大人気のプログラミング言語、Pythonで株式投資分析アプリを作成しました。
株価分析の結果をシェアします。
株式投資初心者が必ず学ぶと思うのが、「移動平均交差戦略」。
この、移動平均線の組み合わせ最適化（損益最大）を自動で算出します。
今回分析しているのは、
「3861 王子ホールディングス」です。
※投資は自己判断でおねがいします
動画はこちら
組み合わせ最適化実行後の損益グラフ
※紫色のライン：株を持ち続けたときの損益曲線
※オレンジ紫色のライン：移動平均線クロス戦略の損益曲線
移動平均線交差トレードのルール
- 短期移動平均線が長期移動平均線より上ならば「買い」
- 短期移動平均線が長期移動平均線より下ならば「売り」
※移動平均線が交差する事が分かった日の終値で売り買いを入れ替える
※手数料、スリップページ、税金等は考慮しない
検証期間
検証データーの始まり:2000年01月04日
検証データーの終わり:2021年11月12日
すべての組み合わせ結果
SMA1：短期移動平均の数値
SMA2：長期移動平均の数値
SIMPLE_ROW_RETURN：単純に購入した場合の損益
STRATEGY：移動平均交差戦略の損益
OUT：単純に購入した場合の損益－移動平均交差戦略の損益
※SIMPLE_ROW_RETURNは、移動平均線交差戦略が成立した日から算出するため、数値が変わります
※過剰最適化の可能性があります
※投資は自己判断でおねがいします
| SMA1 | SMA2 | SIMPLE_ROW_RETURN | STRATEGY | OUT | |
| 54 | 10 | 115 | -94 | 496 | 590 |
| 92 | 15 | 75 | -67 | 483 | 550 |
| 145 | 20 | 110 | -104 | 284 | 388 |
| 52 | 10 | 105 | -106 | 270 | 376 |
| 144 | 20 | 105 | -106 | 260 | 366 |
| 142 | 20 | 95 | -164 | 258 | 422 |
| 8 | 5 | 115 | -94 | 240 | 334 |
| 143 | 20 | 100 | -121 | 225 | 346 |
| 140 | 20 | 85 | -92 | 222 | 314 |
| 53 | 10 | 110 | -104 | 216 | 320 |
| 138 | 20 | 75 | -67 | 207 | 274 |
| 55 | 10 | 120 | -154 | 200 | 354 |
| 139 | 20 | 80 | -79 | 199 | 278 |
| 141 | 20 | 90 | -137 | 187 | 324 |
| 13 | 5 | 140 | -187 | 169 | 356 |
| 94 | 15 | 85 | -92 | 160 | 252 |
| 58 | 10 | 135 | -139 | 159 | 298 |
| 14 | 5 | 145 | -162 | 150 | 312 |
| 56 | 10 | 125 | -156 | 138 | 294 |
| 46 | 10 | 75 | -67 | 131 | 198 |
| 97 | 15 | 100 | -121 | 131 | 252 |
| 51 | 10 | 100 | -121 | 93 | 214 |
| 48 | 10 | 85 | -92 | 92 | 184 |
| 96 | 15 | 95 | -164 | 76 | 240 |
| 7 | 5 | 110 | -104 | 64 | 168 |
| 93 | 15 | 80 | -79 | 63 | 142 |
| 2 | 5 | 85 | -92 | 62 | 154 |
| 47 | 10 | 80 | -79 | 57 | 136 |
| 57 | 10 | 130 | -145 | 55 | 200 |
| 101 | 15 | 120 | -154 | 44 | 198 |
| 95 | 15 | 90 | -137 | 29 | 166 |
| 60 | 10 | 145 | -162 | 24 | 186 |
| 301 | 35 | 200 | -91 | 13 | 104 |
| 191 | 25 | 110 | -104 | 6 | 110 |
| 297 | 35 | 180 | -44 | -16 | 28 |
| 235 | 30 | 100 | -121 | -17 | 104 |
| 300 | 35 | 195 | -87 | -21 | 66 |
| 389 | 45 | 180 | -44 | -30 | 14 |
| 159 | 20 | 180 | -44 | -40 | 4 |
| 349 | 40 | 210 | -45 | -47 | -2 |
| 302 | 35 | 205 | -32 | -50 | -18 |
| 100 | 15 | 115 | -94 | -58 | 36 |
| 5 | 5 | 100 | -121 | -63 | 58 |
| 236 | 30 | 105 | -106 | -64 | 42 |
