Amyotrophic Lateral Sclerosis (ALS) Case-Study Cluster Analysis:

This case-study examines the patterns, symmetries, associations and causality in a rare but devastating disease, amyotrophic lateral sclerosis (ALS). A major clinically relevant question in this biomedical study is: What patient phenotypes can be automatically and reliably identified and used to predict the change of the ALSFRS slope over time?. This problem aims to explore the data set by unsupervised learning.

  • Load and prepare the data.
  • Perform summary and preliminary visualization.
  • Train a k-Means model on the data, experiment at least two different k values, and explain which k value is a better choice.
  • Evaluating the model performance by report the center of clusters.
  • Visualize the final clustering result.

Submit Python code, report that explains the k experiment, performance evaluation, and visualizations.

ID Age_mean Albumin_max Albumin_median Albumin_min Albumin_range ALSFRS_slope ALSFRS_Total_max ALSFRS_Total_median ALSFRS_Total_min ALSFRS_Total_range ALT.SGPT._max ALT.SGPT._median ALT.SGPT._min ALT.SGPT._range AST.SGOT._max AST.SGOT._median AST.SGOT._min AST.SGOT._range Basophils_max Basophils_median Basophils_min Basophils_range Bicarbonate_max Bicarbonate_median Bicarbonate_min Bicarbonate_range Bilirubin..total._max Bilirubin..total._median Bilirubin..total._min Bilirubin..total._range Blood.Urea.Nitrogen..BUN._max Blood.Urea.Nitrogen..BUN._median Blood.Urea.Nitrogen..BUN._min Blood.Urea.Nitrogen..BUN._range BMI_max bp_diastolic_max bp_diastolic_median bp_diastolic_min bp_diastolic_range bp_systolic_max bp_systolic_median bp_systolic_min bp_systolic_range Calcium_max Calcium_median Calcium_min Calcium_range Chloride_max Chloride_median Chloride_min Chloride_range Creatinine_max Creatinine_median Creatinine_min Creatinine_range Eosinophils_max Eosinophils_median Eosinophils_min Eosinophils_range Gender_mean Glucose_max Glucose_median Glucose_min Glucose_range hands_max hands_median hands_min hands_range Hematocrit_max Hematocrit_median Hematocrit_min Hematocrit_range Hemoglobin_max Hemoglobin_median Hemoglobin_min Hemoglobin_range leg_max leg_median leg_min leg_range Lymphocytes_max Lymphocytes_median Lymphocytes_min Lymphocytes_range Monocytes_max Monocytes_median Monocytes_min Monocytes_range mouth_max mouth_median mouth_min mouth_range onset_delta_mean onset_site_mean Platelets_max Platelets_median Platelets_min Potassium_max Potassium_median Potassium_min Potassium_range pulse_max pulse_median pulse_min pulse_range Red.Blood.Cells..RBC._max Red.Blood.Cells..RBC._median Red.Blood.Cells..RBC._min Red.Blood.Cells..RBC._range respiratory_max respiratory_median respiratory_min respiratory_range Sodium_max Sodium_median Sodium_min Sodium_range SubjectID trunk_max trunk_median trunk_min trunk_range Urine.Ph_max Urine.Ph_median Urine.Ph_min Urine.Ph_range White.Blood.Cell..WBC._max White.Blood.Cell..WBC._median White.Blood.Cell..WBC._min White.Blood.Cell..WBC._range
3 65.90684932 46 44 43 0.024590164 -1.767329256 33 5 2 0.028518859 93 26 22 0.581967213 72 24 21 0.418032787 0.8 0.5 0.3 0.004098361 27 25 23 0.032786885 9 7 3 0.049180328 7.9 7.1 5.7 0.018032787 0.002969349 91 76 69 0.180327869 134 125 103 0.254098361 2.53 2.45 2.35 0.00147541 103 101 98 0.040983607 71 62 44 0.221311475 5.1 3.9 3.5 0.013114754 2 7.2 4.4 3.6 0.029508197 7 0 0 0.006439742 45.4 44.5 44.1 0.010655738 149 146 141 0.06557377 8 1 0 0.007359706 24.1 19.6 17.4 0.054918033 6.3 5.8 5.4 0.007377049 8 4 2 0.005519779 -617 1 275 275 275 4.3 4.2 3.9 0.003278689 90 77 61 0.237704918 4700 4640 4450 2.049180328 4 0 0 0.003679853 139 138 137 0.016393443 55888 7 0 0 0.006439742 6.5 6 6 0.004098361 8.57 7.68 6.6 0.016147541
4 54 39 36 33 0.013100437 -1.351851852 32 23 14 0.03930131 47 35.5 21 0.056768559 49 33 20 0.063318777 1.2 0.7 0.3 0.001965066 26.7 25 21 0.012445415 19 9.5 5 0.030567686 5.7 4.3 3.4 0.005021834 0.002907331 106 96 75 0.06768559 160 135 110 0.109170306 2.47 2.345 2.26 0.000458515 104 101 96 0.017467249 69 47 21 0.104803493 5.4 2.15 1.1 0.009388646 2 7.2 4.6 3.1 0.008951965 6 4 0 0.013100437 52 47 42 0.021834061 170 158 139 0.06768559 5 1 0 0.010917031 22.2 15.9 11.9 0.022489083 8.1 5.35 3.8 0.009388646 12 12 11 0.002183406 -328 4 349 270 215 4.6 4.2 3.8 0.001746725 104 80 68 0.07860262 5800 5100 4700 2.401746725 4 4 3 0.002183406 144 140.5 135 0.019650655 61505 6 3 0 0.013100437 6.5 5.5 5 0.003275109 8.04 6.62 4.97 0.006703057
5 56.39452055 46 43 39 0.009735744 -0.412429379 15 10 2 0.017173052 42 22 11 0.043115438 37 22 14 0.031988873 1.4 0.7 0.5 0.001251739 27 24 20 0.009735744 5 3 2 0.004172462 8.2 5.4 2.9 0.007371349 0.00228116 85 72.5 65 0.026420079 140 103 90 0.066050198 2.53 2.43 2.33 0.000278164 104 101 97 0.009735744 53 35 18 0.04867872 5.5 3.25 0.4 0.007093185 1 7.3 5.3 4.7 0.003616134 0 0 0 0 48.7 42.35 39.2 0.013212796 143 133.5 122 0.029207232 0 0 0 0 32.7 19.15 14.3 0.025591099 9.8 6.85 3.4 0.008901252 11 6 2 0.011889036 -953 2 391 391 391 5.2 4.5 3.8 0.001947149 123 103.5 70 0.07001321 5130 4590 4190 1.307371349 4 4 0 0.005284016 141 139 136 0.006954103 63255 0 0 0 0 7.5 6.75 6 0.003456221 8.9 7.16 5.01 0.005410292
6 72.61917808 50 42.5 41 0.092783505 -0.383403361 34 24 21 0.033591731 109 39.5 20 0.917525773 83 42 23 0.618556701 0.9 0.7 0.3 0.006185567 27 26 25 0.020618557 9 5 3 0.06185567 7.5 5.2 3.9 0.037113402 0.002408304 67 59 54 0.134020619 148 130 120 0.288659794 2.55 2.43 2.38 0.001752577 108 103.5 102 0.06185567 80 71 71 0.092783505 5.4 3.9 1.3 0.042268041 1 6.9 5.7 5.2 0.017525773 8 7 5 0.007751938 39.8 37.55 35.7 0.042268041 127 119 112 0.154639175 6 4 3 0.007751938 38.4 20.5 11.1 0.281443299 10.8 6.15 4.5 0.064948454 8 4 2 0.015503876 -490 1 383 383 383 4.8 4.5 4.4 0.004123711 76 73 63 0.134020619 4190 3950 3780 4.226804124 4 4 3 0.002583979 143 140 138 0.051546392 70641 8 5.5 5 0.007751938 7.5 7 6 0.024193548 12.38 7.905 4.96 0.076494845
9 65 45 42 36 0.021327014 0 37 37 37 0 48 16.5 13 0.082938389 272 25 22 0.592417062 1.1 0.8 0.6 0.001184834 27.4 22.9 19.3 0.019194313 12 9.5 5 0.016587678 7.5 6.1 4.5 0.007109005 0.002730997 102 85 69 0.078199052 179 140 118 0.144549763 2.57 2.43 2.34 0.000545024 107 105 102 0.011848341 106 91.5 84 0.052132701 3.7 1.6 1.1 0.006161137 2 7.7 5.65 4.5 0.007582938 6 6 6 0 50 45 42 0.018957346 159 149 140 0.045023697 8 8 8 0 39 32.9 25.7 0.031516588 6.9 5.3 4.3 0.006161137 12 12 12 0 -329 4 357 258 229 5.1 4.45 4.1 0.002369668 84 67.5 59 0.059241706 5000 4700 4400 1.421800948 4 4 4 0 146 144 140 0.014218009 108342 7 7 7 0 6 5.5 5 0.002369668 11.53 9.29 7.94 0.008507109
10 67 40 35 25 0.038860104 -1.40717675 32 24 9 0.059585492 22 15 8 0.03626943 25 22 17 0.020725389 1.5 0.85 0.6 0.002331606 34.5 26.85 24.2 0.026683938 10.26 7.8475 5 0.01443299 5.4 4.75 3.2 0.005699482 0.002568055 85 73 60 0.064766839 124 103 94 0.077720207 2.55 2.41 2.26 0.000751295 105 103 93 0.031088083 85 65.5 47 0.098445596 5.7 2.55 0.9 0.012435233 1 7.9 5.4 4.7 0.008290155 8 7 2 0.015544041 39 36.5 33 0.015544041 126 119 110 0.041450777 3 2.5 0 0.007772021 39.3 30.35 20.7 0.048186528 6.3 4.8 3.5 0.007253886 10 4.5 1 0.023316062 -353 1 581 359.5 325 4.5 4.2 2.8 0.004404145 111 90 73 0.098445596 4100 3800 3500 1.554404145 4 4 3 0.002590674 145 143 140 0.012953368 130620 8 5.5 2 0.015544041 8 6.5 5.5 0.006476684 9.26 6.01 5.22 0.010466321
