,964 | 7,819,740,206,577,581,000 | 239 | 2,269,059,341,368,937,700 | 1 | 6 | 21 | 113.6 | 33.4 | 120 | 35.5 | Off T | Head | Normal | Open Play | 0 | 9.193476 | 0.641724 | null | From Corner | 0.05539 |
5945dccc071a2cbc787ab1149a61b454 | -1,112,199,747,835,350,300 | 3,890,521 | 9 | 27 | 5,555 | -8,717,576,795,968,509,000 | 904 | -2,318,988,405,098,371,000 | 2 | 71 | 41 | 103.7 | 35.6 | 106.6 | 36.7 | Blocked | Right Foot | Normal | Open Play | 0 | 16.883424 | 0.451307 | true | Regular Play | 0.157307 |
bdbd331f871e56893aabdda9c38e6d73 | -3,709,418,063,024,332,300 | 16,149 | 11 | 4 | 6,351 | -8,052,885,974,365,373,000 | 211 | 7,804,604,971,346,046,000 | 1 | 41 | 21 | 108.3 | 52.4 | 117.4 | 43.3 | Saved | Right Foot | Normal | Open Play | 0 | 17.04846 | 0.328453 | true | Regular Play | 0.097525 |
d932b31725824a9812052b6c03574c27 | 1,081,155,473,010,743,300 | 16,131 | 11 | 4 | 8,555 | -8,784,793,455,009,115,000 | 322 | 92,864,114,887,967,730 | 2 | 73 | 19 | 111 | 32.5 | 118.3 | 36.8 | Saved | Head | Normal | Open Play | 0 | 11.715375 | 0.535859 | null | From Throw In | 0.061207 |
345533329f15feafda4b5c2b7ac8d99c | 1,423,554,046,943,694,000 | 3,825,580 | 11 | 27 | 24,149 | 2,892,425,366,838,060,000 | 221 | 9,026,739,525,929,619,000 | 2 | 57 | 36 | 115.8 | 28.5 | 119.1 | 37.8 | Saved to Post | Right Foot | Volley | Open Play | 0 | 12.242957 | 0.245875 | true | Regular Play | 0.047209 |
f9c6cec31db73d9e689356770a73c1e0 | 8,994,075,360,760,849,000 | 2,275,054 | 37 | 42 | 21,854 | -3,251,270,692,126,521,000 | 966 | -2,021,612,995,131,621,600 | 2 | 68 | 32 | 99.9 | 26.8 | 102.2 | 28.4 | Blocked | Right Foot | Normal | Open Play | 0 | 24.046829 | 0.278558 | true | From Free Kick | 0.031003 |
23fdab0d3fbbec5ece175dfca092ed05 | -6,324,980,560,835,515,000 | 69,278 | 11 | 22 | 3,958 | 6,573,926,532,581,685,000 | 217 | -9,182,017,971,223,628,000 | 1 | 35 | 19 | 109 | 39.4 | 120 | 37.3 | Goal | Right Foot | Normal | Open Play | 1 | 11.016351 | 0.695858 | true | From Free Kick | 0.194923 |
bad8de73dbe982c1ae19490e0b8226b9 | -7,121,488,608,244,211,000 | 7,554 | 43 | 3 | 5,631 | -7,546,480,308,767,270,000 | 798 | 8,783,685,936,455,083,000 | 2 | 93 | 47 | 106 | 41 | 107 | 40 | Blocked | Left Foot | Normal | Open Play | 0 | 14.035669 | 0.554117 | null | From Throw In | 0.059006 |
0c63aeb7a6a2f409ac70081a812e3420 | 1,589,514,220,566,295,800 | 3,900,583 | 7 | 27 | 401,479 | -6,548,177,183,851,013,000 | 133 | -3,769,669,786,313,054,000 | 1 | 9 | 35 | 113 | 47.3 | 119.2 | 41.2 | Saved | Head | Normal | Open Play | 0 | 10.113852 | 0.575654 | null | From Corner | 0.063577 |