| 160 | 20 | 185 | -43 | -65 | -22 |
| 61 | 10 | 150 | -139 | -67 | 72 |
| 12 | 5 | 135 | -139 | -67 | 72 |
| 146 | 20 | 115 | -94 | -90 | 4 |
| 201 | 25 | 160 | -147 | -97 | 50 |
| 11 | 5 | 130 | -145 | -97 | 48 |
| 388 | 45 | 175 | -46 | -100 | -54 |
| 200 | 25 | 155 | -132 | -100 | 32 |
| 157 | 20 | 170 | -80 | -102 | -22 |
| 98 | 15 | 105 | -106 | -102 | 4 |
| 353 | 40 | 230 | -45 | -103 | -58 |
| 252 | 30 | 185 | -43 | -107 | -64 |
| 190 | 25 | 105 | -106 | -108 | -2 |
| 10 | 5 | 125 | -156 | -112 | 44 |
| 156 | 20 | 165 | -116 | -118 | -2 |
| 9 | 5 | 120 | -154 | -124 | 30 |
| 390 | 45 | 185 | -43 | -125 | -82 |
| 17 | 5 | 160 | -147 | -129 | 18 |
| 303 | 35 | 210 | -45 | -131 | -86 |
| 112 | 15 | 175 | -46 | -132 | -86 |
| 59 | 10 | 140 | -187 | -133 | 54 |
| 50 | 10 | 95 | -164 | -134 | 30 |
| 391 | 45 | 190 | -93 | -139 | -46 |
| 205 | 25 | 180 | -44 | -142 | -98 |
| 344 | 40 | 185 | -43 | -143 | -100 |
| 199 | 25 | 150 | -139 | -153 | -14 |
| 350 | 40 | 215 | -17 | -153 | -136 |
| 6 | 5 | 105 | -106 | -158 | -52 |
| 202 | 25 | 165 | -116 | -160 | -44 |
| 343 | 40 | 180 | -44 | -160 | -116 |
| 189 | 25 | 100 | -121 | -161 | -40 |
| 158 | 20 | 175 | -46 | -166 | -120 |
| 347 | 40 | 200 | -91 | -167 | -76 |
| 107 | 15 | 150 | -139 | -167 | -28 |
| 298 | 35 | 185 | -43 | -169 | -126 |
| 203 | 25 | 170 | -80 | -172 | -92 |
| 3 | 5 | 90 | -137 | -173 | -36 |
| 161 | 20 | 190 | -93 | -175 | -82 |
| 113 | 15 | 180 | -44 | -176 | -132 |
| 395 | 45 | 210 | -45 | -179 | -134 |
| 204 | 25 | 175 | -46 | -182 | -136 |
| 253 | 30 | 190 | -93 | -183 | -90 |
| 345 | 40 | 190 | -93 | -183 | -90 |
| 346 | 40 | 195 | -87 | -187 | -100 |
| 106 | 15 | 145 | -162 | -188 | -26 |
| 340 | 40 | 165 | -116 | -190 | -74 |
| 147 | 20 | 120 | -154 | -194 | -40 |
| 102 | 15 | 125 | -156 | -194 | -38 |
| 352 | 40 | 225 | -25 | -195 | -170 |
| 392 | 45 | 195 | -87 | -203 | -116 |
| 28 | 5 | 215 | -17 | -203 | -186 |
| 188 | 25 | 95 | -164 | -208 | -44 |
| 15 | 5 | 150 | -139 | -209 | -70 |
| 304 | 35 | 215 | -17 | -211 | -194 |
| 62 | 10 | 155 | -132 | -212 | -80 |
| 299 | 35 | 190 | -93 | -215 | -122 |
| 296 | 35 | 175 | -46 | -220 | -174 |
| 242 | 30 | 135 | -139 | -221 | -82 |
| 99 | 15 | 110 | -104 | -224 | -120 |
| 18 | 5 | 165 | -116 | -224 | -108 |
| 152 | 20 | 145 | -162 | -224 | -62 |