11 53.93424658 46 45 41 0.010964912 -0.43452381 19 16.5 13 0.011881188 44 33 24 0.043859649 43 33.5 19 0.052631579 1.2 0.75 0 0.002631579 27 24.5 23 0.00877193 7 5 3 0.00877193 8.2 6.4 3.6 0.010087719 0.002746094 88 78 68 0.040322581 132 116 104 0.056451613 2.6 2.43 2.33 0.000592105 107 103 101 0.013157895 62 44 35 0.059210526 4.5 2.15 0.3 0.009210526 2 10.7 4.95 4.3 0.014035088 0 0 0 0 51.2 45.75 37.1 0.030921053 153 141 122 0.067982456 4 3 2 0.003960396 22.5 14.8 6.5 0.035087719 43.9 13.1 7 0.080921053 10 8.5 6 0.007920792 -688 2 214 214 214 4.8 4.4 4.1 0.001535088 96 72 58 0.076612903 5410 4830 4040 3.004385965 4 4 3 0.001980198 144 141 138 0.013157895 133228 2 1 0 0.003960396 7.5 7 6 0.003289474 12.5 6.35 4.28 0.018026316
12 54.55068493 47 45 42 0.009225092 -0.439229844 34 19.5 11 0.044401544 54 37 23 0.057195572 44 33 28 0.029520295 1.9 0.4 0.2 0.003136531 30 25 23 0.012915129 9 5 2 0.012915129 5.7 4.6 3.2 0.004612546 0.003465664 100 88 64 0.066420664 154 136 102 0.095940959 2.38 2.3 2.18 0.000369004 106 102 99 0.012915129 62 44 35 0.049815498 0.9 0.5 0.3 0.001107011 2 8 5.8 5.1 0.005350554 7 2 2 0.00965251 46.1 41.9 36.4 0.017896679 151 139 128 0.042435424 8 4 2 0.011583012 30.4 25.2 14.1 0.030073801 7.7 6.2 4.6 0.005719557 11 9 6 0.00965251 -530 2 278 278 278 4.5 4.15 3.7 0.001476015 112 88 72 0.073800738 5070 4590 4110 1.771217712 4 3.5 1 0.005791506 143 140 138 0.009225092 134289 4 1 0 0.007722008 7.5 6.5 6 0.002767528 10.85 7.05 6.15 0.008671587
13 73 43 40.5 38 0.012135922 -0.117438867 31 31 27 0.009708738 36 19.5 13 0.055825243 32 23.5 17 0.036407767 2.3 0.6 0.4 0.00461165 26.7 23.45 20.3 0.015533981 10.26 8.55 5.13 0.012451456 9.996 8.3895 4.998 0.012131068 0.002428139 78 73 60 0.04368932 135 116.5 109 0.063106796 2.425 2.2875 2.175 0.000606796 106 103 99 0.016990291 79.56 61.88 53.04 0.064368932 5.3 3 1.3 0.009708738 2 9.405 5.3625 4.29 0.012415049 6 6 5 0.002427184 47 43 40 0.016990291 155 147 138 0.041262136 8 8 6 0.004854369 23.2 19.8 15.3 0.019174757 9.5 7.1 6.1 0.008252427 9 8 7 0.004854369 -527 1 228 203 132 5.3 4.15 3.7 0.003883495 85 64.5 58 0.065533981 5000 4700 4400 1.45631068 3 3 3 0 143 138.5 136 0.016990291 155671 7 6 5 0.004854369 6.5 5.5 5 0.003640777 7.57 5.24 3.79 0.009174757
16 37 50 46 44 0.015151515 -0.444038929 20 16 12 0.02020202 80 44 32 0.121212121 36 25 20 0.04040404 1.4 1 0.5 0.002272727 25.8 23.5 22.6 0.008080808 17 15 11 0.015151515 12 8.7 6.4 0.014141414 0.002622874 84 78 72 0.03030303 124 118 100 0.060606061 2.5 2.41 2.19 0.000782828 107 104 101 0.015151515 72 63 55 0.042929293 4.6 3.6 2.4 0.005555556 2 8 5.1 4.8 0.008080808 4 2 0 0.01010101 43 41 38 0.012626263 152 144 138 0.035353535 2 2 2 0 41.3 34.5 26.6 0.037121212 8.1 4.1 3.4 0.011868687 9 7 5 0.01010101 -479 1 413 311 229 4.8 4.4 4 0.002020202 90 79 48 0.106060606 5300 4900 4700 1.515151515 3 2 2 0.002525253 144 141 139 0.012626263 157887 5 3 2 0.007575758 6.5 6 5.5 0.002525253 5.98 4.94 3.99 0.005025253
18 53.60273973 45.5 42.25 39 0.013761468 -0.8598351 23 11 6 0.036876356 20 17 15 0.021186441 20 16 13 0.029661017 2.1 0.6 0.3 0.007627119 31 28 24 0.029661017 9 5 5 0.016949153 5.4 3.9 2.1 0.013983051 0.002222656 95 88 72 0.04989154 150 130 118 0.069414317 2.53 2.4275 2.3 0.000550459 104 101 100 0.016949153 35 27 27 0.033898305 1.1 0.7 0.6 0.002118644 1 7.3 4.2 3.3 0.016949153 5 4 3 0.004338395 46 41.3 38.5 0.031779661 145 140 130 0.063559322 1 1 0 0.002169197 30.7 28.4 24.6 0.025847458 6.1 4.5 4.2 0.008050847 10 6 1 0.019522777 -1031 2 342 342 342 4.8 4.3 4 0.003389831 105 77 67 0.082429501 4790 4660 4210 2.457627119 4 0 0 0.00867679 141 140 138 0.012711864 175646 3 2 1 0.004338395 8 7 6 0.008474576 8.49 7.3 6.39 0.008898305
19 55.27123288 47 43 37 0.013927577 -0.43452381 23 10 4 0.025 36 28 13 0.032033426 32 25 16 0.022284123 1.9 0.9 0.6 0.001810585 30 26 21 0.012534819 10 9 5 0.006963788 8.2 6.1 4.6 0.005013928 0.003124133 117 83.5 70 0.063599459 155 122 108 0.063599459 2.55 2.4 2.3 0.000348189 106 102 100 0.008356546 53 27 9 0.061281337 8.2 3.7 2 0.008635097 2 6.3 5.4 4.1 0.003064067 4 0 0 0.005263158 53.3 46.7 42.2 0.01545961 160 148 129 0.043175487 2 0 0 0.002631579 28.4 21.2 16.8 0.016155989 7.4 6 3.5 0.005431755 10 8 3 0.009210526 -448 2 238 238 238 4.5 4.3 4 0.000696379 101 84 64 0.050067659 5590 5220 4660 1.295264624 4 2 1 0.003947368 143 140 138 0.006963788 192968 5 0 0 0.006578947 7 6 5.5 0.002199413 8.21 7.14 6 0.003077994
20 59.30958904 46 44 39 0.01994302 -1.684310532 35 25 9 0.053278689 65 33 23 0.11965812 45 33 20 0.071225071 0.8 0.6 0 0.002279202 30 28 26 0.011396011 10 9 7 0.008547009 6.8 5 2.9 0.011111111 0.002556092 96 88.5 75 0.055851064 146 137.5 124 0.058510638 2.65 2.53 2.43 0.000626781 105 103 101 0.011396011 62 44 35 0.076923077 6 1.6 0.8 0.014814815 1 7.1 5 3.7 0.00968661 7 5 0 0.014344262 44.2 42.7 40.8 0.00968661 151 143 132 0.054131054 6 1 0 0.012295082 29 23.6 16.1 0.036752137 7.7 6.5 4.7 0.008547009 12 12 9 0.006147541 -404 2 200 200 200 4.4 4 3.7 0.001994302 104 92.5 81 0.061170213 4720 4460 4140 1.652421652 4 4 0 0.008196721 144 141 139 0.014245014 202782 6 3 0 0.012295082 7.5 7 6.5 0.002849003 7.98 7.03 5.98 0.005698006
21 60.54520548 45.5 42.25 39 0.013761468 -1.351851852 32 6 1 0.03030303 40 33 24 0.04519774 44 33 22 0.062146893 1.8 0.8 0.4 0.003954802 33 24 20 0.036723164 12 9 7 0.014124294 10.4 7.9 5 0.015254237 0.003532598 100 85.5 72 0.079096045 160 136 112 0.13559322 2.53 2.4275 2.3 0.000550459 106 103 99 0.019774011 71 53 35 0.101694915 5.2 3.1 0.8 0.012429379 2 6.7 6 5.6 0.003107345 7 2 0 0.00684262 48 41.3 37 0.031073446 154 146 125 0.081920904 5 0 0 0.004887586 28.3 23.2 8.2 0.056779661 7.7 5.3 3.4 0.012146893 12 5 1 0.010752688 -217 2 359 359 359 4.3 3.7 3.6 0.001977401 108 84.5 64 0.124293785 5250 5030 4280 2.740112994 4 0 0 0.003910068 144 140 138 0.016949153 208315 4 0 0 0.003910068 7 6 5 0.005649718 8.96 6.13 4.02 0.013954802
22 65.99726027 48 45 43 0.016611296 0.325892857 35 32.5 29 0.00913242 44 39 27 0.056478405 43 29 21 0.073089701 2.1 0.5 0.3 0.005980066 31 27 24 0.023255814 9 5 3 0.019933555 9.3 6.4 5.4 0.012956811 0.003309624 92 83.5 62 0.051724138 156 133 107 0.084482759 2.65 2.45 2.3 0.001162791 106 103 97 0.029900332 106 89 80 0.086378738 3.8 1.5 1 0.009302326 2 11.2 5.9 5.4 0.019269103 6 5 4 0.00304414 45.4 44.1 41.6 0.012624585 155 145 136 0.063122924 8 6 5 0.00456621 34.5 29.7 19.9 0.048504983 10.8 7.6 6.1 0.015614618 12 12 11 0.00152207 -397 2 245 238 231 5.4 4.2 3.7 0.005647841 92 72.5 60 0.055172414 4620 4300 4060 1.860465116 3 3 2 0.00152207 144 142 139 0.016611296 222865 8 6 6 0.00304414 7.5 7 6.5 0.003322259 7.99 6.37 5.83 0.00717608
23 61 45 40 38 0.01758794 -0.598753281 39 36.5 33 0.015075377 20 15 14 0.015075377 29 20 15 0.035175879 1.7 0.4 0.2 0.003768844 32.1 25.8 24.1 0.020100503 10.26 5.985 3.42 0.01718593 6.783 5.355 3.927 0.007175879 0.001834341 82 72 62 0.050251256 130 116 108 0.055276382 2.55 2.3 2.1 0.001130653 104 100 96 0.020100503 70.72 61.88 53.04 0.044422111 3.8 2 0.3 0.00879397 2 7.81 5.555 4.95 0.00718593 8 8 6 0.005025126 51 44 38 0.032663317 159 149 139 0.050251256 8 8 8 0 43.1 24.7 9.1 0.085427136 7.5 5.4 3.3 0.010552764 11 9 8 0.007537688 -684 4 244 171 146 4.4 3.9 3.7 0.001758794 82 72 68 0.035175879 5000 4800 4300 1.75879397 4 4 4 0 143 141 140 0.007537688 238506 8 8 6 0.005025126 7 6 5.5 0.003768844 13.21 6.12 4.59 0.021658291