cb426ab67d412146ed84a0703eaa0385 | 2,448,985,503,386,605,600 | 3,893,804 | 72 | 107 | 24,706 | 845,024,605,314,601,500 | 852 | -2,285,892,605,794,267,600 | 1 | 13 | 50 | 104 | 42.7 | 120 | 31.9 | Off T | Head | Normal | Open Play | 0 | 16.226213 | 0.477637 | null | Regular Play | 0.045833 |
4e9f80640ea1a19df761bfb67bd83d89 | 3,512,490,590,748,257,000 | 3,890,445 | 9 | 27 | 3,097 | -4,368,589,514,049,473,000 | 189 | 9,177,819,911,629,787,000 | 1 | 31 | 15 | 97.7 | 32.7 | 103.9 | 35.6 | Blocked | Right Foot | Half Volley | Open Play | 0 | 23.464441 | 0.322098 | true | Regular Play | 0.034757 |
adeea972d7674b1f229de242786b671a | -39,530,676,915,189,840 | 3,835,336 | 53 | 106 | 32,341 | 8,669,605,782,026,148,000 | 859 | -7,286,270,573,097,612,000 | 2 | 60 | 34 | 111.9 | 41.1 | 115.5 | 66.6 | Wayward | Head | Normal | Open Play | 0 | 8.17435 | 0.905727 | null | From Throw In | 0.09975 |
4dbbf45cacf05a78c3c758cef9a51cff | 7,837,657,438,532,179,000 | 3,825,772 | 11 | 27 | 5,741 | -7,622,322,314,375,677,000 | 207 | -3,332,444,251,962,238,000 | 2 | 94 | 7 | 88.1 | 48.7 | 104.7 | 42.3 | Blocked | Right Foot | Normal | Open Play | 0 | 33.065087 | 0.232601 | true | From Corner | 0.020535 |
e336a8395fb623fa782e1eb05e1ec5f1 | 6,777,594,631,541,445,000 | 3,900,554 | 7 | 27 | 7,415 | -8,696,642,134,719,133,000 | 133 | -3,769,669,786,313,054,000 | 1 | 36 | 8 | 86.9 | 36 | 120 | 32 | Off T | Right Foot | Normal | Open Play | 0 | 33.340816 | 0.237144 | null | From Free Kick | 0.019382 |
45c549f756f3a227137325f761d0b920 | 246,259,128,785,042,400 | 3,749,631 | 2 | 44 | 15,516 | -1,172,365,206,380,071,200 | 1 | -3,828,312,811,523,627,500 | 1 | 30 | 45 | 111.9 | 26.7 | 120 | 39.7 | Goal | Left Foot | Normal | Open Play | 1 | 15.572412 | 0.278649 | null | Regular Play | 0.15166 |
38a68df77e155cfef8d8e99dd40a94fc | -7,994,211,769,966,844,000 | 3,750,244 | 35 | 75 | 38,641 | 803,109,785,074,086,000 | 227 | -4,113,102,455,181,366,300 | 1 | 21 | 27 | 97.2 | 43.6 | 119.9 | 42.5 | Off T | Left Foot | Normal | Free Kick | 0 | 23.082461 | 0.339293 | null | From Free Kick | 0.075445 |
130329d0beb0f3be7f934c1c43154162 | 8,040,401,456,344,013,000 | 3,754,035 | 2 | 27 | 20,253 | -2,375,459,324,763,665,000 | 36 | -393,649,032,384,665,600 | 2 | 81 | 43 | 108.1 | 26.5 | 120 | 45.8 | Off T | Right Foot | Normal | Open Play | 0 | 17.996111 | 0.299904 | null | Regular Play | 0.07716 |
6db2c9cc18dc2ad6c0a90c7185ca2755 | 3,148,083,858,500,626,000 | 2,275,138 | 37 | 42 | 31,534 | 5,966,687,654,449,671,000 | 1,475 | -6,578,909,324,278,019,000 | 2 | 82 | 31 | 104.3 | 50.4 | 120 | 46.9 | Off T | Right Foot | Normal | Open Play | 0 | 18.832153 | 0.355158 | null | Regular Play | 0.055283 |
e7caf6fcd68712e42cf4f51ab3d08931 | 116,698,533,003,282,350 | 3,998,848 | 53 | 315 | 62,666 | 3,173,655,266,337,437,000 | 858 | 525,939,545,286,371,140 | 1 | 4 | 0 | 104.1 | 48 | 120 | 43.8 | Off T | Right Foot | Normal | Open Play | 0 | 17.799157 | 0.400055 | true | Regular Play | 0.062967 |