| 387 | 45 | 170 | -80 | -232 | -152 |
| 1 | 5 | 80 | -79 | -233 | -154 |
| 115 | 15 | 190 | -93 | -239 | -146 |
| 103 | 15 | 130 | -145 | -239 | -94 |
| 348 | 40 | 205 | -32 | -240 | -208 |
| 150 | 20 | 135 | -139 | -241 | -102 |
| 214 | 25 | 225 | -25 | -247 | -222 |
| 153 | 20 | 150 | -139 | -247 | -108 |
| 77 | 10 | 230 | -45 | -251 | -206 |
| 155 | 20 | 160 | -147 | -251 | -104 |
| 358 | 40 | 255 | 36 | -252 | -288 |
| 184 | 25 | 75 | -67 | -253 | -186 |
| 21 | 5 | 180 | -44 | -254 | -210 |
| 111 | 15 | 170 | -80 | -256 | -176 |
| 49 | 10 | 90 | -137 | -261 | -124 |
| 234 | 30 | 95 | -164 | -262 | -98 |
| 16 | 5 | 155 | -132 | -268 | -136 |
| 105 | 15 | 140 | -187 | -273 | -86 |
| 251 | 30 | 180 | -44 | -274 | -230 |
| 78 | 10 | 235 | -43 | -275 | -232 |
| 197 | 25 | 140 | -187 | -281 | -94 |
| 429 | 50 | 150 | -139 | -281 | -142 |
| 206 | 25 | 185 | -43 | -281 | -238 |
| 163 | 20 | 200 | -91 | -283 | -192 |
| 192 | 25 | 115 | -94 | -284 | -190 |
| 355 | 40 | 240 | -8 | -288 | -280 |
| 305 | 35 | 220 | -24 | -290 | -266 |
| 279 | 35 | 90 | -137 | -293 | -156 |
| 29 | 5 | 220 | -24 | -294 | -270 |
| 351 | 40 | 220 | -24 | -294 | -270 |
| 342 | 40 | 175 | -46 | -296 | -250 |
| 108 | 15 | 155 | -132 | -298 | -166 |
| 232 | 30 | 85 | -92 | -298 | -206 |
| 359 | 40 | 260 | 46 | -298 | -344 |
| 170 | 20 | 235 | -43 | -299 | -256 |
| 354 | 40 | 235 | -43 | -299 | -256 |
| 241 | 30 | 130 | -145 | -299 | -154 |
| 166 | 20 | 215 | -17 | -301 | -284 |
| 19 | 5 | 170 | -80 | -302 | -222 |
| 357 | 40 | 250 | 6 | -302 | -308 |
| 4 | 5 | 95 | -164 | -304 | -140 |
| 79 | 10 | 240 | -8 | -304 | -296 |
| 249 | 30 | 170 | -80 | -306 | -226 |
| 223 | 25 | 270 | 59 | -311 | -370 |
| 198 | 25 | 145 | -162 | -312 | -150 |
| 222 | 25 | 265 | 36 | -312 | -348 |
| 80 | 10 | 245 | 15 | -317 | -332 |
| 262 | 30 | 235 | -43 | -317 | -274 |
| 356 | 40 | 245 | 15 | -321 | -336 |
| 233 | 30 | 90 | -137 | -321 | -184 |
| 195 | 25 | 130 | -145 | -323 | -178 |
| 33 | 5 | 240 | -8 | -330 | -322 |
| 165 | 20 | 210 | -45 | -333 | -288 |
| 164 | 20 | 205 | -32 | -334 | -302 |
| 221 | 25 | 260 | 46 | -334 | -380 |
| 185 | 25 | 80 | -79 | -337 | -258 |
| 398 | 45 | 225 | -25 | -339 | -314 |
| 116 | 15 | 195 | -87 | -341 | -254 |
| 434 | 50 | 175 | -46 | -342 | -296 |