24 24.58356164 51 49 47 0.008130081 0.219614922 39 30 23 0.015748031 50 34.5 31 0.038617886 44 35.5 31 0.026422764 0.7 0.6 0.2 0.00101626 26 22.5 20 0.012195122 9 5 3 0.012195122 5.4 4.3 3.2 0.004471545 0.002839844 87 78 70 0.034482759 143 130 110 0.06693712 2.63 2.45 2.28 0.000711382 105 102 100 0.010162602 62 53 44 0.036585366 2.2 1.55 1.1 0.002235772 2 6 5 4.5 0.00304878 7 3.5 0 0.006889764 51.5 47.45 44.1 0.01504065 157 152 145 0.024390244 8 5.5 2 0.005905512 32.8 29.3 23.4 0.019105691 14.5 9.25 7.6 0.01402439 12 11 9 0.002952756 -780 2 304 304 304 5.3 4.5 4.1 0.002439024 91 73 63 0.056795132 5650 5420 5160 0.995934959 4 4 4 0 142 139 136 0.012195122 250930 8 7 5 0.002952756 7.5 6.5 6 0.00304878 8.04 6.59 5.63 0.004898374
25 56.81369863 46 40 36 0.018083183 -0.65647482 24 16 12 0.025917927 80 34 18 0.112115732 39 24 15 0.043399638 1 0.6 0.4 0.001084991 29 24 21 0.014466546 14 10 5 0.016274864 6.4 3.6 2.1 0.007775769 0.00224993 93 83 67 0.047016275 137 116 99 0.068716094 2.48 2.33 2.25 0.000415913 104 99 92 0.021699819 53 35 18 0.063291139 2.2 0.9 0.6 0.002893309 2 11.6 5.6 4.9 0.012115732 4 0 0 0.008639309 54.2 50.3 43.2 0.019891501 166 159 130 0.065099458 1 1 0 0.002159827 15.9 12.6 7 0.016094033 6.7 5.2 3 0.006690778 12 12 10 0.004319654 -668 2 370 370 370 4.6 4.1 3.8 0.001446655 107 93 78 0.05244123 5400 5160 4600 1.446654611 4 3 0 0.008639309 141 138 134 0.012658228 254915 4 0 0 0.008639309 8.5 6.5 6 0.004520796 12.47 8.43 6.27 0.011211573
26 72 41 38 34 0.016627078 -1.990909091 29 22 10 0.045130641 169 24.5 16 0.363420428 112 28 26 0.204275534 1.4 0.9 0.4 0.002375297 32.1 29.05 23.3 0.020902613 22 15 11 0.026128266 10.7 7.5 6.5 0.009976247 0.00265118 90 85 70 0.047505938 150 140 120 0.071258907 2.5 2.38 2.26 0.000570071 101 100 96 0.011876485 100 87 59 0.097387173 4.2 2.8 1.1 0.00736342 2 7.6 5.85 4.5 0.00736342 7 6 5 0.004750594 48 45 42 0.014251781 166 150.5 145 0.049881235 4 3 1 0.007125891 33.3 25.35 14.7 0.044180523 11.4 7.6 4.7 0.015914489 9 3 0 0.021377672 -237 4 314 263 230 5.1 4.3 4 0.002612827 96 74 68 0.066508314 5300 4900 4700 1.425178147 4 3 2 0.004750594 144 141 137 0.016627078 291223 6 6 2 0.009501188 7.5 6.25 5.5 0.004750594 7.57 6.495 5.5 0.004916865
27 68 42 38 36 0.013636364 -0.319055944 37 35 32 0.011363636 35 28 21 0.031818182 38 28.5 23 0.034090909 1.8 0.5 0.3 0.003409091 25.5 22.5 18.7 0.015454545 8.55 6.84 5.13 0.007772727 8.568 5.8905 4.284 0.009736364 0.002152344 78 71.5 62 0.036363636 136 123 112 0.054545455 2.5 2.4125 2.35 0.000340909 107 104 102 0.011363636 70.72 44.2 35.36 0.080363636 2.9 1.35 0.7 0.005 1 5.72 5.0875 4.4 0.003 8 7 6 0.004545455 46 42.5 41 0.011363636 157 148 141 0.036363636 6 5 3 0.006818182 32.6 29.65 25.6 0.015909091 7.4 5.75 4.9 0.005681818 12 12 12 0 -550 4 324 254.5 223 4.3 4.1 3.9 0.000909091 85 74.5 59 0.059090909 5200 4800 4700 1.136363636 4 4 4 0 144 140.5 139 0.011363636 307024 8 7 7 0.002272727 6 5.5 5 0.002272727 9.07 7.49 4.22 0.011022727
28 60 43 38 35 0.015904573 -0.223651961 34 28 25 0.017892644 39 25 18 0.041749503 34 22 19 0.029821074 0.9 0.6 0.4 0.000994036 27.3 22.4 19.6 0.015308151 10.26 7.8475 5 0.01443299 13.209 10.353 7.854 0.010646123 0.002394464 92 78 64 0.055666004 124 116 102 0.043737575 2.575 2.375 2.225 0.000695825 105 103 100 0.009940358 114.92 97.24 88.4 0.052723658 4.9 3.2 2.8 0.00417495 2 6.6 5.335 4.4 0.004373757 8 7 6 0.003976143 48 43 41 0.013916501 151 143 139 0.023856859 8 4 4 0.007952286 32.8 27.2 21.3 0.022862823 8.6 6.3 5.4 0.006361829 11 10 8 0.005964215 -330 4 272 223 191 4.4 4 3.6 0.001590457 82 62 60 0.043737575 5200 4900 4700 0.994035785 2 1 1 0.001988072 146 139 136 0.019880716 321019 8 7 6 0.003976143 6.5 5.5 5 0.002982107 8.8 6.71 5.66 0.006242545
29 59.66575342 46 42 40 0.009244992 -0.803964758 33 23 9 0.034732272 82 41 26 0.086286595 47 28 21 0.040061633 1.3 0.7 0 0.002003082 30 28 25 0.00770416 21 15 10 0.016949153 8.9 7.1 5.7 0.004930663 0.002627719 88 77 63 0.03617945 139 123 101 0.054992764 2.53 2.43 2.33 0.000308166 104 102 99 0.00770416 89 80 62 0.041602465 3.8 1.75 1 0.00431433 2 6.4 5.5 3.4 0.004622496 6 4 0 0.008683068 48.3 45.4 41.1 0.011093991 159 147 134 0.038520801 7 6 2 0.00723589 38.3 30.2 16.1 0.034206471 9 7.3 5 0.006163328 9 8 4 0.00723589 -728 2 360 360 360 4.4 3.9 3.4 0.001540832 106 78 53 0.076700434 5110 4810 4300 1.24807396 4 3 2 0.002894356 143 140 136 0.010785824 341058 7 5 1 0.008683068 6.5 6 5.5 0.001650165 8.85 6.375 5.49 0.005177196
30 51 46 43 40 0.012958963 -1.494152047 29 16 11 0.03887689 66 47 39 0.058315335 45 31 25 0.043196544 1.1 0.6 0.5 0.001295896 25.4 23.15 18.2 0.015550756 10 7 5 0.010799136 16.2 4.5 3.7 0.02699784 0.002536663 95 88 72 0.049676026 157 135 120 0.079913607 2.71 2.495 2.38 0.000712743 110 106 104 0.012958963 360 67.5 52 0.665226782 5.6 4.1 2.5 0.006695464 2 6.5 4.85 4.4 0.004535637 5 1 0 0.010799136 48 45 43 0.010799136 164 156.5 145 0.041036717 4 1 0 0.008639309 28.6 23.15 20 0.018574514 6.2 4.6 3.4 0.006047516 12 11 9 0.006479482 -538 4 321 262 234 5.8 4.2 3.9 0.004103672 91 76 63 0.060475162 5200 4900 4500 1.51187905 4 4 0 0.008639309 147 143 141 0.012958963 347997 5 2 0 0.010799136 6.5 5.5 5.5 0.002159827 7.45 5.63 4.79 0.00574514
32 69 40 37 33 0.0175 -1.814327485 32 18 12 0.049140049 74 27 15 0.1475 54 25 16 0.095 1.1 0.7 0.4 0.00175 26 23.6 19.5 0.01625 14 7 5 0.0225 9.7 5.9 4.3 0.0135 0.002477591 85 80 70 0.036855037 150 129 120 0.073710074 2.48 2.44 2.35 0.000325 107 104 101 0.015 94 55 28 0.165 4 2.9 1.5 0.00625 2 7.1 4.6 3.3 0.0095 8 3 0 0.01965602 55 49 43 0.03 183 162 147 0.09 2 0 0 0.004914005 23.6 16.5 11.8 0.0295 9.6 6.5 4.5 0.01275 12 12 12 0 -232 4 329 258 214 5.2 4.6 3.8 0.0035 78 68 60 0.044226044 6300 5600 4900 3.5 4 2 0 0.00982801 147 143 138 0.0225 376346 6 1 0 0.014742015 6 5.5 5 0.0025 11.4 8.5 6.4 0.0125
33 66 40 38 35 0.012077295 -1.412202381 32 28 18 0.033816425 48 15 12 0.086956522 40 20.5 16 0.057971014 1.3 0.7 0.3 0.002415459 28 24.6 20.1 0.019082126 10.26 7.8475 5 0.01443299 5.8 5.1 3.6 0.00531401 0.00265625 90 78 70 0.048309179 136 126 112 0.057971014 2.57 2.445 2.36 0.000507246 105 102 100 0.012077295 73 65 46 0.065217391 6.4 4.2 2.8 0.008695652 1 6.9 5.7 4.7 0.00531401 8 8 4 0.009661836 48 45 41 0.016908213 157 146 140 0.041062802 2 1 0 0.004830918 35.8 29.7 21.9 0.033574879 5.9 4.8 3.3 0.006280193 12 12 10 0.004830918 -986 4 483 387 347 5.4 4.45 3.9 0.003623188 92 85 72 0.048309179 5100 4700 4500 1.449275362 3 3 2 0.002415459 144 141 138 0.014492754 382706 7 4 2 0.012077295 7 6 5 0.006920415 9.83 7.73 6.14 0.008913043
34 62.24109589 48 45 41 0.011627907 -2.056642942 32 14 3 0.049913941 126 78 49 0.127906977 100 58.5 35 0.107973422 3.3 0.55 0.2 0.005149502 36 31.5 23 0.021594684 12 5 2 0.016611296 6.1 5 4.6 0.002491694 0.002591052 89 76 62 0.044850498 157 127 108 0.081395349 2.5 2.38 2.25 0.000415282 102 98 92 0.016611296 89 44 27 0.102990033 3.9 0.9 0.1 0.006312292 2 8.2 5.75 3.9 0.007142857 6 2 0 0.010327022 53.2 48.35 45.2 0.013289037 167 158 143 0.03986711 5 1 0 0.008605852 38 22.75 13.4 0.040863787 17.2 11 8 0.015282392 11 7 2 0.015490534 -336 2 261 261 261 4.8 4.45 4 0.001328904 125 85 69 0.093023256 5760 5195 4770 1.644518272 4 1 0 0.006884682 143 141 138 0.008305648 398484 6 2 0 0.010327022 8 7.5 6.5 0.002491694 7.88 5.22 3.62 0.007076412
35 68.42191781 45 41 30 0.030612245 -0.13578869 28 22 17 0.02244898 94 24 17 0.157142857 74 21.5 17 0.116326531 2.6 0.7 0.2 0.004897959 27 24 22 0.010204082 15 9 5 0.020408163 12.1 10 7.5 0.009387755 0.002791053 86 72.5 63 0.046464646 157 139.5 108 0.098989899 2.43 2.3 2.1 0.000673469 104 102 95 0.018367347 97 80 44 0.108163265 8.4 3.1 0.5 0.016122449 2 16.7 12.05 7.4 0.018979592 8 6 1 0.014285714 45.3 39.5 31.7 0.027755102 138 129 100 0.07755102 2 0 0 0.004081633 27.2 18.2 4 0.047346939 9.6 7.1 3.3 0.012857143 12 12 11 0.002040816 -886 2 229 229 229 4.4 4.2 3.5 0.001836735 86 59 51 0.070707071 4370 4130 3300 2.183673469 4 4 4 0 142 138 133 0.018367347 415471 3 1 0 0.006122449 6 5.75 5.5 0.001020408 22.49 7.88 5.32 0.035040816