c1065e2c70cfb2d7e6bf7d6599daadb5 | -4,166,963,802,110,169,000 | 3,890,474 | 9 | 27 | 8,206 | -4,487,384,957,468,850,700 | 169 | -3,607,351,217,002,066,000 | 2 | 56 | 34 | 108.6 | 44.7 | 108.9 | 31.4 | Wayward | Head | Normal | Open Play | 0 | 12.330856 | 0.590543 | null | From Corner | 0.044609 |
e3e26aca87d5805d82b7d01c9f2207f7 | 132,113,450,002,181,020 | 3,802,683 | 7 | 108 | 10,463 | 5,314,417,719,519,648,000 | 129 | 8,202,855,477,676,844,000 | 1 | 39 | 52 | 98.3 | 53.3 | 100.8 | 51.9 | Blocked | Left Foot | Normal | Open Play | 0 | 25.451523 | 0.268161 | null | Regular Play | 0.036104 |
a0f57301fb57e0e282116cd7df313bce | -4,348,644,847,161,733,600 | 3,942,229 | 223 | 282 | 35,785 | -1,183,458,273,996,599,800 | 3,563 | -8,764,654,739,025,245,000 | 2 | 57 | 16 | 117.8 | 27.6 | 119.1 | 35.8 | Saved | Left Foot | Volley | Open Play | 0 | 12.593649 | 0.122801 | true | From Free Kick | 0.010348 |
9fc2140d5984cc7d914f3ae3efb3a8e4 | 8,572,442,082,334,478,000 | 3,900,565 | 7 | 27 | 5,209 | -5,616,003,587,175,268,000 | 165 | -2,666,368,742,548,779,000 | 1 | 38 | 7 | 97.9 | 32.5 | 101.5 | 33.8 | Blocked | Left Foot | Normal | Open Play | 0 | 23.337952 | 0.322738 | true | From Goal Kick | 0.051849 |
837fd87697c4cb7cb72f43d136bceac8 | 483,537,144,970,595,200 | 3,857,266 | 43 | 106 | 3,026 | -4,952,595,644,687,613,000 | 771 | 7,831,304,662,426,835,000 | 1 | 9 | 9 | 115 | 45.6 | 115.9 | 44.9 | Blocked | Head | Normal | Open Play | 0 | 7.50733 | 0.780918 | null | From Throw In | 0.109363 |
39cd42f6f057e512816cce332ffccc91 | 4,455,143,657,433,791,500 | 3,749,453 | 2 | 44 | 23,816 | -8,485,635,937,088,722,000 | 1 | -3,828,312,811,523,627,500 | 2 | 91 | 4 | 106.7 | 46.4 | 110 | 45.1 | Saved | Left Foot | Normal | Open Play | 0 | 14.759743 | 0.485111 | null | From Throw In | 0.453868 |
1450c9a160f61d02217ae547587baa77 | 7,920,686,260,412,454,000 | 3,904,629 | 72 | 107 | 401,634 | 7,846,917,039,371,391,000 | 1,205 | 8,144,296,934,999,624,000 | 2 | 82 | 34 | 105 | 52.5 | 117.6 | 41.8 | Saved | Right Foot | Normal | Open Play | 0 | 19.525624 | 0.317432 | null | Regular Play | 0.061161 |
294865f7debae4b72e194ba9386dd3a5 | -7,812,958,928,324,666,000 | 3,754,350 | 2 | 27 | 4,275 | 8,934,900,814,113,084,000 | 29 | -8,101,338,309,490,170,000 | 2 | 86 | 24 | 100.4 | 44.3 | 120 | 44 | Off T | Right Foot | Normal | Open Play | 0 | 20.066141 | 0.385269 | true | From Free Kick | 0.133967 |
c9d7ff323745431c6d69eaf79bbf6f33 | 8,720,898,589,423,176,000 | 3,930,175 | 55 | 282 | 48,347 | 782,235,055,405,679,500 | 782 | 6,461,443,647,472,537,000 | 1 | 17 | 18 | 95.2 | 41.2 | 112.1 | 43.4 | Wayward | Right Foot | Half Volley | Open Play | 0 | 24.829015 | 0.31911 | true | From Throw In | 0.02188 |
