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Bike sharing systems are a new generation of traditional bike rentals where the whole process from membership, rental and return back has become automatic. Through

Bike sharing systems are a new generation of traditional bike rentals where the whole process from membership, rental and return back has become automatic. Through these systems, user is able to easily rent a bike from a particular position and return back to another position. Currently, there are about over 500 bike-sharing programs around the world which are composed of over 500 thousand bicycles. Today, there exists great interest in these systems due to their important role in traffic, environmental and health issues.

Apart from interesting real-world applications of bike sharing systems, the characteristics of data being generated by these systems make them attractive for the research. Opposed to other transport services such as bus or subway, the duration of travel, departure and arrival position is explicitly recorded in these systems. This feature turns bike sharing system into a virtual sensor network that can be used for sensing mobility in the city. Hence, it is expected that most of important events in the city could be detected via monitoring these data.

This dataset contains the daily count of rental bikes between years 2015 and 2017 in Sina bikeshare system in Big D with the corresponding working day and season information. "Bike sharing.xlsx" dataset is available on Canvas with the following variables.

  • # Rides: count of rental bike
  • Day: Day 1 to day 731
  • Working day: 1 if it is a working day and 0 otherwise
  • Non-working day: 1 if it is a weekend and 0 otherwise
  • Winter: 1 if it is winter and 0 otherwise
  • Spring: 1 if it is spring and 0 otherwise
  • Summer: 1 if it is summer and 0 otherwise
  • Autumn: 1 if it is autumn and 0 otherwise

Using the dataset answer the following questions:

1. Prepare nave forecast for day 2 through 731. Calculate the Mean Squared Error (MSE).

MSE:

2. Prepare 2-day moving average forecast for day 3 through 731. Calculate MSE.

MSE:

3. Prepare exponential forecast for day 1 through 731 with smoothing factor . Calculate MSE.

MSE:

4. Prepare trend forecast for day 1 through 731. Consider the effect of different seasons (that is winter, spring, summer, and autumn) and working conditions (that is working days and non-working days)? Calculate MSE.

MSE:

5. Compare the forecasting approaches based on MSE. Which forecasting approach is superior?

Please answer all the questions in detail

# Rides Day Working day Non-working day Winter Spring Summer Autumn Season
1072.445852 1 0 1 1 0 0 0 Winter
935.347468 2 0 1 1 0 0 0 Winter
1658.734864 3 1 0 1 0 0 0 Winter
1429.619422 4 1 0 1 0 0 0 Winter
1312.503979 5 1 0 1 0 0 0 Winter
1295.488537 6 1 0 1 0 0 0 Winter
1229.473095 7 1 0 1 0 0 0 Winter
710.7548138 8 0 1 1 0 0 0 Winter
1005.939371 9 0 1 1 0 0 0 Winter
1662.126767 10 1 0 1 0 0 0 Winter
1277.611325 11 1 0 1 0 0 0 Winter
1252.895883 12 1 0 1 0 0 0 Winter
1499.78044 13 1 0 1 0 0 0 Winter
1344.864998 14 1 0 1 0 0 0 Winter
1013.046717 15 0 1 1 0 0 0 Winter
1108.731275 16 0 1 1 0 0 0 Winter
1002.115833 17 0 1 1 0 0 0 Winter
1134.003229 18 1 0 1 0 0 0 Winter
2038.187786 19 1 0 1 0 0 0 Winter
1560.572344 20 1 0 1 0 0 0 Winter
1103.256901 21 1 0 1 0 0 0 Winter
778.4386208 22 0 1 1 0 0 0 Winter
1180.723178 23 0 1 1 0 0 0 Winter
1689.210574 24 1 0 1 0 0 0 Winter
1791.895132 25 1 0 1 0 0 0 Winter
363.6796897 26 1 0 1 0 0 0 Winter
1351.864247 27 1 0 1 0 0 0 Winter
1924.948805 28 1 0 1 0 0 0 Winter
1161.230524 29 0 1 1 0 0 0 Winter
1213.515082 30 0 1 1 0 0 0 Winter
1709.402478 31 1 0 1 0 0 0 Winter
1332.587036 32 1 0 1 0 0 0 Winter
1552.871593 33 1 0 1 0 0 0 Winter
1458.856151 34 1 0 1 0 0 0 Winter
1558.040708 35 1 0 1 0 0 0 Winter
755.1224277 36 0 1 1 0 0 0 Winter
1685.206985 37 0 1 1 0 0 0 Winter
1525.894381 38 1 0 1 0 0 0 Winter
1341.578939 39 1 0 1 0 0 0 Winter
1526.863497 40 1 0 1 0 0 0 Winter
1432.848054 41 1 0 1 0 0 0 Winter
1630.732612 42 1 0 1 0 0 0 Winter
1093.114331 43 0 1 1 0 0 0 Winter
1372.198889 44 0 1 1 0 0 0 Winter
1728.086285 45 1 0 1 0 0 0 Winter
1438.070842 46 1 0 1 0 0 0 Winter
1722.0554 47 1 0 1 0 0 0 Winter
1769.439958 48 1 0 1 0 0 0 Winter
1839.224515 49 1 0 1 0 0 0 Winter
418.2062347 50 0 1 1 0 0 0 Winter
1451.890792 51 0 1 1 0 0 0 Winter
839.87535 52 0 1 1 0 0 0 Winter
1784.462746 53 1 0 1 0 0 0 Winter
1876.647304 54 1 0 1 0 0 0 Winter
1478.131861 55 1 0 1 0 0 0 Winter
1318.316419 56 1 0 1 0 0 0 Winter
1715.898138 57 0 1 1 0 0 0 Winter
1668.782696 58 0 1 1 0 0 0 Winter
907.4700918 59 1 0 1 0 0 0 Winter
1865.554649 60 1 0 1 0 0 0 Winter
1785.539207 61 1 0 1 0 0 0 Winter
1278.523765 62 1 0 1 0 0 0 Winter
1779.508322 63 1 0 1 0 0 0 Winter
1491.090042 64 0 1 1 0 0 0 Winter
372.9745993 65 0 1 1 0 0 0 Winter