| 82 | 10 | 255 | 36 | -344 | -380 |
| 433 | 50 | 170 | -80 | -346 | -266 |
| 35 | 5 | 250 | 6 | -346 | -352 |
| 393 | 45 | 200 | -91 | -347 | -256 |
| 319 | 35 | 290 | 33 | -349 | -382 |
| 224 | 25 | 275 | 53 | -349 | -402 |
| 254 | 30 | 195 | -87 | -351 | -264 |
| 218 | 25 | 245 | 15 | -351 | -366 |
| 119 | 15 | 210 | -45 | -353 | -308 |
| 328 | 40 | 105 | -106 | -354 | -248 |
| 73 | 10 | 210 | -45 | -359 | -314 |
| 396 | 45 | 215 | -17 | -359 | -342 |
| 435 | 50 | 180 | -44 | -360 | -316 |
| 104 | 15 | 135 | -139 | -361 | -222 |
| 410 | 45 | 285 | 3 | -363 | -366 |
| 244 | 30 | 145 | -162 | -364 | -202 |
| 118 | 15 | 205 | -32 | -364 | -332 |
| 174 | 20 | 255 | 36 | -364 | -400 |
| 238 | 30 | 115 | -94 | -364 | -270 |
| 294 | 35 | 165 | -116 | -366 | -250 |
| 237 | 30 | 110 | -104 | -366 | -262 |
| 20 | 5 | 175 | -46 | -366 | -320 |
| 243 | 30 | 140 | -187 | -367 | -180 |
| 220 | 25 | 255 | 36 | -368 | -404 |
| 280 | 35 | 95 | -164 | -368 | -204 |
| 318 | 35 | 285 | 3 | -369 | -372 |
| 36 | 5 | 255 | 36 | -370 | -406 |
| 162 | 20 | 195 | -87 | -371 | -284 |
| 151 | 20 | 140 | -187 | -371 | -184 |
| 207 | 25 | 190 | -93 | -373 | -280 |
| 32 | 5 | 235 | -43 | -373 | -330 |
| 154 | 20 | 155 | -132 | -376 | -244 |
| 208 | 25 | 195 | -87 | -377 | -290 |
| 386 | 45 | 165 | -116 | -378 | -262 |
| 215 | 25 | 230 | -45 | -383 | -338 |
| 216 | 25 | 235 | -43 | -385 | -342 |
| 399 | 45 | 230 | -45 | -385 | -340 |
| 248 | 30 | 165 | -116 | -386 | -270 |
| 245 | 30 | 150 | -139 | -387 | -248 |
| 176 | 20 | 265 | 36 | -390 | -426 |
| 341 | 40 | 170 | -80 | -392 | -312 |
| 339 | 40 | 160 | -147 | -395 | -248 |
| 0 | 5 | 75 | -67 | -395 | -328 |
| 114 | 15 | 185 | -43 | -397 | -354 |
| 400 | 45 | 235 | -43 | -399 | -356 |
| 24 | 5 | 195 | -87 | -399 | -312 |
| 360 | 40 | 265 | 36 | -400 | -436 |
| 213 | 25 | 220 | -24 | -400 | -376 |
| 25 | 5 | 200 | -91 | -403 | -312 |
| 23 | 5 | 190 | -93 | -403 | -310 |
| 231 | 30 | 80 | -79 | -403 | -324 |
| 250 | 30 | 175 | -46 | -404 | -358 |
| 22 | 5 | 185 | -43 | -409 | -366 |
| 394 | 45 | 205 | -32 | -410 | -378 |
| 187 | 25 | 90 | -137 | -415 | -278 |
| 219 | 25 | 250 | 6 | -416 | -422 |
| 196 | 25 | 135 | -139 | -417 | -278 |
| 397 | 45 | 220 | -24 | -418 | -394 |
| 295 | 35 | 170 | -80 | -418 | -338 |
