Western Bulldogs’ Ballarat #Hackathon

A year ago today, I was celebrating Leicester City’s Tactical Insights day.

I thought it was a delightful adventure in sharing and exploring data.

Tonight, under the leadership of Sam Robertson, it is the Western Bulldogs’ opportunity to be innovative.

The football club and the City of Ballarat are hosting a weekend #hackathon.

There is a website to provide information.

Some of the data used at the event will not be in the public domain and attendees will sign a non-disclosure agreement.

The fun starts this evening at 6pm at the Ballarat Library.

I am hoping it has this kind of energy found in Ballarat.

Bicycle Journey Data

I have spent much of the day compiling a bicycle data resource.

I am hopeful this will be a helpful micro-content resource for the OERu course Sport Informatics and Analytics.

Some time ago we used New York Citi Bike data as a practice for creating a neural network in R. I am keen to revisit this work and today’s research has been part of the project.

The new content includes:

I do think these data will be of interest for generic and domain specific data science activities. I found a 2014 paper by Jake Vandeplas a good place to start. He writes “this post is as much about how to work with data as it is about what we learn from the data” (original emphases).

Photo Credits

The Bicycle November Project 10 & 11 (Mike Logsdon)

#WLeague 2016-2017: 200 Goals

There were 200 goals scored in the 2016-2017 W-League Competition.

191 in the regular season

9 in the Knockout games

Goals By Time Interval

Regular Season

In six time intervals (15 minutes each):

Knockout Games

The Canberra v Melbourne City game involved two periods of extra time. Melbourne City scored in the second period of extra time.

Goal Scoring Data

I have compiled details about the goals scored in a Google Sheet.

My record includes an ordered list of when each goal was scored. There are hyperlinks to the official W-League website to each game within this table to assist with ant secondary data analysis.