ea5739a4b4f3db64f6a081044e3ef2ed | 3,128,776,035,268,157,000 | 3,879,676 | 12 | 27 | 6,964 | 7,092,678,924,233,094 | 229 | -2,150,017,728,979,079,000 | 1 | 38 | 12 | 88.1 | 52.4 | 120 | 33 | Off T | Right Foot | Normal | Open Play | 0 | 34.225283 | 0.217391 | null | From Corner | 0.007575 |
fb9b431526b5b7f2ed475b8de062869b | -3,409,399,811,925,831,700 | 3,879,579 | 12 | 27 | 25,954 | 8,370,004,107,538,408,000 | 2,256 | -3,682,779,668,806,831,600 | 2 | 68 | 31 | 92 | 44.9 | 120 | 44.7 | Off T | Right Foot | Normal | Open Play | 0 | 28.425517 | 0.275626 | null | Regular Play | 0.031721 |
de107cf41ded9642394b08be36af35d4 | -8,806,931,231,797,471,000 | 3,753,996 | 2 | 27 | 3,472 | -7,142,845,658,700,460,000 | 33 | -5,650,903,989,259,207,000 | 1 | 13 | 48 | 109 | 52.5 | 117.9 | 43.7 | Saved | Right Foot | Normal | Open Play | 0 | 16.650826 | 0.324905 | null | Regular Play | 0.031715 |
a52bd9ab95169307da3ffa7ca3eb36b9 | 8,800,731,466,853,864,000 | 3,749,246 | 2 | 44 | 15,042 | 2,720,601,169,714,742,300 | 1 | -3,828,312,811,523,627,500 | 2 | 89 | 53 | 101.3 | 19.3 | 105.2 | 24 | Blocked | Right Foot | Normal | Open Play | 0 | 27.895878 | 0.193815 | null | Regular Play | 0.010127 |
848bd29a34b9469ba1360c6bc2266007 | -4,502,860,845,790,481,000 | 3,890,564 | 9 | 27 | 8,303 | 2,917,640,428,704,624,600 | 172 | 2,780,786,797,556,400,000 | 1 | 23 | 6 | 114.3 | 35.7 | 118.1 | 38.7 | Saved | Head | Normal | Open Play | 0 | 7.140028 | 0.916437 | null | From Free Kick | 0.151176 |
eb8644fa51db31e16a8c7d65b5253d39 | -1,114,992,591,388,571,300 | 3,754,096 | 2 | 27 | 4,271 | -3,343,863,969,640,951,300 | 40 | 5,860,845,939,685,018,000 | 2 | 53 | 19 | 107.4 | 36.7 | 120 | 32 | Off T | Head | Normal | Open Play | 0 | 13.024976 | 0.580607 | null | From Throw In | 0.041745 |
4093804590dd99b6add0980b696611c9 | -2,347,201,319,403,315,000 | 3,825,730 | 11 | 27 | 8,584 | 1,255,494,459,926,882,600 | 210 | 8,957,058,755,331,144,000 | 2 | 57 | 39 | 105.3 | 52.4 | 107.7 | 46.3 | Wayward | Left Foot | Normal | Open Play | 0 | 19.231485 | 0.32086 | true | Regular Play | 0.088073 |
7e9d92b44807553247df09540a51b9b6 | -1,809,352,513,846,350,000 | 3,825,720 | 11 | 27 | 6,832 | -8,254,833,734,288,375,000 | 218 | 6,551,034,812,949,190,000 | 2 | 68 | 22 | 112.9 | 41.8 | 115.8 | 41.4 | Saved | Other | Normal | Open Play | 0 | 7.324616 | 0.985439 | true | From Throw In | 0.345119 |
541b49864f9c0cb1d2c7689c7781fb5a | 4,223,822,812,502,520,000 | 3,893,795 | 72 | 107 | 32,230 | -2,652,796,342,790,815,000 | 853 | -179,128,366,597,932,030 | 1 | 23 | 27 | 91.2 | 30.7 | 93.7 | 31.5 | Blocked | Right Foot | Normal | Open Play | 0 | 30.264335 | 0.250636 | null | From Throw In | 0.01836 |