| 402 | 45 | 245 | 15 | -419 | -434 |
| 83 | 10 | 260 | 46 | -420 | -466 |
| 186 | 25 | 85 | -92 | -422 | -330 |
| 431 | 50 | 160 | -147 | -423 | -276 |
| 81 | 10 | 250 | 6 | -424 | -430 |
| 293 | 35 | 160 | -147 | -425 | -278 |
| 74 | 10 | 215 | -17 | -429 | -412 |
| 278 | 35 | 85 | -92 | -430 | -338 |
| 110 | 15 | 165 | -116 | -430 | -314 |
| 109 | 15 | 160 | -147 | -431 | -284 |
| 424 | 50 | 125 | -156 | -432 | -276 |
| 306 | 35 | 225 | -25 | -433 | -408 |
| 284 | 35 | 115 | -94 | -434 | -340 |
| 246 | 30 | 155 | -132 | -436 | -304 |
| 403 | 45 | 250 | 6 | -440 | -446 |
| 27 | 5 | 210 | -45 | -441 | -396 |
| 277 | 35 | 80 | -79 | -443 | -364 |
| 385 | 45 | 160 | -147 | -443 | -296 |
| 171 | 20 | 240 | -8 | -444 | -436 |
| 364 | 40 | 285 | 3 | -445 | -448 |
| 148 | 20 | 125 | -156 | -446 | -290 |
| 321 | 35 | 300 | 74 | -448 | -522 |
| 123 | 15 | 230 | -45 | -451 | -406 |
| 307 | 35 | 230 | -45 | -455 | -410 |
| 124 | 15 | 235 | -43 | -455 | -412 |
| 125 | 15 | 240 | -8 | -456 | -448 |
| 320 | 35 | 295 | 72 | -458 | -530 |
| 240 | 30 | 125 | -156 | -458 | -302 |
| 173 | 20 | 250 | 6 | -458 | -464 |
| 442 | 50 | 215 | -17 | -465 | -448 |
| 436 | 50 | 185 | -43 | -467 | -424 |
| 363 | 40 | 280 | 42 | -468 | -510 |
| 327 | 40 | 100 | -121 | -469 | -348 |
| 122 | 15 | 225 | -25 | -469 | -444 |
| 401 | 45 | 240 | -8 | -470 | -462 |
| 132 | 15 | 275 | 53 | -471 | -524 |
| 443 | 50 | 220 | -24 | -472 | -448 |
| 212 | 25 | 215 | -17 | -473 | -456 |
| 286 | 35 | 125 | -156 | -482 | -326 |
| 120 | 15 | 215 | -17 | -483 | -466 |
| 38 | 5 | 265 | 36 | -484 | -520 |
| 430 | 50 | 155 | -132 | -484 | -352 |
| 275 | 30 | 300 | 74 | -484 | -558 |
| 168 | 20 | 225 | -25 | -485 | -460 |
| 34 | 5 | 245 | 15 | -485 | -500 |
| 167 | 20 | 220 | -24 | -486 | -462 |
| 30 | 5 | 225 | -25 | -487 | -462 |
| 169 | 20 | 230 | -45 | -491 | -446 |
| 63 | 10 | 160 | -147 | -493 | -346 |
| 247 | 30 | 160 | -147 | -497 | -350 |
| 193 | 25 | 120 | -154 | -498 | -344 |
| 287 | 35 | 130 | -145 | -499 | -354 |
| 43 | 5 | 290 | 33 | -501 | -534 |
| 239 | 30 | 120 | -154 | -502 | -348 |
| 217 | 25 | 240 | -8 | -502 | -494 |
| 383 | 45 | 150 | -139 | -503 | -364 |
| 437 | 50 | 190 | -93 | -507 | -414 |
| 291 | 35 | 150 | -139 | -507 | -368 |
| 444 | 50 | 225 | -25 | -511 | -486 |
