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#Chapter 7
#1.)
library(wooldridge)
data.frame("sleep75")
##   X.sleep75.
## 1    sleep75
data.frame(sleep75)
##     age black case clerical construc educ earns74 gdhlth inlf leis1 leis2 leis3
## 1    32     0    1 0.000000 0.000000   12       0      0    1  3529  3479  3479
## 2    31     0    2 0.000000 0.000000   14    9500      1    1  2140  2140  2140
## 3    44     0    3 0.000000 0.000000   17   42500      1    1  4595  4505  4227
## 4    30     0    4 0.000000 0.000000   12   42500      1    1  3211  3211  3211
## 5    64     0    5 0.000000 0.000000   14    2500      1    1  4052  4007  4007
## 6    41     0    6 0.000000 0.000000   12       0      1    1  4812  4797  4797
## 7    35     0    7 0.000000 0.000000   12    8250      1    1  4787  4157  4157
## 8    47     0    8 0.000000 0.000000   13       0      1    1  3544  3469  3439
## 9    32     0    9 0.000000 0.000000   17   18750      1    1  4359  4359  4121
## 10   30     0   10 0.000000 0.000000   15   11750      1    1  4211  4061  4061
## 11   43     0   11 0.000000 0.000000    8   21250      1    1  2090  1677  1677
## 12   23     0   12 0.000000 0.000000   16    1000      1    1  6415  6355  6230
## 13   24     0   13 0.000000 0.000000   16    1000      1    1  3844  3844  3794
## 14   48     0   14 0.000000 0.000000    5   18750      1    1  4379  4379  4379
## 15   33     0   15 0.000000 0.000000   12    6750      1    1  4306  4306  3988
## 16   23     0   16 0.000000 0.000000   12    4500      0    1  3447  3447  3447
## 17   46     0   17 0.000000 0.000000   17   32500      1    1  3876  3876  3876
## 18   37     0   18 0.000000 0.000000   14   13750      1    1  3489  3489  3489
## 19   53     0   19 0.000000 0.000000   12       0      1    1  4360  4255  4205
## 20   45     0   20 0.000000 0.000000   17   42500      1    1  5447  5447  5372
## 21   46     0   21 0.000000 0.000000   17   42500      1    1  3847  3847  3847
## 22   40     0   22 0.000000 0.000000   13   18750      1    1  3924  3774  3774
## 23   53     0   23 0.000000 0.000000   12   11750      1    1  4104  4014  4014
## 24   29     0   24 0.000000 0.000000   13   16250      1    1  4756  4756  4756
## 25   29     0   25 0.000000 0.000000   12    6750      1    1  2680  2650  2650
## 26   53     0   26 0.000000 0.000000   12   13750      1    1  3619  3249  3249
## 27   28     0   27 0.000000 0.000000   13       0      1    1  4757  4757  4757
## 28   35     0   28 1.000000 0.000000   12    6750      1    1  4904  4829  4829
## 29   36     0   29 0.000000 0.000000   12       0      1    1  4839  4839  4824
## 30   59     0   30 0.000000 0.000000   12    9500      0    1  3669  3615  3615
## 31   26     0   31 0.000000 0.000000   12    4500      1    1  2746  2701  2701
## 32   24     0   32 0.000000 1.000000   16       0      1    1  3776  3776  3563
## 33   28     1   33 0.000000 0.000000   16   13750      1    1  3874  3844  3819
## 34   39     0   34 0.000000 0.000000   16   42500      1    1  4144  4144  4144
## 35   33     0   35 0.000000 0.000000   17   42500      1    1  3895  3835  3745
## 36   28     0   36 0.000000 0.000000   17   16250      1    1  3009  2859  2859
## 37   33     0   37 0.000000 0.000000   12   18750      1    1  3962  3962  3962
## 38   47     0   38 0.000000 0.000000   12    3500      1    1  4827  3852  3852
## 39   31     0   39 0.000000 0.000000   16       0      1    1  4009  4009  4009
## 40   26     0   40 1.000000 0.000000   12   16250      0    1  5374  4736  4736
## 41   31     0   41 0.000000 0.000000   15   32500      1    1  4432  4244  4244
## 42   38     0   42 0.000000 0.000000   16       0      1    1  3687  3537  3426
## 43   44     0   43 0.000000 0.000000   17    6750      1    1  4804  4591  4591
## 44   49     0   44 0.000000 0.000000   12       0      0    1  2884  2859  2671
## 45   56     0   45 0.000000 0.000000   11   13750      1    1  4005  3432  3432
## 46   41     0   46 0.000000 1.000000   12    1000      1    1  3780  3780  3780
## 47   36     0   47 0.000000 0.000000   12   16250      1    1  3564  3564  3564
## 48   36     0   48 0.000000 0.000000    9   18750      1    1  4730  4677  4622
## 49   37     0   49 0.000000 0.000000   12       0      1    1  3974  3824  3824
## 50   23     0   50 0.000000 0.000000    9    2500      0    1  2757  2757  2757
## 51   29     0   51 0.000000 0.000000   10    6750      1    1  2359  2334  2221
## 52   29     0   52 0.000000 0.000000   17    6750      1    1  3931  3931  3931
## 53   26     0   53 0.000000 0.000000   16    6750      1    1  4112  4112  4112
## 54   29     0   54 0.000000 0.000000   16       0      1    1  4532  4532  4517
## 55   25     0   55 0.000000 0.000000   17   11750      1    1  4838  4838  4838
## 56   24     0   56 0.000000 0.000000   14    1000      1    1  5490  5490  5490
## 57   23     0   57 0.000000 0.000000   16   11750      1    1  4581  4581  4581
## 58   28     0   58 0.000000 0.000000   12   16250      1    1  3876  3838  3838
## 59   29     0   59 0.000000 0.000000   17   13750      1    1  4334  4334  4334
## 60   39     0   60 0.000000 0.000000   12   42500      1    1  4155  4155  4155
## 61   31     0   61 0.000000 0.000000   12    9500      1    1  4407  3736  3733
## 62   50     0   62 0.000000 0.000000    8    2500      1    1  3794  3644  3577
## 63   36     0   63 0.000000 0.000000   10    8250      1    1  4424  4424  4379
## 64   28     0   64 0.000000 0.000000   12    1000      1    1  4195  4195  4195
## 65   50     0   65 0.000000 0.000000   11    2500      1    1  3959  3509  3509
## 66   50     0   66 0.000000 0.000000   12       0      1    1  5387  5387  5237
## 67   50     0   67 0.000000 0.000000   13   13750      1    1  4525  4525  4525
## 68   55     0   68 1.000000 0.000000   12    8250      1    1  3246  3246  3186
## 69   34     0   69 0.000000 0.000000   16    8250      1    1  4672  4604  4604
## 70   44     0   70 0.000000 1.000000   12   16250      1    1  5421  5321  5321
## 71   30     0   71 0.000000 0.000000   16   13750      1    1  4167  4167  4167
## 72   23     0   72 0.000000 0.000000    9    6750      1    1  3434  3404  3366
## 73   32     0   73 0.000000 0.000000   16   13750      1    1  4207  4052  4014
## 74   40     0   74 0.000000 0.000000   15       0      1    1  5105  5045  5045
## 75   34     