├── img ├── org.jpg └── otsu.jpg ├── README.md ├── otsu.py └── trace.txt /img/org.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mohabmes/Otsu-Thresholding/HEAD/img/org.jpg -------------------------------------------------------------------------------- /img/otsu.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mohabmes/Otsu-Thresholding/HEAD/img/otsu.jpg -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Otsu Thresholding Method 2 | 3 | **Python implementation of a basic Otsu thresholding algorithms.**
4 | Otsu's thresholding method involves iterating through all the possible threshold values and calculating a measure of spread for the pixel levels each side of the threshold (the pixels that either fall in foreground or background). The aim is to find the threshold value where the sum of foreground and background spreads is at its minimum. 5 | 6 | 7 | ## Dependencies 8 | - Python 2.x 9 | - numpy 10 | - matplotlib 11 | - PIL 12 | 13 | 14 | ## Input 15 | ![Alt text](./img/org.jpg) 16 | 17 | ## Output 18 | ![Alt text](./img/otsu.jpg) 19 | - Text file contain the tracing of the Algorithm 20 | 21 | ## Links 22 | - [labbookpages](http://www.labbookpages.co.uk/software/imgProc/otsuThreshold.html) 23 | - [Wikipedia](https://en.wikipedia.org/wiki/Otsu%27s_method) 24 | 25 | 26 | 27 | -------------------------------------------------------------------------------- /otsu.py: -------------------------------------------------------------------------------- 1 | """ 2 | Created on Mon Oct 30 12:41:30 2017 3 | 4 | @author: mohabmes 5 | """ 6 | 7 | import math 8 | import numpy as np 9 | from matplotlib import pyplot as plt 10 | from PIL import Image 11 | 12 | 13 | threshold_values = {} 14 | h = [1] 15 | 16 | 17 | def Hist(img): 18 | row, col = img.shape 19 | y = np.zeros(256) 20 | for i in range(0,row): 21 | for j in range(0,col): 22 | y[img[i,j]] += 1 23 | x = np.arange(0,256) 24 | plt.bar(x, y, color='b', width=5, align='center', alpha=0.25) 25 | plt.show() 26 | return y 27 | 28 | 29 | def regenerate_img(img, threshold): 30 | row, col = img.shape 31 | y = np.zeros((row, col)) 32 | for i in range(0,row): 33 | for j in range(0,col): 34 | if img[i,j] >= threshold: 35 | y[i,j] = 255 36 | else: 37 | y[i,j] = 0 38 | return y 39 | 40 | 41 | 42 | def countPixel(h): 43 | cnt = 0 44 | for i in range(0, len(h)): 45 | if h[i]>0: 46 | cnt += h[i] 47 | return cnt 48 | 49 | 50 | def wieght(s, e): 51 | w = 0 52 | for i in range(s, e): 53 | w += h[i] 54 | return w 55 | 56 | 57 | def mean(s, e): 58 | m = 0 59 | w = wieght(s, e) 60 | for i in range(s, e): 61 | m += h[i] * i 62 | 63 | return m/float(w) 64 | 65 | 66 | def variance(s, e): 67 | v = 0 68 | m = mean(s, e) 69 | w = wieght(s, e) 70 | for i in range(s, e): 71 | v += ((i - m) **2) * h[i] 72 | v /= w 73 | return v 74 | 75 | 76 | def threshold(h): 77 | cnt = countPixel(h) 78 | for i in range(1, len(h)): 79 | vb = variance(0, i) 80 | wb = wieght(0, i) / float(cnt) 81 | mb = mean(0, i) 82 | 83 | vf = variance(i, len(h)) 84 | wf = wieght(i, len(h)) / float(cnt) 85 | mf = mean(i, len(h)) 86 | 87 | V2w = wb * (vb) + wf * (vf) 88 | V2b = wb * wf * (mb - mf)**2 89 | 90 | fw = open("trace.txt", "a") 91 | fw.write('T='+ str(i) + "\n") 92 | 93 | fw.write('Wb='+ str(wb) + "\n") 94 | fw.write('Mb='+ str(mb) + "\n") 95 | fw.write('Vb='+ str(vb) + "\n") 96 | 97 | fw.write('Wf='+ str(wf) + "\n") 98 | fw.write('Mf='+ str(mf) + "\n") 99 | fw.write('Vf='+ str(vf) + "\n") 100 | 101 | fw.write('within class variance='+ str(V2w) + "\n") 102 | fw.write('between class variance=' + str(V2b) + "\n") 103 | fw.write("\n") 104 | 105 | if not math.isnan(V2w): 106 | threshold_values[i] = V2w 107 | 108 | 109 | def get_optimal_threshold(): 110 | min_V2w = min(threshold_values.itervalues()) 111 | optimal_threshold = [k for k, v in threshold_values.iteritems() if v == min_V2w] 112 | print 'optimal threshold', optimal_threshold[0] 113 | return optimal_threshold[0] 114 | 115 | 116 | image = Image.open('img.jpg').convert("L") 117 | img = np.asarray(image) 118 | 119 | h = Hist(img) 120 | threshold(h) 121 | op_thres = get_optimal_threshold() 122 | 123 | res = regenerate_img(img, op_thres) 124 | plt.imshow(res) 125 | plt.savefig("otsu.jpg") -------------------------------------------------------------------------------- /trace.txt: -------------------------------------------------------------------------------- 1 | T=1 2 | Wb=0.0 3 | Mb=nan 4 | Vb=nan 5 | Wf=1.0 6 | Mf=115.733446809 7 | Vf=4138.51111961 8 | within class variance=nan 9 | between class variance=nan 10 | 11 | T=2 12 | Wb=0.0 13 | Mb=nan 14 | Vb=nan 15 | Wf=1.0 16 | Mf=115.733446809 17 | Vf=4138.51111961 18 | within class variance=nan 19 | between class variance=nan 20 | 21 | T=3 22 | Wb=2.12765957447e-05 23 | Mb=2.0 24 | Vb=0.0 25 | Wf=0.999978723404 26 | Mf=115.735866721 27 | Vf=4138.32394412 28 | within class variance=4138.23589467 29 | between class variance=0.275224939317 30 | 31 | T=4 32 | Wb=4.25531914894e-05 33 | Mb=2.5 34 | Vb=0.25 35 | Wf=0.999957446809 36 | Mf=115.738265458 37 | Vf=4138.1415678 38 | within class variance=4137.96548731 39 | between class variance=0.545632302487 40 | 41 | T=5 42 | Wb=4.25531914894e-05 43 | Mb=2.5 44 | Vb=0.25 45 | Wf=0.999957446809 46 | Mf=115.738265458 47 | Vf=4138.1415678 48 | within class variance=4137.96548731 49 | between class variance=0.545632302487 50 | 51 | T=6 52 | Wb=6.3829787234e-05 53 | Mb=3.33333333333 54 | Vb=1.55555555556 55 | Wf=0.999936170213 56 | Mf=115.740621742 57 | Vf=4137.96868266 58 | within class variance=4137.70465629 59 | between class variance=0.806463317397 60 | 61 | T=7 62 | Wb=8.51063829787e-05 63 | Mb=4.0 64 | Vb=2.5 65 | Wf=0.999914893617 66 | Mf=115.742956847 67 | Vf=4137.80047065 68 | within class variance=4137.44853019 69 | between class variance=1.06258942342 70 | 71 | T=8 72 | Wb=8.51063829787e-05 73 | Mb=4.0 74 | Vb=2.5 75 | Wf=0.999914893617 76 | Mf=115.742956847 77 | Vf=4137.80047065 78 | within class variance=4137.44853019 79 | between class variance=1.06258942342 80 | 81 | T=9 82 | Wb=0.000212765957447 83 | Mb=6.4 84 | Vb=4.84 85 | Wf=0.999787234043 86 | Mf=115.756714195 87 | Vf=4136.84636639 88 | within class variance=4135.9672161 89 | between class variance=2.54390350948 90 | 91 | T=10 92 | Wb=0.000255319148936 93 | Mb=6.83333333333 94 | Vb=4.97222222222 95 | Wf=0.999744680851 96 | Mf=115.761258194 97 | Vf=4136.5373243 98 | within class variance=4135.48245662 99 | between class variance=3.0286629901 100 | 101 | T=11 102 | Wb=0.00036170212766 103 | Mb=7.76470588235 104 | Vb=5.59169550173 105 | Wf=0.999638297872 106 | Mf=115.772513462 107 | Vf=4135.78704263 108 | within class variance=4134.29314219 109 | between class variance=4.21797742358 110 | 111 | T=12 112 | Wb=0.000446808510638 113 | Mb=8.38095238095 114 | Vb=6.14058956916 115 | Wf=0.999553191489 116 | Mf=115.781434258 117 | Vf=4135.20444809 118 | within class variance=4133.35954722 119 | between class variance=5.15157238886 120 | 121 | T=13 122 | Wb=0.000617021276596 123 | Mb=9.37931034483 124 | Vb=7.06302021403 125 | Wf=0.999382978723 126 | Mf=115.799110089 127 | Vf=4134.07401168 128 | within class variance=4131.52755809 129 | between class variance=6.98356151551 130 | 131 | T=14 132 | Wb=0.000808510638298 133 | Mb=10.2368421053 134 | Vb=7.75969529086 135 | Wf=0.999191489362 136 | Mf=115.818810954 137 | Vf=4132.84066399 138 | within class variance=4129.50549215 139 | between class variance=9.00562746367 140 | 141 | T=15 142 | Wb=0.00104255319149 143 | Mb=11.0816326531 144 | Vb=8.48313202832 145 | Wf=0.998957446809 146 | Mf=115.842665758 147 | Vf=4131.37949718 148 | within class variance=4127.08115841 149 | between class variance=11.4299611956 150 | 151 | T=16 152 | Wb=0.00134042553191 153 | Mb=11.9523809524 154 | Vb=9.25170068027 155 | Wf=0.998659574468 156 | Mf=115.872744317 157 | Vf=4129.57766585 158 | within class variance=4124.05467572 159 | between class variance=14.4564438866 160 | 161 | T=17 162 | Wb=0.00165957446809 163 | Mb=12.7307692308 164 | Vb=10.0172583826 165 | Wf=0.998340425532 166 | Mf=115.904671583 167 | Vf=4127.70812404 168 | within class variance=4120.87450941 169 | between class variance=17.6366102016 170 | 171 | T=18 172 | Wb=0.0021914893617 173 | Mb=13.7669902913 174 | Vb=10.9359977378 175 | Wf=0.997808510638 176 | Mf=115.957395995 177 | Vf=4124.69106504 178 | within class variance=4115.67581457 179 | between class variance=22.8353050351 