37 57.59178082 50 45.5 42 0.029304029 -1.483739837 27 19 8 0.045238095 53 29.5 21 0.117216117 70 36.5 26 0.161172161 2.3 1.45 0.4 0.00719697 31 28 25 0.021978022 9 5 3 0.021978022 5.4 3.9 2.5 0.010622711 0.002060936 80 72 60 0.073260073 133 120 102 0.113553114 2.7 2.55 2.4 0.001098901 104 100 97 0.025641026 53 44 44 0.032967033 4 1.7 0.2 0.014393939 1 7.1 4.8 4.3 0.01025641 5 3 0 0.011904762 46.9 41.5 35.5 0.043181818 150 139 134 0.060606061 5 2.5 0 0.011904762 52 46.05 26.4 0.096969697 9.6 7.55 4 0.021212121 8 4.5 3 0.011904762 -330 2 277 277 277 4.7 4.25 3.8 0.003296703 120 96 66 0.197802198 4630 3985 3140 5.643939394 4 4 3 0.002380952 142 141 139 0.010989011 421227 8 4 0 0.019047619 8 7.5 6 0.007326007 6.85 3.24 2.48 0.01655303
38 60 46 42 39 0.014314928 -0.44895449 35 32 28 0.014314928 62 18 14 0.098159509 50 21 15 0.071574642 1.8 0.9 0.5 0.002658487 26 20.3 17.5 0.017382413 10.26 6.84 3.42 0.01398773 7.497 4.284 3.213 0.008760736 0.002906593 92 80 70 0.044989775 154 130 110 0.08997955 2.525 2.375 2.3 0.000460123 108 105 101 0.014314928 88.4 79.56 70.72 0.036155419 3.1 1.3 0.3 0.005725971 2 5.94 4.84 3.74 0.004498978 6 4 2 0.008179959 47 43 41 0.012269939 166 146 137 0.059304703 8 8 6 0.00408998 37.6 35 26.9 0.021881391 8.1 6.4 4.8 0.006748466 12 11 11 0.00204499 -591 4 329 259 185 4.6 4.1 3.8 0.001635992 84 66 58 0.053169734 5100 4700 4400 1.431492843 4 4 4 0 144 141 139 0.010224949 428780 7 5 3 0.008179959 7 6 5.5 0.003067485 9.42 6.84 5.07 0.008895706
39 60.18630137 45 42.5 41 0.085106383 -0.906028369 16 11 4 0.016949153 51 28.5 23 0.595744681 43 24 21 0.468085106 1.1 0.6 0 0.023404255 27 27 25 0.042553191 22 11.5 7 0.319148936 6.4 5.9 5 0.029787234 0.003289833 91 87 79 0.046153846 156 138 117 0.15 2.6 2.44 2.23 0.00787234 103 101 100 0.063829787 35 31 27 0.170212766 2.8 2.3 0.8 0.042553191 1 9.8 6.95 5.4 0.093617021 0 0 0 0 45.8 42.65 40.7 0.108510638 146 141.5 134 0.255319149 1 1 0 0.001412429 40.4 31.8 26.7 0.291489362 9.9 8.65 6.4 0.074468085 11 6 1 0.014124294 -513 2 219 219 219 4.2 4.15 3.9 0.006382979 98 90 80 0.069230769 4950 4560 4110 17.87234043 4 4 1 0.004237288 142 140.5 139 0.063829787 431091 0 0 0 0 7 6.75 6 0.034482759 5.49 4.09 2.23 0.069361702
40 40 46 43 39 0.01417004 -0.85380117 36 27 22 0.028340081 47 33.5 20 0.05465587 70 45 33 0.074898785 2 0.5 0.3 0.003441296 33.7 25.25 21.7 0.024291498 10.26 7.8475 5 0.01443299 10.353 8.568 6.069 0.008672065 0.00242592 86 82 68 0.036437247 160 136 120 0.08097166 2.525 2.425 2.3 0.000455466 104 100.5 98 0.012145749 79.56 61.88 53.04 0.053684211 5 1.95 0.6 0.008906883 2 6.49 5.3625 4.07 0.004898785 8 6.5 5 0.006072874 49 44 39 0.020242915 157 143 133 0.048582996 8 7 5 0.006072874 42 30.35 17.8 0.048987854 9.7 7.3 5.5 0.008502024 9 7 5 0.008097166 -492 4 340 244 167 5 4.35 3.9 0.002226721 93 84 57 0.072874494 5400 4900 4500 1.821862348 4 2.5 1 0.006072874 143 141 138 0.010121457 453945 8 6.5 5 0.006072874 6.5 6 5.5 0.002024291 11.3 7.75 6.31 0.010101215
41 57 41 38.5 36 0.009541985 -0.87529976 17 7 6 0.020992366 47 33.5 26 0.040076336 34 28 22 0.022900763 2.4 0.5 0.3 0.004007634 26.3 23.9 20.6 0.010877863 11.97 6.84 5.13 0.013053435 10.71 8.7465 6.783 0.007494275 0.00259708 84 77 56 0.126696833 132 114 104 0.126696833 2.575 2.475 2.3 0.000524809 107 104 102 0.009541985 106.08 79.56 61.88 0.084351145 3.3 2.25 1.1 0.004198473 2 8.8 5.8575 4.455 0.008291985 4 0 0 0.007633588 43 40 37 0.011450382 150 137 127 0.04389313 3 1 0 0.005725191 29.6 25.3 17.2 0.023664122 8.4 6.8 5 0.00648855 4 2 1 0.005725191 -471 1 236 213.5 186 4.7 4.2 3.8 0.001717557 72 71 52 0.090497738 4700 4400 4100 1.145038168 4 4 4 0 143 140 138 0.009541985 471379 3 0 0 0.005725191 6.5 6 5.5 0.001908397 8.23 7.125 5.87 0.004503817
42 45.96986301 45 43 42 0.009146341 -0.647163121 28 16.5 3 0.022045855 121 14.5 9 0.096385542 87 17 14 0.062822719 1.9 0.7 0.2 0.001462995 30 23 17 0.011187608 9 3 2 0.006024096 6.4 4.6 2.9 0.003012048 0.002798838 104 82 68 0.030981067 152 124 108 0.037865749 2.58 2.5 2.43 0.000457317 108 104 98 0.008605852 53 35 18 0.030120482 2.8 1.55 0.2 0.002237522 1 10.5 5.25 3.8 0.005765921 5 2 0 0.004409171 48.3 41.75 35.5 0.011015491 151 133 109 0.036144578 4 2 1 0.002645503 32.9 22.45 12.1 0.017900172 14.3 6.65 4.7 0.008261618 10 6 0 0.008818342 -478 2 429 429 429 4.7 4.2 3.7 0.000860585 128 89 68 0.051635112 5330 4820 4490 0.722891566 4 2 1 0.002645503 141 139 136 0.004302926 495302 5 2 0 0.004409171 9 7 5 0.003442341 7.17 4.825 3.54 0.003123924
44 38 44 41 38 0.012 -0.921717172 26 19 16 0.02 73 44 32 0.082 37 31 22 0.03 0.7 0.4 0.3 8.00E-04 25.9 24.5 20.6 0.0106 7 5 3 0.008 6.9 4.5 3.5 0.0068 0.002694846 90 83 76 0.028 130 120 109 0.042 2.61 2.45 2.35 0.00052 107 102 100 0.014 52 35 23 0.058 4.6 3.2 1.9 0.0054 2 7.6 5.2 4.6 0.006 3 1 0 0.006 41 39 38 0.006 144 137 127 0.034 4 2 0 0.008 31.9 27.6 22.8 0.0182 8.7 6.9 4.1 0.0092 12 12 11 0.002 -383 4 490 364 306 4.4 4.1 3.6 0.0016 90 84 66 0.048 4700 4500 4200 1 4 4 1 0.006 145 140 138 0.014 503708 4 2 1 0.006 7 5.5 5 0.004 10.62 8.61 7.47 0.0063
45 54 45 41 38 0.016055046 -0.760416667 38 34 30 0.018348624 48 37.5 32 0.036697248 45 39.5 26 0.043577982 1.8 0.7 0.6 0.002752294 25.9 23 20 0.01353211 10 6.5 5 0.01146789 7.3 5.15 3.8 0.008027523 0.002392486 85 80 75 0.02293578 130 125 110 0.04587156 2.5 2.4 2.28 0.000504587 108 104 101 0.016055046 83 66.5 52 0.071100917 6 2.9 1.5 0.010321101 2 7.1 5.05 4.1 0.006880734 8 8 7 0.002293578 51 45.5 43 0.018348624 163 155 148 0.03440367 6 4 3 0.006880734 31.6 25.55 21.7 0.022706422 7.5 6.25 4.3 0.00733945 12 12 12 0 -332 4 192 183 155 5 4.5 3.9 0.002522936 82 70 61 0.048165138 5100 4900 4700 0.917431193 4 3 3 0.002293578 150 141.5 138 0.027522936 511759 8 7 4 0.009174312 6.5 5.5 5 0.003440367 6.62 5.96 4.64 0.004541284
46 56 42 40 36 0.014527845 -0.977678571 24 19 10 0.033898305 52 29 16 0.08716707 31 23 15 0.03874092 0.6 0.5 0.3 0.000726392 29.7 24.9 21.6 0.019612591 10.26 7.8475 5 0.01443299 8.925 5.8905 4.641 0.010372881 0.003015781 86 72 68 0.043583535 130 112 102 0.06779661 2.55 2.4125 2.225 0.000786925 105 103 101 0.00968523 97.24 79.56 53.04 0.107021792 2.3 1.3 0.8 0.003631961 2 7.15 5.445 4.62 0.006125908 6 5 3 0.007263923 44 42 37 0.016949153 154 143 130 0.05811138 4 3 0 0.00968523 35.4 28 18.2 0.041646489 6.8 6.1 4.8 0.004842615 6 3 0 0.014527845 -208 1 274 223 180 4.3 4.1 3.9 0.000968523 90 75.5 67 0.055690073 4800 4450 3900 2.179176755 4 2 1 0.007263923 144 141 137 0.016949153 514918 6 5 2 0.00968523 7 6 5.5 0.003631961 9.16 7.86 6.08 0.007457627
49 67 39 35.5 32 0.017811705 -0.229559748 31 30 28 0.006912442 39 25 20 0.043778802 29 21 19 0.023041475 1.4 0.9 0.6 0.001843318 27.7 24.1 19.4 0.021119593 10.26 7.8475 5 0.01443299 8.211 6.069 4.998 0.007403226 0.002768388 89 80 70 0.043778802 160 137 130 0.069124424 2.4 2.25 2.125 0.000633641 105 104 103 0.004608295 79.56 53.04 44.2 0.081474654 3.4 2.3 1.3 0.00483871 2 6.875 5.28 4.455 0.006157761 7 7 7 0 48 42 38 0.023041475 156 136 127 0.066820276 3 2 1 0.004608295 28.1 23.4 12.6 0.035714286 7.6 5.8 4.6 0.006912442 11 11 10 0.002304147 -513 4 371 280 242 4.7 4.1 3.6 0.002534562 80 74 60 0.046082949 5200 4400 4100 2.534562212 4 4 4 0 143 140 138 0.011520737 535483 7 6 5 0.004608295 7.5 6 5.5 0.004608295 7.1 5.76 4.05 0.00702765
