|
| 1 | +{ |
| 2 | + "cells": [ |
| 3 | + { |
| 4 | + "cell_type": "markdown", |
| 5 | + "id": "a93fc613", |
| 6 | + "metadata": {}, |
| 7 | + "source": [ |
| 8 | + "# StatsPerform\n", |
| 9 | + "\n", |
| 10 | + "## Load local files" |
| 11 | + ] |
| 12 | + }, |
| 13 | + { |
| 14 | + "cell_type": "code", |
| 15 | + "execution_count": 3, |
| 16 | + "id": "e803a78c", |
| 17 | + "metadata": {}, |
| 18 | + "outputs": [ |
| 19 | + { |
| 20 | + "data": { |
| 21 | + "text/html": [ |
| 22 | + "<div>\n", |
| 23 | + "<style scoped>\n", |
| 24 | + " .dataframe tbody tr th:only-of-type {\n", |
| 25 | + " vertical-align: middle;\n", |
| 26 | + " }\n", |
| 27 | + "\n", |
| 28 | + " .dataframe tbody tr th {\n", |
| 29 | + " vertical-align: top;\n", |
| 30 | + " }\n", |
| 31 | + "\n", |
| 32 | + " .dataframe thead th {\n", |
| 33 | + " text-align: right;\n", |
| 34 | + " }\n", |
| 35 | + "</style>\n", |
| 36 | + "<table border=\"1\" class=\"dataframe\">\n", |
| 37 | + " <thead>\n", |
| 38 | + " <tr style=\"text-align: right;\">\n", |
| 39 | + " <th></th>\n", |
| 40 | + " <th>period_id</th>\n", |
| 41 | + " <th>timestamp</th>\n", |
| 42 | + " <th>frame_id</th>\n", |
| 43 | + " <th>ball_state</th>\n", |
| 44 | + " <th>ball_owning_team_id</th>\n", |
| 45 | + " <th>ball_x</th>\n", |
| 46 | + " <th>ball_y</th>\n", |
| 47 | + " <th>ball_z</th>\n", |
| 48 | + " <th>a2s2c6anax9wnlsw1s6vunl5h_x</th>\n", |
| 49 | + " <th>a2s2c6anax9wnlsw1s6vunl5h_y</th>\n", |
| 50 | + " <th>...</th>\n", |
| 51 | + " <th>6wfwy94p5bm0zv3aku0urfq39_d</th>\n", |
| 52 | + " <th>6wfwy94p5bm0zv3aku0urfq39_s</th>\n", |
| 53 | + " <th>6ekdnbnk56xlxforb5owt3dn9_x</th>\n", |
| 54 | + " <th>6ekdnbnk56xlxforb5owt3dn9_y</th>\n", |
| 55 | + " <th>6ekdnbnk56xlxforb5owt3dn9_d</th>\n", |
| 56 | + " <th>6ekdnbnk56xlxforb5owt3dn9_s</th>\n", |
| 57 | + " <th>ct32113pfx5q9avf2c0x208ru_x</th>\n", |
| 58 | + " <th>ct32113pfx5q9avf2c0x208ru_y</th>\n", |
| 59 | + " <th>ct32113pfx5q9avf2c0x208ru_d</th>\n", |
| 60 | + " <th>ct32113pfx5q9avf2c0x208ru_s</th>\n", |
| 61 | + " </tr>\n", |
| 62 | + " </thead>\n", |
| 63 | + " <tbody>\n", |
| 64 | + " <tr>\n", |
| 65 | + " <th>0</th>\n", |
| 66 | + " <td>1</td>\n", |
| 67 | + " <td>0.0</td>\n", |
| 68 | + " <td>1598184000000</td>\n", |
| 69 | + " <td>alive</td>\n", |
| 70 | + " <td>None</td>\n", |
| 71 | + " <td>52.350</td>\n", |
| 72 | + " <td>33.250</td>\n", |
| 73 | + " <td>0.0</td>\n", |
| 74 | + " <td>52.803</td>\n", |
| 75 | + " <td>23.617</td>\n", |
| 76 | + " <td>...</td>\n", |
| 77 | + " <td>None</td>\n", |
| 78 | + " <td>None</td>\n", |
| 79 | + " <td>5.268</td>\n", |
| 80 | + " <td>33.556</td>\n", |
| 81 | + " <td>None</td>\n", |
| 82 | + " <td>None</td>\n", |
| 83 | + " <td>NaN</td>\n", |
| 84 | + " <td>NaN</td>\n", |
| 85 | + " <td>None</td>\n", |
| 86 | + " <td>None</td>\n", |
| 87 | + " </tr>\n", |
| 88 | + " <tr>\n", |
| 89 | + " <th>1</th>\n", |
| 90 | + " <td>1</td>\n", |
| 91 | + " <td>0.1</td>\n", |
| 92 | + " <td>1598184000100</td>\n", |
| 93 | + " <td>alive</td>\n", |
| 94 | + " <td>None</td>\n", |
| 95 | + " <td>50.615</td>\n", |
| 96 | + " <td>35.325</td>\n", |
| 97 | + " <td>0.0</td>\n", |
| 98 | + " <td>52.558</td>\n", |
| 99 | + " <td>23.752</td>\n", |