180 | 181 | T=19 182 | Wb=0.00285106382979 183 | Mb=14.7462686567 184 | Vb=11.5923368233 185 | Wf=0.99714893617 186 | Mf=116.022190927 187 | Vf=4121.06804339 188 | within class variance=4109.35166584 189 | between class variance=29.159453767 190 | 191 | T=20 192 | Wb=0.00385106382979 193 | Mb=15.8508287293 194 | Vb=12.0606208602 195 | Wf=0.99614893617 196 | Mf=116.119588201 197 | Vf=4115.74586013 198 | within class variance=4099.94230634 199 | between class variance=38.5688132677 200 | 201 | T=21 202 | Wb=0.00485106382979 203 | Mb=16.7061403509 204 | Vb=12.3917166821 205 | Wf=0.99514893617 206 | Mf=116.216176345 207 | Vf=4110.58832723 208 | within class variance=4090.70771388 209 | between class variance=47.8034057284 210 | 211 | T=22 212 | Wb=0.00568085106383 213 | Mb=17.3333333333 214 | Vb=12.8813982522 215 | Wf=0.994319148936 216 | Mf=116.295636916 217 | Vf=4106.44648279 218 | within class variance=4083.19154923 219 | between class variance=55.3195703812 220 | 221 | T=23 222 | Wb=0.007 223 | Mb=18.2127659574 224 | Vb=13.7845178814 225 | Wf=0.993 226 | Mf=116.420903773 227 | Vf=4100.07387385 228 | within class variance=4071.46984835 229 | between class variance=67.0412712544 230 | 231 | T=24 232 | Wb=0.0083829787234 233 | Mb=19.0025380711 234 | Vb=14.6675062486 235 | Wf=0.991617021277 236 | Mf=116.551195125 237 | Vf=4093.60321307 238 | within class variance=4059.40958183 239 | between class variance=79.1015377814 240 | 241 | T=25 242 | Wb=0.010085106383 243 | Mb=19.8459915612 244 | Vb=15.6956906835 245 | Wf=0.989914893617 246 | Mf=116.710334007 247 | Vf=4085.88821673 248 | within class variance=4044.8398921 249 | between class variance=93.6712275069 250 | 251 | T=26 252 | Wb=0.0116595744681 253 | Mb=20.5419708029 254 | Vb=16.678895386 255 | Wf=0.988340425532 256 | Mf=116.856432446 257 | Vf=4078.97712796 258 | within class variance=4031.61245921 259 | between class variance=106.898660403 260 | 261 | T=27 262 | Wb=0.0136595744681 263 | Mb=21.3411214953 264 | Vb=17.959960113 265 | Wf=0.986340425532 266 | Mf=117.040661806 267 | Vf=4070.47569681 268 | within class variance=4015.12005632 269 | between class variance=123.391063292 270 | 271 | T=28 272 | Wb=0.0153404255319 273 | Mb=21.9611650485 274 | Vb=19.1163836635 275 | Wf=0.984659574468 276 | Mf=117.194364615 277 | Vf=4063.56102531 278 | within class variance=4001.51752347 279 | between class variance=136.993596143 280 | 281 | T=29 282 | Wb=0.0175106382979 283 | Mb=22.7095990279 284 | Vb=20.7066757809 285 | Wf=0.982489361702 286 | Mf=117.391385322 287 | Vf=4054.92503829 288 | within class variance=3984.28329973 289 | between class variance=154.22781988 290 | 291 | T=30 292 | Wb=0.0197021276596 293 | Mb=23.409287257 294 | Vb=22.3152053235 295 | Wf=0.98029787234 296 | Mf=117.588987281 297 | Vf=4046.48460416 298 | within class variance=3967.19990494 299 | between class variance=171.311214667 300 | 301 | T=31 302 | Wb=0.0219574468085 303 | Mb=24.0862403101 304 | Vb=24.0264773376 305 | Wf=0.978042553191 306 | Mf=117.790963279 307 | Vf=4038.08393592 308 | within class variance=3949.94548278 309 | between class variance=188.565636827 310 | 311 | T=32 312 | Wb=0.0243617021277 313 | Mb=24.768558952 314 | Vb=25.9071337312 315 | Wf=0.975638297872 316 | Mf=118.004841348 317 | Vf=4029.42651674 318 | within class variance=3931.89397007 319 | between class variance=206.617149538 320 | 321 | T=33 322 | Wb=0.0273404255319 323 | Mb=25.5564202335 324 | Vb=28.1612136444 325 | Wf=0.972659574468 326 | Mf=118.268227059 327 | Vf=4019.0446243 328 | within class variance=3909.9321736 329 | between class variance=228.578946006 330 | 331 | T=34 332 | Wb=0.0308723404255 333 | Mb=26.4079944866 334 | Vb=30.5530442894 335 | Wf=0.969127659574 336 | Mf=118.578980878 337 | Vf=4007.09774345 338 | within class variance=3884.33250178 339 | between class variance=254.178617831 340 | 341 | T=35 342 | Wb=0.0343191489362 343 | Mb=27.1704897706 344 | Vb=32.6919499771 345 | Wf=0.965680851064 346 | Mf=118.880868971 347 | Vf=3995.77576968 348 | within class variance=3859.76610583 349 | between class variance=278.745013782 350 | 351 | T=36 352 | Wb=0.0382553191489 353 | Mb=27.9760845384 354 | Vb=34.9866360596 355 | Wf=0.961744680851 356 | Mf=119.224171497 357 | Vf=3983.21506726 358 | within class variance=3832.17432855 359 | between class variance=306.336791059 360 | 361 | T=37 362 | Wb=0.0420212765957 363 | Mb=28.6951898734 364 | Vb=37.104052812 365 | Wf=0.957978723404 366 | Mf=119.551338145 367 | Vf=3971.53846934 368 | within class variance=3806.20851247 369 | between class variance=332.302607137 370 | 371 | T=38 372 | Wb=0.0463617021277 373 | Mb=29.4726938963 374 | Vb=39.4828477682 375 | Wf=0.953638297872 376 | Mf=119.927065438 377 | Vf=3958.45671843 378 | within class variance=3776.7664192 379 | between class variance=361.744700413 380 | 381 | T=39 382 | Wb=0.0513829787234 383 | Mb=30.3060041408 384 | Vb=42.0359680911 385 | Wf=0.948617021277 386 | Mf=120.360726702 387 | Vf=3943.69320248 388 | within class variance=3743.21443182 389 | between class variance=395.296687792 390 | 391 | T=40 392 | Wb=0.0564468085106 393 | Mb=31.0859404448 394 | Vb=44.4373937349 395 | Wf=0.943553191489 396 | Mf=120.797370735 397 | Vf=3929.14174969 398 | within class variance=3709.86258679 399 | between class variance=428.648532822 400 | 401 | T=41 402 | Wb=0.0613829787234 403 | Mb=31.8027729636 404 | Vb=46.7399576486 405 | Wf=0.938617021277 406 | Mf=121.22228267 407 | Vf=3915.29271894 408 | within class variance=3677.82942711 409 | between class variance=460.681692504 410 | 411 | T=42 412 | Wb=0.0664680851064 413 | Mb=32.5064020487 414 | Vb=49.1404839818 415 | Wf=0.933531914894 416 | Mf=121.659267025 417 | Vf=3901.37314345 418 | within class variance=3645.32261519 419 | between class variance=493.188504418 420 | 421 | T=43 422 | Wb=0.0724042553191 423 | Mb=33.2847487511 424 | Vb=51.8951156216 425 | Wf=0.927595744681 426 | Mf=122.169048329 427 | Vf=3885.47138826 428 | within class variance=3607.90415303 429 | between class variance=530.606966582 430 | 431 | T=44 432 | Wb=0.0792765957447 433 | Mb=34.1269457864 434 | Vb=54.86928466 435 | Wf=0.920723404255 436 | Mf=122.759971345 437 | Vf=3867.340801 438 | within class variance=3565.10103781 439 | between class variance=573.4100818 440 | 441 | T=45 442 | Wb=0.0857446808511 443 | Mb=34.8717121588 444 | Vb=57.5287035201 445 | Wf=0.914255319149 446 | Mf=123.317174773 447 | Vf=3850.50528799 448 | within class variance=3525.27772128 449 | between class variance=613.233398328 450 | 451 | T=46 452 | Wb=0.0917021276596 453 | Mb=35.5296983759 454 | Vb=60.0226678905 455 | Wf=0.90829787234 456 | Mf=123.830850316 457 | Vf=3835.26693769 458 | within class variance=3489.06900572 459 | between class variance=649.442113891 460 | 461 | T=47 462 | Wb=0.0989574468085 463 | Mb=36.2973554074 464 | Vb=63.0702553153 465 | Wf=0.901042553191 466 | Mf=124.457555078 467 | Vf=3816.97931369 468 | within class variance=3445.50205772 469 | between class variance=693.009061891 470 | 471 | T=48 472 | Wb=0.104936170213 473 | Mb=36.9071370641 474 | Vb=65.6312791515 475 | Wf=0.895063829787 476 | Mf=124.974945327 477 | Vf=3802.13196711 478 | within class variance=3410.03789492 479 | between class variance=728.473224691 480 | 481 | T=49 482 | Wb=0.112063829787 483 | Mb=37.6126827416 484 | Vb=68.7856223263 485 | Wf=0.887936170213 486 | Mf=125.592840198 487 | Vf=3784.70830136 488 | within class variance=3368.28777475 489 | between class variance=770.223344855 490 | 491 | T=50 492 | Wb=0.119127659574 493 | Mb=38.2879085551 494 | Vb=71.9399698891 495 | Wf=0.880872340426 496 | Mf=126.207048139 497 | Vf=3767.63718711 498 | within class variance=3327.37742712 499 | between class variance=811.133692486 500 | 501 | T=51 502 | Wb=0.127063829787 503 | Mb=39.0194239786 504 | Vb=75.4791940419 505 | Wf=0.872936170213 506 | Mf=126.899873257 507 | Vf=3748.61194012 508 | within class variance=3281.88962609 509 | between class variance=856.62149352 510 | 511 | T=52 512 | Wb=0.134638297872 513 | Mb=39.693426043 514 | Vb=78.853547175 515 | Wf=0.865361702128 516 | Mf=127.564221086 517 | Vf=3730.55808061 518 | within class variance=3238.89879789 519 | between class variance=899.612321714 520 | 521 | T=53 522 | Wb=0.142553191489 523 | Mb=40.3767164179 524 | Vb=82.4174877256 525 | Wf=0.857446808511 526 | Mf=128.261736973 527 | Vf=3711.80022825 528 | within class variance=3194.42013545 529 | between class variance=944.090984158 530 | 531 | T=54 532 | Wb=0.150617021277 533 | Mb=41.0525497952 534 | Vb=86.0794535211 535 | Wf=0.849382978723 536 | Mf=128.9762531 537 | Vf=3692.75287412 538 | within class variance=3149.5264668 539 | between class variance=988.984652813 540 | 541 | T=55 542 | Wb=0.159042553191 543 | Mb=41.7384615385 544 | Vb=89.9295909442 545 | Wf=0.840957446809 546 | Mf=129.72743833 547 | Vf=3672.86514088 548 | within class variance=3103.02592309 549 | between class variance=1035.48519651 550 | 551 | T=56 552 | Wb=0.166957446809 553 | Mb=42.3671466803 554 | Vb=93.6084172823 555 | Wf=0.833042553191 556 | Mf=130.437437744 557 | Vf=3654.20118519 558 | within class variance=3059.73370754 559 | between class variance=1078.77741207 560 | 561 | T=57 562 | Wb=0.175531914894 563 | Mb=43.0330909091 564 | Vb=97.6710262039 565 | Wf=0.824468085106 566 | Mf=131.211587097 567 | Vf=3633.97987606 568 | within class variance=3013.24481199 569 | between class variance=1125.26630762 570 | 571 | T=58 572 | Wb=0.184170212766 573 | Mb=43.6881931608 574 | Vb=101.81047058 575 | Wf=0.815829787234 576 | Mf=131.99736595 577 | Vf=3613.5264118 578 | within class variance=2966.77293973 579 | between class variance=1171.73817988 580 | 581 | T=59 582 | Wb=0.192659574468 583 | Mb=44.318829376 584 | Vb=105.95213027 585 | Wf=0.807340425532 586 | Mf=132.775464488 587 | Vf=3593.34075524 588 | within class variance=2921.46194675 589 | between class variance=1217.04917286 590 | 591 | T=60 592 | Wb=0.201617021277 593 | Mb=44.9710848459 594 | Vb=110.395322631 595 | Wf=0.798382978723 596 | Mf=133.603187293 597 | Vf=3571.90543276 598 | within class variance=2874.00607524 599 | between class variance=1264.50504437 600 | 601 | T=61 602 | Wb=0.21085106383 603 | Mb=45.6292633703 604 | Vb=115.019163837 605 | Wf=0.78914893617 606 | Mf=134.464437854 607 | Vf=3549.56871376 608 | within class variance=2825.39028739 609 | between class variance=1313.12083222 610 | 611 | T=62 612 | Wb=0.220595744681 613 | Mb=46.3082561728 614 | Vb=119.913851589 615 | Wf=0.779404255319 616 | Mf=135.382943874 617 | Vf=3525.62683073 618 | within class variance=2774.34103993 619 | between class variance=1364.17007968 620 | 621 | T=63 622 | Wb=0.22929787234 623 | Mb=46.9037765612 624 | Vb=124.353086786 625 | Wf=0.77070212766 626 | Mf=136.211523065 627 | Vf=3503.94515392 628 | within class variance=2729.01188354 629 | between class variance=1409.49923606 630 | 631 | T=64 632 | Wb=0.238255319149 633 | Mb=47.5089301661 634 | Vb=129.052384978 635 | Wf=0.761744680851 636 | Mf=137.072426121 637 | Vf=3481.37928605 638 | within class variance=2682.66957034 639 | between class variance=1455.84154927 640 | 641 | T=65 642 | Wb=0.247680851064 643 | Mb=48.1365003007 644 | Vb=134.096735763 645 | Wf=0.752319148936 646 | Mf=137.987923867 647 | Vf=3457.26043846 648 | within class variance=2634.17642435 649 | between class variance=1504.33469526 650 | 651 | T=66 652 | Wb=0.256361702128 653 | Mb=48.7075275957 654 | Vb=138.859434579 655 | Wf=0.743638297872 656 | Mf=138.839947355 657 | Vf=3434.70534936 658 | within class variance=2589.7766807 659 | between class variance=1548.73443891 660 | 661 | T=67 662 | Wb=0.264531914894 663 | Mb=49.2416150567 664 | Vb=143.521128317 665 | Wf=0.735468085106 666 | Mf=139.649116209 667 | Vf=3413.26644286 668 | within class variance=2548.31445359 669 | between class variance=1590.19666602 670 | 671 | T=68 672 | Wb=0.273170212766 673 | Mb=49.8031778176 674 | Vb=148.639740661 675 | Wf=0.726829787234 676 | Mf=140.512543544 677 | Vf=3390.36002679 678 | within class variance=2504.8186065 679 | between class variance=1633.69251311 680 | 681 | T=69 682 | Wb=0.282361702128 683 | Mb=50.3955240751 684 | Vb=154.229138281 685 | Wf=0.717638297872 686 | Mf=141.441281983 687 | Vf=3365.57591269 688 | within class variance=2458.81457134 689 | between class variance=1679.69654827 690 | 691 | T=70 692 | Wb=0.290659574468 693 | Mb=50.9266525145 694 | Vb=159.425408522 695 | Wf=0.709340425532 696 | Mf=142.288700921 697 | Vf=3342.84022477 698 | within class variance=2417.55022892 699 | between class variance=1720.96089068 700 | 701 | T=71 702 | Wb=0.29929787234 703 | Mb=51.4771450913 704 | Vb=165.02078639 705 | Wf=0.70070212766 706 | Mf=143.179880363 707 | Vf=3318.83455466 708 | within class variance=2374.90480406 709 | between class variance=1763.60631555 710 | 711 | T=72 712 | Wb=0.307872340426 713 | Mb=52.0208707671 714 | Vb=170.744277611 715 | Wf=0.692127659574 716 | Mf=144.07408546 717 | Vf=3294.60693065 718 | within class variance=2332.85602449 719 | between class variance=1805.65509512 720 | 721 | T=73 722 | Wb=0.316808510638 723 | Mb=52.5844190732 724 | Vb=176.869737087 725 | Wf=0.683191489362 726 | Mf=145.016817191 727 | Vf=3268.86524194 728 | within class variance=2289.29475115 729 | between class variance=1849.21636846 730 | 731 | T=74 732 | Wb=0.32485106383 733 | Mb=53.0898611475 734 | Vb=182.554277607 735 | Wf=0.67514893617 736 | Mf=145.874700618 737 | Vf=3245.28683378 738 | within class variance=2250.35490468 739 | between class variance=1888.15621492 740 | 741 | T=75 742 | Wb=0.333106382979 743 | Mb=53.608073582 744 | Vb=188.597415655 745 | Wf=0.666893617021 746 | Mf=146.764420623 747 | Vf=3220.71951512 748 | within class variance=2210.70028982 749 | between class variance=1927.81082979 750 | 751 | T=76 752 | Wb=0.341382978723 753 | Mb=54.126706139 754 | Vb=194.850570671 755 | Wf=0.658617021277 756 | Mf=147.666257471 757 | Vf=3195.65999373 758 | within class variance=2171.23473431 759 | between class variance=1967.2763853 760 | 761 | T=77 762 | Wb=0.349468085106 763 | Mb=54.6327549467 764 | Vb=201.155481147 765 | Wf=0.650531914894 766 | Mf=148.556958299 767 | Vf=3170.75056605 768 | within class variance=2132.97185819 769 | between class variance=2005.53926142 770 | 771 | T=78 772 | Wb=0.356978723404 773 | Mb=55.1033496245 774 | Vb=207.227726293 775 | Wf=0.643021276596 776 | Mf=149.392760241 777 | Vf=3147.2796617 778 | within class variance=2097.74367506 779 | between class variance=2040.76744455 780 | 781 | T=79 782 | Wb=0.364404255319 783 | Mb=55.5699188416 784 | Vb=213.470194558 785 | Wf=0.635595744681 786 | Mf=150.226826901 787 | Vf=3123.80668232 788 | within class variance=2063.26768177 789 | between class variance=2075.24343784 790 | 791 | T=80 792 | Wb=0.372510638298 793 | Mb=56.079792095 794 | Vb=220.511168063 795 | Wf=0.627489361702 796 | Mf=151.146989014 797 | Vf=3097.77545784 798 | within class variance=2025.9639007 799 | between class variance=2112.54721891 800 | 801 | T=81 802 | Wb=0.379829787234 803 | Mb=56.5407237284 804 | Vb=227.075139696 805 | Wf=0.620170212766 806 | Mf=151.986654316 807 | Vf=3073.89020888 808 | within class variance=1992.58504686 809 | between class variance=2145.92607275 810 | 811 | T=82 812 | Wb=0.386510638298 813 | Mb=56.9635032478 814 | Vb=233.312275826 815 | Wf=0.613489361702 816 | Mf=152.759693417 817 | Vf=3051.8915834 818 | within class variance=1962.48069613 819 | between class variance=2176.03042347 820 | 821 | T=83 822 | Wb=0.392680851064 823 | Mb=57.3569029042 824 | Vb=239.340814942 825 | Wf=0.607319148936 826 | Mf=153.478594451 827 | Vf=3031.51201378 828 | within class variance=1935.0798511 829 | between class variance=2203.43126851 830 | 831 | T=84 832 | Wb=0.39885106383 833 | Mb=57.7536007682 834 | Vb=245.653413099 835 | Wf=0.60114893617 836 | Mf=154.201989099 837 | Vf=3011.12041651 838 | within class variance=1908.11096022 839 | between class variance=2230.40015939 840 | 841 | T=85 842 | Wb=0.405255319149 843 | Mb=58.1683729721 844 | Vb=252.485589745 845 | Wf=0.594744680851 846 | Mf=154.957929381 847 | Vf=2989.90442976 848 | within class variance=1880.5508841 849 | between class variance=2257.96023551 850 | 851 | T=86 852 | Wb=0.411617021277 853 | Mb=58.5830662669 854 | Vb=259.538251448 855 | Wf=0.588382978723 856 | Mf=155.714327041 857 | Vf=2968.74366036 858 | within class variance=1853.58859992 859 | between class variance=2284.92251969 860 | 861 | T=87 862 | Wb=0.417510638298 863 | Mb=58.9700861234 864 | Vb=266.335699972 865 | Wf=0.582489361702 866 | Mf=156.419695365 867 | Vf=2949.10953356 868 | within class variance=1829.02291789 869 | between class variance=2309.48820172 870 | 871 | T=88 872 | Wb=0.423659574468 873 | Mb=59.3769083969 874 | Vb=273.707829574 875 | Wf=0.576340425532 876 | Mf=157.160329297 877 | Vf=2928.61025878 878 | within class