50 60.63013699 46 43 40 0.025751073 -0.890864714 30 17 6 0.025157233 96 25.5 17 0.339055794 75 27.5 20 0.236051502 0.9 0.65 0.2 0.003004292 30 29 25 0.021459227 12 9.5 7 0.021459227 6.8 5.4 4.6 0.00944206 0.001992075 86 85 75 0.011530398 145 128 113 0.033542977 2.68 2.59 2.5 0.000772532 106 104 102 0.017167382 62 53 53 0.038626609 6.8 3.35 1.7 0.021888412 1 5 4.65 3.3 0.007296137 5 1 0 0.00524109 42.1 39.9 37 0.021888412 139 127 121 0.077253219 5 3 1 0.004192872 28.6 24.05 17 0.049785408 11.5 6.7 3.5 0.034334764 11 6 1 0.01048218 -442 2 218 218 218 4.1 3.85 3.6 0.002145923 82 70 60 0.023060797 4590 4350 4110 2.060085837 4 4 4 0 144 142 141 0.012875536 546167 6 2 0 0.006289308 8 6.75 6 0.008583691 4.64 4.14 3.04 0.006866953
51 77 45 42 39 0.013761468 -0.29723127 30 22 18 0.027522936 32 27 22 0.02293578 32 29 24 0.018348624 0.8 0.5 0.3 0.001146789 27.8 25.8 20.6 0.016513761 17 9 6 0.025229358 9 7.7 4.8 0.009633028 0.002378121 85 74 65 0.04587156 149 133 113 0.082568807 2.7 2.54 2.46 0.000550459 106 102 99 0.016055046 76 69 52 0.055045872 5 1.15 0.4 0.010550459 2 7.2 5.6 4 0.00733945 6 2.5 1 0.01146789 44 41 39 0.01146789 148 137.5 128 0.04587156 6 3.5 2 0.009174312 26.6 23.75 13 0.031192661 8.4 6.25 4 0.010091743 9 8 4 0.01146789 -623 4 242 201 172 4.4 4 3.7 0.001605505 89 77 71 0.041284404 4400 4100 3800 1.376146789 4 2 2 0.004587156 150 143 140 0.02293578 549896 7 6 5 0.004587156 6.5 6 5.5 0.002293578 8.05 5.095 4.16 0.008922018
52 67 41 38 35 0.012448133 -1.230085784 31 21.5 8 0.047520661 41 21 15 0.053941909 34 20 13 0.043568465 0.5 0.3 0.1 0.000829876 27.1 24.45 19.6 0.015560166 10.26 8.55 6.84 0.007095436 8.925 5.712 3.213 0.011850622 0.002469177 82 76.5 69 0.029885057 143 129.5 122 0.048275862 2.6 2.525 2.35 0.000518672 104 101.5 99 0.010373444 70.72 44.2 26.52 0.091701245 1.4 1.05 0.8 0.001244813 1 6.325 5.4725 4.29 0.004221992 8 6 2 0.012396694 52 46 43 0.018672199 169 149.5 143 0.053941909 3 0 0 0.006198347 38.5 29.8 20.4 0.037551867 8.9 6.4 5 0.008091286 11 8 4 0.01446281 -534 4 363 305.5 260 4.4 4.2 3.8 0.001244813 91 78 69 0.050574713 5600 5000 4800 1.659751037 4 3.5 1 0.006198347 142 140 137 0.010373444 549934 5 2 0 0.010330579 6.5 6 5.5 0.002074689 8.3 6.74 5.47 0.005871369
53 35.2630137 51 47 45 0.008928571 -0.321302817 33 29 23 0.014880952 80 58 44 0.053571429 48 40 30 0.026785714 1.7 0.9 0 0.002529762 28 25 23 0.007440476 12 9 5 0.010416667 5.4 4.6 2.9 0.003720238 0.003211796 100 87 60 0.05952381 135 120 109 0.038690476 2.5 2.4 2.3 0.000297619 105 102 99 0.008928571 62 53 35 0.040178571 3.6 2 0.8 0.004166667 2 6.2 5 3.8 0.003571429 6 5 3 0.004464286 55.2 48.9 44.6 0.01577381 170 163 146 0.035714286 6 4 3 0.004464286 36.2 28.4 24.7 0.017113095 11.2 7.4 5 0.00922619 12 12 11 0.001488095 -989 2 198 198 198 4.6 4.2 3.8 0.001190476 109 81 70 0.058035714 5490 5150 4920 0.848214286 4 4 3 0.001488095 141 140 137 0.005952381 551260 6 5 3 0.004464286 8 7 6 0.00297619 9.04 5.92 4.58 0.006636905
55 54.43561644 47 45 44 0.019480519 -1.612190813 25 6 2 0.033189033 26 20.5 17 0.058441558 26 22 18 0.051948052 1.1 0.7 0.6 0.003246753 27 25 23 0.025974026 12 10 5 0.045454545 6.1 4.6 3.9 0.014285714 0.002733477 90 77 54 0.233766234 145 123.5 108 0.24025974 2.4 2.35 2.25 0.000974026 102 100.5 99 0.019480519 80 71 62 0.116883117 5.8 4.6 1.8 0.025974026 2 5.9 5.25 4.7 0.007792208 7 0 0 0.01010101 50.4 46.85 43.6 0.044155844 166 157.5 153 0.084415584 3 1 0 0.004329004 36 31.8 29.2 0.044155844 6.6 6.3 5.5 0.007142857 10 3.5 0 0.014430014 -590 1 334 334 334 4.3 4.15 4 0.001948052 74 62 54 0.12987013 5470 5190 4930 3.506493506 2 1.5 0 0.002886003 140 138.5 135 0.032467532 566189 6 0 0 0.008658009 7.5 7 6 0.00974026 5.29 4.895 4.69 0.003896104
57 61.56438356 51 47 44 0.014314928 -1.074793875 27 13 8 0.038854806 53 40 26 0.055214724 35 27 21 0.028629857 1 0.5 0.3 0.001431493 28 23 19 0.018404908 12 10 7 0.010224949 9.3 7.1 5 0.008793456 0.003440375 92 80 64 0.057259714 138 112 80 0.118609407 2.63 2.48 2.33 0.000613497 105 101 96 0.018404908 80 71 62 0.036809816 5.3 2.4 1.3 0.008179959 2 10.4 5.1 4.4 0.012269939 5 1 0 0.010224949 51.2 45.7 41.4 0.0200409 165 148 133 0.065439673 3 2 1 0.00408998 26.8 22.9 17.2 0.019631902 10 7.8 6.2 0.007770961 10 8 5 0.010224949 -256 2 275 275 275 4.9 4.4 3.9 0.00204499 88 72 60 0.057259714 5250 4780 4450 1.63599182 4 1 0 0.008179959 141 137 132 0.018404908 571682 5 2 0 0.010224949 7 6.5 5.5 0.003067485 7.85 6.08 5.09 0.005644172
58 52.66027397 49 44 42 0.011494253 -0.325892857 30 27 21 0.011703511 37 21 13 0.039408867 40 26 17 0.037766831 1.2 0.4 0.1 0.00180624 32 29 25 0.011494253 7 3 2 0.008210181 12.9 8.9 6.4 0.010673235 0.002296573 88 71 61 0.035110533 144 114.5 92 0.067620286 2.6 2.48 2.35 0.000410509 104 100 94 0.016420361 71 44 27 0.072249589 3 1.8 0.8 0.003612479 1 7.4 5.6 4 0.005582923 6 5 4 0.00260078 45.8 42.5 34.4 0.018719212 151 138 107 0.072249589 3 3 1 0.00260078 46.5 33.9 19.9 0.043678161 9.3 6.4 3.8 0.009031199 12 11 10 0.00260078 -462 2 257 257 257 4.8 4.1 3.7 0.00180624 125 94.5 69 0.072821847 4510 4240 3450 1.740558292 4 4 2 0.00260078 144 140 133 0.018062397 574605 6 5 3 0.00390117 7.5 6.5 5.5 0.003389831 7.28 4.72 3.61 0.006026273
59 63 38 35 32 0.017094017 -1.32771164 23 15 6 0.033864542 37 31 22 0.042735043 34 27 21 0.037037037 0.9 0.6 0 0.00237467 27 22.1 16.2 0.030769231 25.65 13.68 10.26 0.043846154 8.211 7.14 4.998 0.009153846 0.002451424 87 74 60 0.071240106 132 115 100 0.084432718 2.475 2.3125 2.175 0.000854701 107 104 102 0.014245014 70.72 61.88 44.2 0.075555556 3 1.8 0 0.007915567 2 5.775 5.1975 3.96 0.00517094 5 2 0 0.009960159 51 48 45 0.015831135 180 167 158 0.058047493 2 0 0 0.003984064 28.9 25.6 15.3 0.035883905 7.7 5.8 4 0.009762533 12 9 5 0.013944223 -712 4 267 244 210 4.6 4.1 3.7 0.002564103 95 80 64 0.081794195 6000 5600 5200 2.110817942 4 4 1 0.005976096 142 140 137 0.014245014 595852 3 1 0 0.005976096 8 5.5 5 0.007915567 12.17 9.54 7.3 0.012849604
60 61 43 40 35 0.019323671 0.228696742 32 24 17 0.036231884 64 41 30 0.082125604 42 28.5 22 0.048309179 2.7 1.3 0.9 0.004347826 27.4 24.9 21.6 0.014009662 12 6 4 0.019323671 8 6.1 4.8 0.007729469 0.003111111 90 83 76 0.033816425 140 132.5 112 0.06763285 2.62 2.46 2.34 0.000676329 110 105 103 0.016908213 63 46 40 0.055555556 2.8 1.9 1.1 0.00410628 1 5.9 4.85 3.8 0.005072464 8 8 5 0.007246377 46 41 40 0.014492754 150 136 126 0.057971014 4 1 0 0.009661836 40 34.5 28.7 0.027294686 8.5 5.5 4.4 0.009903382 12 9 6 0.014492754 -687 4 316 280 228 4.4 3.8 3.4 0.002415459 86 73 66 0.048309179 4900 4400 4100 1.93236715 4 4 1 0.007246377 149 145 142 0.016908213 597666 6 4 1 0.012077295 6 5.5 5.5 0.001207729 5.97 4.69 3.75 0.005362319
61 52 46 43 41 0.011160714 -1.033018868 34 27 19 0.033482143 71 47 38 0.073660714 41 32.5 24 0.037946429 1.2 0.65 0.5 0.0015625 23.8 21.6 18.8 0.011160714 13 11 8 0.011160714 6.1 5 4.5 0.003571429 0.002530864 95 87.5 70 0.055803571 150 135 125 0.055803571 2.63 2.53 2.41 0.000491071 109 105 102 0.015625 80 68 51 0.064732143 2.5 1.2 0.5 0.004464286 2 10.8 5.3 4.5 0.0140625 5 4 0 0.011160714 49 47.5 45 0.008928571 166 157 151 0.033482143 8 5 3 0.011160714 34.7 26.3 16.9 0.039732143 9.5 7.3 5.4 0.009151786 12 12 11 0.002232143 -654 4 296 268.5 215 4.4 4.2 4 0.000892857 88 69 60 0.0625 5100 4900 4700 0.892857143 4 4 4 0 144 141 137 0.015625 601566 5 3 1 0.008928571 6.5 5.5 5.5 0.00255102 7.69 5.99 5.12 0.005736607