| 423 | 50 | 120 | -154 | -514 | -360 |
| 311 | 35 | 250 | 6 | -514 | -520 |
| 361 | 40 | 270 | 59 | -515 | -574 |
| 175 | 20 | 260 | 46 | -516 | -562 |
| 292 | 35 | 155 | -132 | -516 | -384 |
| 382 | 45 | 145 | -162 | -518 | -356 |
| 31 | 5 | 230 | -45 | -521 | -476 |
| 37 | 5 | 260 | 46 | -524 | -570 |
| 45 | 5 | 300 | 74 | -524 | -598 |
| 126 | 15 | 245 | 15 | -525 | -540 |
| 411 | 45 | 290 | 33 | -525 | -558 |
| 64 | 10 | 165 | -116 | -526 | -410 |
| 76 | 10 | 225 | -25 | -529 | -504 |
| 75 | 10 | 220 | -24 | -532 | -508 |
| 84 | 10 | 265 | 36 | -532 | -568 |
| 88 | 10 | 285 | 3 | -533 | -536 |
| 412 | 45 | 295 | 72 | -534 | -606 |
| 282 | 35 | 105 | -106 | -534 | -428 |
| 432 | 50 | 165 | -116 | -536 | -420 |
| 39 | 5 | 270 | 59 | -537 | -596 |
| 255 | 30 | 200 | -91 | -537 | -446 |
| 422 | 50 | 115 | -94 | -538 | -444 |
| 281 | 35 | 100 | -121 | -539 | -418 |
| 261 | 30 | 230 | -45 | -541 | -496 |
| 268 | 30 | 265 | 36 | -544 | -580 |
| 408 | 45 | 275 | 53 | -545 | -598 |
| 177 | 20 | 270 | 59 | -547 | -606 |
| 149 | 20 | 130 | -145 | -547 | -402 |
| 425 | 50 | 130 | -145 | -547 | -402 |
| 263 | 30 | 240 | -8 | -550 | -542 |
| 285 | 35 | 120 | -154 | -550 | -396 |
| 72 | 10 | 205 | -32 | -552 | -520 |
| 283 | 35 | 110 | -104 | -552 | -448 |
| 26 | 5 | 205 | -32 | -554 | -522 |
| 428 | 50 | 145 | -162 | -556 | -394 |
| 269 | 30 | 270 | 59 | -557 | -616 |
| 133 | 15 | 280 | 42 | -558 | -600 |
| 65 | 10 | 170 | -80 | -558 | -478 |
| 365 | 40 | 290 | 33 | -559 | -592 |
| 441 | 50 | 210 | -45 | -559 | -514 |
| 329 | 40 | 110 | -104 | -560 | -456 |
| 172 | 20 | 245 | 15 | -561 | -576 |
| 69 | 10 | 190 | -93 | -561 | -468 |
| 130 | 15 | 265 | 36 | -562 | -598 |
| 194 | 25 | 125 | -156 | -564 | -408 |
| 440 | 50 | 205 | -32 | -566 | -534 |
| 227 | 25 | 290 | 33 | -569 | -602 |
| 308 | 35 | 235 | -43 | -569 | -526 |
| 290 | 35 | 145 | -162 | -570 | -408 |
| 121 | 15 | 220 | -24 | -576 | -552 |
| 131 | 15 | 270 | 59 | -579 | -638 |
| 225 | 25 | 280 | 42 | -580 | -622 |
| 373 | 45 | 100 | -121 | -583 | -462 |
| 384 | 45 | 155 | -132 | -584 | -452 |
| 129 | 15 | 260 | 46 | -584 | -630 |
| 209 | 25 | 200 | -91 | -585 | -494 |
| 338 | 40 | 155 | -132 | -586 | -454 |
| 309 | 35 | 240 | -8 | -588 | -580 |
| 445 | 50 | 230 | -45 | -589 | -544 |