Week Goal Scorer Team Opponents Time
1 11 Caitlin Doeglas Perth WSW 1
12 162 Natasha Dowie Victory City 1
5 57 Katrina Gorry Brisbane City 2
6 68 Jada Whyman Victory WSW 2
7 86 Marianna Tabain City WSW 3
11 124 Tameka Butt Brisbane WSW 3
6 63 Katrina Gorry Brisbane Adelaide 4
5 58 Jessica Fishlock City Brisbane 6
11 125 Tameka Butt Brisbane WSW 6
12 138 Ashley Sykes Canberra Perth 6
1 10 Marianna Tabain City Newcastle 8
2 22 Megan Oyster Newcastle Victory 8
8 90 Jenna Kingsley Newcastle WSW 8
12 159 Summer O’Brien Newcastle Brisbane 9
8 91 Katherine Stengel WSW Newcastle 10
13 173 Rosie Sutton Perth Adelaide 10
6 64 Tameka Butt Brisbane Adelaide 11
1 4 Stella Rigon Adelaide Victory 13
2 20 Leena Khamis Sydney WSW 13
7 80 Nicky Flannery Canberra Brisbane 13
2 23 Arin Gilliland Newcastle Victory 14
9 101 Adriana Jones Adelaide Newcastle 14
10 117 Nicola Bolger Sydney Canberra 15
13 174 Danielle Colaprico Adelaide Perth 15
1 5 Natasha Dowie Victory Adelaide 16
5 55 Rosie Sutton Perth Victory 16
3 30 Alanna Kennedy Sydney Victory 17
5 52 Kyah Simon Sydney Newcastle 17
12 147 Sarah Willacy WSW Adelaide 17
2 17 Laura Alleway City Canberra 18
6 72 Samantha Kerr Perth Sydney 18
7 73 Natasha Dowie Victory Newcastle 18
7 87 Kendall Fletcher WSW City 18
10 108 Laura Spiranovic Victory Brisbane 18
13 169 Marianna Tabain City Brisbane 18
4 36 Michelle Heyman Canberra Newcastle 19
12 139 Ashley Sykes Canberra Perth 19
12 148 Racheal Quigley Adelaide WSW 19
1 6 Adriana Jones Adelaide Victory 20
11 127 Ashley Sykes Canberra Adelaide 20
1 12 Rosie Sutton Perth WSW 22
9 102 Jenna Kingsley Newcastle Adelaide 22
9 105 Katherine Stengel WSW Sydney 23
SF 192 Kyah Simon Sydney Perth 23
2 24 Emma Stanbury Newcastle Victory 25
5 59 Erica Tymrak City Brisbane 25
10 115 Jessica Fishlock City Adelaide 25
10 118 Remy Siemsen Sydney Canberra 25
12 140 Stephanie Ochs Canberra Perth 25
5 48 Ellie Brush Canberra Adelaide 26
4 34 Clare Polkinghorne Brisbane WSW 28
7 81 Stephanie Ochs Canberra Brisbane 28
12 149 Adriana Jones Adelaide WSW 28
2 21 Leena Khamis Sydney WSW 29
SF 193 Vanessa Di Bernardo Perth Sydney 29
8 92 Katherine Stengel WSW Newcastle 30
9 98 Natasha Dowie Victory Canberra 30
12 163 Christine Nairn Victory City 31
5 49 Racheal Quigley Adelaide Canberra 32
4 37 Stephanie Ochs Canberra Newcastle 33
12 141 Grace Maher Canberra Perth 33
3 31 Remy Siemsen Sydney Victory 35
7 75 Samantha Kerr Perth Adelaide 35
9 106 Alanna Kennedy Sydney WSW 35
4 35 Tameka Butt Brisbane WSW 38
1 13 Joanne Burgess WSW Perth 39
14 178 Ashley Sykes Canberra Victory 40
4 46 Remy Siemsen Sydney Adelaide 42
10 109 Amy Chapman Brisbane Victory 42
13 168 Katherine Stengel WSW Canberra 43
10 110 Natasha Dowie Victory Brisbane 45
12 142 Ashley Sykes Canberra Perth 45
12 160 Tameka Butt Brisbane Newcastle 45
F 199 Jessica Fishlock City Perth 45+1
5 53 Jennifer Hoy Newcastle Sydney 46
9 103 Alexandra Chidiac Adelaide Newcastle 46
10 113 Jenna Kingsley Newcastle Perth 46
12 143 Ashley Sykes Canberra Perth 46
14 184 Servet Uzunlar Adelaide Sydney 46
8 93 Rosie Sutton Perth City 47
3 26 Jennifer Hoy Newcastle Perth 48
5 54 Nicola Bolger Sydney Newcastle 48
14 179 Yukari Kinga Canberra Victory 48
6 60 Jenna McCormick Canberra City 49
6 65 Allira Toby Brisbane Adelaide 49
7 88 Kendall Fletcher WSW City 49
12 144 Hayley Raso Canberra Perth 49
12 150 Sofia Huerta Adelaide WSW 49
14 180 Christine Nairn Victory Canberra 49
14 185 Adriana Jones Adelaide Sydney 49
1 14 Helen Petinos WSW Perth 50
7 82 Ashley Sykes Canberra Brisbane 50
11 133 Samantha Kerr Perth Victory 50
9 99 Nicky Flannery Canberra Victory 52
9 104 Jenna Kingsley Newcastle Adelaide 52
10 119 Kyah Simon Sydney Canberra 52
11 134 Arianna Romero Victory Perth 52
1 1 Caitlin Foord Sydney Brisbane 53
4 38 Michelle Heyman Canberra Newcastle 53
6 61 Beverly Goebel City Canberra 53
7 83 Nicky Flannery Canberra Brisbane 53