62 56.49589041 48 45 43 0.005208333 -0.670955882 35 29 20 0.01497006 39 27 18 0.021875 34 23 19 0.015625 1.6 1.2 0.7 0.0009375 28 26 23 0.005208333 19 14 10 0.009375 5 3.6 2.1 0.003020833 0.002872251 99 83 66 0.032934132 140 129 110 0.02994012 2.5 2.43 2.3 0.000208333 104 102 99 0.005208333 62 44 18 0.045833333 6.4 4 1.6 0.005 2 7.9 4.8 4.1 0.003958333 8 7 3 0.00499002 50.1 46.4 42.4 0.008020833 157 147.5 133 0.025 3 1.5 0 0.002994012 34.2 27.8 19.3 0.015520833 7.8 5.7 3.9 0.0040625 12 12 12 0 -763 2 398 398 398 5 4.4 3.9 0.001145833 108 87 51 0.056886228 5520 5015 4600 0.958333333 4 4 0 0.003992016 143 140 138 0.005208333 605360 8 5 3 0.00499002 7.5 7 6 0.0015625 9.71 8.26 6.15 0.003708333
63 44.8630137 49 48 45 0.025477707 -0.56501548 40 39 30 0.013850416 73 57 39 0.21656051 57 51 31 0.204724409 1.2 0.95 0.3 0.005732484 26 22.5 20 0.038216561 15 10 7 0.050955414 7.1 6.05 4.6 0.015923567 0.002564838 93 88 71 0.140127389 128 123.5 111 0.108280255 2.48 2.39 2.25 0.001464968 105 103 102 0.01910828 115 101.5 97 0.114649682 9.5 4.15 2.9 0.042038217 2 5.7 4.75 3.9 0.011464968 8 7 6 0.002770083 52.8 49 45.9 0.043949045 167 159 152 0.095541401 8 8 3 0.006925208 32.4 25.5 17.1 0.097452229 9.2 6.65 5.6 0.022929936 12 12 12 0 -526 2 231 231 231 4.7 4.3 4.1 0.004724409 89 69.5 54 0.222929936 5140 4970 4760 2.420382166 4 4 4 0 142 139 138 0.025477707 626966 8 8 5 0.004155125 7 6 6 0.006369427 6.93 6.29 5.7 0.007834395
64 61.10410959 45.5 42.25 39 0.013761468 -1.278011204 26 17 11 0.051724138 50 41 25 0.14619883 53 40 27 0.152046784 2.3 1 0.3 0.011695906 24 21 21 0.01754386 15 10 7 0.046783626 6.8 4.6 3.9 0.016959064 0.003254077 114 100 88 0.152046784 174 150 130 0.257309942 2.53 2.4275 2.3 0.000550459 105 104 102 0.01754386 71 53 35 0.210526316 3.9 2 0.1 0.022222222 1 9.3 5.3 5.1 0.024561404 4 1 0 0.013793103 42.3 41.2 38.9 0.019883041 146 140 133 0.076023392 3 2 0 0.010344828 27.8 23.2 17.1 0.062573099 7.6 6.9 4.2 0.019883041 10 8.5 8 0.006896552 -636 2 229 229 229 4.2 3.9 3.4 0.004678363 98 84 70 0.16374269 4620 4380 4210 2.397660819 4 2 1 0.010344828 141 139 138 0.01754386 638921 5 3.5 2 0.010344828 6.5 6 5 0.00877193 8.19 6.12 4.58 0.021111111
65 63.15890411 43 40 34 0.032967033 -2.063988095 32 4 0 0.068522484 81 48 24 0.208791209 62 32 15 0.172161172 0.9 0.7 0.1 0.002930403 29 24 22 0.025641026 15 9 5 0.036630037 7.9 4.6 3.2 0.017216117 0.002395342 92 82 64 0.102564103 146 129 96 0.183150183 2.4 2.28 2.15 0.000915751 102 100 97 0.018315018 62 53 44 0.065934066 2.9 0.7 0.3 0.00952381 2 8.7 5.1 4.7 0.014652015 5 1 0 0.010706638 45.8 42 33.5 0.045054945 139 132 109 0.10989011 8 3 0 0.017130621 31.8 23.4 11.9 0.072893773 14 11 8.9 0.018681319 9 0 0 0.019271949 -327 2 269 269 269 4.3 4 3.9 0.001465201 109 71 59 0.183150183 4750 4470 3750 3.663003663 4 0 0 0.00856531 141 137 135 0.021978022 640684 6 0 0 0.012847966 8 7.5 6 0.007326007 8.2 4.8 3.18 0.018388278
66 44 45 42 32 0.027659574 -2.236519608 37 22 10 0.05720339 96 61 31 0.138297872 42 28 17 0.053191489 2 0.8 0.6 0.002978723 27.6 24.1 20.1 0.015957447 13.68 10.26 5.13 0.018191489 8.211 4.998 3.927 0.009114894 0.002187224 85 78 71 0.029661017 129 120 107 0.046610169 2.55 2.425 2.05 0.00106383 105 101 95 0.021276596 123.76 106.08 79.56 0.094042553 4.2 2.4 0.1 0.008723404 2 8.14 5.115 4.345 0.008074468 6 2 0 0.012711864 46 42 38 0.018099548 157 141 131 0.055319149 8 8 2 0.012711864 45 25.8 8.4 0.07787234 11.8 8.3 4 0.016595745 12 9 7 0.01059322 -290 4 481 349.5 258 4.6 4.1 3.7 0.001914894 109 86 80 0.061440678 5200 4600 4300 1.914893617 4 2 1 0.006355932 146 140 137 0.019148936 640864 7 2 0 0.014830508 7 6 5 0.004255319 11.14 7.05 5.32 0.012382979
67 58.55068493 47 44 41 0.022556391 -1.504711425 20 10 2 0.034951456 57 38 19 0.142857143 28 22.5 18 0.037593985 1.1 0.8 0 0.004135338 28 24 20 0.030075188 9 6 3 0.022556391 7.1 5.9 4.3 0.010526316 0.002866326 108 99.5 82 0.097744361 160 145 128 0.120300752 2.45 2.4 2.23 0.000827068 103 101 98 0.018796992 62 44 35 0.101503759 2.4 1.7 0.9 0.005639098 2 10.4 5.65 4.7 0.021428571 0 0 0 0 53.8 52.75 48.1 0.021428571 178 167.5 154 0.090225564 3 1 0 0.005825243 32.5 26.45 15.6 0.063533835 8.2 7 5 0.012030075 11 7.5 2 0.017475728 -988 2 252 252 252 4.2 4 3.5 0.002631579 89 72 62 0.101503759 5630 5455 4970 2.481203008 4 1.5 0 0.00776699 140 140 137 0.011278195 660337 2 0 0 0.003883495 6.5 6 5.5 0.003759398 10.7 7.15 5.64 0.019022556
70 57.43013699 43 41 37 0.020134228 -0.689050701 23 2 0 0.024109015 29 23 14 0.05033557 38 31 21 0.05704698 1.2 0.7 0.3 0.003020134 28 26 22 0.020134228 12 9 3 0.030201342 8.2 5.7 4.6 0.012080537 0.002179502 85 76 61 0.080536913 140 117 92 0.161073826 2.68 2.55 2.4 0.000939597 100 97 92 0.026845638 62 44 27 0.117449664 8.1 5.4 2.1 0.020134228 1 6.4 4.7 4.4 0.006711409 4 0 0 0.004192872 47.9 43.3 41 0.023154362 147 138 130 0.05704698 3 0 0 0.003144654 24 18.9 10.2 0.046308725 7.4 6.9 5.5 0.006375839 11 1.5 0 0.011530398 -354 2 433 433 433 4.9 4.5 4.3 0.002013423 120 71 56 0.214765101 4890 4540 4290 2.013422819 4 0.5 0 0.004192872 140 137 130 0.033557047 689068 2 0 0 0.002096436 7 6.25 5.5 0.005033557 14.19 10.07 8.07 0.020536913
71 55.08493151 46 43 41 0.007861635 -0.432977461 37 28 16 0.031019202 82 34 26 0.088050314 72 43 32 0.062893082 3.3 0.9 0.5 0.004402516 26 23 21 0.007861635 17 9 5 0.018867925 9.3 7.1 5.7 0.005660377 0.002433929 92 78 66 0.040880503 154 136 118 0.056603774 2.85 2.63 2.48 0.000581761 107 104 100 0.011006289 80 62 44 0.056603774 4.1 1.8 0.1 0.006289308 2 8.9 4.8 3.5 0.008490566 8 6 1 0.010339734 47.5 43.7 36.8 0.016823899 151 142 133 0.028301887 6 3 0 0.008862629 36 27 20 0.025157233 12.5 9.3 4.9 0.011949686 12 12 12 0 -202 2 372 372 372 4.6 4.2 3.9 0.001100629 90 74 62 0.044025157 4930 4760 4080 1.336477987 4 3 2 0.00295421 142 139 136 0.009433962 704461 8 5 1 0.010339734 7 6.5 6 0.001572327 5.73 3.35 2.64 0.004858491
72 68 43 40 38 0.012285012 -0.55102657 29 27 21 0.01965602 37 23.5 15 0.054054054 36 26 16 0.049140049 1.1 0.7 0 0.002702703 29.5 25.8 22.2 0.017936118 11.97 8.55 6.84 0.012604423 7.497 7.14 6.069 0.0035086 0.0022151 87 71 61 0.063882064 141 114.5 101 0.098280098 2.5 2.425 2.325 0.000429975 105 103 99 0.014742015 61.88 53.04 35.36 0.065159705 7 3.75 1.5 0.013513514 1 10.065 7.04 4.29 0.014189189 8 8 6 0.004914005 41 38.5 36 0.012285012 133 126.5 119 0.034398034 8 7 4 0.00982801 42 18.85 15.2 0.065847666 6.8 5.25 3.7 0.007616708 3 0 0 0.007371007 -593 1 262 227 202 4.7 4.3 4 0.001719902 88 75.5 65 0.056511057 4200 4000 3700 1.228501229 4 3 2 0.004914005 145 141 137 0.01965602 706242 8 8 6 0.004914005 7 5.5 5.5 0.003685504 5.87 4.87 3.53 0.005749386
73 62 43 41 37 0.014634146 -1.65307971 26 17 3 0.055555556 35 18 13 0.053658537 38 20 15 0.056097561 1.2 0.9 0.5 0.001707317 25.6 22.55 19.6 0.014634146 39.33 17.955 6.84 0.079243902 6.783 4.998 3.57 0.007836585 0.002699704 80 74 60 0.051813472 138 114 100 0.098445596 2.575 2.45 1.875 0.001707317 105 103 100 0.012195122 61.88 48.62 26.52 0.086243902 3.8 1.85 1 0.006829268 1 10.065 6.4075 4.235 0.014219512 6 5 1 0.012077295 49 44 40 0.02195122 164 150 136 0.068292683 3 3 0 0.007246377 38.3 31.7 22.9 0.037560976 7.2 5.15 2.5 0.011463415 8 5 1 0.016908213 -336 4 406 329.5 269 5.3 4 3.7 0.003902439 80 68 60 0.051813472 5100 4600 4300 1.951219512 4 2 0 0.009661836 144 140 138 0.014634146 715464 5 3 0 0.012077295 7 5.5 5 0.005181347 12.28 9.46 8.24 0.009853659