0   75 0.000000 0.000000   10    8250      1    1  4404  4404  4404
## 76   23     0   76 0.000000 0.000000   16   11750      1    1  4688  4688  4688
## 77   24     0   77 0.000000 0.000000   12       0      1    1  4700  4700  4700
## 78   39     0   78 0.000000 0.000000   12    4500      1    1  2880  2880  2850
## 79   39     0   79 0.000000 0.000000   17   18750      1    1  3894  3894  3894
## 80   33     0   80 0.000000 0.000000   16   27500      1    1  4109  4109  4109
## 81   31     0   81 0.000000 0.000000   12   18750      1    1  4679  4679  4616
## 82   37     0   82 0.000000 0.000000   14   16250      1    1  6220  3970  3970
## 83   60     0   83 0.000000 0.000000    6    2500      0    1  3557  3444  3209
## 84   43     0   84 0.000000 0.000000   12   16250      1    1  4128  3503  3503
## 85   34     0   85 0.000000 0.000000   16   18750      1    1  3009  3009  3009
## 86   37     0   86 1.000000 0.000000   16    8250      1    1  4617  4617  4572
## 87   50     0   87 0.000000 0.000000   17   32500      1    1  4752  4752  4744
## 88   32     0   88 0.000000 0.000000   12   42500      1    1  2900  2450  2331
## 89   47     0   89 0.000000 0.000000   12       0      1    1  4629  4589  4559
## 90   35     0   90 0.000000 0.000000   17   18750      1    1  4664  4664  4589
## 91   62     0   91 0.000000 0.000000   16   16250      1    1  3730  3730  3700
## 92   38     0   92 0.000000 0.000000   16       0      1    1  4172  4172  4147
## 93   51     0   93 0.000000 0.000000   16   21250      1    1  4967  4847  4822
## 94   32     0   94 0.000000 0.000000   12   13750      1    1  4792  4587  4567
## 95   49     0   95 0.000000 0.000000   12   13750      1    1  4474  4474  4474
## 96   36     0   96 0.000000 0.000000   17   10500      1    1  4779  4554  4494
## 97   41     0   97 0.000000 0.000000   17   23750      1    1  4732  4732  4717
## 98   34     0   98 0.000000 0.000000   12       0      1    1  3058  2953  2953
## 99   36     0   99 0.000000 0.000000   12   13750      1    1  4202  3767  3767
## 100  31     0  100 0.000000 0.000000   16   10500      1    1  2609  2489  2489
## 101  38     0  101 0.000000 0.000000   12   10500      1    1  4149  4089  4089
## 102  32     0  102 0.000000 0.000000   12   10500      1    1  4053  4053  4033
## 103  35     0  103 0.000000 0.000000   12    4500      1    1  3622  3247  3247
## 104  23     0  104 0.000000 0.000000   16    6750      1    1  4137  3979  3979
## 105  27     0  105 0.000000 0.000000   15    9500      1    1  4985  4985  4897
## 106  47     0  106 1.000000 0.000000   12    2500      1    1  4292  4292  4259
## 107  39     0  107 0.000000 0.000000   11       0      1    1  3510  3510  3510
## 108  34     0  108 1.000000 0.000000   14   13750      1    1  6545  6515  6432
## 109  52     0  109 0.000000 0.000000    7    6750      1    1  4160  4153  4153
## 110  45     0  110 0.000000 0.000000   12   16250      1    1  4275  3990  3990
## 111  61     0  111 0.000000 0.000000   17   13750      1    1  4547  4382  4322
## 112  44     0  112 0.000000 0.000000   12   16250      0    1  4230  4230  4230
## 113  51     0  113 0.000000 0.000000    8    2500      0    1  3741  3326  3326
## 114  49     0  114 0.000000 0.000000   15   13750      1    1  5477  5477  5342
## 115  64     0  115 0.000000 0.000000   10   13750      1    1  5187  5187  5187
## 116  30     0  116 0.000000 0.000000   12   18750      1    1  4534  4534  4534
## 117  36     0  117 0.000000 0.000000   12       0      1    1  3875  3845  3772
## 118  26     0  118 0.000000 0.000000   15   13750      1    1  3765  3765  3765
## 119  44     0  119 0.000000 0.000000    8    5500      0    1  3789  3484  3446
## 120  28     0  120 0.000000 0.000000   12   10500      1    1  4266  4266  4266
## 121  59     0  121 0.000000 0.000000   13   18750      1    1  4177  4177  3764
## 122  35     0  122 0.000000 0.000000   12   13750      1    1  4989  4989  4959
## 123  56     0  123 1.000000 0.000000   12    8250      1    1  4099  4099  3949
## 124  38     0  124 0.000000 0.000000   12   16250      1    1  4012  4012  3712
## 125  28     0  125 0.000000 0.000000   17   13750      1    1  3734  3734  3734
## 126  50     0  126 0.000000 0.000000   14       0      1    1  5027  5004  5004
## 127  46     0  127 0.000000 0.000000    8   18750      1    1  4187  4127  4089
## 128  28     0  128 0.000000 0.000000   16    6750      1    1  6177  5982  5982
## 129  28     0  129 0.000000 0.000000   12    3500      0    1  5474  5474  5474
## 130  36     0  130 0.000000 0.000000   12       0      1    1  3232  2937  2937
## 131  47     0  131 0.000000 0.000000   16   27500      1    1  4527  4527  4527
## 132  40     0  132 0.000000 1.000000   14   13750      1    1  2680  2560  2558
## 133  42     0  133 0.000000 0.000000   14       0      1    1  3739  3739  3739
## 134  41     1  134 0.000000 0.000000   16    8250      1    1  4194  4194  4194
## 135  44     1  135 0.000000 0.000000   17    6750      1    1  4078  4078  4078
## 136  53     0  136 1.000000 0.000000   16   18750      1    1  2893  2823  2823
## 137  39     0  137 0.000000 0.000000   11   16250      1    1  4989  4839  4839
## 138  26     0  138 0.000000 0.000000   12    1000      1    1  6196  6121  5808
## 139  25     1  139 0.000000 0.000000   12       0      0    1  7267  7267  7177
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## 141  32     0  141 1.000000 0.000000   12   10500      1    1  4059  3694  3694