| 226 | 25 | 285 | 3 | -589 | -592 |
| 404 | 45 | 255 | 36 | -590 | -626 |
| 455 | 50 | 280 | 42 | -590 | -632 |
| 409 | 45 | 280 | 42 | -594 | -636 |
| 322 | 40 | 75 | -67 | -595 | -528 |
| 181 | 20 | 290 | 33 | -595 | -628 |
| 228 | 25 | 295 | 72 | -596 | -668 |
| 117 | 15 | 200 | -91 | -599 | -508 |
| 453 | 50 | 270 | 59 | -599 | -658 |
| 178 | 20 | 275 | 53 | -601 | -654 |
| 40 | 5 | 275 | 53 | -603 | -656 |
| 180 | 20 | 285 | 3 | -611 | -614 |
| 314 | 35 | 265 | 36 | -618 | -654 |
| 405 | 45 | 260 | 46 | -618 | -664 |
| 183 | 20 | 300 | 74 | -620 | -694 |
| 264 | 30 | 245 | 15 | -621 | -636 |
| 337 | 40 | 150 | -139 | -623 | -484 |
| 134 | 15 | 285 | 3 | -623 | -626 |
| 380 | 45 | 135 | -139 | -627 | -488 |
| 367 | 40 | 300 | 74 | -628 | -702 |
| 272 | 30 | 285 | 3 | -633 | -636 |
| 68 | 10 | 185 | -43 | -633 | -590 |
| 90 | 10 | 295 | 72 | -634 | -706 |
| 452 | 50 | 265 | 36 | -634 | -670 |
| 42 | 5 | 285 | 3 | -637 | -640 |
| 273 | 30 | 290 | 33 | -641 | -674 |
| 265 | 30 | 250 | 6 | -642 | -648 |
| 454 | 50 | 275 | 53 | -643 | -696 |
| 413 | 45 | 300 | 74 | -644 | -718 |
| 312 | 35 | 255 | 36 | -644 | -680 |
| 89 | 10 | 290 | 33 | -651 | -684 |
| 446 | 50 | 235 | -43 | -653 | -610 |
| 256 | 30 | 205 | -32 | -654 | -622 |
| 179 | 20 | 280 | 42 | -654 | -696 |
| 66 | 10 | 175 | -46 | -658 | -612 |
| 257 | 30 | 210 | -45 | -659 | -614 |
| 127 | 15 | 250 | 6 | -662 | -668 |
| 260 | 30 | 225 | -25 | -663 | -638 |
| 41 | 5 | 280 | 42 | -664 | -706 |
| 87 | 10 | 280 | 42 | -668 | -710 |
| 438 | 50 | 195 | -87 | -671 | -584 |
| 274 | 30 | 295 | 72 | -672 | -744 |
| 315 | 35 | 270 | 59 | -673 | -732 |
| 362 | 40 | 275 | 53 | -679 | -732 |
| 91 | 10 | 300 | 74 | -684 | -758 |
| 271 | 30 | 280 | 42 | -686 | -728 |
| 85 | 10 | 270 | 59 | -687 | -746 |
| 381 | 45 | 140 | -187 | -689 | -502 |
| 427 | 50 | 140 | -187 | -689 | -502 |
| 266 | 30 | 255 | 36 | -692 | -728 |
| 135 | 15 | 290 | 33 | -697 | -730 |
| 289 | 35 | 140 | -187 | -701 | -514 |
| 313 | 35 | 260 | 46 | -702 | -748 |
| 270 | 30 | 275 | 53 | -703 | -756 |
| 407 | 45 | 270 | 59 | -705 | -764 |
| 310 | 35 | 245 | 15 | -705 | -720 |
| 421 | 50 | 110 | -104 | -706 | -602 |
| 417 | 50 | 90 | -137 | -707 | -570 |
| 230 | 30 | 75 | -67 | -709 | -642 |
| 317 | 35 | 280 | 42 | -710 | -752 |