74 46 45 43 40 0.009025271 -0.675925926 31 28 14 0.030685921 133 108 78 0.099277978 92 71 46 0.105022831 0.9 0.5 0.4 0.000902527 25.8 21.65 16.1 0.017509025 8.55 6.84 5.13 0.006173285 7.854 6.426 4.998 0.005155235 0.002601974 96 82 76 0.036101083 122 118 112 0.018050542 2.625 2.525 2.45 0.000315884 103 100 97 0.010830325 79.56 61.88 35.36 0.079783394 2.3 1.4 0.8 0.002707581 2 7.645 5.665 4.455 0.005758123 6 4.5 0 0.010830325 49 46 43 0.010830325 167 157 150 0.030685921 3 3 0 0.005415162 28.2 21.6 15 0.023826715 7.5 5.9 3.9 0.006498195 12 12 11 0.001805054 -544 4 288 254 223 4.5 4 3.5 0.001805054 108 82 50 0.104693141 5500 5200 4800 1.263537906 4 4 1 0.005415162 141 138 137 0.007220217 739357 6 4 0 0.010830325 6.5 6 5.5 0.001808318 11.43 10.13 8.7 0.004927798
75 47 42 40 39 0.007159905 -0.447303922 32 31 26 0.014319809 36 23.5 18 0.042959427 30 25 20 0.023866348 0.8 0.55 0.3 0.001193317 22.1 20.6 18 0.009785203 8 6 5 0.007159905 7.8 4.7 3.3 0.010739857 0.002312467 100 82 79 0.050119332 168 122 118 0.119331742 2.45 2.385 2.33 0.000286396 106 102 100 0.014319809 52 45.5 37 0.035799523 1.8 1.2 0.6 0.002863962 1 6.2 3.95 2.7 0.008353222 6 5 4 0.00477327 44 42 40 0.009546539 144 139 132 0.028639618 4 4 3 0.002386635 24.5 17.75 11.6 0.030787589 4.8 3.85 2.6 0.005250597 12 12 12 0 -219 4 327 301.5 270 4.6 4.3 3.8 0.001909308 82 72 60 0.052505967 5100 4900 4600 1.193317422 4 4 4 0 143 139.5 137 0.014319809 745502 6 6 3 0.007159905 6.5 5.5 5 0.003579952 16.81 10.4 7.76 0.021599045
76 59.77260274 45.5 42.25 39 0.013761468 -3.041666667 26 21 15 0.055837563 29 23.5 15 0.07106599 29 24 18 0.055837563 2.2 0.65 0 0.011167513 28 25 23 0.025380711 7 7 5 0.010152284 7.1 6.45 3.9 0.016243655 0.003271655 81 76 69 0.060913706 155 139 131 0.121827411 2.53 2.4275 2.3 0.000550459 107 102 100 0.035532995 62 53 35 0.137055838 6.7 2.65 0.3 0.03248731 1 5.7 5.35 4.3 0.007106599 7 5.5 4 0.015228426 40.4 38.7 37.2 0.016243655 135 129 126 0.045685279 3 1.5 1 0.010152284 30.9 22.25 16.6 0.072588832 7.5 4.5 4 0.017766497 9 8 6 0.015228426 -376 2 211 211 211 4 3.85 3.7 0.001522843 74 57.5 55 0.096446701 4440 4220 4110 1.675126904 3 2 1 0.010152284 142 141 138 0.020304569 752533 4 4 3 0.005076142 7 6 5 0.01459854 4.11 3.415 1.43 0.013604061
77 51 45 42 40 0.011876485 0 38 37 37 0.002375297 43 34 27 0.038004751 31 27 22 0.021377672 1.4 0.9 0.8 0.001425178 24 21.3 20.1 0.009263658 10 10 6 0.009501188 9.8 7.7 6.1 0.008788599 0.003063938 99 92 78 0.049881235 155 144 134 0.049881235 2.51 2.43 2.26 0.000593824 108 106 104 0.009501188 76 65 57 0.045130641 2.1 1.3 0.5 0.003800475 2 7.1 5.6 4.6 0.005938242 6 6 6 0 47 43 40 0.016627078 152 144 137 0.035629454 8 8 8 0 51.5 43.3 27.8 0.056294537 8.2 4.8 2.5 0.013539192 12 12 12 0 -554 4 280 257 226 4.4 4 3.9 0.001187648 90 81 76 0.033254157 4700 4400 4300 0.950118765 4 4 4 0 143 141 138 0.011876485 757617 8 7 7 0.002375297 6.5 5.5 5 0.003562945 8.3 6.68 6.08 0.005273159
78 54.64383562 48 47 45 0.004137931 -0.109020311 40 36 22 0.020761246 27 22 16 0.015172414 24 19.5 14 0.013793103 4.2 0.8 0.3 0.00537931 26 25 20 0.008275862 29 17 10 0.026206897 5.7 4.45 3.6 0.002896552 0.002214404 70 60 57 0.017931034 110 100 90 0.027586207 2.5 2.43 2.33 0.000234483 110 105 103 0.009655172 80 62 53 0.037241379 4.3 1.8 0.9 0.004689655 2 6.1 5.4 4.6 0.002068966 8 6 0 0.00922722 52.9 48.45 46.6 0.008689655 168 160 150 0.024827586 8 8 7 0.001153403 18.2 14.5 12.1 0.008413793 14.1 6.85 3.1 0.015172414 12 11 10 0.002306805 -144 3 266 266 266 4.5 4.3 4 0.000689655 100 86 72 0.03862069 5310 5035 4750 0.772413793 4 4 2 0.002306805 143 140 139 0.005517241 759614 8 7 2 0.006920415 7 6 5.5 0.002068966 7.86 6.155 4.73 0.004317241
79 63 42 39 38 0.00982801 -0.109807461 22 19 16 0.014742015 34 26.5 20 0.034398034 24 21.5 18 0.014742015 1 0.8 0.5 0.001228501 25.7 22.85 20.3 0.013267813 10.26 7.695 5.13 0.012604423 7.854 5.8905 4.641 0.007894349 0.002859521 86 81 75 0.027027027 132 123 117 0.036855037 2.5 2.3375 2.225 0.000675676 104 102.5 99 0.012285012 70.72 61.88 53.04 0.043439803 5.5 2.4 1.6 0.00958231 1 11.55 8.3875 5.61 0.014594595 2 1 0 0.004914005 47 42 39 0.01965602 153 137.5 131 0.054054054 2 0 0 0.004914005 26.8 18.95 17.2 0.023587224 10.7 5.6 4 0.016461916 12 12 10 0.004914005 -536 4 293 256.5 174 3.6 3.4 3 0.001474201 107 94.5 68 0.095823096 5300 4750 4500 1.965601966 4 4 4 0 142 141 138 0.00982801 763345 3 2 0 0.007371007 6.5 5.5 5.5 0.002457002 9.07 7.41 4.55 0.011105651
83 72 44 41 36 0.01826484 -0.98471223 25 20 12 0.029680365 48 33 22 0.059360731 37 25 23 0.03196347 0.9 0.6 0 0.002054795 25.7 22.9 20 0.013013699 17 13 10 0.015981735 8 7.2 5.2 0.006392694 0.002624742 91 84.5 78 0.029680365 140 132 110 0.068493151 2.45 2.4 2.25 0.000456621 106 104 102 0.00913242 61 52 41 0.0456621 11.1 3.45 1 0.023059361 2 6 4.7 3 0.006849315 4 2 0 0.00913242 48 45 42 0.01369863 163 153 142 0.047945205 4 2 2 0.00456621 26.2 19.9 15 0.025570776 9.9 6.6 4.6 0.012100457 12 11 8 0.00913242 -274 4 335 278.5 243 4.9 4.5 4.1 0.001826484 84 74 63 0.047945205 5300 4850 4700 1.369863014 3 3 2 0.002283105 144 141 138 0.01369863 789221 2 1.5 0 0.00456621 7 5.5 5 0.00456621 10.42 6.865 5.62 0.010958904
84 56.51780822 49 45 43 0.012371134 -0.757710558 30 21 15 0.032051282 44 28 18 0.053608247 44 31.5 20 0.049484536 2.8 0.6 0.3 0.005252101 38 27.5 25 0.026804124 10 5 3 0.01443299 6.4 4.45 1.4 0.010309278 0.002637389 82 74 56 0.054621849 128 110 98 0.06302521 2.53 2.44 2.28 0.000515464 104 100 91 0.026804124 62 44 27 0.072164948 4.1 1.6 0.3 0.007983193 1 7.1 4.95 3.4 0.007628866 7 6 5 0.004273504 54.1 48.1 44.6 0.019957983 169 152.5 144 0.052521008 6 5 3 0.006410256 38.1 26.25 12.6 0.053571429 11.1 5.45 4.1 0.014705882 9 3 1 0.017094017 -499 1 287 287 287 4.8 4.25 3.8 0.002061856 96 80 63 0.069327731 5650 5160 4900 1.575630252 3 2 1 0.004273504 147 141 138 0.018556701 814471 7 6 3 0.008547009 8 7 5.5 0.005154639 8.35 6.73 3.45 0.010294118
85 47.98082192 46 44 38 0.012084592 -1.55982906 30 2.5 1 0.032186459 194 32.5 20 0.262839879 54 27.5 22 0.048338369 0.7 0.4 0.2 0.000755287 30 27 22 0.012084592 9 5 3 0.009063444 6.8 5 3.9 0.004380665 0.002381944 86 76 54 0.048338369 121 107 90 0.046827795 2.4 2.3 2.13 0.000407855 104 100.5 98 0.009063444 80 53 44 0.054380665 2.7 1.25 0.1 0.003927492 2 11.9 5.5 4.8 0.010725076 6 0 0 0.006659267 46.2 42.85 39.8 0.009667674 150 140 133 0.025679758 6 0 0 0.006659267 34.8 20.85 13.6 0.032024169 10.8 5.95 4.7 0.009214502 9 2 1 0.008879023 -237 1 262 238.5 215 4.5 4.1 3.6 0.001359517 101 80 60 0.061933535 4920 4485 4220 1.057401813 4 0 0 0.004439512 142 140 138 0.006042296 818356 5 0 0 0.00554939 7.5 7 6 0.002265861 8.7 7.115 3.97 0.007145015
86 49.79178082 50 49 46 0.009195402 -0.325892857 27 23 19 0.018390805 86 42 36 0.114942529 57 33.5 27 0.068965517 3.3 0.85 0.5 0.006542056 27 22 19 0.018390805 9 7 3 0.013793103 5.7 3.2 2.9 0.006436782 0.001957484 106 89 80 0.059770115 157 137 126 0.071264368 2.8 2.565 2.45 0.000804598 101 98.5 96 0.011494253 53 44 18 0.08045977 7.2 1.3 0.8 0.014953271 2 13.7 8.8 5.6 0.01862069 4 3 0 0.009195402 51.6 47.4 43.7 0.018457944 155 147 135 0.046728972 3 2 2 0.002298851 32.1 25.8 22.2 0.023130841 7.7 5.6 4.5 0.007476636 12 12 11 0.002298851 -638 2 235 235 235 4.8 4.2 3.8 0.002298851 121 106 95 0.059770115 5200 4975 4590 1.425233645 4 4 4 0 139 138 136 0.006896552 826311 4 2 1 0.006896552 7 6.5 6 0.002336449 9.6 7.27 5.88 0.008691589