2501.261995 66 1 0 1 0 0 0 Winter
1802.446553 67 1 0 1 0 0 0 Winter
1455.731111 68 1 0 1 0 0 0 Winter
742.9156682 69 1 0 1 0 0 0 Winter
2583.700226 70 1 0 1 0 0 0 Winter
1544.181945 71 0 1 1 0 0 0 Winter
1640.566503 72 0 1 1 0 0 0 Winter
1392.353899 73 1 0 1 0 0 0 Winter
1664.438456 74 1 0 1 0 0 0 Winter
1758.023014 75 1 0 1 0 0 0 Winter
2054.607572 76 1 0 1 0 0 0 Winter
2020.092129 77 1 0 1 0 0 0 Winter
1387.973849 78 0 1 1 0 0 0 Winter
1026.558406 79 0 1 1 0 0 0 Winter
3548.734878 80 1 0 0 1 0 0 Spring
4268.119435 81 1 0 0 1 0 0 Spring
3427.903993 82 1 0 0 1 0 0 Spring
3661.488551 83 1 0 0 1 0 0 Spring
4087.573108 84 1 0 0 1 0 0 Spring
3846.054828 85 0 1 0 1 0 0 Spring
3089.139385 86 0 1 0 1 0 0 Spring
4096.726781 87 1 0 0 1 0 0 Spring
4145.511339 88 1 0 0 1 0 0 Spring
3250.695897 89 1 0 0 1 0 0 Spring
3982.680454 90 1 0 0 1 0 0 Spring
4263.165012 91 1 0 0 1 0 0 Spring
3701.046731 92 0 1 0 1 0 0 Spring
4386.831289 93 0 1 0 1 0 0 Spring
3806.118685 94 1 0 0 1 0 0 Spring
2981.303242 95 1 0 0 1 0 0 Spring
4619.7878 96 1 0 0 1 0 0 Spring
4149.172358 97 1 0 0 1 0 0 Spring
2752.456915 98 1 0 0 1 0 0 Spring
4410.038635 99 0 1 0 1 0 0 Spring
4034.623192 100 0 1 0 1 0 0 Spring
4254.710588 101 1 0 0 1 0 0 Spring
3023.195146 102 1 0 0 1 0 0 Spring
4037.979704 103 1 0 0 1 0 0 Spring
4727.264261 104 1 0 0 1 0 0 Spring
3654.84598 105 0 1 0 1 0 0 Spring
2127.230538 106 0 1 0 1 0 0 Spring
5828.615096 107 0 1 0 1 0 0 Spring
3754.802492 108 1 0 0 1 0 0 Spring
3823.187049 109 1 0 0 1 0 0 Spring
4504.071607 110 1 0 0 1 0 0 Spring
4162.956165 111 1 0 0 1 0 0 Spring
2242.640722 112 1 0 0 1 0 0 Spring
5443.722442 113 0 1 0 1 0 0 Spring
3910.506999 114 0 1 0 1 0 0 Spring
3930.394395 115 1 0 0 1 0 0 Spring
4247.278953 116 1 0 0 1 0 0 Spring
3654.163511 117 1 0 0 1 0 0 Spring
4159.348068 118 1 0 0 1 0 0 Spring
4410.432626 119 1 0 0 1 0 0 Spring
4336.214345 120 0 1 0 1 0 0 Spring
2466.998903 121 0 1 0 1 0 0 Spring
4785.686299 122 1 0 0 1 0 0 Spring
4091.070856 123 1 0 0 1 0 0 Spring
2788.855414 124 1 0 0 1 0 0 Spring
5326.839972 125 1 0 0 1 0 0 Spring
4194.724529 126 1 0 0 1 0 0 Spring
3946.206249 127 0 1 0 1 0 0 Spring
3610.690806 128 0 1 0 1 0 0 Spring
4108.678202 129 1 0 0 1 0 0 Spring
4402.46276 130 1 0 0 1 0 0 Spring
3664.447317 131 1 0 0 1 0 0 Spring
4581.931875 132 1 0 0 1 0 0 Spring
3578.616433 133 1 0 0 1 0 0 Spring
3422.498152 134 0 1 0 1 0 0 Spring
4715.88271 135 0 1 0 1 0 0 Spring