## 142  24     0  142 1.000000 0.000000   17    4500      0    1  5097  5097  5097
## 143  56     0  143 0.000000 0.000000   12    8250      1    1  4291  4291  4291
## 144  34     0  144 0.000000 0.000000   10    3500      1    1  4292  4292  4292
## 145  23     0  145 0.000000 0.000000   13   11750      1    1  4483  4408  4333
## 146  29     0  146 1.000000 0.000000   12   18750      1    1  4169  4169  4144
## 147  27     0  147 0.000000 0.000000   12       0      1    1  4014  4014  4014
## 148  58     0  148 1.000000 0.000000   10   13750      1    1  4570  4510  4510
## 149  56     0  149 0.000000 0.000000   12   21250      1    1  4502  4502  4464
## 150  37     0  150 0.000000 0.000000   14   18750      1    1  2760  2738  2738
## 151  51     0  151 0.000000 0.000000   12   13750      0    1  3880  3880  3880
## 152  50     0  152 0.000000 0.000000   12   13750      1    1  3901  3901  3901
## 153  39     0  153 0.000000 0.000000   16   23750      1    1  5124  5124  5124
## 154  48     0  154 0.000000 0.000000   12       0      1    1  4904  4359  4359
## 155  50     0  155 0.000000 0.000000   16   27500      1    1  5767  5767  5677
## 156  26     0  156 0.000000 0.000000   16   13750      1    1  3574  3574  3536
## 157  51     0  157 0.000000 0.000000   11   16250      1    1  6337  6215  6175
## 158  39     0  158 0.000000 0.000000   16   18750      1    1  3684  3644  3644
## 159  54     0  159 0.000000 0.000000   14    8250      1    1  4562  4502  4489
## 160  28     0  160 0.000000 0.000000   12    4500      1    1  4237  4237  4237
## 161  37     0  161 1.000000 0.000000   12   10500      1    1  4576  4456  4456
## 162  26     0  162 0.000000 0.000000   14    8250      1    1  4117  3787  3787
## 163  35     0  163 0.000000 0.000000   17   13750      1    1  4073  4073  3973
## 164  53     0  164 0.000000 0.000000   15   16250      1    1  6136  5326  5326
## 165  53     0  165 0.000000 0.000000   16   42500      1    1  4594  4594  3994
## 166  27     0  166 0.000000 0.000000   12    5500      1    1  3502  3502  3472
## 167  37     0  167 0.000000 0.000000   17   21250      1    1  4501  4381  4381
## 168  28     0  168 1.000000 0.000000   12    6750      1    1  4177  4177  4167
## 169  29     0  169 0.000000 0.000000   17   13750      1    1  5024  4874  4784
## 170  44     0  170 0.000000 0.000000   12    5500      1    1  3725  3575  3450
## 171  26     0  171 0.000000 0.000000   12    5500      1    1  4463  4463  4463
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## 174  26     0  174 0.000000 0.000000   17    3500      1    1  3521  3521  3453
## 175  32     0  175 0.000000 0.000000   11    2500      0    1  5970  5885  5885
## 176  27     0  176 0.000000 0.000000   14    8250      1    1  4130  4130  4130
## 177  57     0  177 0.000000 0.000000    9    4500      1    1  4657  4297  4287
## 178  26     0  178 0.000000 0.000000   12       0      1    1  4722  4602  4584
## 179  37     0  179 0.000000 0.000000   12    6750      0    1  4012  4012  4012
## 180  24     0  180 0.000000 0.000000   14    2500      1    1  4904  4904  4904
## 181  33     0  181 0.000000 0.000000   12   11750      1    1  5184  3921  3839
## 182  33     0  182 0.000000 0.000000   17   10500      1    1  4916  4826  4826
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## 185  32     0  185 1.000000 0.000000   12    9500      1    1  4414  4189  4189
## 186  30     0  186 0.000000 0.000000   17   13750      1    1  4972  4972  4972
## 187  35     0  187 0.000000 0.000000   12    4500      1    1  3815  3455  3455
## 188  35     0  188 0.000000 0.000000   10    4500      1    1  5382  4511  4248
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## 190  47     0  190 0.000000 0.000000   12   16250      1    1  4591  4546  4333
## 191  51     0  191 1.000000 0.000000   12   16250      1    1  3902  3564  3564
## 192  28     0  192 0.000000 0.000000   10   10500      1    1  5867  5747  5744
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## 518  48     0  518 1.000000 0.000000   12    3500      1    1  6037  5827  5827
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## 538  41     0  538 0.182331 0.030075   17   42500      1    0  3802  3802  3802
## 539  55     0  539 0.182331 0.030075   12    9500      1    0  5792  5792  5762
## 540  28     0  540 0.182331 0.030075   12   10500      1    0  7280  7280  7280
## 541  41     0  541 0.182331 0.030075   12       0      1    0  3777  3777  3757
## 542  46     0  542 0.182331 0.030075    8    9500      1    0  5500  4803  4803
## 543  56     0  543 0.182331 0.030075    5    6750      1    0  2934  2726  2726
## 544  52     0  544 0.182331 0.030075   12       0      1    0  5069  5069  5069
## 545  33     0  545 0.182331 0.030075   12   13750      1    0  4594  4424  4424
## 546  47     0  546 0.182331 0.030075    9    8250      1    0  7417  7042  7042
## 547  35     0  547 0.182331 0.030075   12       0      1    0  4665  4215  4215
## 548  27     0  548 0.182331 0.030075   16   42500      1    0  4260  4200  4200
## 549  34     0  549 0.182331 0.030075   17   13750      1    0  5200  5200  5200
## 550  26     0  550 0.182331 0.030075   14    3500      1    0  4900  4900  4900
## 551  60     0  551 0.182331 0.030075   12   18750      1    0  4007  4007  3872
## 552  27     0  552 0.182331 0.030075   12   11750      1    0  3527  3527  3527
## 553  42     0  553 0.182331 0.030075   12    5500      1    0  5982  5877  5767
## 554  31     0  554 0.182331 0.030075   14   27500      1    0  3645  3645  3625
## 555  29     0  555 0.182331 0.030075   11    5500      0    0  4620  4270  4270
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## 557  65     0  557 0.182331 0.030075    5    2500      0    0  5880  5730  5730
## 558  41     0  558 0.182331 0.030075   16       0      1    0  4307  4142  4142
## 559  36     0  559 0.182331 0.030075   16    4500      1    0  4572  4572  4534
## 560  54     0  560 0.182331 0.030075   14   27500      1    0  4999  4999  4939
## 561  24     0  561 0.182331 0.030075   13    8250      1    0  6030  5940  5940
## 562  56     0  562 0.182331 0.030075    7    5500      0    0  4365  4185  3960
## 563  28     0  563 0.182331 0.030075   12    6750      1    0  6105  6105  5840
## 564  41     0  564 0.182331 0.030075   10   13750      1    0  4867  4837  4837
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## 566  32     0  566 0.182331 0.030075   12   42500      1    0  4757  4607  4607
## 567  38     0  567 0.182331 0.030075   16       0      1    0  5584  5584  4724
## 568  33     0  568 0.182331 0.030075   17   42500      1    0  5865  5825  5470
## 569  43     0  569 0.182331 0.030075    5       0      1    0  3831  3681  3681
## 570  41     0  570 0.182331 0.030075   17    1000      1    0  5415  5415  4875
## 571  34     0  571 0.182331 0.030075   15    8250      1    0  3481  3401  3326
## 572  31     0  572 0.182331 0.030075   12       0      1    0  5495  5495  5465
## 573  55     0  573 0.182331 0.030075   13       0      1    0  5187  5187  5187
## 574  62     0  574 0.182331 0.030075    8       0      1    0  5435  5435  5435
## 575  54     0  575 0.182331 0.030075   17   32500      1    0  3219  3219  3219
## 576  33     0  576 0.182331 0.030075   14       0      1    0  5479  5299  5299
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## 578  28     0  578 0.182331 0.030075   12    2500      0    0  4886  4886  4831