variance=1803.83542537 879 | between class variance=2334.67569424 880 | 881 | T=89 882 | Wb=0.430617021277 883 | Mb=59.8393695341 884 | Vb=282.308749956 885 | Wf=0.569382978723 886 | Mf=158.005418333 887 | Vf=2905.23493944 888 | within class variance=1775.7582767 889 | between class variance=2362.75284291 890 | 891 | T=90 892 | Wb=0.436787234043 893 | Mb=60.2513030347 894 | Vb=290.163306914 895 | Wf=0.563212765957 896 | Mf=158.761399267 897 | Vf=2884.32461931 898 | within class variance=1751.22807501 899 | between class variance=2387.2830446 900 | 901 | T=91 902 | Wb=0.442531914894 903 | Mb=60.6374825713 904 | Vb=297.735786268 905 | Wf=0.557468085106 906 | Mf=159.469982062 907 | Vf=2864.82220682 908 | within class variance=1728.80453744 909 | between class variance=2409.70658217 910 | 911 | T=92 912 | Wb=0.447957446809 913 | Mb=61.0052246604 914 | Vb=305.160037299 915 | Wf=0.552042553191 916 | Mf=160.142912202 917 | Vf=2846.44962929 918 | within class variance=1708.06003206 919 | between class variance=2430.45108755 920 | 921 | T=93 922 | Wb=0.454425531915 923 | Mb=61.4463901114 924 | Vb=314.295726036 925 | Wf=0.545574468085 926 | Mf=160.95078387 927 | Vf=2824.49246897 928 | within class variance=1683.79497885 929 | between class variance=2454.71614076 930 | 931 | T=94 932 | Wb=0.459787234043 933 | Mb=61.8143452106 934 | Vb=322.105560064 935 | Wf=0.540212765957 936 | Mf=161.625206774 937 | Vf=2806.24361826 938 | within class variance=1664.0686515 939 | between class variance=2474.44246811 940 | 941 | T=95 942 | Wb=0.466127659574 943 | Mb=62.252145335 944 | Vb=331.623386396 945 | Wf=0.533872340426 946 | Mf=162.428343695 947 | Vf=2784.61406671 948 | within class variance=1641.20726194 949 | between class variance=2497.30385767 950 | 951 | T=96 952 | Wb=0.471787234043 953 | Mb=62.6449896275 954 | Vb=340.355703001 955 | Wf=0.528212765957 956 | Mf=163.150809635 957 | Vf=2765.21337987 958 | within class variance=1621.19648355 959 | between class variance=2517.31463605 960 | 961 | T=97 962 | Wb=0.477361702128 963 | Mb=63.034498128 964 | Vb=349.221487718 965 | Wf=0.522638297872 966 | Mf=163.867041199 967 | Vf=2746.09867109 968 | within class variance=1601.92129904 969 | between class variance=2536.58982057 970 | 971 | T=98 972 | Wb=0.482446808511 973 | Mb=63.3925027563 974 | Vb=357.572248091 975 | Wf=0.517553191489 976 | Mf=164.524028777 977 | Vf=2728.71741851 978 | within class variance=1584.76599852 979 | between class variance=2553.74512108 980 | 981 | T=99 982 | Wb=0.488063829787 983 | Mb=63.7907929727 984 | Vb=367.082218731 985 | Wf=0.511936170213 986 | Mf=165.253937908 987 | Vf=2709.56794977 988 | within class variance=1566.28539266 989 | between class variance=2572.22572695 990 | 991 | T=100 992 | Wb=0.493829787234 993 | Mb=64.2018957346 994 | Vb=377.101762886 995 | Wf=0.506170212766 996 | Mf=166.0086591 997 | Vf=2689.86070686 998 | within class variance=1547.75144963 999 | between class variance=2590.75966997 1000 | 1001 | T=101 1002 | Wb=0.499106382979 1003 | Mb=64.5803563816 1004 | Vb=386.519951753 1005 | Wf=0.500893617021 1006 | Mf=166.70401835 1007 | Vf=2671.81342281 1008 | within class variance=1531.20886443 1009 | between class variance=2607.30225518 1010 | 1011 | T=102 1012 | Wb=0.50485106383 1013 | Mb=64.9947741065 1014 | Vb=397.042959878 1015 | Wf=0.49514893617 1016 | Mf=167.466311447 1017 | Vf=2652.14479152 1018 | within class variance=1513.65423277 1019 | between class variance=2624.85688684 1020 | 1021 | T=103 1022 | Wb=0.510021276596 1023 | Mb=65.3699053022 1024 | Vb=406.759127683 1025 | Wf=0.489978723404 1026 | Mf=168.157106257 1027 | Vf=2634.42900645 1028 | within class variance=1498.26997105 1029 | between class variance=2640.24114856 1030 | 1031 | T=104 1032 | Wb=0.515361702128 1033 | Mb=65.7598464206 1034 | Vb=417.065561334 1035 | Wf=0.484638297872 1036 | Mf=168.87509878 1037 | Vf=2616.16101747 1038 | within class variance=1482.83144006 1039 | between class variance=2655.67967955 1040 | 1041 | T=105 1042 | Wb=0.520574468085 1043 | Mb=66.1427637226 1044 | Vb=427.385471301 1045 | Wf=0.479425531915 1046 | Mf=169.58048196 1047 | Vf=2598.34701531 1048 | within class variance=1468.1998643 1049 | between class variance=2670.3112553 1050 | 1051 | T=106 1052 | Wb=0.525765957447 1053 | Mb=66.5264457124 1054 | Vb=437.927015003 1055 | Wf=0.474234042553 1056 | Mf=170.287451209 1057 | Vf=2580.63516982 1058 | within class variance=1454.07216527 1059 | between class variance=2684.43895434 1060 | 1061 | T=107 1062 | Wb=0.531489361702 1063 | Mb=66.951521217 1064 | Vb=449.809699447 1065 | Wf=0.468510638298 1066 | Mf=171.072797457 1067 | Vf=2561.05596302 1068 | within class variance=1438.951034 1069 | between class variance=2699.56008561 1070 | 1071 | T=108 1072 | Wb=0.537063829787 1073 | Mb=67.3672054512 1074 | Vb=461.615615746 1075 | Wf=0.462936170213 1076 | Mf=171.844333119 1077 | Vf=2541.86532569 1078 | within class variance=1424.63844955 1079 | between class variance=2713.87267006 1080 | 1081 | T=109 1082 | Wb=0.543042553191 1083 | Mb=67.814559417 1084 | Vb=474.510492878 1085 | Wf=0.456957446809 1086 | Mf=172.679657308 1087 | Vf=2521.09400951 1088 | within class variance=1409.71207132 1089 | between class variance=2728.79904829 1090 | 1091 | T=110 1092 | Wb=0.548787234043 1093 | Mb=68.2456868143 1094 | Vb=487.113638687 1095 | Wf=0.451212765957 1096 | Mf=173.490404112 1097 | Vf=2500.90629496 1098 | within class variance=1395.76259319 1099 | between class variance=2742.74852642 1100 | 1101 | T=111 1102 | Wb=0.55429787234 1103 | Mb=68.660793797 1104 | Vb=499.431116029 1105 | Wf=0.44570212766 1106 | Mf=174.275396219 1107 | Vf=2481.37169368 1108 | within class variance=1382.78624838 1109 | between class variance=2755.72487123 1110 | 1111 | T=112 1112 | Wb=0.560425531915 1113 | Mb=69.1237281701 1114 | Vb=513.356331431 1115 | Wf=0.439574468085 1116 | Mf=175.157454017 1117 | Vf=2459.37138442 1118 | within class variance=1368.77486323 1119 | between class variance=2769.73625638 1120 | 1121 | T=113 1122 | Wb=0.566468085106 1123 | Mb=69.5810922476 1124 | Vb=527.281209504 1125 | Wf=0.433531914894 1126 | Mf=176.037740479 1127 | Vf=2437.27846376 1128 | within class variance=1355.32597658 1129 | between class variance=2783.18514303 1130 | 1131 | T=114 1132 | Wb=0.573234042553 1133 | Mb=70.0935713755 1134 | Vb=543.046288567 1135 | Wf=0.426765957447 1136 | Mf=177.037142287 1137 | Vf=2411.92029759 1138 | within class variance=1340.61809437 1139 | between class variance=2797.89302524 1140 | 1141 | T=115 1142 | Wb=0.580191489362 1143 | Mb=70.6200814111 1144 | Vb=559.374236071 1145 | Wf=0.419808510638 1146 | Mf=178.081850895 1147 | Vf=2384.94596375 1148 | within class variance=1325.76478413 1149 | between class variance=2812.74633548 1150 | 1151 | T=116 1152 | Wb=0.587042553191 1153 | Mb=71.1380160197 1154 | Vb=575.563714073 1155 | Wf=0.412957446809 1156 | Mf=179.128394044 1157 | Vf=2357.39966212 1158 | within class variance=1311.38613781 1159 | between class variance=2827.1249818 1160 | 1161 | T=117 1162 | Wb=0.59429787234 1163 | Mb=71.6857009881 1164 | Vb=592.807381103 1165 | Wf=0.40570212766 1166 | Mf=180.257342144 1167 | Vf=2327.01469594 1168 | within class variance=1296.37897853 1169 | between class variance=2842.13214108 1170 | 1171 | T=118 1172 | Wb=0.601829787234 1173 | Mb=72.2528105777 1174 | Vb=610.764942076 1175 | Wf=0.398170212766 1176 | Mf=181.453938228 1177 | Vf=2293.90791892 1178 | within class variance=1280.94233928 1179 | between class variance=2857.56878033 1180 | 1181 | T=119 1182 | Wb=0.609638297872 1183 | Mb=72.8387603392 1184 | Vb=629.404218503 1185 | Wf=0.390361702128 1186 | Mf=182.723224505 1187 | Vf=2257.64127836 1188 | within class variance=1265.00560866 1189 | between class variance=2873.50551095 1190 | 1191 | T=120 1192 | Wb=0.617255319149 1193 | Mb=73.408396815 1194 | Vb=647.607918187 1195 | Wf=0.382744680851 1196 | Mf=183.991383623 1197 | Vf=2220.15129604 1198 | within class variance=1249.49053147 1199 | between class variance=2889.02058814 1200 | 1201 | T=121 1202 | Wb=0.623914893617 1203 | Mb=73.9057086346 1204 | Vb=663.618683821 1205 | Wf=0.376085106383 1206 | Mf=185.124519122 1207 | Vf=2185.67000076 1208 | within class variance=1236.03951527 1209 | between class variance=2902.47160434 1210 | 1211 | T=122 1212 | Wb=0.631489361702 1213 | Mb=74.4705862534 1214 | Vb=681.942261516 1215 | Wf=0.368510638298 1216 | Mf=186.442551963 1217 | Vf=2144.3394249 