3 33 Ashley Sykes Canberra Brisbane 54
5 50 Ellie Brush Adelaide Canberra 54
8 89 Princess Ibini Sydney Brisbane 54
14 186 Remy Siemsen Sydney Adelaide 55
1 2 Allira Toby Brisbane Sydney 56
7 84 Ashley Sykes Canberra Brisbane 56
10 120 Remy Siemsen Sydney Canberra 56
14 176 Erika Tymrak City Newcastle 56
12 145 Vanessa Di Bernardo Perth Canberra 57
13 164 Arin Gilliland Newcastle Sydney 57
14 187 Remy Siemsen Sydney Adelaide 58
SF 194 Alanna Kennedy Perth Sydney 58
3 27 Katherine Stengel WSW Adelaide 59
6 66 Adriana Jones Adelaide Brisbane 59
11 135 Alyssa Mautz Victory Perth 59
12 151 Erica Halloway WSW Adelaide 59
8 94 Jessica Fishlock City Perth 60
14 188 Emily Hodgson Adelaide Sydney 60
3 28 Adriana Jones Adelaide WSW 61
6 69 Sarah Yatim WSW Victory 61
7 76 Rosie Sutton Perth Adelaide 62
13 170 Rebekah Stott City Brisbane 62
1 7 Natasha Dowie Victory Adelaide 63
4 39 Rhali Dobson Newcastle Canberra 63
4 43 Jessica Fishlock City Victory 64
5 56 Vanessa Di Bernardo Perth Victory 64
4 40 Grace Maher Canberra Newcastle 65
7 77 Sofia Huerta Adelaide Perth 65
10 121 Yukari Kinga Canberra Sydney 65
11 128 Sofia Huerta Adelaide Canberra 65
12 152 Adriana Jones Adelaide WSW 65
10 122 Francisca Ordega Sydney Canberra 66
1 3 Katrina Gorry Brisbane Sydney 67
7 78 Samantha Kerr Perth Adelaide 67
11 131 Caitlin Foord Sydney City 67
13 171 Katrina Gorry Brisbane City 67
1 15 Samantha Kerr Perth WSW 68
14 189 Adriana Jones Adelaide Sydney 68
10 114 Samantha Kerr Perth Newcastle 69
12 153 Racheal Quigley Adelaide WSW 69
10 116 Racheal Quigley Adelaide City 70
10 111 Natasha Dowie Victory Brisbane 71
8 95 Aivi Luik City Perth 72
F 200 Beverly Goebel City Perth 72
1 8 Monica Adelaide Victory 74
4 44 Stephanie Catley City Victory 74
6 67 Sofia Huerta Adelaide Brisbane 74
13 165 Arin Gilliland Newcastle Sydney 74
11 126 Jada Whyman Brisbane WSW 75
11 132 Jessica Fishlock City Sydney 75
12 154 Alexandra Chidiac Adelaide WSW 75
4 45 Jessica Fishlock City Victory 76
8 96 Samantha Kerr Perth City 77
14 181 Grace Maher Canberra Victory 77
SF 195 Vanessa Di Bernardo Perth Sydney 77
12 155 Sofia Huerta Adelaide WSW 78
13 166 Arin Gilliland Newcastle Sydney 78
11 129 Ashley Sykes Canberra Adelaide 79
12 146 Samantha Kerr Perth Canberra 79
12 156 Sofia Huerta Adelaide WSW 79
SF 196 Rosie Sutton Perth Sydney 79
2 18 Melina Ayres City Canberra 80
11 136 Vanessa Di Bernardo Perth Victory 80
1 9 Selin Kuralay Victory Adelaide 81
10 123 Leena Khamis Sydney Canberra 81
11 130 Sofia Huerta Adelaide Canberra 81
5 51 Hayley Raso Canberra Adelaide 82
7 79 Vanessa Di Bernardo Perth Adelaide 82
1 16 Samantha Kerr Perth WSW 83
3 32 Natasha Dowie Victory Sydney 83
6 62 Karly Roestbakken Canberra City 83
12 157 Adriana Jones Adelaide WSW 83
4 47 Emily Hodgson Sydney Adelaide 84
6 70 Kariah White Victory WSW 84
7 74 Jennifer Hoy Newcastle Victory 84
8 97 Samantha Kerr Perth City 84
9 107 Kyah Simon Sydney WSW 84
14 175 Danielle Colaprico Adelaide Perth 84
3 29 Paige Nielsen WSW Adelaide 85
11 137 Rosie Sutton Perth Victory 85
14 190 Sofia Huerta Adelaide Sydney 87
4 41 Emma Stanbury Newcastle Canberra 88
9 100 Ashley Sykes Canberra Victory 89
12 158 Ally Ladas Adelaide WSW 89
6 71 Katherine Stengel WSW Victory 90+1
2 25 Jenna Kingsley Newcastle Victory 90+2
4 42 Nicky Flannery Canberra Newcastle 90+2
7 85 Emily Gielnik Brisbane Canberra 90+2
12 161 Jennifer Hoy Newcastle Brisbane 90+2
13 172 Rebekah Stott City Brisbane 90+2
14 182 Ashley Sykes Canberra Victory 90+2
14 191 Caitlin Doeglas Perth WSW 90+2
10 112 Natasha Dowie Victory Brisbane 90+3
13 167 Kyah Simon Sydney Newcastle 90+3
14 177 Amy Jackson City Newcastle 90+3
SF 197 Shawn Billam Perth Sydney 90+3
2 19 Ellie Brush Canberra City 90+4
14 183 Yukari Kinga Canberra Victory 90+4
SF 198 Jessica Fishlock City Canberra 107

Photo Credit

Before the Final (Westfield W-League on Twitter)

Champions (Westfield W-League on Twitter)