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## 583  38     0  583 0.182331 0.030075   14   21250      1    0  4235  4175  4175
## 584  47     0  584 0.182331 0.030075   16   27500      1    0  5965  5965  5965
## 585  40     0  585 0.182331 0.030075   16       0      1    0  4657  4657  4602
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## 588  28     0  588 0.182331 0.030075   16   11750      1    0  4059  4059  4016
## 589  44     0  589 0.182331 0.030075    9   21250      1    0  3739  3739  3739
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## 593  52     0  593 0.182331 0.030075    5       0      1    0  4355  4120  4120
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## 596  56     0  596 0.182331 0.030075   14   11750      1    0  4106  4106  4106
## 597  50     0  597 0.182331 0.030075   16       0      1    0  5431  5386  5386
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## 603  32     0  603 0.182331 0.030075   12       0      1    0  6419  6194  6194
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## 606  37     0  606 0.182331 0.030075   12   42500      1    0  1745  1745  1745
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## 608  51     0  608 0.182331 0.030075    5       0      1    0  4605  4570  4495
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## 623  63     0  623 0.182331 0.030075    8       0      0    0  5902  5887  5887
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## 699  52     0  699 0.182331 0.030075   10       0      0    0  4797  4632  4572
## 700  61     0  700 0.182331 0.030075   17   27500      1    0  4362  4362  4237
## 701  32     0  701 0.182331 0.030075   16   10500      1    0  4707  4587  4512
## 702  45     0  702 0.182331 0.030075   12    5500      1    0  5069  4669  4644
## 703  34     0  703 0.182331 0.030075   10    2500      0    0  5885  5870  5870
## 704  37     0  704 0.182331 0.030075   12    3500      1    0  4719  4719  4584
## 705  54     0  705 0.182331 0.030075   17   32500      1    0  5149  5119  5031
## 706  30     0  706 0.182331 0.030075   16    6750      1    0  4747  4302  4302
##     smsa   lhrwage   lothinc male marr prot rlxall selfe sleep slpnaps south
## 1      0  1.955861 10.075380    1    1    1   3163     0  3113    3163     0
## 2      0  0.357674  0.000000    1    0    1   2920     1  2920    2920     1
## 3      1  3.021887  0.000000    1    1    0   3038     1  2670    2760     0
## 4      0  2.263844  0.000000    0    1    1   3083     1  3083    3083     0
## 5      0  1.011601  9.328213    1    1    1   3493     0  3448    3493     0
## 6      0  2.957511 10.657280    1    1    1   4078     0  4063    4078     0
## 7      0  0.364643  8.987322    1    1    1   3810     0  3180    3810     0
## 8      1  2.708717 10.657280    1    1    1   3033     1  2928    3003     0
## 9      0  1.465567  0.000000    1    1    0   3606     0  3368    3368     0
## 10     1  1.085189  8.853808    1    1    0   3168     1  3018    3168     0
## 11     0  0.875469  0.000000    1    1    1   1988     0  1575    1988     0
## 12     1  0.207014  7.313887    0    1    0   3480     0  3295    3355     0
## 13     1  0.207014  7.313887    1    1    0   3848     0  3798    3798     0
## 14     0  1.724551  8.517393    1    1    1   3008     0  3008    3008     0
## 15     1  1.141033  8.853808    1    1    1   3566     0  3248    3248     0
## 16     0  0.837247  8.699681    1    1    1   3683     1  3683    3683     0
## 17     1  2.292535  9.210441    1    1    0   3201     0  3201    3201     0
## 18     0  1.376244  0.000000    1    1    1   2580     1  2580    2580     0
## 19     1  1.193922  9.371694    1    1    1   3575     0  3420    3525     0
## 20     1  2.698000  0.000000    1    1    0   3165     0  3090    3090     0
## 21     1  3.569814  0.000000    1    0    0   2760     1  2760    2760     0
## 22     1  1.673351  9.076923    1    1    0   3030     1  2880    3030     0
## 23     0  1.184790  8.853808    1    1    1   3560     0  3470    3560     0
## 24     1  1.621367  0.000000    1    0    0   2673     0  2673    2673     0
## 25     1  0.912283  8.853808    1    1    0   2850     0  2820    2850     0
## 26     0  1.671473  9.528867    1    1    1   3243     0  2873    3243     0
## 27     1  0.989541  9.371694    1    1    0   1905     1  1905    1905     0
## 28     1  0.989541  7.313887    0    0    1   3001     0  2926    3001     0
## 29     0  1.085189  9.159152    1    1    0   2618     0  2603    2603     0
## 30     0  1.241269  6.908755    1    1    1   3292     1  3238    3292     0
## 31     1  1.241269  8.229777    1    1    1   3933     0  3888    3933     0
## 32     0  1.442202 10.657280    1    1    0   2929     1  2716    2716     0
## 33     0  1.570697  8.922792    1    0    1   3300     0  3245    3275     0
## 34     0  3.203965  0.000000    1    1    1   3158     0  3158    3158     0
## 35     1  2.957511  0.000000    1    1    1   3255     1  3105    3165     0
## 36     1  1.348073  0.000000    1    0    1   3665     0  3515    3665     0
## 37     0  2.041220  0.000000    1    1    0   3330     0  3330    3330     0
## 38     1  1.684545  9.784197    1    1    1   5128     0  4153    5128     0
## 39     0  1.530395  9.964159    1    1    0   2955     0  2955    2955     0
## 40     1  1.348073  0.000000    1    0    1   2838     0  2200    2838     0
## 41     1  1.684545  0.000000    1    1    1   3073     0  2885    3073     0
## 42     0  2.041220 10.075380    1    1    1   3606     0  3345    3495     0
## 43     0  0.770108  7.313887    0    0    0   2978     1  2765    2978     0
## 44     0  1.805005 10.075380    1    1    1   4141     1  3928    3953     1
## 45     0  1.752672  8.922792    1    1    1   3406     0  2833    3406     0
## 46     0  1.752672  8.888895    1    1    1   3750     0  3750    3750     0
## 47     0  1.752672  8.922792    1    1    1   3328     0  3328    3328     1
## 48     0  2.004179  8.517393    1    1    1   3903     0  3795    3848     1
## 49     0  1.465567  9.528867    1    1    1   3513     0  3363    3513     1
## 50     0  1.512927  0.000000    1    1    1   2280     0  2280    2280     