1218 | within class variance=1220.85117364 1219 | between class variance=2917.65994597 1220 | 1221 | T=123 1222 | Wb=0.639425531915 1223 | Mb=75.0604931288 1224 | Vb=701.168336722 1225 | Wf=0.360574468085 1226 | Mf=187.860919337 1227 | Vf=2098.12091738 1228 | within class variance=1204.87377043 1229 | between class variance=2933.63734918 1230 | 1231 | T=124 1232 | Wb=0.646574468085 1233 | Mb=75.5905426306 1234 | Vb=718.545135475 1235 | Wf=0.353425531915 1236 | Mf=189.172897478 1237 | Vf=2053.74338923 1238 | within class variance=1190.43828852 1239 | between class variance=2948.07283109 1240 | 1241 | T=125 1242 | Wb=0.653808510638 1243 | Mb=76.126167464 1244 | Vb=736.237230263 1245 | Wf=0.346191489362 1246 | Mf=190.534755086 1247 | Vf=2006.04769811 1248 | within class variance=1175.83480733 1249 | between class variance=2962.67631227 1250 | 1251 | T=126 1252 | Wb=0.660595744681 1253 | Mb=76.628317444 1254 | Vb=752.962663724 1255 | Wf=0.339404255319 1256 | Mf=191.845285858 1257 | Vf=1958.5608178 1258 | within class variance=1162.14780742 1259 | between class variance=2976.36331219 1260 | 1261 | T=127 1262 | Wb=0.667170212766 1263 | Mb=77.114838792 1264 | Vb=769.326449134 1265 | Wf=0.332829787234 1266 | Mf=193.145943873 1267 | Vf=1909.91483796 1268 | within class variance=1148.94823991 1269 | between class variance=2989.5628797 1270 | 1271 | T=128 1272 | Wb=0.673404255319 1273 | Mb=77.5766508689 1274 | Vb=785.028706003 1275 | Wf=0.326595744681 1276 | Mf=194.408534202 1277 | Vf=1861.26182945 1278 | within class variance=1136.5218644 1279 | between class variance=3001.9892552 1280 | 1281 | T=129 1282 | Wb=0.678638297872 1283 | Mb=77.9655442689 1284 | Vb=798.432190029 1285 | Wf=0.321361702128 1286 | Mf=195.490135064 1287 | Vf=1818.57895459 1288 | within class variance=1126.26829071 1289 | between class variance=3012.2428289 1290 | 1291 | T=130 1292 | Wb=0.684872340426 1293 | Mb=78.4300848116 1294 | Vb=814.656246105 1295 | Wf=0.315127659574 1296 | Mf=196.805482412 1297 | Vf=1765.36740226 1298 | within class variance=1114.25162767 1299 | between class variance=3024.25949193 1300 | 1301 | T=131 1302 | Wb=0.689446808511 1303 | Mb=78.7722503395 1304 | Vb=826.779385493 1305 | Wf=0.310553191489 1306 | Mf=197.789531378 1307 | Vf=1724.66315706 1308 | within class variance=1105.62005634 1309 | between class variance=3032.89106327 1310 | 1311 | T=132 1312 | Wb=0.694468085106 1313 | Mb=79.149877451 1314 | Vb=840.381458318 1315 | Wf=0.305531914894 1316 | Mf=198.88718663 1317 | Vf=1678.49047649 1318 | within class variance=1096.45051153 1319 | between class variance=3042.06060808 1320 | 1321 | T=133 1322 | Wb=0.698659574468 1323 | Mb=79.466942778 1324 | Vb=851.996143569 1325 | Wf=0.301340425532 1326 | Mf=199.817552778 1327 | Vf=1638.74225492 1328 | within class variance=1089.07455155 1329 | between class variance=3049.43656806 1330 | 1331 | T=134 1332 | Wb=0.703063829787 1333 | Mb=79.8022939111 1334 | Vb=864.498831441 1335 | Wf=0.296936170213 1336 | Mf=200.808612783 1337 | Vf=1595.84621702 1338 | within class variance=1081.66232321 1339 | between class variance=3056.8487964 1340 | 1341 | T=135 1342 | Wb=0.706659574468 1343 | Mb=80.0780718393 1344 | Vb=874.970420008 1345 | Wf=0.293340425532 1346 | Mf=201.62754769 1347 | Vf=1560.02541941 1348 | within class variance=1075.92474504 1349 | between class variance=3062.58637456 1350 | 1351 | T=136 1352 | Wb=0.709531914894 1353 | Mb=80.3004078206 1354 | Vb=883.590035818 1355 | Wf=0.290468085106 1356 | Mf=202.286404922 1357 | Vf=1531.1198474 1358 | within class variance=1071.67678024 1359 | between class variance=3066.83433937 1360 | 1361 | T=137 1362 | Wb=0.712680851064 1363 | Mb=80.5465130165 1364 | Vb=893.333339286 1365 | Wf=0.287319148936 1366 | Mf=203.012885071 1367 | Vf=1499.21695483 1368 | within class variance=1067.41530406 1369 | between class variance=3071.09581555 1370 | 1371 | T=138 1372 | Wb=0.715659574468 1373 | Mb=80.7814841242 1374 | Vb=902.824827813 1375 | Wf=0.284340425532 1376 | Mf=203.704429811 1377 | Vf=1468.79351225 1378 | within class variance=1063.75260438 1379 | between class variance=3074.75851522 1380 | 1381 | T=139 1382 | Wb=0.718936170213 1383 | Mb=81.042261024 1384 | Vb=913.56341081 1385 | Wf=0.281063829787 1386 | Mf=204.470401211 1387 | Vf=1435.00203837 1388 | within class variance=1060.12094847 1389 | between class variance=3078.39017114 1390 | 1391 | T=140 1392 | Wb=0.721638297872 1393 | Mb=81.2592800071 1394 | Vb=922.673464387 1395 | Wf=0.278361702128 1396 | Mf=205.105939005 1397 | Vf=1406.91914458 1398 | within class variance=1057.46891617 1399 | between class variance=3081.04220344 1400 | 1401 | T=141 1402 | Wb=0.72485106383 1403 | Mb=81.5196371962 1404 | Vb=933.809670738 1405 | Wf=0.27514893617 1406 | Mf=205.866145994 1407 | Vf=1373.27507723 1408 | within class variance=1054.72810982 1409 | between class variance=3083.78300979 1410 | 1411 | T=142 1412 | Wb=0.727914893617 1413 | Mb=81.7699929849 1414 | Vb=944.707794774 1415 | Wf=0.272085106383 1416 | Mf=206.596574914 1417 | Vf=1340.82528386 1418 | within class variance=1052.48546393 1419 | between class variance=3086.02565568 1420 | 1421 | T=143 1422 | Wb=0.730978723404 1423 | Mb=82.0224414949 1424 | Vb=955.889384608 1425 | Wf=0.269021276596 1426 | Mf=207.332252452 1427 | Vf=1308.03220559 1428 | within class variance=1050.62329585 1429 | between class variance=3087.88782376 1430 | 1431 | T=144 1432 | Wb=0.73370212766 1433 | Mb=82.2487820438 1434 | Vb=966.091714965 1435 | Wf=0.26629787234 1436 | Mf=207.990172579 1437 | Vf=1278.65099003 1438 | within class variance=1049.3255849 1439 | between class variance=3089.18553471 1440 | 1441 | T=145 1442 | Wb=0.73685106383 1443 | Mb=82.5126761377 1444 | Vb=978.189259505 1445 | Wf=0.26314893617 1446 | Mf=208.755902329 1447 | Vf=1244.36627338 1448 | within class variance=1048.23345754 1449 | between class variance=3090.27766207 1450 | 1451 | T=146 1452 | Wb=0.74 1453 | Mb=82.7785796435 1454 | Vb=990.571645826 1455 | Wf=0.26 1456 | Mf=209.52806874 1457 | Vf=1209.61075061 1458 | within class variance=1047.52181307 1459 | between class variance=3090.98930654 1460 | 1461 | T=147 1462 | Wb=0.742446808511 1463 | Mb=82.9869322252 1464 | Vb=1000.43605219 1465 | Wf=0.257553191489 1466 | Mf=210.131598513 1467 | Vf=1182.39697345 1468 | within class variance=1047.30066818 1469 | between class variance=3091.21045142 1470 | 1471 | T=148 1472 | Wb=0.745404255319 1473 | Mb=83.2409088314 1474 | Vb=1012.66006535 1475 | Wf=0.254595744681 1476 | Mf=210.864950694 1477 | Vf=1149.29648674 1478 | within class variance=1047.4471168 1479 | between class variance=3091.0640028 1480 | 1481 | T=149 1482 | Wb=0.748510638298 1483 | Mb=83.5096645821 1484 | Vb=1025.78958823 1485 | Wf=0.251489361702 1486 | Mf=211.641455161 1487 | Vf=1114.07466049 1488 | within class variance=1047.9923447 1489 | between class variance=3090.51877491 1490 | 1491 | T=150 1492 | Wb=0.751340425532 1493 | Mb=83.7563220344 1494 | Vb=1038.01897746 1495 | Wf=0.248659574468 1496 | Mf=212.354325319 1497 | Vf=1081.58960716 1498 | within class variance=1048.8532317 1499 | between class variance=3089.65788791 1500 | 1501 | T=151 1502 | Wb=0.75429787234 1503 | Mb=84.0160498702 1504 | Vb=1051.08698713 1505 | Wf=0.24570212766 1506 | Mf=213.104866644 1507 | Vf=1047.24558421 1508 | within class variance=1050.14314626 1509 | between class variance=3088.36797335 1510 | 1511 | T=152 1512 | Wb=0.757191489362 1513 | Mb=84.2720298977 1514 | Vb=1064.1512723 1515 | Wf=0.242808510638 1516 | Mf=213.844987732 1517 | Vf=1013.21300239 1518 | within class variance=1051.78302685 1519 | between class variance=3086.72809276 1520 | 1521 | T=153 1522 | Wb=0.759659574468 1523 | Mb=84.4920737172 1524 | Vb=1075.54861519 1525 | Wf=0.240340425532 1526 | Mf=214.480081445 1527 | Vf=983.937103251 1528 | within class variance=1053.53066543 1529 | between class variance=3084.98045418 1530 | 1531 | T=154 1532 | Wb=0.762446808511 1533 | Mb=84.7425143017 1534 | Vb=1088.71123704 1535 | Wf=0.237553191489 1536 | Mf=215.20143305 1537 | Vf=950.612626697 1538 | within class variance=1055.90547142 1539 | between class variance=3082.60564819 1540 | 1541 | T=155 1542 | Wb=0.765191489362 1543 | Mb=84.9909353798 1544 | Vb=1101.94942289 1545 | Wf=0.234808510638 1546 | Mf=215.916817688 1547 | Vf=917.430014375 1548 | within class variance=1058.6226954 1549 | between class variance=3079.88842421 1550 | 1551 | T=156 1552 | Wb=0.76785106383 