3709.570106 136 1 0 0 1 0 0 Spring
4246.954663 137 1 0 0 1 0 0 Spring
3949.239221 138 1 0 0 1 0 0 Spring
4646.223779 139 1 0 0 1 0 0 Spring
4387.008336 140 1 0 0 1 0 0 Spring
4568.990056 141 0 1 0 1 0 0 Spring
3151.274613 142 0 1 0 1 0 0 Spring
3893.562009 143 1 0 0 1 0 0 Spring
4321.746567 144 1 0 0 1 0 0 Spring
4514.731124 145 1 0 0 1 0 0 Spring
3969.215682 146 1 0 0 1 0 0 Spring
4186.70024 147 1 0 0 1 0 0 Spring
4040.381959 148 0 1 0 1 0 0 Spring
4011.466517 149 0 1 0 1 0 0 Spring
3512.851074 150 0 1 0 1 0 0 Spring
4125.63847 151 1 0 0 1 0 0 Spring
4206.623028 152 1 0 0 1 0 0 Spring
4913.407586 153 1 0 0 1 0 0 Spring
4463.792143 154 1 0 0 1 0 0 Spring
4043.773863 155 0 1 0 1 0 0 Spring
3722.95842 156 0 1 0 1 0 0 Spring
3988.545816 157 1 0 0 1 0 0 Spring
4444.030374 158 1 0 0 1 0 0 Spring
3947.514931 159 1 0 0 1 0 0 Spring
3915.099489 160 1 0 0 1 0 0 Spring
4730.384047 161 1 0 0 1 0 0 Spring
4326.465766 162 0 1 0 1 0 0 Spring
3711.650324 163 0 1 0 1 0 0 Spring
4668.83772 164 1 0 0 1 0 0 Spring
4191.922277 165 1 0 0 1 0 0 Spring
4489.906835 166 1 0 0 1 0 0 Spring
3303.891393 167 1 0 0 1 0 0 Spring
5052.27595 168 1 0 0 1 0 0 Spring
4290.657669 169 0 1 0 1 0 0 Spring
3841.042227 170 0 1 0 1 0 0 Spring
3800.729623 171 1 0 0 1 0 0 Spring
5048.384244 172 1 0 0 0 1 0 Summer
4246.668801 173 1 0 0 0 1 0 Summer
4679.753359 174 1 0 0 0 1 0 Summer
4627.737917 175 1 0 0 0 1 0 Summer
4434.519636 176 0 1 0 0 1 0 Summer
4364.304194 177 0 1 0 0 1 0 Summer
4085.29159 178 1 0 0 0 1 0 Summer
4466.576147 179 1 0 0 0 1 0 Summer
4917.860705 180 1 0 0 0 1 0 Summer
4722.345263 181 1 0 0 0 1 0 Summer
4417.62982 182 1 0 0 0 1 0 Summer
4154.41154 183 0 1 0 0 1 0 Summer
4000.896097 184 0 1 0 0 1 0 Summer
5311.080655 185 0 1 0 0 1 0 Summer
3581.668051 186 1 0 0 0 1 0 Summer
4526.452608 187 1 0 0 0 1 0 Summer
4531.137166 188 1 0 0 0 1 0 Summer
4176.021724 189 1 0 0 0 1 0 Summer
5269.403443 190 0 1 0 0 1 0 Summer
4049.088001 191 0 1 0 0 1 0 Summer
4022.075397 192 1 0 0 0 1 0 Summer
4704.359954 193 1 0 0 0 1 0 Summer
4648.144512 194 1 0 0 0 1 0 Summer
5114.12907 195 1 0 0 0 1 0 Summer
4917.913627 196 1 0 0 0 1 0 Summer
4669.395346 197 0 1 0 0 1 0 Summer
3970.579904 198 0 1 0 0 1 0 Summer
4025.4673 199 1 0 0 0 1 0 Summer
4679.751858 200 1 0 0 0 1 0 Summer
4480.736415 201 1 0 0 0 1 0 Summer
4248.820973 202 1 0 0 0 1 0 Summer
4359.905531 203 1 0 0 0 1 0 Summer
4366.18725 204 0 1 0 0 1 0 Summer