| 316 | 35 | 275 | 53 | -711 | -764 |
| 456 | 50 | 285 | 3 | -711 | -714 |
| 128 | 15 | 255 | 36 | -712 | -748 |
| 70 | 10 | 195 | -87 | -713 | -626 |
| 366 | 40 | 295 | 72 | -714 | -786 |
| 426 | 50 | 135 | -139 | -715 | -576 |
| 448 | 50 | 245 | 15 | -715 | -730 |
| 44 | 5 | 295 | 72 | -718 | -790 |
| 259 | 30 | 220 | -24 | -718 | -694 |
| 137 | 15 | 300 | 74 | -720 | -794 |
| 459 | 50 | 300 | 74 | -726 | -800 |
| 182 | 20 | 295 | 72 | -726 | -798 |
| 71 | 10 | 200 | -91 | -729 | -638 |
| 276 | 35 | 75 | -67 | -729 | -662 |
| 406 | 45 | 265 | 36 | -730 | -766 |
| 374 | 45 | 105 | -106 | -740 | -634 |
| 372 | 45 | 95 | -164 | -746 | -582 |
| 439 | 50 | 200 | -91 | -749 | -658 |
| 447 | 50 | 240 | -8 | -752 | -744 |
| 376 | 45 | 115 | -94 | -768 | -674 |
| 67 | 10 | 180 | -44 | -768 | -724 |
| 324 | 40 | 85 | -92 | -770 | -678 |
| 210 | 25 | 205 | -32 | -772 | -740 |
| 377 | 45 | 120 | -154 | -776 | -622 |
| 211 | 25 | 210 | -45 | -779 | -734 |
| 136 | 15 | 295 | 72 | -782 | -854 |
| 229 | 25 | 300 | 74 | -782 | -856 |
| 326 | 40 | 95 | -164 | -786 | -622 |
| 419 | 50 | 100 | -121 | -787 | -666 |
| 457 | 50 | 290 | 33 | -787 | -820 |
| 325 | 40 | 90 | -137 | -797 | -660 |
| 330 | 40 | 115 | -94 | -804 | -710 |
| 86 | 10 | 275 | 53 | -805 | -858 |
| 323 | 40 | 80 | -79 | -809 | -730 |
| 375 | 45 | 110 | -104 | -810 | -706 |
| 288 | 35 | 135 | -139 | -813 | -674 |
| 379 | 45 | 130 | -145 | -819 | -674 |
| 416 | 50 | 85 | -92 | -820 | -728 |
| 267 | 30 | 260 | 46 | -822 | -868 |
| 336 | 40 | 145 | -162 | -826 | -664 |
| 335 | 40 | 140 | -187 | -827 | -640 |
| 332 | 40 | 125 | -156 | -832 | -676 |
| 258 | 30 | 215 | -17 | -851 | -834 |
| 420 | 50 | 105 | -106 | -854 | -748 |
| 331 | 40 | 120 | -154 | -858 | -704 |
| 418 | 50 | 95 | -164 | -862 | -698 |
| 451 | 50 | 260 | 46 | -868 | -914 |
| 334 | 40 | 135 | -139 | -881 | -742 |
| 371 | 45 | 90 | -137 | -891 | -754 |
| 458 | 50 | 295 | 72 | -904 | -976 |
| 415 | 50 | 80 | -79 | -971 | -892 |
| 333 | 40 | 130 | -145 | -993 | -848 |
| 450 | 50 | 255 | 36 | -1004 | -1040 |
| 370 | 45 | 85 | -92 | -1010 | -918 |
| 378 | 45 | 125 | -156 | -1018 | -862 |
| 449 | 50 | 250 | 6 | -1040 | -1046 |
| 368 | 45 | 75 | -67 | -1055 | -988 |
| 369 | 45 | 80 | -79 | -1069 | -990 |
| 414 | 50 | 75 | -67 | -1341 | -1274 |