b6bb986a98a34c0c4a5ade6f74f8bc3b | -2,313,721,459,978,388,000 | 3,879,578 | 12 | 27 | 8,103 | 6,196,803,421,811,302,000 | 240 | 3,507,774,068,354,517,500 | 1 | 42 | 30 | 109 | 40.2 | 117.6 | 38.6 | Saved | Left Foot | Half Volley | Open Play | 0 | 11.001818 | 0.697355 | true | From Free Kick | 0.169138 |
8f81de23f223a470f0367c36fb74c28b | 6,256,671,068,631,405,000 | 3,829,418 | 7 | 27 | 3,122 | -2,817,167,891,926,958,000 | 142 | -7,535,466,148,074,470,000 | 1 | 32 | 10 | 111.3 | 29.4 | 120 | 36.8 | Off T | Left Foot | Overhead Kick | Open Play | 0 | 13.713132 | 0.384409 | true | Regular Play | 0.051601 |
f2aaa0dac5ca8499b9f411899a3d5d6c | 1,327,939,570,917,451,800 | 3,773,593 | 11 | 90 | 3,497 | 5,922,958,861,637,437,000 | 222 | -1,128,928,017,910,574,200 | 2 | 57 | 22 | 110.9 | 32.1 | 120 | 35.2 | Off T | Head | Normal | Open Play | 0 | 12.050726 | 0.513058 | null | From Corner | 0.034609 |
ce83077ff17c3fea7077b6e0b4b23607 | -5,664,019,877,326,224,000 | 3,879,786 | 12 | 27 | 5,497 | 6,683,170,385,202,414,000 | 227 | -4,113,102,455,181,366,300 | 2 | 61 | 41 | 98 | 51.3 | 115.8 | 42 | Saved | Left Foot | Half Volley | Open Play | 0 | 24.732367 | 0.287283 | true | From Free Kick | 0.031704 |
5bcc7813acee864f6ab52988cb2c3864 | 7,295,898,339,137,715,000 | 3,829,413 | 7 | 27 | 3,625 | -4,336,897,881,920,203,300 | 143 | 8,031,505,696,807,806,000 | 1 | 43 | 5 | 87.3 | 29.3 | 117.9 | 38.5 | Saved | Right Foot | Normal | Free Kick | 0 | 34.406104 | 0.220377 | null | From Free Kick | 0.013635 |
xG Shot Data — StatsBomb + Wyscout
~131K professional soccer shots from StatsBomb Open Data (95K) and Wyscout (43K), with geometric features, categorical context, and goal labels. Partitioned by data_source for selective loading.
Part of the (Right! Luxury!) Lakehouse soccer analytics platform.
⚠️ Schema change (cut-over 2026-07-22)
This dataset emits both legacy and canonical Kimball key columns side-by-side. The legacy match_id column will be removed on 2026-07-22 (90-day dual-column window opened at the PR 3 ship on 2026-04-22, per ADR-011):
| Legacy column | Canonical replacement | Notes |
|---|---|---|
match_id |
match_key |
BIGINT Kimball surrogate; collision-free across providers |
Both columns are populated during the window. Update consumer code to read match_key before the cut-over date; after cut-over the legacy match_id column is removed.
Quick Start
from datasets import load_dataset
ds = load_dataset("luxury-lakehouse/xg-shot-data")
df = ds["train"].to_pandas()
# Goal conversion rate by body part
df.groupby("shot_body_part")["is_goal"].mean().sort_values(ascending=False)
Explore interactively: Soccer Analytics App
What Is This Dataset?