1553 | Mb=85.2334229267 1554 | Vb=1115.05017167 1555 | Wf=0.23214893617 1556 | Mf=216.614700761 1557 | Vf=884.940537256 1558 | within class variance=1061.63046484 1559 | between class variance=3076.88065477 1560 | 1561 | T=157 1562 | Wb=0.770468085106 1563 | Mb=85.4737932177 1564 | Vb=1128.21512564 1565 | Wf=0.229531914894 1566 | Mf=217.305802744 1567 | Vf=852.661675635 1568 | within class variance=1064.96681461 1569 | between class variance=3073.544305 1570 | 1571 | T=158 1572 | Wb=0.773 1573 | Mb=85.7080729955 1574 | Vb=1141.22198184 1575 | Wf=0.227 1576 | Mf=217.978442216 1577 | Vf=821.155594874 1578 | within class variance=1068.566912 1579 | between class variance=3069.94420761 1580 | 1581 | T=159 1582 | Wb=0.775638297872 1583 | Mb=85.9539706487 1584 | Vb=1155.05611748 1585 | Wf=0.224361702128 1586 | Mf=218.683736368 1587 | Vf=788.011783858 1588 | within class variance=1072.70542603 1589 | between class variance=3065.80569358 1590 | 1591 | T=160 1592 | Wb=0.778446808511 1593 | Mb=86.2175089513 1594 | Vb=1170.06983529 1595 | Wf=0.221553191489 1596 | Mf=219.440314991 1597 | Vf=752.273135097 1598 | within class variance=1077.50564297 1599 | between class variance=3061.00547664 1600 | 1601 | T=161 1602 | Wb=0.780914893617 1603 | Mb=86.450698853 1604 | Vb=1183.52277851 1605 | Wf=0.219085106383 1606 | Mf=220.109934933 1607 | Vf=720.496994625 1608 | within class variance=1082.08072539 1609 | between class variance=3056.43039422 1610 | 1611 | T=162 1612 | Wb=0.783404255319 1613 | Mb=86.6875882672 1614 | Vb=1197.36581553 1615 | Wf=0.216595744681 1616 | Mf=220.789292731 1617 | Vf=688.159433488 1618 | within class variance=1087.07388002 1619 | between class variance=3051.43723959 1620 | 1621 | T=163 1622 | Wb=0.785382978723 1623 | Mb=86.8773331888 1624 | Vb=1208.6032716 1625 | Wf=0.214617021277 1626 | Mf=221.331317537 1627 | Vf=662.345071556 1628 | within class variance=1091.36696386 1629 | between class variance=3047.14415575 1630 | 1631 | T=164 1632 | Wb=0.787680851064 1633 | Mb=87.0994030415 1634 | Vb=1221.93269217 1635 | Wf=0.212319148936 1636 | Mf=221.962621505 1637 | Vf=632.290115024 1638 | within class variance=1096.74028201 1639 | between class variance=3041.7708376 1640 | 1641 | T=165 1642 | Wb=0.789957446809 1643 | Mb=87.3210245637 1644 | Vb=1235.40488872 1645 | Wf=0.210042553191 1646 | Mf=222.590863047 1647 | Vf=602.334126403 1648 | within class variance=1102.43308945 1649 | between class variance=3036.07803016 1650 | 1651 | T=166 1652 | Wb=0.792255319149 1653 | Mb=87.546326136 1654 | Vb=1249.27213147 1655 | Wf=0.207744680851 1656 | Mf=223.227877919 1657 | Vf=571.904544411 1658 | within class variance=1108.55261828 1659 | between class variance=3029.95850133 1660 | 1661 | T=167 1662 | Wb=0.794404255319 1663 | Mb=87.7585504995 1664 | Vb=1262.49747791 1665 | Wf=0.205595744681 1666 | Mf=223.826037462 1667 | Vf=543.293032078 1668 | within class variance=1114.63210429 1669 | between class variance=3023.87901532 1670 | 1671 | T=168 1672 | Wb=0.797106382979 1673 | Mb=88.0271727525 1674 | Vb=1279.43156999 1675 | Wf=0.202893617021 1676 | Mf=224.58284396 1677 | Vf=506.949512717 1678 | within class variance=1122.69989131 1679 | between class variance=3015.8112283 1680 | 1681 | T=169 1682 | Wb=0.79929787234 1683 | Mb=88.2464396944 1684 | Vb=1293.41098468 1685 | Wf=0.20070212766 1686 | Mf=225.200678469 1687 | Vf=477.144398988 1688 | within class variance=1129.58454419 1689 | between class variance=3008.92657542 1690 | 1691 | T=170 1692 | Wb=0.801340425532 1693 | Mb=88.4522741152 1694 | Vb=1306.69367716 1695 | Wf=0.198659574468 1696 | Mf=225.778515583 1697 | Vf=449.241509074 1698 | within class variance=1136.35259432 1699 | between class variance=3002.15852529 1700 | 1701 | T=171 1702 | Wb=0.803595744681 1703 | Mb=88.681140618 1704 | Vb=1321.63755928 1705 | Wf=0.196404255319 1706 | Mf=226.419022858 1707 | Vf=418.263375537 1708 | within class variance=1144.21102545 1709 | between class variance=2994.30009416 1710 | 1711 | T=172 1712 | Wb=0.805595744681 1713 | Mb=88.8855082799 1714 | Vb=1335.13796261 1715 | Wf=0.194404255319 1716 | Mf=226.989164934 1717 | Vf=390.644623764 1718 | within class variance=1151.52443842 1719 | between class variance=2986.98668119 1720 | 1721 | T=173 1722 | Wb=0.807978723404 1723 | Mb=89.130638578 1724 | Vb=1351.5140198 1725 | Wf=0.192021276596 1726 | Mf=227.671578947 1727 | Vf=357.501447091 1728 | within class variance=1160.64245664 1729 | between class variance=2977.86866297 1730 | 1731 | T=174 1732 | Wb=0.809680851064 1733 | Mb=89.3069504664 1734 | Vb=1363.42891898 1735 | Wf=0.190319148936 1736 | Mf=228.160536613 1737 | Vf=333.727609774 1738 | within class variance=1167.45704215 1739 | between class variance=2971.05407746 1740 | 1741 | T=175 1742 | Wb=0.811659574468 1743 | Mb=89.5134214113 1744 | Vb=1377.5490754 1745 | Wf=0.188340425532 1746 | Mf=228.729552643 1747 | Vf=306.091792705 1748 | within class variance=1175.75035484 1749 | between class variance=2962.76076477 1750 | 1751 | T=176 1752 | Wb=0.813744680851 1753 | Mb=89.7324687549 1754 | Vb=1392.6969257 1755 | Wf=0.186255319149 1756 | Mf=229.331048663 1757 | Vf=276.838544776 1758 | within class variance=1184.86236684 1759 | between class variance=2953.64875277 1760 | 1761 | T=177 1762 | Wb=0.815340425532 1763 | Mb=89.9013073772 1764 | Vb=1404.50799156 1765 | Wf=0.184659574468 1766 | Mf=229.791911511 1767 | Vf=254.440165018 1768 | within class variance=1192.1369561 1769 | between class variance=2946.37416351 1770 | 1771 | T=178 1772 | Wb=0.81685106383 1773 | Mb=90.0623827881 1774 | Vb=1415.91408609 1775 | Wf=0.18314893617 1776 | Mf=230.227346654 1777 | Vf=233.361766101 1778 | within class variance=1199.33088672 1779 | between class variance=2939.18023289 1780 | 1781 | T=179 1782 | Wb=0.818595744681 1783 | Mb=90.2498050632 1784 | Vb=1429.34267618 1785 | Wf=0.181404255319 1786 | Mf=230.729650481 1787 | Vf=209.119850382 1788 | within class variance=1207.98906315 1789 | between class variance=2930.52205646 1790 | 1791 | T=180 1792 | Wb=0.82029787234 1793 | Mb=90.4339627535 1794 | Vb=1442.68689031 1795 | Wf=0.17970212766 1796 | Mf=231.219630594 1797 | Vf=185.514040403 1798 | within class variance=1216.77025435 1799 | between class variance=2921.74086526 1800 | 1801 | T=181 1802 | Wb=0.82170212766 1803 | Mb=90.5870274469 1804 | Vb=1453.90736667 1805 | Wf=0.17829787234 1806 | Mf=231.623031026 1807 | Vf=166.150376493 1808 | within class variance=1224.30303523 1809 | between class variance=2914.20808438 1810 | 1811 | T=182 1812 | Wb=0.822765957447 1813 | Mb=90.7039306956 1814 | Vb=1462.58337995 1815 | Wf=0.177234042553 1816 | Mf=231.926890756 1817 | Vf=151.673046395 1818 | within class variance=1230.24544211 1819 | between class variance=2908.2656775 1820 | 1821 | T=183 1822 | Wb=0.82385106383 1823 | Mb=90.8241780946 1824 | Vb=1471.62064524 1825 | Wf=0.17614893617 1826 | Mf=232.234448605 1827 | Vf=137.157378338 1828 | within class variance=1236.55636042 1829 | between class variance=2901.95475919 1830 | 1831 | T=184 1832 | Wb=0.824787234043 1833 | Mb=90.9288017542 1834 | Vb=1479.58311603 1835 | Wf=0.175212765957 1836 | Mf=232.497510625 1837 | Vf=124.869301635 1838 | within class variance=1242.21996153 1839 | between class variance=2896.29115808 1840 | 1841 | T=185 1842 | Wb=0.825787234043 1843 | Mb=91.0415077811 1844 | Vb=1488.26837398 1845 | Wf=0.174212765957 1846 | Mf=232.775891549 1847 | Vf=112.007787126 1848 | within class variance=1248.50621047 1849 | between class variance=2890.00490914 1850 | 1851 | T=186 1852 | Wb=0.826595744681 1853 | Mb=91.1334105534 1854 | Vb=1495.43926726 1855 | Wf=0.173404255319 1856 | Mf=232.998650307 1857 | Vf=101.837912289 1858 | within class variance=1253.78286209 1859 | between class variance=2884.72825752 1860 | 1861 | T=187 1862 | Wb=0.827340425532 1863 | Mb=91.2187990228 1864 | Vb=1502.18645899 1865 | Wf=0.172659574468 1866 | Mf=233.201355514 1867 | Vf=92.7091786925 1868 | within class variance=1258.82671155 1869 | between class variance=2879.68440806 1870 | 1871 | T=188 1872 | Wb=0.827914893617 1873 | Mb=91.2852590461 1874 | Vb=1507.50533575 1875 | Wf=0.172085106383 1876 | Mf=233.355588526 1877 | Vf=85.8691057615 1878 | within class variance=1262.86291387 1879 | between class variance=2875.64820574 1880 | 1881 | T=189 1882 | Wb=0.828468085106 1883 | Mb=91.3498382043 1884 | Vb=1512.74031804 1885 | Wf=0.171531914894 1886 | Mf=233.501860581 1887 | Vf=79.490383539 1888 | within class variance=1266.89221226 1889 | between class variance=2871.61890735 1890 | 1891 | T=190 1892 | Wb=0.829042553191 1893 | Mb=91.4175028872 1894 | Vb=1518.29498429 1895 | Wf=0.170957446809 1896 | Mf=233.651400124 1897 | Vf=73.0803449594 1898 | within class variance=1271.22477946 1899 | between class variance=2867.28634015 1900 | 1901 | T=191 1902 | Wb=0.829382978723 1903 | Mb=91.4579667017 1904 | Vb=1521.65917699 1905 | Wf=0.170617021277 1906 | Mf=233.738496072 1907 | Vf=69.4167135881 1908 | within class variance=1273.88189372 1909 | between class variance=2864.62922589 1910 | 1911 | T=192 1912 | Wb=0.829723404255 1913 | Mb=91.4988076006 1914 | Vb=1525.09857667 1915 | Wf=0.170276595745 1916 | Mf=233.823941022 1917 | Vf=65.8964054605 1918 | within class variance=1276.63059846 1919 | between class variance=2861.88052115 1920 | 1921 | T=193 1922 | Wb=0.830085106383 1923 | Mb=91.5426000923 1924 | Vb=1528.83330852 1925 | Wf=0.169914893617 1926 | Mf=233.912972702 1927 | Vf=62.3050984258 1928 | within class variance=1279.64832372 1929 | between class variance=2858.86279589 1930 | 1931 | T=194 1932 | Wb=0.83029787234 1933 | Mb=91.568598811 1934 | Vb=1531.07862754 1935 | Wf=0.16970212766 1936 | Mf=233.964267803 1937 | Vf=60.2819478841 1938 | within class variance=1281.48130164 1939 | between class variance=2857.02981796 1940 | 1941 | T=195 1942 | Wb=0.830510638298 1943 | Mb=91.5948403956 1944 | Vb=1533.37365888 1945 | Wf=0.169489361702 1946 | Mf=234.014436355 1947 | Vf=58.3501556389 1948 | within class variance=1283.37286682 1949 | between class variance=2855.13825279 1950 | 1951 | T=196 1952 | Wb=0.830744680851 1953 | Mb=91.6239723396 1954 | Vb=1535.95321198 1955 | Wf=0.169255319149 1956 | Mf=234.068384664 1957 | Vf=56.323167661 1958 | within class variance=1285.51795661 1959 | between class variance=2852.993163 1960 | 1961 | T=197 1962 | Wb=0.830893617021 1963 | Mb=91.6426815528 1964 | Vb=1537.63033848 1965 | Wf=0.169106382979 1966 | Mf=234.101912431 1967 | Vf=55.0953008217 1968 | within class variance=1286.92420062 1969 | between class variance=2851.58691899 1970 | 1971 | T=198 1972 | Wb=0.831021276596 1973 | Mb=91.6588663014 1974 | Vb=1539.09905102 1975 | Wf=0.168978723404 1976 | Mf=234.12994208 1977 | Vf=54.0961848116 1978 | within class variance=1288.16516243 1979 | between class variance=2850.34595718 1980 | 1981 | T=199 1982 | Wb=0.831127659574 1983 | Mb=91.6724777923 1984 | Vb=1540.34932496 1985 | Wf=0.168872340426 1986 | Mf=234.152702532 1987 | Vf=53.3074114314 1988 | within class variance=1289.22907671 1989 | between class variance=2849.2820429 1990 | 1991 | T=200 1992 | Wb=0.83129787234 1993 | Mb=91.6944536869 1994 | Vb=1542.39206542 1995 | Wf=0.16870212766 1996 | Mf=234.188170009 1997 | Vf=52.1131605936 1998 | within class variance=1290.97884337 1999 | between class variance=2847.53227624 2000 | 2001 | T=201 2002 | Wb=0.831510638298 2003 | Mb=91.7221667818 2004 | Vb=1544.99811384 2005 | Wf=0.168489361702 2006 | Mf=234.231342341 2007 | Vf=50.7011214586 2008 | within class variance=1293.2249674 2009 | between class variance=2845.28615221 2010 | 2011 | T=202 2012 | Wb=0.83170212766 2013 | Mb=91.747326682 2014 | Vb=1547.39118306 2015 | Wf=0.16829787234 2016 | Mf=234.269152971 2017 | Vf=49.5008815834 2018 | within class variance=1295.29943232 2019 | between class variance=2843.21168729 2020 | 2021 | T=203 2022 | Wb=0.831808510638 2023 | Mb=91.7614272925 2024 | Vb=1548.74771281 2025 | Wf=0.168191489362 2026 | Mf=234.289563567 2027 | Vf=48.8731421878 2028 | within class variance=1296.48157492 2029 | between class variance=2842.02954469 2030 | 2031 | T=204 2032 | Wb=0.831936170213 2033 | Mb=91.7784967136 2034 | Vb=1550.40854607 2035 | Wf=0.168063829787 2036 | Mf=234.313330801 2037 | Vf=48.1660344685 2038 | within class variance=1297.9359163 2039 | between class variance=2840.5752033 2040 | 2041 | T=205 2042 | Wb=0.83214893617 2043 | Mb=91.8071897932 2044 | Vb=1553.2312909 2045 | Wf=0.16785106383 2046 | Mf=234.351755609 2047 | Vf=47.0608287723 2048 | within class variance=1300.41897652 2049 | between class variance=2838.09214309 2050 | 2051 | T=206 2052 | Wb=0.83229787234 2053 | Mb=91.8274451659 2054 | Vb=1555.24569904 2055 | Wf=0.16770212766 2056 | Mf=234.377822888 2057 | Vf=46.3368235779 2058 | within class variance=1302.19847018 2059 | between class variance=2836.31264943 2060 | 2061 | T=207 2062 | Wb=0.832468085106 2063 | Mb=91.8507897562 2064 | Vb=1557.59246819 2065 | Wf=0.167531914894 2066 | Mf=234.406654813 2067 | Vf=45.5648833233 2068 | within class variance=1304.27959153 2069 | between class variance=2834.23152808 2070 | 2071 | T=208 2072 | Wb=0.832595744681 2073 | Mb=91.8684452622 2074 | Vb=1559.38635276 2075 | Wf=0.167404255319 2076 | Mf=234.427554652 2077 | Vf=45.02639885 2078 | within class variance=1305.87605239 2079 | between class variance=2832.63506722 2080 | 2081 | T=209 2082 | Wb=0.832765957447 2083 | Mb=91.8921819111 2084 | Vb=1561.82363331 2085 | Wf=0.167234042553 2086 | Mf=234.454452926 2087 | Vf=44.3606481104 2088 | within class variance=1308.05216387 2089 | between class variance=2830.45895574 2090 | 2091 | T=210 2092 | Wb=0.83285106383 2093 | Mb=91.904148784 2094 | Vb=1563.06530672 2095 | Wf=0.16714893617 2096 | Mf=234.467413442 2097 | Vf=44.0531641855 2098 | within class variance=1309.16404307 2099 | between class variance=2829.34707654 2100 | 2101 | T=211 2102 | Wb=0.833021276596 2103 | Mb=91.928279526 2104 | Vb=1565.59508094 2105 | Wf=0.166978723404 2106 | Mf=234.49235474 2107 | Vf=43.4871994501 2108 | within class variance=1311.43545 2109 | between class variance=2827.0756696 2110 | 2111 | T=212 2112 | Wb=0.833255319149 2113 | Mb=91.9617240763 2114 | Vb=1569.13652234 2115 | Wf=0.166744680851 2116 | Mf=234.52532857 2117 | Vf=42.7725178358 2118 | within class variance=1314.62344355 2119 | between class variance=2823.88767606 2120 | 2121 | T=213 2122 | Wb=0.833425531915 2123 | Mb=91.9862398203 2124 | Vb=1571.75827993 2125 | Wf=0.166574468085 2126 | Mf=234.548345893 2127 | Vf=42.2972220053 2128 | within class variance=1316.98911775 2129 | between class variance=2821.52200186 2130 | 2131 | T=214 2132 | Wb=0.833872340426 2133 | Mb=92.0510818534 2134 | Vb=1578.75866846 2135 | Wf=0.166127659574 2136 | Mf=234.60630123 2137 | Vf=41.1587820158 2138 | within class variance=1323.32079796 2139 | between class variance=2815.19032165 2140 | 2141 | T=215 2142 | Wb=0.834085106383 2143 | Mb=92.0821896842 2144 | Vb=1582.14854305 2145 | Wf=0.165914893617 2146 | Mf=234.63272634 2147 | Vf=40.6663411436 2148 | within class variance=1326.39368751 2149 | between class variance=2812.1174321 2150 | 2151 | T=216 2152 | Wb=0.834531914894 2153 | Mb=92.147999898 2154 | Vb=1589.38637689 2155 | Wf=0.165468085106 2156 | Mf=234.685740003 2157 | Vf=39.7325380695 2158 | within class variance=1332.9681236 2159 | between class variance=2805.54299601 2160 | 2161 | T=217 2162 | Wb=0.834978723404 2163 | Mb=92.2142747936 2164 | Vb=1596.73976056 2165 | Wf=0.165021276596 2166 | Mf=234.736333161 2167 | Vf=38.8921868637 2168 | within class variance=1339.6617652 2169 | between class variance=2798.84935441 2170 | 2171 | T=218 2172 | Wb=0.835787234043 2173 | Mb=92.3349880352 2174 | Vb=1610.24384941 2175 | Wf=0.164212765957 2176 | Mf=234.823658979 2177 | Vf=37.5272091047 2178 | within class variance=1351.98369984 2179 | between class variance=2786.52741977 2180 | 2181 | T=219 2182 | Wb=0.836723404255 2183 | Mb=92.4755886691 2184 | Vb=1626.09103558 2185 | Wf=0.163276595745 2186 | Mf=234.920119885 2187 | Vf=36.1102467409 2188 | within class variance=1366.48438508 2189 | between class variance=2772.02673453 2190 | 2191 | T=220 2192 | Wb=0.837829787234 2193 | Mb=92.6426684951 2194 | Vb=1645.05548754 2195 | Wf=0.162170212766 2196 | Mf=235.028732616 2197 | Vf=34.6156792911 2198 | within class variance=1383.89012119 2199 | between class variance=2754.62099842 2200 | 2201 | T=221 2202 | Wb=0.838957446809 2203 | Mb=92.8138520453 2204 | Vb=1664.61651173 2205 | Wf=0.161042553191 2206 | Mf=235.133967499 2207 | Vf=33.2654454956 2208 | within class variance=1401.89957087 2209 | between class variance=2736.61154874 2210 | 2211 | T=222 2212 | Wb=0.840595744681 2213 | Mb=93.0636833046 2214 | Vb=1693.33471127 2215 | Wf=0.159404255319 2216 | Mf=235.27923118 2217 | Vf=31.5330817367 2218 | within class variance=1428.43646003 2219 | between class variance=2710.07465958 2220 | 2221 | T=223 2222 | Wb=0.842659574468 2223 | Mb=93.3794722889 2224 | Vb=1729.80436589 2225 | Wf=0.157340425532 2226 | Mf=235.453414469 2227 | Vf=29.6033402684 2228 | within class variance=1462.29401303 2229 | between class variance=2676.21710658 2230 | 2231 | T=224 2232 | Wb=0.845127659574 2233 | Mb=93.7580121346 2234 | Vb=1773.67594 2235 | Wf=0.154872340426 2236 | Mf=235.651875258 2237 | Vf=27.5642055094 2238 | within class variance=1503.25152903 2239 | between class variance=2635.25959058 2240 | 2241 | T=225 2242 | Wb=0.847127659574 2243 | Mb=94.0655029511 2244 | Vb=1809.44209892 2245 | Wf=0.152872340426 2246 | Mf=235.804314544 2247 | Vf=26.1253815239 2248 | within class variance=1536.82229861 2249 | between class variance=2601.688821 2250 | 2251 | T=226 2252 | Wb=0.850042553191 2253 | Mb=94.5144923909 2254 | Vb=1861.82392894 2255 | Wf=0.149957446809 2256 | Mf=236.014330306 2257 | Vf=24.3200273324 2258 | within class variance=1586.27653535 2259 | between class variance=2552.23458426 2260 | 2261 | T=227 2262 | Wb=0.853042553191 2263 | Mb=94.9769036989 2264 | Vb=1915.86278435 2265 | Wf=0.146957446809 2266 | Mf=236.218763573 2267 | Vf=22.7274429189 2268 | within class variance=1637.65244811 2269 | between class variance=2500.8586715 2270 | 2271 | T=228 2272 | Wb=0.855723404255 2273 | Mb=95.3905119471 2274 | Vb=1964.29544791 2275 | Wf=0.144276595745 2276 | Mf=236.390060463 2277 | Vf=21.5412608871 2278 | within class variance=1684.00148743 2279 | between class variance=2454.50963217 2280 | 2281 | T=229 2282 | Wb=0.859723404255 2283 | Mb=96.0074987007 2284 | Vb=2036.59387551 2285 | Wf=0.140276595745 2286 | Mf=236.629303807 2287 | Vf=20.0910084187 2288 | within class variance=1753.72571801 2289 | between class variance=2384.7854016 2290 | 2291 | T=230 2292 | Wb=0.865170212766 2293 | Mb=96.8447728894 2294 | Vb=2134.42235463 2295 | Wf=0.134829787234 2296 | Mf=236.937509863 2297 | Vf=18.4562496301 2298 | within class variance=1849.1270949 2299 | between class variance=2289.38402471 2300 | 2301 | T=231 2302 | Wb=0.872510638298 2303 | Mb=97.9650068279 2304 | Vb=2264.37555562 2305 | Wf=0.127489361702 2306 | Mf=237.336949266 2307 | Vf=16.5882342177 2308 | within class variance=1977.80658477 2309 | between class variance=2160.70453484 2310 | 2311 | T=232 2312 | Wb=0.883276595745 2313 | Mb=99.5865250277 2314 | Vb=2449.86519492 2315 | Wf=0.116723404255 2316 | Mf=237.921436384 2317 | Vf=14.072755939 2318 | within class variance=2165.55120939 2319 | between class variance=1972.95991022 2320 | 2321 | T=233 2322 | Wb=0.893446808511 2323 | Mb=101.093803582 2324 | Vb=2619.29018641 2325 | Wf=0.106553191489 2326 | Mf=238.486621406 2327 | Vf=11.7498210132 2328 | within class variance=2341.44843854 2329 | between class variance=1797.06268107 2330 | 2331 | T=234 2332 | Wb=0.902638297872 2333 | Mb=102.436993211 2334 | Vb=2767.98905296 2335 | Wf=0.0973617021277 2336 | Mf=239.004589161 2337 | Vf=9.74888628226 2338 | within class variance=2499.44209546 2339 | between class variance=1639.06902415 2340 | 2341 | T=235 2342 | Wb=0.908574468085 2343 | Mb=103.296559961 2344 | Vb=2862.25273083 2345 | Wf=0.0914255319149 2346 | Mf=239.329532232 2347 | Vf=8.65007734694 2348 | within class variance=2601.36059036 2349 | between class variance=1537.15052925 2350 | 2351 | T=236 2352 | Wb=0.916680851064 2353 | Mb=104.461238511 2354 | Vb=2988.97698144 2355 | Wf=0.0833191489362 2356 | Mf=239.750766088 2357 | Vf=7.4904871557 2358 | within class variance=2740.56206417 2359 | between class variance=1397.94905544 2360 | 2361 | T=237 2362 | Wb=0.923276595745 2363 | Mb=105.400931004 2364 | Vb=3090.34715865 2365 | Wf=0.0767234042553 2366 | Mf=240.073211314 2367 | Vf=6.82104054714 2368 | within class variance=2853.76853776 2369 | between class variance=1284.74258185 2370 | 2371 | T=238 2372 | Wb=0.932106382979 2373 | Mb=106.647561003 2374 | Vb=3223.57374836 2375 | Wf=0.0678936170213 2376 | Mf=240.47289251 2377 | Vf=6.32008937704 2378 | within class variance=3005.14276058 2379 | between class variance=1133.36835903 2380 | 2381 | T=239 2382 | Wb=0.944425531915 2383 | Mb=108.360930882 2384 | Vb=3403.64491589 2385 | Wf=0.0555744680851 2386 | Mf=241.021056662 2387 | Vf=6.06502369204 2388 | within class variance=3214.8262206 2389 | between class variance=923.684899008 2390 | 2391 | T=240 2392 | Wb=0.961276595745 2393 | Mb=110.65101815 2394 | Vb=3637.90979644 2395 | Wf=0.0387234042553 2396 | Mf=241.900549451 2397 | Vf=6.1532964014 2398 | within class variance=3497.27582133 2399 | between class variance=641.235298277 2400 | 2401 | T=241 2402 | Wb=0.978106382979 2403 | Mb=112.876661373 2404 | Vb=3858.24529965 2405 | Wf=0.0218936170213 2406 | Mf=243.361516035 2407 | Vf=5.97231879007 2408 | within class variance=3773.90511034 2409 | between class variance=364.606009268 2410 | 2411 | T=242 2412 | Wb=0.982191489362 2413 | Mb=113.409548773 2414 | Vb=3910.18952561 2415 | Wf=0.0178085106383 2416 | Mf=243.903225806 2417 | Vf=5.76960727637 2418 | within class variance=3840.65762196 2419 | between class variance=297.853497647 2420 | 2421 | T=243 2422 | Wb=0.986319148936 2423 | Mb=113.947688591 2424 | Vb=3962.73577119 2425 | Wf=0.0136808510638 2426 | Mf=244.477449456 2427 | Vf=6.0877496378 2428 | within class variance=3908.60545889 2429 | between class variance=229.905660718 2430 | 2431 | T=244 2432 | Wb=0.99229787234 2433 | Mb=114.725245508 2434 | Vb=4038.60069677 2435 | Wf=0.00770212765957 2436 | Mf=245.624309392 2437 | Vf=7.80360794848 2438 | within class variance=4007.55498302 2439 | between class variance=130.956136587 2440 | 2441 | T=245 2442 | Wb=0.99685106383 2443 | Mb=115.315717579 2444 | Vb=4096.13856197 2445 | Wf=0.00314893617021 2446 | Mf=247.972972973 2447 | Vf=9.75602629657 2448 | within class variance=4083.2708042 2449 | between class variance=55.2403154074 2450 | 2451 | T=246 2452 | Wb=0.997808510638 2453 | Mb=115.440156087 2454 | Vb=4108.33034732 2455 | Wf=0.0021914893617 2456 | Mf=249.27184466 2457 | Vf=8.46978980111 2458 | within class variance=4099.34554652 2459 | between class variance=39.1655730896 2460 | 2461 | T=247 2462 | Wb=0.99829787234 2463 | Mb=115.50415601 2464 | Vb=4114.66818392 2465 | Wf=0.00170212765957 2466 | Mf=250.2125 2467 | Vf=6.94234375 2468 | within class variance=4107.67631015 2469 | between class variance=30.8348094583 2470 | 2471 | T=248 2472 | Wb=0.998574468085 2473 | Mb=115.540579123 2474 | Vb=4118.31662087 2475 | Wf=0.00142553191489 2476 | Mf=250.835820896 2477 | Vf=5.89841835598 2478 | within class variance=4112.45423747 2479 | between class variance=26.0568821389 2480 | 2481 | T=249 2482 | Wb=0.998893617021 2483 | Mb=115.58290023 2484 | Vb=4122.6048469 2485 | Wf=0.00110638297872 2486 | Mf=251.653846154 2487 | Vf=4.61094674556 2488 | within class variance=4118.04876854 2489 | between class variance=20.4623510656 2490 | 2491 | T=250 2492 | Wb=0.999085106383 2493 | Mb=115.60847158 2494 | Vb=4125.22569053 2495 | Wf=0.000914893617021 2496 | Mf=252.209302326 2497 | Vf=3.79340183883 2498 | within class variance=4121.45501843 2499 | between class variance=17.0561011773 2500 | 2501 | T=251 2502 | Wb=0.999361702128 2503 | Mb=115.645667447 2504 | Vb=4129.08136775 2505 | Wf=0.00063829787234 2506 | Mf=253.166666667 2507 | Vf=2.40555555556 2508 | within class variance=4126.44731936 2509 | between class variance=12.0638002473 2510 | 2511 | T=252 2512 | Wb=0.999489361702 2513 | Mb=115.662955552 2514 | Vb=4130.89370264 2515 | Wf=0.000510638297872 2516 | Mf=253.708333333 2517 | Vf=1.53993055556 2518 | within class variance=4128.78509646 2519 | between class variance=9.72602314963 2520 | 2521 | T=253 2522 | Wb=0.999617021277 2523 | Mb=115.680366949 2524 | Vb=4132.73966776 2525 | Wf=0.000382978723404 2526 | Mf=254.277777778 2527 | Vf=0.756172839506 2528 | within class variance=4131.15720599 2529 | between class variance=7.3539136177 2530 | 2531 | T=254 2532 | Wb=0.999723404255 2533 | Mb=115.694979462 2534 | Vb=4134.30626441 2535 | Wf=0.000276595744681 2536 | Mf=254.769230769 2537 | Vf=0.177514792899 2538 | within class variance=4133.16278199 2539 | between class variance=5.34833762276 2540 | 2541 | T=255 2542 | Wb=0.999787234043 2543 | Mb=115.703809321 2544 | Vb=4135.26345218 2545 | Wf=0.000212765957447 2546 | Mf=255.0 2547 | Vf=0.0 2548 | within class variance=4134.3836089 2549 | between class variance=4.12751071246 2550 | 2551 | --------------------------------------------------------------------------------