| 100 | + " <td>...</td>\n", |
| 101 | + " <td>None</td>\n", |
| 102 | + " <td>None</td>\n", |
| 103 | + " <td>5.265</td>\n", |
| 104 | + " <td>33.529</td>\n", |
| 105 | + " <td>None</td>\n", |
| 106 | + " <td>None</td>\n", |
| 107 | + " <td>NaN</td>\n", |
| 108 | + " <td>NaN</td>\n", |
| 109 | + " <td>None</td>\n", |
| 110 | + " <td>None</td>\n", |
| 111 | + " </tr>\n", |
| 112 | + " <tr>\n", |
| 113 | + " <th>2</th>\n", |
| 114 | + " <td>1</td>\n", |
| 115 | + " <td>0.2</td>\n", |
| 116 | + " <td>1598184000200</td>\n", |
| 117 | + " <td>alive</td>\n", |
| 118 | + " <td>None</td>\n", |
| 119 | + " <td>49.630</td>\n", |
| 120 | + " <td>36.140</td>\n", |
| 121 | + " <td>0.0</td>\n", |
| 122 | + " <td>52.310</td>\n", |
| 123 | + " <td>23.901</td>\n", |
| 124 | + " <td>...</td>\n", |
| 125 | + " <td>None</td>\n", |
| 126 | + " <td>None</td>\n", |
| 127 | + " <td>5.264</td>\n", |
| 128 | + " <td>33.502</td>\n", |
| 129 | + " <td>None</td>\n", |
| 130 | + " <td>None</td>\n", |
| 131 | + " <td>NaN</td>\n", |
| 132 | + " <td>NaN</td>\n", |
| 133 | + " <td>None</td>\n", |
| 134 | + " <td>None</td>\n", |
| 135 | + " </tr>\n", |
| 136 | + " <tr>\n", |
| 137 | + " <th>3</th>\n", |
| 138 | + " <td>1</td>\n", |
| 139 | + " <td>0.3</td>\n", |
| 140 | + " <td>1598184000300</td>\n", |
| 141 | + " <td>alive</td>\n", |
| 142 | + " <td>None</td>\n", |
| 143 | + " <td>48.725</td>\n", |
| 144 | + " <td>36.625</td>\n", |
| 145 | + " <td>0.0</td>\n", |
| 146 | + " <td>52.059</td>\n", |
| 147 | + " <td>24.071</td>\n", |
| 148 | + " <td>...</td>\n", |
| 149 | + " <td>None</td>\n", |
| 150 | + " <td>None</td>\n", |
| 151 | + " <td>5.268</td>\n", |
| 152 | + " <td>33.476</td>\n", |
| 153 | + " <td>None</td>\n", |
| 154 | + " <td>None</td>\n", |
| 155 | + " <td>NaN</td>\n", |
| 156 | + " <td>NaN</td>\n", |
| 157 | + " <td>None</td>\n", |
| 158 | + " <td>None</td>\n", |
| 159 | + " </tr>\n", |
| 160 | + " <tr>\n", |
| 161 | + " <th>4</th>\n", |
| 162 | + " <td>1</td>\n", |
| 163 | + " <td>0.4</td>\n", |
| 164 | + " <td>1598184000400</td>\n", |
| 165 | + " <td>alive</td>\n", |
| 166 | + " <td>None</td>\n", |
| 167 | + " <td>47.890</td>\n", |
| 168 | + " <td>37.130</td>\n", |
| 169 | + " <td>0.0</td>\n", |
| 170 | + " <td>51.804</td>\n", |
| 171 | + " <td>24.260</td>\n", |
| 172 | + " <td>...</td>\n", |
| 173 | + " <td>None</td>\n", |
| 174 | + " <td>None</td>\n", |
| 175 | + " <td>5.277</td>\n", |
| 176 | + " <td>33.452</td>\n", |
| 177 | + " <td>None</td>\n", |
| 178 | + " <td>None</td>\n", |
| 179 | + " <td>NaN</td>\n", |
| 180 | + " <td>NaN</td>\n", |
| 181 | + " <td>None</td>\n", |
| 182 | + " <td>None</td>\n", |
| 183 | + " </tr>\n", |
| 184 | + " </tbody>\n", |
| 185 | + "</table>\n", |
| 186 | + "<p>5 rows × 100 columns</p>\n", |
| 187 | + "</div>" |
| 188 | + ], |
| 189 | + "text/plain": [ |
| 190 | + " period_id timestamp frame_id ball_state ball_owning_team_id ball_x \n", |
| 191 | + "0 1 0.0 1598184000000 alive None 52.350 \\\n", |
| 192 | + "1 1 0.1 1598184000100 alive None 50.615 \n", |
| 193 | + "2 1 0.2 1598184000200 alive None 49.630 \n", |
| 194 | + "3 1 0.3 1598184000300 alive None 48.725 \n", |
| 195 | + "4 1 0.4 1598184000400 alive None 47.890 \n", |
| 196 | + "\n", |