0
## 51     0  1.193922  8.229777    1    1    0   4289     0  4151    4176     0
## 52     1  1.556037  0.000000    1    0    0   3266     0  3266    3266     0
## 53     0  1.220830  8.517393    1    1    1   3570     0  3570    3570     0
## 54     1  1.994700 10.221980    1    1    1   2900     0  2885    2885     0
## 55     1  1.147403  7.601402    1    0    0   2879     0  2879    2879     0
## 56     0  0.048790  0.000000    0    0    0   2790     1  2790    2790     0
## 57     0  2.128232  9.159152    1    1    1   2799     0  2799    2799     1
## 58     0  1.697449  8.922792    1    1    1   3211     0  3173    3211     1
## 59     0  1.697449  0.000000    1    1    1   3308     0  3308    3308     0
## 60     0  2.128232  0.000000    1    1    1   3305     1  3305    3305     0
## 61     1  1.029619  0.000000    0    0    0   3649     0  2975    3646     0
## 62     0  1.453953  9.528867    1    1    1   3533     0  3316    3466     0
## 63     0  1.115142  8.612685    1    1    1   3271     0  3226    3226     0
## 64     0  0.891998  8.888895    0    1    1   3635     0  3635    3635     1
## 65     0  1.644805  9.528867    1    1    1   3683     0  3233    3683     1
## 66     0  2.078191 10.221980    1    1    1   3498     0  3348    3348     0
## 67     1  1.791759  8.922792    0    0    1   2630     1  2630    2630     1
## 68     1  1.172482  0.000000    0    0    0   2918     0  2858    2858     0
## 69     1  1.172482  9.472781    0    1    1   3271     0  3203    3271     0
## 70     0  1.791759  0.000000    1    0    1   3551     0  3451    3551     0
## 71     1  1.752672  0.000000    1    1    1   3008     0  3008    3008     0
## 72     0  1.018847  0.000000    1    1    1   2889     0  2821    2851     1
## 73     1  1.711995  0.000000    1    1    1   3718     0  3525    3680     0
## 74     0  2.117460 10.075380    1    1    1   3210     0  3150    3210     1
## 75     0  1.018847  8.612685    0    1    1   3113     0  3113    3113     0
## 76     0  1.711995  9.159152    0    1    1   2816     0  2816    2816     1
## 77     0  1.711995  9.695910    1    1    1   3105     0  3105    3105     0
## 78     0  1.711995  0.000000    1    1    1   3635     1  3605    3605     1
## 79     0  2.060514  7.824446    1    0    1   3611     0  3611    3611     1
## 80     1  2.060514  0.000000    1    1    0   3128     0  3128    3128     1
## 81     1  2.060514  9.528867    1    1    0   3276     0  3213    3213     1
## 82     0  0.932164  0.000000    1    1    0   6110     0  3860    6110     0
## 83     0  0.239017  7.601402    0    1    1   4623     0  4275    4388     1
## 84     1  2.030776  7.824446    1    1    1   3701     0  3076    3701     0
## 85     0  2.000128  0.000000    1    1    1   4313     0  4313    4313     0
## 86     1  1.530395  9.472781    1    1    1   2930     0  2885    2885     0
## 87     0  2.783158  9.210441    1    0    1   3173     0  3165    3165     1
## 88     0  0.837247  0.000000    1    1    1   3674     0  3105    3555     0
## 89     1  1.935860 10.221980    1    1    1   3133     0  3063    3103     0
## 90     0  1.935860  9.528867    1    1    1   3443     0  3368    3368     1
## 91     1  1.530395  7.824446    1    1    1   3445     0  3415    3415     0
## 92     0  2.446686 10.389030    1    1    1   3533     0  3508    3508     0
## 93     1  2.119864  0.000000    1    0    1   2933     0  2788    2908     0
## 94     0  1.607436  0.000000    1    0    0   3405     0  3180    3385     0
## 95     0  1.583094  9.210441    1    1    1   3123     0  3123    3123     0
## 96     0  1.867176  0.000000    1    1    1   3673     0  3388    3613     0
## 97     1  1.867176  8.229777    1    1    1   3625     1  3610    3610     0
## 98     0  0.732368  9.259226    1    1    0   3456     0  3351    3456     1
## 99     0  1.425515  0.000000    1    1    1   3088     0  2653    3088     0
## 100    0  1.425515  8.086718    1    1    1   3533     0  3413    3533     0
## 101    0  1.662030  9.282754    1    1    1   3278     0  3218    3278     0
## 102    0  1.308333  0.000000    1    1    0   3065     0  3045    3045     0
## 103    1  1.308333  9.371694    1    1    1   3808     0  3433    3808     0
## 104    0  0.978326  8.517393    0    1    1   3888     0  3730    3888     0
## 105    0  0.329304  0.000000    1    1    1   3058     1  2970    2970     1
## 106    1 -0.040822  9.964159    0    1    1   3508     0  3475    3475     0
## 107    0  0.652325  9.695910    1    1    1   3430     1  3430    3430     0
## 108    0  0.364643  0.000000    0    1    1   3023     0  2910    2940     0
## 109    0  0.955511  0.000000    1    1    1   3577     0  3570    3577     1
## 110    1  1.832582  0.000000    1    1    0   3345     0  3060    3345     0
## 111    0  1.752672  8.517393    1    1    1   3720     0  3495    3660     0
## 112    1  1.752672  0.000000    0    0    0   2970     0  2970    2970     0
## 113    1  1.752672  9.328213    1    1    0   3423     0  3008    3423     0
## 114    1  1.570697 10.266430    0    1    1   3563     0  3428    3428     0
## 115    1  1.570697  9.528867    1    1    1   3288     0  3288    3288     0
## 116    0  2.263844  7.824446    1    1    1   2400     0  2400    2400     0
## 117    0  2.263844 10.075380    1    1    1   3173     0  3070    3100     0
## 118    0  1.465567  8.922792    0    1    1   2250     0  2250    2250     0
## 119    0  2.158715  9.491828    1    1    1   3666     0  3323    3628     0
## 120    0  1.408545  8.657129    1    0    1   3023     0  3023    3023     0
## 121    0  3.480624  7.824446    1    1    0   3918     1  3505    3505     0
## 122    0  1.686399  0.000000    1    1    0   3533     0  3503    3503     0
## 123    0  1.283708  8.160804    1    1    1   3520     0  3370    3370     1
## 124    1  1.976855  0.000000    1    1    1   3420     0  3120    3120     0
## 125    1  1.976855  9.528867    1    1    1   3308     1  3308    3308     0
## 126    0  1.214913  9.159152    0    1    1   3421     0  3398    3421     0
## 127    0  1.908060  0.000000    1    1    1   3431     0  3333    3393     0
## 128    0  1.264127  7.313887    0    0    1   2923     0  2728    2923     1
## 129    0  1.061257  7.601402    1    1    0   3256     0  3256    3256     0
## 130    0  0.506818  9.528867    0    1    0   3545     0  3250    3545     0