4667.671808 205 0 1 0 0 1 0 Summer
4817.759204 206 1 0 0 0 1 0 Summer
5184.343761 207 1 0 0 0 1 0 Summer
4710.928319 208 1 0 0 0 1 0 Summer
4483.912877 209 1 0 0 0 1 0 Summer
4294.697434 210 1 0 0 0 1 0 Summer
4915.579153 211 0 1 0 0 1 0 Summer
4359.563711 212 0 1 0 0 1 0 Summer
4666.451107 213 1 0 0 0 1 0 Summer
5102.335665 214 1 0 0 0 1 0 Summer
3812.720222 215 1 0 0 0 1 0 Summer
5409.20478 216 1 0 0 0 1 0 Summer
4916.189338 217 1 0 0 0 1 0 Summer
4112.571057 218 0 1 0 0 1 0 Summer
4162.055615 219 0 1 0 0 1 0 Summer
5108.043011 220 1 0 0 0 1 0 Summer
4927.927568 221 1 0 0 0 1 0 Summer
4864.712126 222 1 0 0 0 1 0 Summer
4753.896683 223 1 0 0 0 1 0 Summer
4829.981241 224 1 0 0 0 1 0 Summer
4022.16296 225 0 1 0 0 1 0 Summer
4325.047518 226 0 1 0 0 1 0 Summer
5129.634914 227 1 0 0 0 1 0 Summer
5043.319472 228 1 0 0 0 1 0 Summer
4756.104029 229 1 0 0 0 1 0 Summer
4160.888587 230 1 0 0 0 1 0 Summer
5032.173145 231 1 0 0 0 1 0 Summer
5314.954864 232 0 1 0 0 1 0 Summer
3671.139422 233 0 1 0 0 1 0 Summer
5424.226818 234 1 0 0 0 1 0 Summer
5606.011375 235 1 0 0 0 1 0 Summer
4279.995933 236 1 0 0 0 1 0 Summer
3709.28049 237 1 0 0 0 1 0 Summer
5609.565048 238 1 0 0 0 1 0 Summer
2143.846767 239 0 1 0 0 1 0 Summer
6884.731325 240 0 1 0 0 1 0 Summer
5052.418721 241 1 0 0 0 1 0 Summer
5246.803279 242 1 0 0 0 1 0 Summer
4750.987836 243 1 0 0 0 1 0 Summer
4898.472394 244 1 0 0 0 1 0 Summer
4592.356952 245 1 0 0 0 1 0 Summer
4493.638671 246 0 1 0 0 1 0 Summer
4988.323229 247 0 1 0 0 1 0 Summer
3562.207786 248 0 1 0 0 1 0 Summer
4436.795182 249 1 0 0 0 1 0 Summer
4391.07974 250 1 0 0 0 1 0 Summer
4788.464297 251 1 0 0 0 1 0 Summer
6093.048855 252 1 0 0 0 1 0 Summer
5962.130574 253 0 1 0 0 1 0 Summer
4497.515132 254 0 1 0 0 1 0 Summer
4684.702528 255 1 0 0 0 1 0 Summer
4958.187086 256 1 0 0 0 1 0 Summer
4943.971643 257 1 0 0 0 1 0 Summer
4145.756201 258 1 0 0 0 1 0 Summer
5710.040759 259 1 0 0 0 1 0 Summer
4564.822478 260 0 1 0 0 1 0 Summer
4578.607035 261 0 1 0 0 1 0 Summer
5140.994431 262 1 0 0 0 1 0 Summer
4332.278989 263 1 0 0 0 1 0 Summer
5463.963547 264 1 0 0 0 1 0 Summer
5281.748104 265 1 0 0 0 1 0 Summer
1891.707448 266 1 0 0 0 0 1 Autumn
5491.089167 267 0 1 0 0 0 1 Autumn
3087.773725 268 0 1 0 0 0 1 Autumn
3321.861121 269 1 0 0 0 0 1 Autumn
3236.245679 270 1 0 0 0 0 1 Autumn
3449.530236 271 1 0 0 0 0 1 Autumn
4256.414794 272 1 0 0 0 0 1 Autumn
3863.499352 273 1 0 0 0 0 1 Autumn