| 197 | + " ball_y ball_z a2s2c6anax9wnlsw1s6vunl5h_x a2s2c6anax9wnlsw1s6vunl5h_y \n", |
| 198 | + "0 33.250 0.0 52.803 23.617 \\\n", |
| 199 | + "1 35.325 0.0 52.558 23.752 \n", |
| 200 | + "2 36.140 0.0 52.310 23.901 \n", |
| 201 | + "3 36.625 0.0 52.059 24.071 \n", |
| 202 | + "4 37.130 0.0 51.804 24.260 \n", |
| 203 | + "\n", |
| 204 | + " ... 6wfwy94p5bm0zv3aku0urfq39_d 6wfwy94p5bm0zv3aku0urfq39_s \n", |
| 205 | + "0 ... None None \\\n", |
| 206 | + "1 ... None None \n", |
| 207 | + "2 ... None None \n", |
| 208 | + "3 ... None None \n", |
| 209 | + "4 ... None None \n", |
| 210 | + "\n", |
| 211 | + " 6ekdnbnk56xlxforb5owt3dn9_x 6ekdnbnk56xlxforb5owt3dn9_y \n", |
| 212 | + "0 5.268 33.556 \\\n", |
| 213 | + "1 5.265 33.529 \n", |
| 214 | + "2 5.264 33.502 \n", |
| 215 | + "3 5.268 33.476 \n", |
| 216 | + "4 5.277 33.452 \n", |
| 217 | + "\n", |
| 218 | + " 6ekdnbnk56xlxforb5owt3dn9_d 6ekdnbnk56xlxforb5owt3dn9_s \n", |
| 219 | + "0 None None \\\n", |
| 220 | + "1 None None \n", |
| 221 | + "2 None None \n", |
| 222 | + "3 None None \n", |
| 223 | + "4 None None \n", |
| 224 | + "\n", |
| 225 | + " ct32113pfx5q9avf2c0x208ru_x ct32113pfx5q9avf2c0x208ru_y \n", |
| 226 | + "0 NaN NaN \\\n", |
| 227 | + "1 NaN NaN \n", |
| 228 | + "2 NaN NaN \n", |
| 229 | + "3 NaN NaN \n", |
| 230 | + "4 NaN NaN \n", |
| 231 | + "\n", |
| 232 | + " ct32113pfx5q9avf2c0x208ru_d ct32113pfx5q9avf2c0x208ru_s \n", |
| 233 | + "0 None None \n", |
| 234 | + "1 None None \n", |
| 235 | + "2 None None \n", |
| 236 | + "3 None None \n", |
| 237 | + "4 None None \n", |
| 238 | + "\n", |
| 239 | + "[5 rows x 100 columns]" |
| 240 | + ] |
| 241 | + }, |
| 242 | + "execution_count": 3, |
| 243 | + "metadata": {}, |
| 244 | + "output_type": "execute_result" |
| 245 | + } |
| 246 | + ], |
| 247 | + "source": [ |
| 248 | + "from kloppy import statsperform\n", |
| 249 | + "\n", |
| 250 | + "dataset = statsperform.load(\n", |
| 251 | + " raw_data=\"../../kloppy/tests/files/statsperform_ma25_tracking.txt\",\n", |
| 252 | + " meta_data=\"../../kloppy/tests/files/statsperform_ma1_metadata.xml\",\n", |
| 253 | + " \n", |
| 254 | + " # Optional arguments\n", |
| 255 | + " coordinates=\"statsperform\"\n", |
| 256 | + ")\n", |
| 257 | + "\n", |
| 258 | + "dataset.to_df().head()" |
| 259 | + ] |
| 260 | + }, |
| 261 | + { |
| 262 | + "cell_type": "code", |
| 263 | + "execution_count": null, |
| 264 | + "id": "6780ce08", |
| 265 | + "metadata": {}, |
| 266 | + "outputs": [], |
| 267 | + "source": [] |
| 268 | + } |
| 269 | + ], |
| 270 | + "metadata": { |
| 271 | + "kernelspec": { |
| 272 | + "display_name": "kloppy-venv", |
| 273 | + "language": "python", |
| 274 | + "name": "kloppy-venv" |
| 275 | + }, |
| 276 | + "language_info": { |
| 277 | + "codemirror_mode": { |
| 278 | + "name": "ipython", |
| 279 | + "version": 3 |
| 280 | + }, |
| 281 | + "file_extension": ".py", |
| 282 | + "mimetype": "text/x-python", |
| 283 | + "name": "python", |
| 284 | + "nbconvert_exporter": "python", |
| 285 | + "pygments_lexer": "ipython3", |
| 286 | + "version": "3.10.6" |
| 287 | + } |
| 288 | + }, |
| 289 | + "nbformat": 4, |
| 290 | + "nbformat_minor": 5 |
| 291 | +} |
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