## 131    1  2.334084  0.000000    1    1    0   2915     0  2915    2915     0
## 132    1  1.235471  7.824446    1    1    0   4292     0  4170    4290     1
## 133    1  2.547881 10.657280    1    1    1   3030     0  3030    3030     0
## 134    0  1.541159  0.000000    0    0    1   3668     0  3668    3668     1
## 135    1  1.774952 10.484330    1    1    0   2303     0  2303    2303     0
## 136    1  0.900161  7.824446    0    1    1   3688     0  3618    3688     0
## 137    0  1.391282  7.824446    1    1    1   3466     0  3316    3466     0
## 138    0 -0.673345  9.453365    0    1    0   3989     1  3601    3676     0
## 139    0  0.058269  9.371694    0    1    0   2503     1  2413    2413     0
## 140    0  0.717840  0.000000    1    1    1   2801     0  2771    2771     1
## 141    0  1.036737  8.657129    1    1    1   3748     0  3383    3748     1
## 142    0  1.036737  6.908755    0    1    0   3808     0  3808    3808     0
## 143    0  1.278152  8.160804    1    1    1   3363     1  3363    3363     0
## 144    1  1.278152  9.235130    1    1    1   3675     0  3675    3675     0
## 145    0  1.472472  7.601402    1    1    1   3270     0  3120    3195     0
## 146    1  2.165619  9.528867    0    1    0   3561     0  3536    3536     1
## 147    0  1.635106  9.839003    1    1    1   3253     0  3253    3253     0
## 148    1  1.635106  0.000000    1    0    0   2945     0  2885    2945     0
## 149    0  1.635106  9.964159    1    1    1   2598     0  2560    2560     0
## 150    1  1.897620  0.000000    1    1    1   3007     0  2985    3007     0
## 151    1  1.897620  9.528867    0    1    0   3095     0  3095    3095     0
## 152    0  1.834180  8.922792    1    1    0   2985     0  2985    2985     0
## 153    0  2.105353  8.229777    1    1    1   2243     0  2243    2243     0
## 154    0  2.105353  9.839003    1    1    1   3383     0  2838    3383     0
## 155    1  2.423917  8.517393    1    1    1   3465     0  3375    3375     0
## 156    1  2.041220  8.922792    1    1    0   3393     0  3355    3355     0
## 157    1  1.818077  0.000000    1    1    0   3905     0  3743    3865     0
## 158    1  2.041220  8.517393    1    1    0   2741     0  2701    2741     0
## 159    1  1.124930  9.865318    0    1    1   3016     0  2943    3003     0
## 160    1  1.348073  9.132487    1    1    0   3463     0  3463    3463     0
## 161    0  1.530395  0.000000    1    0    1   2843     0  2723    2843     1
## 162    0  1.530395  7.719130    1    1    0   4205     0  3875    4205     0
## 163    0  1.818077  0.000000    1    1    1   3215     0  3115    3115     0
## 164    0  1.530395  8.922792    0    0    1   3566     0  2756    3566     0
## 165    0  2.734367  0.000000    1    1    1   3998     0  3398    3398     1
## 166    0  1.818077  9.282754    1    1    1   3128     0  3098    3098     0
## 167    1  2.261763  0.000000    1    1    1   3111     0  2991    3111     0
## 168    1  1.275363  8.853808    0    1    1   3225     0  3215    3215     0
## 169    1  1.731656  9.528867    0    1    1   3851     0  3611    3761     0
## 170    0  1.731656  9.491828    1    1    0   3580     0  3305    3455     0
## 171    0  0.891998  9.282754    0    1    1   3367     0  3367    3367     0
## 172    0  1.585145  0.000000    1    0    1   2703     0  2618    2618     1
## 173    1  1.413423  0.000000    0    0    1   4255     0  3475    4200     0
## 174    0  1.205971  0.000000    1    1    0   3686     0  3618    3618     0
## 175    0  0.943906  0.000000    0    0    1   3545     0  3460    3545     0
## 176    0  0.943906  8.612685    1    1    1   3250     0  3250    3250     1
## 177    1  1.011601  0.000000    0    0    1   3018     0  2648    3008     0
## 178    1  0.587787  8.817446    1    1    1   3183     1  3045    3165     0
## 179    0  1.300192  8.853808    1    1    0   3065     0  3065    3065     0
## 180    0  1.300192  9.132487    1    1    0   2875     0  2875    2875     0
## 181    1  1.798404  0.000000    1    1    1   4435     0  3090    4353     0
## 182    0  1.574847  0.000000    1    0    1   2888     0  2798    2888     1
## 183    0  1.169381  0.000000    1    1    1   3610     0  3610    3610     1
## 184    0  1.688249  8.517393    1    1    0   3838     0  3403    3838     0
## 185    1  1.776646  8.354910    1    1    0   3881     0  3656    3881     0
## 186    1  2.086914  0.000000    1    1    1   3348     1  3348    3348     0
## 187    1  0.652325  9.371694    0    1    1   3490     0  3130    3490     0
## 188    0  0.652325  8.699681    0    0    1   4347     0  3213    4084     1
## 189    0  1.105257  0.000000    1    1    1   3855     0  3855    3855     0
## 190    0  2.142417  8.922792    1    1    1   3396     0  3138    3183     0
## 191    0  1.376244  0.000000    1    0    1   3541     0  3203    3541     1
## 192    1  1.887070  0.000000    1    1    0   3053     0  2930    3050     0
## 193    1  2.110213  8.517393    1    1    1   2448     0  2448    2448     0
## 194    0  0.837247  8.699681    0    1    1   4111     0  3556    4111     0
## 195    1  1.506297  9.259226    0    1    0   3660     0  3660    3660     1
## 196    1  0.139762  0.000000    0    0    0   2611     0  2536    2536     1
## 197    0  0.139762  8.657129    0    1    1   2948     0  2828    2945     1
## 198    0  0.029559  8.229777    0    0    0   3103     0  3103    3103     0
## 199    0  0.198851  8.517393    0    1    1   3730     0  3730    3730     0
## 200    0  0.364643  7.824446    0    1    1   2840     0  2840    2840     0
## 201    0  0.364643  0.000000    0    0    1   3428     0  3210    3290     0
## 202    0  0.364643  0.000000    0    0    1   3650     0  3650    3650     0
## 203    0 -0.328504  9.528867    1    1    1   2818     0  2708    2768     0
## 204    1  0.672944  9.235130    0    1    1   3530     0  3530    3530     0
## 205    0  1.150572  8.817446    0    1    0   4895     0  4695    4695     0
## 206    0  1.241269  8.922792    1    1    1   3834     0  3639    3714     0
## 207    0  1.241269  8.160804    1    1    1   2466     0  2335    2428     1
## 208    0  1.241269  0.000000    0    0    0   2813     0  2813    2813     0
## 209    1  1.241269  9.159152    0    1    0   3148     0  3088    3148     0
## 210    0  0.548121  9.132487    0    1    1   3770     1  3710    3770     0
## 211    1  1.241269  9.159152    0    1    0   3518     0  3293    3518     0
## 212    1  1.241269  9.632401    0    1    0   3441     0  3261    3441     0
## 213    0  1.241269  9.865318    1    1    0   3840     0  3540    3840     0
## 214    0  1.241269  9.632401    1    1    0   3221     0  3176    3221     0
## 215    0  1.241269  9.132487    1    1    1   3150     0  3060    3060     1
## 216    0  1.241269  7.824446    1    1    1   3620     0  3590    3590     0
## 217    0  1.241269  0.000000    0    0    1   3218     0  2923    2953     0
## 218    1  1.241269  7.313887    0    0    1   3020     0  3020    3020     1
## 219    0  0.779325  9.839003    0    1    1   3110     0  3110    3110     0
## 220    0  0.908259  8.853808    0    1    1   3898     0  3898    3898     0
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## 446    1  1.887070  9.528867    0    1    0   3346     0  3346    3346     0