89 57 43 41 35 0.018518519 -0.768652226 13 5.5 1 0.027777778 36 26 16 0.046296296 28 26 12 0.037037037 1.5 0.5 0.3 0.002777778 25.9 24.3 19.1 0.015740741 5.13 5.13 3.42 0.003958333 5.712 4.998 4.284 0.003305556 0.003036654 88 79 64 0.055555556 155 132.5 123 0.074074074 2.5 2.425 2.375 0.000289352 105 101 98 0.016203704 61.88 53.04 35.36 0.061388889 2.1 1.6 1.1 0.002314815 1 7.865 6.27 4.895 0.006875 0 0 0 0 43 41 39 0.009259259 150 138 131 0.043981481 1 0 0 0.002314815 28.3 24.4 20.5 0.018055556 7.6 5.9 3.8 0.008796296 9 4 1 0.018518519 -465 4 373 339 268 4.8 4.1 3.9 0.002083333 90 85 75 0.034722222 5000 4800 4500 1.157407407 4 1.5 0 0.009259259 144 140 139 0.011574074 850262 0 0 0 0 7 6 5.5 0.003472222 9.21 7.84 6.31 0.006712963
90 46.91506849 46 46 46 0.013761468 0.096255274 24 19 14 0.012121212 40 40 40 0.057195572 39 39 39 0.043577982 0.5 0.5 0.5 0.002529762 25 25 25 0.015560166 7 7 7 0.01443299 4.6 4.6 4.6 0.008760736 0.002539683 88 80 52 0.054794521 134 108 84 0.076103501 2.1 2.1 2.1 0.000550459 102 102 102 0.014 44 44 44 0.065159705 1.4 1.4 1.4 0.006818182 1 4.1 4.1 4.1 0.00718593 5 2.5 1 0.004848485 41.3 41.3 41.3 0.016823899 136 136 136 0.047244094 3 2.5 1 0.002424242 21.5 21.5 21.5 0.034018265 10.1 10.1 10.1 0.009031199 10 8 7 0.003636364 -653 2 257 257 257 3.6 3.6 3.6 0.001914894 88 68 60 0.04261796 4480 4480 4480 1.598173516 4 4 2 0.002424242 140 140 140 0.013157895 861631 4 1.5 0 0.004848485 6 6 6 0.003389831 5.49 5.49 5.49 0.008401826
91 52 51 45 43 0.01814059 -1.659090909 38 30 17 0.047619048 26 19 9 0.038548753 29 20 14 0.034013605 0.7 0.4 0.2 0.001141553 26.4 23.9 21.4 0.011337868 6.84 5.13 5.13 0.003877551 8.568 6.426 4.284 0.009714286 0.002097448 91 80 65 0.058956916 152 124.5 101 0.115646259 2.675 2.575 2.275 0.000907029 104 102 99 0.011337868 79.56 61.88 44.2 0.080181406 4.9 1.8 1.4 0.007990868 1 6.875 5.555 4.785 0.004739229 8 5 0 0.01814059 44 40 37 0.015981735 145 135 127 0.04109589 8 5 2 0.013605442 31.7 24.2 16.8 0.034018265 8.2 6.3 4.5 0.008447489 11 10 6 0.011337868 -405 1 404 352 297 4.5 4.2 3.8 0.001587302 103 98 89 0.031746032 4900 4600 4200 1.598173516 4 4 4 0 143 142 138 0.011337868 872400 8 6.5 3 0.011337868 8.5 6.5 5 0.007936508 8.44 6.1 4.76 0.008401826
93 43.55890411 45 41.5 39 0.008403361 -0.535504695 28 18 6 0.019660411 37 25 18 0.026610644 25 19.5 15 0.014005602 0.8 0.5 0.3 0.00070028 27 22 19 0.011204482 5 3 2 0.004201681 5 3.6 2.1 0.004061625 0.003635354 97 85 61 0.050420168 141 117 99 0.058823529 2.5 2.35 2.23 0.000378151 107 104 102 0.007002801 89 71 53 0.050420168 5.2 1.7 1 0.005882353 1 6.9 5.2 3.9 0.004201681 4 0 0 0.00357462 51.2 45 42.6 0.012044818 154 147 136 0.025210084 4 2 0 0.00357462 34.1 25.45 21.7 0.017366947 14.4 8.85 4.1 0.01442577 10 9 5 0.004468275 -960 2 310 310 310 4.5 4.05 3.2 0.001820728 96 86.5 72 0.033613445 5240 4880 4570 0.93837535 4 4 0 0.00357462 143 140 138 0.007002801 884004 7 3 0 0.006255585 7 6 6 0.001457726 10.2 8.415 6.44 0.005266106
94 24.60547945 45.5 42.25 39 0.013761468 -0.458542714 25 21 19 0.018292683 42 38 29 0.295454545 26 24.5 23 0.068181818 0.7 0.65 0.6 0.002272727 26 24 22 0.090909091 9 8 5 0.090909091 5.7 5 3.2 0.056818182 0.00233986 83 70.5 66 0.074889868 134 123.5 108 0.114537445 2.53 2.4275 2.3 0.000550459 104 103 102 0.045454545 80 71 71 0.204545455 1 0.95 0.7 0.006818182 2 7.2 5.95 4.8 0.054545455 3 2 2 0.00304878 44.8 43.2 41.8 0.068181818 150 142 138 0.272727273 5 4 3 0.006097561 29.9 25.95 19.4 0.238636364 5.2 4.6 4 0.027272727 10 9 8 0.006097561 -846 2 328 328 328 4.2 4 3.9 0.006818182 88 81 64 0.105726872 4620 4545 4460 3.636363636 4 3 2 0.006097561 140 140 138 0.045454545 886545 3 3 3 0 7 7 7 0 13.55 11.795 9.5 0.092045455
95 33.51232877 45.5 42.25 39 0.013761468 -1.185064935 31 23.5 18 0.041666667 43 33 24 0.07480315 48 30 26 0.086614173 1.3 0.8 0.4 0.003543307 26 20 18 0.031496063 14 9 7 0.027559055 5 3.9 2.1 0.011417323 0.002842733 90 84 69 0.082677165 134 125 104 0.118110236 2.53 2.4275 2.3 0.000550459 107 105 104 0.011811024 80 71 53 0.106299213 2.9 2.3 1.5 0.005511811 2 7.7 6 4.9 0.011023622 5 2.5 1 0.012820513 53.3 48.5 44.4 0.03503937 172 166 160 0.047244094 5 4 3 0.006410256 29.5 24.1 21.2 0.032677165 7.8 6.6 5.6 0.008661417 11 9.5 9 0.006410256 -459 2 335 335 335 4.4 4 3.5 0.003543307 125 80 69 0.220472441 5260 5100 4730 2.086614173 4 3.5 3 0.003205128 144 141 139 0.019685039 901581 6 4 1 0.016025641 7 6 5 0.007874016 10.21 7.73 6.18 0.015866142
96 45 42 39.5 37 0.010822511 -0.683520599 33 28 23 0.021645022 171 60 37 0.29004329 111 50 31 0.173160173 1.7 0.4 0.3 0.003030303 25.9 23.2 21 0.010606061 12 9 6 0.012987013 7 5.7 3.6 0.007359307 0.002433748 90 85 80 0.021645022 130 120 105 0.054112554 2.5 2.39 2.32 0.00038961 107 104 102 0.010822511 82 52 41 0.088744589 1.2 0.4 0.2 0.002164502 1 6.9 5.4 3.8 0.006709957 8 6 5 0.006493506 53 42.5 39 0.03030303 175 142.5 134 0.088744589 5 3 3 0.004329004 29.5 23.7 15.5 0.03030303 8.6 6.35 4.5 0.008874459 10 9 8 0.004329004 -144 4 272 219 180 5.1 4.45 3.9 0.002597403 88 80 68 0.043290043 5800 4700 4200 3.463203463 3 2 2 0.002164502 145 140.5 136 0.019480519 921629 7 7 5 0.004329004 6 5.5 5 0.002164502 12.45 8.37 5.56 0.01491342
97 47.70958904 47 44 41 0.005381166 -0.324733096 26 19 11 0.013452915 51 16 10 0.0367713 33 21 18 0.013452915 1.6 0.4 0.2 0.001255605 28 23.5 20 0.007174888 26 5 2 0.021524664 5.7 4.6 3.9 0.00161435 0.003227921 107 87 76 0.027802691 162 139 118 0.039461883 2.55 2.38 2.18 0.000331839 106 103 101 0.004484305 62 53 44 0.016143498 5.8 1 0.5 0.004753363 1 6.5 5.15 4.3 0.001973094 6 4 0 0.005381166 48.8 42.4 39.2 0.008609865 143 134 127 0.014349776 3 2 1 0.001793722 28 21.2 14.7 0.011928251 10.1 5.8 4.1 0.005381166 9 8 4 0.004484305 -867 2 499 499 499 4.8 4.3 3.9 0.000807175 109 88 65 0.039461883 4990 4675 4410 0.520179372 4 4 3 0.000896861 141 139 137 0.003587444 943781 6 1 0 0.005381166 7.5 6 5.5 0.001845018 13.92 10.265 8.37 0.004977578
98 59.92876712 47 44 40 0.009333333 -0.330615942 33 24 10 0.030666667 35 24 17 0.024 35 23 16 0.025333333 2.7 0.5 0 0.0036 29 27 23 0.008 5 3 2 0.004 9.3 6.1 4.3 0.006666667 0.00219653 101 90 70 0.041333333 184 156 108 0.101333333 2.63 2.48 2.35 0.000373333 105 103 97 0.010666667 53 35 18 0.046666667 4.8 2.25 0.1 0.006266667 1 7.9 5.25 4.6 0.0044 8 7 5 0.004 48 42.25 39.2 0.011733333 144 131.5 124 0.026666667 3 1 0 0.004 36.6 29.45 6.9 0.0396 10.1 6.9 3.9 0.008266667 12 10 0 0.016 -564 2 248 248 248 5 4.2 3.6 0.001866667 113 94 68 0.06 4620 4210 3890 0.973333333 4 4 2 0.002666667 145 142 136 0.012 945153 7 4 1 0.008 7.5 6.5 6 0.002 16.69 5.445 4.48 0.01628
99 61 42 39 38 0.007843137 -0.439229844 37 33 31 0.011764706 24 16 12 0.023529412 33 24 18 0.029411765 3 0.6 0 0.005882353 26.9 24.4 20.6 0.012352941 18.81 13.68 8.55 0.020117647 5.355 4.284 3.213 0.0042 0.002237723 82 72 62 0.039215686 130 118 110 0.039215686 2.475 2.3 2.25 0.000441176 104 102 100 0.007843137 70.72 61.88 53.04 0.034666667 9 2.5 1 0.015686275 2 6.49 5.17 4.235 0.004421569 6 5 3 0.005882353 45 41 37 0.015686275 147 142 127 0.039215686 8 8 6 0.003921569 58 16.8 10.1 0.093921569 8 6.6 3 0.009803922 12 12 11 0.001960784 -512 4 276 230.5 201 4.9 4.2 3.5 0.002745098 80 72 64 0.031372549 4900 4600 4000 1.764705882 4 4 4 0 143 140 138 0.009803922 957124 7 5 4 0.005882353 6.5 6 5.5 0.001960784 10.66 7.39 5.81 0.009509804
100 47.2109589 50 46 43 0.011128776 -0.43452381 35

Save your time - order a paper!

Get your paper written from scratch within the tight deadline. Our service is a reliable solution to all your troubles. Place an order on any task and we will take care of it. You won’t have to worry about the quality and deadlines

Order Paper Now