1468.081071 274 0 1 0 0 0 1 Autumn
3756.865629 275 0 1 0 0 0 1 Autumn
4081.953025 276 1 0 0 0 0 1 Autumn
4251.137582 277 1 0 0 0 0 1 Autumn
3895.32214 278 1 0 0 0 0 1 Autumn
3599.006698 279 1 0 0 0 0 1 Autumn
3801.091255 280 1 0 0 0 0 1 Autumn
3743.672974 281 0 1 0 0 0 1 Autumn
3523.657532 282 0 1 0 0 0 1 Autumn
3181.84209 283 0 1 0 0 0 1 Autumn
3280.829486 284 1 0 0 0 0 1 Autumn
2171.114043 285 1 0 0 0 0 1 Autumn
4027.298601 286 1 0 0 0 0 1 Autumn
4196.483159 287 1 0 0 0 0 1 Autumn
4585.664878 288 0 1 0 0 0 1 Autumn
3366.749436 289 0 1 0 0 0 1 Autumn
3371.236832 290 1 0 0 0 0 1 Autumn
3830.921389 291 1 0 0 0 0 1 Autumn
2084.905947 292 1 0 0 0 0 1 Autumn
4956.790504 293 1 0 0 0 0 1 Autumn
3798.775062 294 1 0 0 0 0 1 Autumn
3525.056781 295 0 1 0 0 0 1 Autumn
3578.741339 296 0 1 0 0 0 1 Autumn
3602.828735 297 1 0 0 0 0 1 Autumn
4094.013293 298 1 0 0 0 0 1 Autumn
3194.29785 299 1 0 0 0 0 1 Autumn
2890.282408 300 1 0 0 0 0 1 Autumn
4521.766966 301 1 0 0 0 0 1 Autumn
1375.948685 302 0 1 0 0 0 1 Autumn
5458.133243 303 0 1 0 0 0 1 Autumn
4012.920639 304 1 0 0 0 0 1 Autumn
4061.005196 305 1 0 0 0 0 1 Autumn
3869.689754 306 1 0 0 0 0 1 Autumn
3644.074311 307 1 0 0 0 0 1 Autumn
3848.258869 308 1 0 0 0 0 1 Autumn
3513.640588 309 0 1 0 0 0 1 Autumn
3409.125146 310 0 1 0 0 0 1 Autumn
4084.212542 311 1 0 0 0 0 1 Autumn
3938.3971 312 1 0 0 0 0 1 Autumn
3757.581657 313 1 0 0 0 0 1 Autumn
3006.966215 314 1 0 0 0 0 1 Autumn
3934.447934 315 0 1 0 0 0 1 Autumn
4124.632492 316 0 1 0 0 0 1 Autumn
3395.717049 317 0 1 0 0 0 1 Autumn
4390.004445 318 1 0 0 0 0 1 Autumn
3653.389003 319 1 0 0 0 0 1 Autumn
2197.873561 320 1 0 0 0 0 1 Autumn
4733.058118 321 1 0 0 0 0 1 Autumn
4110.542676 322 1 0 0 0 0 1 Autumn
3862.724395 323 0 1 0 0 0 1 Autumn
3578.308953 324 0 1 0 0 0 1 Autumn
3360.896349 325 1 0 0 0 0 1 Autumn
3084.180907 326 1 0 0 0 0 1 Autumn
4571.465464 327 1 0 0 0 0 1 Autumn
2950.247184 328 0 1 0 0 0 1 Autumn
4818.83458 329 1 0 0 0 0 1 Autumn
3903.916299 330 0 1 0 0 0 1 Autumn
3718.200856 331 0 1 0 0 0 1 Autumn
4484.288252 332 1 0 0 0 0 1 Autumn
3265.37281 333 1 0 0 0 0 1 Autumn
4427.157368 334 1 0 0 0 0 1 Autumn
4023.041925 335 1 0 0 0 0 1 Autumn
4097.726483 336 1 0 0 0 0 1 Autumn
3520.208202 337 0 1 0 0 0 1 Autumn
3663.49276 338 0 1 0 0 0 1 Autumn
4192.980156 339 1 0 0 0 0 1 Autumn
3118.264714 340 1 0 0 0 0 1 Autumn
2653.249271 341 1 0 0 0 0 1 Autumn
5812.833829 342 1 0 0 0 0 1 Autumn