## 447    1  1.599388  8.086718    1    0    0   3200     0  3195    3195     0
## 448    1  1.887070  0.000000    0    0    0   3663     0  3073    3163     0
## 449    1  2.357073  0.000000    0    0    0   3608     0  3608    3608     0
## 450    0  0.970779  0.000000    1    0    1   2928     0  2928    2928     0
## 451    0  0.970779  9.528867    0    1    0   3525     0  3525    3525     0
## 452    1  1.193922  8.517393    0    1    1   3953     0  3953    3953     1
## 453    1  2.069391  9.528867    0    1    1   3263     0  3218    3218     0
## 454    1  1.376244  7.313887    0    0    1   3970     0  3848    3893     0
## 455    1  1.193922  0.000000    0    0    1   3740     0  3740    3740     0
## 456    0  0.970779  8.294300    0    1    1   3690     0  3570    3570     0
## 457    0  2.417698  0.000000    0    0    1   3458     0  3218    3458     0
## 458    0  1.887070  8.412055    1    1    0   3255     0  3255    3255     0
## 459    1  1.043804  0.000000    1    0    1   3888     0  3363    3813     0
## 460    1  1.308333  8.740497    0    1    0   3286     0  3286    3286     0
## 461    0  1.627278  9.259226    0    1    1   3848     1  3255    3255     1
## 462    1  0.741937  9.328213    0    1    0   3571     0  3548    3548     0
## 463    0  0.336472  9.282754    0    1    1   3181     1  3181    3181     0
## 464    0  0.364643  8.987322    0    1    0   3248     0  3188    3248     0
## 465    1  1.791759  9.865318    0    1    1   3889     0  3318    3601     0
## 466    0  1.118415  9.132487    0    0    1   4030     0  4030    4030     0
## 467    0  1.061257  7.824446    0    1    0   2766     0  2746    2746     0
## 468    1  0.774727  7.824446    0    1    1   3905     0  3410    3410     0
## 469    1 -0.040822  7.601402    0    0    1   4088     1  3943    4088     0
## 470    0  0.652325  9.528867    0    0    1   2573     1  2423    2423     0
## 471    1  1.163151  8.517393    0    1    0   3478     0  3388    3478     0
## 472    1  1.337629  9.726214    0    1    0   3280     0  3280    3280     0
## 473    0  1.166271  9.235130    0    1    1   3376     0  3376    3376     0
## 474    0  0.837247  8.517393    0    1    0   3458     0  3458    3458     0
## 475    1  0.837247  8.517393    0    1    0   3710     0  3710    3710     0
## 476    0  0.431782  0.000000    0    1    1   3754     0  3196    3709     0
## 477    0  1.308333  0.000000    1    0    1   3601     0  3206    3236     0
## 478    1  0.770108  0.000000    1    1    1   4054     0  2881    4054     0
## 479    0  0.593327  9.328213    0    1    1   3218     0  3113    3218     1
## 480    0  0.797507  9.528867    0    1    1   3291     0  3128    3128     1
## 481    1 -0.083382  9.259226    0    1    1   3318     0  3203    3308     0
## 482    1  1.018847  9.282754    0    1    1   3865     0  3330    3815     0
## 483    0  2.811208  8.922792    1    0    1   4360     1  4180    4360     0
## 484    1  0.837247  8.922792    0    1    0   3398     0  3368    3368     0
## 485    1  1.425515  8.517393    0    1    0   3325     0  3295    3295     0
## 486    0  0.672944  9.328213    0    1    0   3608     0  3103    3508     1
## 487    0  1.752672 10.075380    0    1    1   3478     0  3373    3441     0
## 488    0  1.214913  0.000000    0    1    1   3298     0  3210    3210     1
## 489    0  1.061257  9.865318    0    1    0   2803     0  2698    2698     0
## 490    0  0.867100  9.282754    0    1    1   5013     0  3633    4608     0
## 491    0  1.147403  8.987322    0    1    1   2458     0  2413    2443     0
## 492    1 -0.597837  0.000000    0    1    0   3923     1  3818    3878     0
## 493    0  1.241269  9.282754    1    1    0   3555     0  3420    3480     0
## 494    0  1.241269  8.987322    0    1    1   3228     0  3215    3228     0
## 495    0  0.548121  8.888895    0    0    1   3268     0  2623    3268     0
## 496    0  1.241269  0.000000    1    1    0   2681     1  2643    2643     1
## 497    1  0.908259  9.784197    0    1    1   3353     0  3353    3353     0
## 498    1  1.098612  9.047939    1    1    1   3588     0  3558    3588     0
## 499    1  1.752672  8.517393    0    1    1   3053     0  2828    2978     0
## 500    0  3.234749  0.000000    1    1    1   3208     0  3148    3208     0
## 501    1  0.837247  9.282754    0    1    1   4223     0  3773    4148     0
## 502    0  0.837247  9.328213    0    1    1   3518     0  3405    3518     0
## 503    1  1.530395  9.210441    0    1    0   3483     0  3278    3483     0
## 504    1  0.837247  9.328213    0    1    0   3253     0  2868    3243     0
## 505    1  1.530395  6.908755    0    0    1   4035     0  3900    4035     0
## 506    1  2.016236  8.517393    0    1    0   2646     0  2508    2621     0
## 507    0  0.920283  0.000000    0    1    1   3585     0  3555    3555     1
## 508    1  1.000632  0.000000    0    0    0   4155     0  3630    4155     0
## 509    0  0.139762  7.824446    0    0    1   3215     0  3215    3215     0
## 510    1  1.619388  8.354910    0    1    0   3180     0  3180    3180     0
## 511    0  1.217876  9.915959    0    1    1   3968     0  3938    3938     1
## 512    0  1.061257  8.006701    0    1    1   3565     0  3466    3565     0
## 513    0 -0.083382  7.824446    0    1    0   2678     0  2678    2678     0
## 514    1  0.837247 10.357770    0    1    0   3298     0  3223    3298     0
## 515    1  1.124930  0.000000    