This dataset contains every shot from the StatsBomb and Wyscout open data collections, enriched with pre-computed geometric features (distance to goal, shot angle) and unified to a common coordinate system. It serves as the primary training input for both xG models in the platform:
| Model | Repo | Architecture |
|---|---|---|
| xG v1 | xg-model-statsbomb-wyscout |
Calibrated XGBoost (13 tabular features) |
| xG v2 | xg-v2-model-set-encoder |
Deep Sets encoder + MLP with MC Dropout (tabular + freeze-frame context) |
Data Fields
| Column | Type | Description |
|---|---|---|
shot_id |
string |
Surrogate key (deterministic hash via dbt_utils.generate_surrogate_key) |
match_key |
Int64 |
Canonical Kimball match FK (ADR-011). BIGINT surrogate, collision-free across providers. |
match_id |
Int64 |
LEGACY provider-native match identifier; sunset 2026-07-22 (see top-of-card). |
competition_id |
Int64 |
Competition identifier (NULL for Wyscout) |
season_id |
Int64 |
Season identifier (NULL for Wyscout) |
player_id |
Int64 |
Player identifier (provider-native) |
player_key |
Int64 |
Canonical Kimball player FK (PR 7, ADR-011). BIGINT surrogate. |
team_id |
Int64 |
Team identifier (provider-native) |
team_key |
Int64 |
Canonical Kimball team FK (PR 7, ADR-011). BIGINT surrogate. |
period |
Int64 |
Match period (1 = first half, 2 = second half, 3+ = extra time) |
minute |
Int64 |
Match minute |
second |
Int64 |
Second within the minute |
location_x |
float64 |
Shot x-coordinate (StatsBomb: 0–120 yards, attacking direction) |
location_y |
float64 |
Shot y-coordinate (StatsBomb: 0–80 yards) |
end_location_x |
float64 |
Shot destination x-coordinate |
end_location_y |
float64 |
Shot destination y-coordinate |
shot_outcome |
string |
Categorical outcome: Goal, Saved, Blocked, Off T, Wayward, Post |
shot_body_part |
string |
Body part used: Right Foot, Left Foot, Head, Other |
shot_technique |
string |
Technique: Normal, Volley, Half Volley, Lob, Overhead Kick, Backheel, Diving Header |
shot_type |
string |
Context: Open Play, Free Kick, Corner, Penalty, Kick Off |
is_goal |
bool |
Target variable — true if shot_outcome = 'Goal' |
distance_to_goal |
float64 |
Euclidean distance from shot location to goal center (yards) |
shot_angle |
float64 |
Angle subtended by the goal posts from the shot location (radians) |
is_first_time |
bool |
Shot taken first-time (no prior control touch) |
play_pattern |
string |
Build-up pattern: Regular Play, From Counter, From Corner, From Free Kick, From Keeper, etc. |
statsbomb_xg |
float64 |
StatsBomb proprietary xG (NULL for Wyscout shots; useful as a benchmark label) |
data_source |
string |
Partition key: statsbomb or wyscout |
Coordinate System
All spatial features use the StatsBomb coordinate system:
- Pitch dimensions: 120 yards (length) × 80 yards (width)
- Origin: bottom-left corner of the pitch
- Attacking direction: left to right (x increases toward opponent goal)
- Goal center: approximately (120, 40)
Wyscout coordinates (0–100% scale) are converted to StatsBomb coordinates at the dbt staging layer.
Data Sources
| Source | Shots | Matches | License |
|---|---|---|---|
| StatsBomb Open Data | ~95K | ~3,000 | CC-BY 4.0 |
| Wyscout Public Dataset | ~43K | ~1,900 | CC-BY-NC 4.0 |
| Total | ~131K | CC-BY-NC 4.0 (most restrictive applies) |
Coverage includes the Premier League, La Liga, Serie A, Bundesliga, Ligue 1, Champions League, World Cup, and more.