4194.918386 343 1 0 0 0 0 1 Autumn
3485.100106 344 0 1 0 0 0 1 Autumn
3478.584663 345 0 1 0 0 0 1 Autumn
4399.372059 346 1 0 0 0 0 1 Autumn
4156.956617 347 1 0 0 0 0 1 Autumn
4165.141175 348 1 0 0 0 0 1 Autumn
3996.925732 349 1 0 0 0 0 1 Autumn
3931.61029 350 1 0 0 0 0 1 Autumn
3237.192009 351 0 1 0 0 0 1 Autumn
3613.576567 352 0 1 0 0 0 1 Autumn
4720.563963 353 1 0 0 0 0 1 Autumn
4288.448521 354 1 0 0 0 0 1 Autumn
2407.499153 355 1 0 1 0 0 0 Winter
3461.483711 356 1 0 1 0 0 0 Winter
2579.968269 357 1 0 1 0 0 0 Winter
2142.449988 358 0 1 1 0 0 0 Winter
2806.534546 359 0 1 1 0 0 0 Winter
3385.919103 360 0 1 1 0 0 0 Winter
3094.306499 361 1 0 1 0 0 0 Winter
4006.191057 362 1 0 1 0 0 0 Winter
3298.275614 363 1 0 1 0 0 0 Winter
3622.160172 364 1 0 1 0 0 0 Winter
2658.941891 365 0 1 1 0 0 0 Winter
2890.426449 366 0 1 1 0 0 0 Winter
2789.411007 367 0 1 1 0 0 0 Winter
3439.998403 368 1 0 1 0 0 0 Winter
3338.28296 369 1 0 1 0 0 0 Winter
3884.067518 370 1 0 1 0 0 0 Winter
3834.852076 371 1 0 1 0 0 0 Winter
3352.533795 372 0 1 1 0 0 0 Winter
2294.618352 373 0 1 1 0 0 0 Winter
2538.505748 374 1 0 1 0 0 0 Winter
4133.590306 375 1 0 1 0 0 0 Winter
2288.874864 376 1 0 1 0 0 0 Winter
4632.959421 377 1 0 1 0 0 0 Winter
2676.243979 378 1 0 1 0 0 0 Winter
2589.425698 379 0 1 1 0 0 0 Winter
2972.110256 380 0 1 1 0 0 0 Winter
3095.794814 381 0 1 1 0 0 0 Winter
3761.78221 382 1 0 1 0 0 0 Winter
3629.966767 383 1 0 1 0 0 0 Winter
3267.851325 384 1 0 1 0 0 0 Winter
3241.735883 385 1 0 1 0 0 0 Winter
1828.417602 386 0 1 1 0 0 0 Winter
3610.402159 387 0 1 1 0 0 0 Winter
3666.689555 388 1 0 1 0 0 0 Winter
4688.474113 389 1 0 1 0 0 0 Winter
3310.658671 390 1 0 1 0 0 0 Winter
3227.843228 391 1 0 1 0 0 0 Winter
2936.427786 392 1 0 1 0 0 0 Winter
3566.409505 393 0 1 1 0 0 0 Winter
2628.894063 394 0 1 1 0 0 0 Winter
3652.581459 395 1 0 1 0 0 0 Winter
4010.766017 396 1 0 1 0 0 0 Winter
3445.650574 397 1 0 1 0 0 0 Winter
2829.435132 398 1 0 1 0 0 0 Winter
3680.419689 399 1 0 1 0 0 0 Winter
2283.901409 400 0 1 1 0 0 0 Winter
3293.085966 401 0 1 1 0 0 0 Winter
4009.473362 402 1 0 1 0 0 0 Winter
3842.65792 403 1 0 1 0 0 0 Winter
2333.242478 404 1 0 1 0 0 0 Winter
4159.327035 405 1 0 1 0 0 0 Winter
3445.811593 406 1 0 1 0 0 0 Winter
2081.493312 407 0 1 1 0 0 0 Winter
2802.27787 408 0 1 1 0 0 0 Winter
4786.365266 409 1 0 1 0 0 0 Winter
3816.649824 410 1 0 1 0 0 0 Winter
3644.934381 411 1 0 1 0 0 0 Winter