Partitioning
Data is Hive-partitioned by data_source:
data/
data_source=statsbomb/data.parquet
data_source=wyscout/data.parquet
Load a single source efficiently:
import pandas as pd
from huggingface_hub import hf_hub_download
# Load only StatsBomb shots
path = hf_hub_download(
"luxury-lakehouse/xg-shot-data",
"data/data_source=statsbomb/data.parquet",
repo_type="dataset",
)
df_sb = pd.read_parquet(path)
Use Cases
- xG model training: Primary input for training expected goals models (logistic regression, XGBoost, Deep Sets, or custom architectures)
- Shot analysis: Visualize shot maps, compare conversion rates by body part, technique, or play pattern
- Benchmarking: Compare custom xG models against the included
statsbomb_xgcolumn on the StatsBomb subset - Feature engineering: Pre-computed
distance_to_goalandshot_angleready for modeling; categorical columns ready for one-hot encoding - Cross-source research: Study differences in shot event classification between StatsBomb and Wyscout
Limitations
- Open data only: Contains only publicly available StatsBomb and Wyscout shots. Commercial datasets cover additional leagues and seasons.
- No freeze frames: This dataset contains tabular shot features only. For player positions at the moment of each shot (used by xG v2), see the companion xG Freeze Frame Data dataset.
- Wyscout NULL columns:
competition_id,season_id, andstatsbomb_xgare NULL for all Wyscout shots due to the absence of a cross-source match join for those fields. - Coordinate conversion: Wyscout coordinates are converted from percentage-based (0–100) to StatsBomb yards (0–120, 0–80) at the dbt staging layer. Subtle conversion artifacts may exist at pitch boundaries.
- Class imbalance: Goals are relatively rare (~9–10% of shots). Account for this imbalance during training using class weights (
scale_pos_weightin XGBoost) or stratified sampling.
Citation
If you use this dataset, please cite the data providers:
@misc{statsbomb2024opendata,
title={StatsBomb Open Data},
author={{StatsBomb}},
year={2024},
url={https://github.com/statsbomb/open-data},
note={CC-BY 4.0}
}
@misc{pappalardo2019public,
title={A public data set of spatio-temporal match events in soccer competitions},
author={Pappalardo, Luca and Cintia, Paolo and Rossi, Alessio and Massucco, Emanuele
and Ferragina, Paolo and Pedreschi, Dino and Giannotti, Fosca},
journal={Scientific Data},
volume={6},
number={1},
pages={1--15},
year={2019},
publisher={Nature Publishing Group}
}
@software{nielsen2026xgshotdata,
title={xG Shot Data: StatsBomb + Wyscout Open Data Shot Features},
author={Nielsen, Karsten Skyt},
year={2026},
url={https://github.com/karsten-s-nielsen/luxury-lakehouse}
}
Companion Resources
| Resource | Type | Description |
|---|---|---|
| xG Model v1 | Model | Calibrated XGBoost + logistic baseline (13 features) |
| xG v2 Set Encoder | Model | Deep Sets + MLP with MC Dropout uncertainty |
| xG Freeze Frame Data | Dataset | Player positions at shot time (15.58M rows, 323 matches) |
| SPADL/VAEP Action Values | Dataset | Per-action VAEP valuations (~9.5M actions) |
| VAEP Model | Model | P(scores) + P(concedes) XGBClassifiers |
Demo
Try the interactive Soccer Analytics App — explore shot maps with xG overlays, filter by competition, and compare custom xG against StatsBomb.
Explore interactively: Soccer Analytics App
More Information
- License: CC-BY-NC 4.0 (inherited from Wyscout data)
- Publishing script:
scripts/publish_xg_shots_hf.py(PEP 723 standalone) - Platform: Luxury Lakehouse Soccer Analytics
PR 7 changelog (2026-04-27)
The upstream gold mart fct_shots now carries Kimball surrogate FKs (team_key, player_key) alongside the existing match_key (PR 3) and the legacy team_id/player_id INT columns during the 2026-07-22 dual-column window per ADR-011. SB+WS native IDs are real BIGINTs cast to string for the dim JOINs. PR 8 will sunset the legacy *_id columns post-2026-07-22.
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