2662.618939 412 1 0 1 0 0 0 Winter
4287.103496 413 1 0 1 0 0 0 Winter
3397.385216 414 0 1 1 0 0 0 Winter
2147.669773 415 0 1 1 0 0 0 Winter
3601.354331 416 0 1 1 0 0 0 Winter
3957.941727 417 1 0 1 0 0 0 Winter
4206.926285 418 1 0 1 0 0 0 Winter
3717.410842 419 1 0 1 0 0 0 Winter
2417.9954 420 1 0 1 0 0 0 Winter
2791.777119 421 0 1 1 0 0 0 Winter
3785.561677 422 0 1 1 0 0 0 Winter
4189.749073 423 1 0 1 0 0 0 Winter
3570.73363 424 1 0 1 0 0 0 Winter
1777.118188 425 1 0 1 0 0 0 Winter
5762.002746 426 1 0 1 0 0 0 Winter
2300.987303 427 1 0 1 0 0 0 Winter
3968.369023 428 0 1 1 0 0 0 Winter
2913.25358 429 0 1 1 0 0 0 Winter
3511.340976 430 1 0 1 0 0 0 Winter
4015.825534 431 1 0 1 0 0 0 Winter
4257.110092 432 1 0 1 0 0 0 Winter
3916.694649 433 1 0 1 0 0 0 Winter
3026.779207 434 1 0 1 0 0 0 Winter
3079.960926 435 0 1 1 0 0 0 Winter
3956.145484 436 0 1 1 0 0 0 Winter
3882.93288 437 1 0 1 0 0 0 Winter
4001.717437 438 1 0 1 0 0 0 Winter
3948.301995 439 1 0 1 0 0 0 Winter
3544.186553 440 1 0 1 0 0 0 Winter
2363.77111 441 1 0 1 0 0 0 Winter
5853.95283 442 0 1 1 0 0 0 Winter
2077.937387 443 0 1 1 0 0 0 Winter
3832.424783 444 1 0 1 0 0 0 Winter
3613.109341 445 1 0 1 0 0 0 Winter
5891.182974 446 1 0 0 1 0 0 Spring
6249.367532 447 1 0 0 1 0 0 Spring
6849.752089 448 1 0 0 1 0 0 Spring
2112.833809 449 0 1 0 1 0 0 Spring
6748.018366 450 0 1 0 1 0 0 Spring
6215.605762 451 1 0 0 1 0 0 Spring
5508.39032 452 1 0 0 1 0 0 Spring
6250.174878 453 1 0 0 1 0 0 Spring
6142.859435 454 1 0 0 1 0 0 Spring
5371.943993 455 1 0 0 1 0 0 Spring
6186.725712 456 0 1 0 1 0 0 Spring
5513.11027 457 0 1 0 1 0 0 Spring
5786.397666 458 1 0 0 1 0 0 Spring
6450.482223 459 1 0 0 1 0 0 Spring
5635.466781 460 1 0 0 1 0 0 Spring
5890.751339 461 1 0 0 1 0 0 Spring
5883.535896 462 1 0 0 1 0 0 Spring
5959.117616 463 0 1 0 1 0 0 Spring
4505.002173 464 0 1 0 1 0 0 Spring
6188.789569 465 1 0 0 1 0 0 Spring
6136.074127 466 1 0 0 1 0 0 Spring
5169.158685 467 1 0 0 1 0 0 Spring
6296.643242 468 1 0 0 1 0 0 Spring
6611.4278 469 1 0 0 1 0 0 Spring
6462.309519 470 0 1 0 1 0 0 Spring
5494.694077 471 0 1 0 1 0 0 Spring
5196.278634 472 0 1 0 1 0 0 Spring
6165.36603 473 1 0 0 1 0 0 Spring
4319.250588 474 1 0 0 1 0 0 Spring
7490.035146 475 1 0 0 1 0 0 Spring
6464.319703 476 1 0 0 1 0 0 Spring
5290.401423 477 0 1 0 1 0 0 Spring
1844.08598 478 0 1 0 1 0 0 Spring
7503.873376 479 1 0 0 1 0 0 Spring
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