0    1    1   3493     0  3428    3493     1
## 516    0  0.431782  7.313887    0    0    0   4367     0  3967    4367     0
## 517    1  1.124930 10.032360    0    1    1   3800     0  3525    3650     0
## 518    1  1.740466 10.085850    0    1    0   3353     0  3143    3353     0
## 519    0  0.797507  8.817446    0    1    1   3730     1  3700    3715     0
## 520    1  1.827770  9.632401    0    1    0   3320     0  3245    3245     0
## 521    0  1.241269  9.159152    0    1    1   2495     0  2010    2495     1
## 522    0  0.837247  9.282754    0    1    0   3105     1  3055    3055     0
## 523    0  0.837247  9.328213    0    1    0   3628     0  3458    3628     0
## 524    0  0.732368  9.159152    0    1    0   4293     0  4235    4235     0
## 525    0  0.837247  8.086718    0    1    1   3890     0  3890    3890     0
## 526    0  1.061257  9.371694    0    1    1   5780     0  4005    5280     0
## 527    1  3.139400 10.484330    0    1    0   3793     0  3773    3773     0
## 528    0  2.446686  9.018089    0    1    1   3840     0  3465    3465     1
## 529    1  0.329304  9.282754    0    1    1   3520     0  3460    3520     0
## 530    0  1.061257  9.159152    0    1    1   3556     0  3360    3418     0
## 531    0  0.652325  7.824446    0    1    1   4073     0  3863    4073     0
## 532    0  0.837247  0.000000    0    1    1   3305     0  3105    3305     0
## 533    0        NA  0.000000    1    1    1   4025     1  3715    4025     0
## 534    1        NA 10.657280    1    1    0   3450     0  3450    3450     0
## 535    0        NA  9.839003    1    1    1   3735     1  3735    3735     0
## 536    1        NA  9.210441    0    1    0   4140     0  4095    4140     0
## 537    0        NA  8.354910    1    1    1   2770     0  2770    2770     0
## 538    0        NA  0.000000    1    1    1   2760     1  2760    2760     0
## 539    0        NA  9.371694    1    1    1   4130     0  4100    4100     0
## 540    0        NA  0.000000    0    1    0   2800     1  2800    2800     0
## 541    0        NA  9.695910    1    1    1   2885     0  2865    2865     0
## 542    0        NA  8.354910    1    1    1   4127     0  3430    4127     0
## 543    0        NA  0.000000    1    0    1   4474     0  4266    4474     1
## 544    1        NA  0.000000    0    0    1   2911     0  2911    2911     0
## 545    1        NA  0.000000    1    1    0   2916     0  2746    2916     0
## 546    1        NA  0.000000    0    1    1   3038     0  2663    3038     0
## 547    0        NA 10.657280    1    1    1   3390     1  2940    3390     0
## 548    0        NA  0.000000    1    1    1   2700     0  2640    2700     0
## 549    0        NA  0.000000    0    1    1   2930     0  2930    2930     0
## 550    1        NA  6.908755    0    0    1   2955     0  2955    2955     0
## 551    0        NA  8.517393    1    1    0   3730     1  3595    3595     0
## 552    0        NA  0.000000    1    1    1   2905     0  2905    2905     0
## 553    1        NA  9.811976    0    1    1   2748     0  2533    2638     0
## 554    0        NA  0.000000    0    1    0   2840     1  2820    2820     0
## 555    1        NA  8.517393    1    0    1   3105     0  2755    3105     0
## 556    0        NA  9.648660    1    1    1   2851     0  2806    2851     0
## 557    0        NA  6.908755    1    1    0   4350     0  4200    4350     1
## 558    1        NA 10.657280    1    1    0   2613     1  2448    2613     0
## 559    1        NA  9.726214    1    1    0   4133     0  4095    4095     0
## 560    1        NA  0.000000    0    1    0   2415     1  2355    2355     0
## 561    0        NA  8.612685    0    1    0   4140     0  4050    4140     0
## 562    0        NA  0.000000    0    1    1   4395     1  3990    4170     1
## 563    1        NA  8.517393    0    1    1   4240     0  3975    3975     0
## 564    0        NA  0.000000    1    1    0   2768     0  2738    2768     0
## 565    0        NA 10.657280    0    1    0   3073     0  2848    3073     0
## 566    0        NA  0.000000    1    1    1   2968     1  2818    2968     0
## 567    1        NA 10.221980    1    1    0   3330     0  2470    2470     0
## 568    1        NA  0.000000    0    1    1   4250     0  3855    3895     0
## 569    0        NA  0.000000    1    1    1   3953     0  3803    3953     0
## 570    1        NA 10.633470    0    1    0   3480     0  2940    2940     0
## 571    1        NA  0.000000    1    0    0   3946     1  3791    3871     0
## 572    1        NA  9.695910    1    1    0   3815     0  3785    3785     0
## 573    1        NA 10.221980    1    1    0   3755     1  3755    3755     0
## 574    0        NA  0.000000    0    1    1   3745     1  3745    3745     0
## 575    0        NA  9.210441    1    1    1   3743     1  3743    3743     1
## 576    1        NA  0.000000    1    1    0   2293     0  2113    2293     0
## 577    0        NA  0.000000    1    1    1   5240     0  4350    5240     0
## 578    0        NA  0.000000    0    0    1   3915     0  3860    3860     0
## 579    1        NA  9.282754    1    1    0   2111     0  2053    2053     0
## 580    0        NA  0.000000    0    0    1   3858     0  3705    3705     0
## 581    1        NA  9.664660    0    0    0   4581     1  3703    3793     0
## 582    0        NA  9.940350    0    0    0   2471     0  2381    2471     0
## 583    1        NA  0.000000    1    0    1   3730     0  3670    3730     0
## 584    1        NA  8.517393    0    1    1   3655     0  3655    3655     0
## 585    0        NA  0.000000    0    1    0   3705     1  3650    3650     0
## 586    0        NA  0.000000    1    1    1   3718     1  3643    3643     0
## 587    0        NA  0.000000    0    1    1   3676     1  3638    3638     0
## 588    1        NA  9.664660    1    1    1   3776     0  3733    3733     0
## 589    1        NA  0.000000    1    1    1   3725     0  3725    3725     0
## 590    1        NA  8.817446    0    1    0   3788     0  3630    3780     0
## 591    0        NA  0.000000    1    0    0   3628     0  3628    3628     1
## 592    1        NA  0.000000    0    1    0   3933     0  3628    3708     0
## 593    0        NA  0.000000    0    1    1   4035     0  3800    4035     0
## 594    0        NA  8.517393    0    0    1   3665     0  3615    3615     1
## 595    1        NA  9.811976    1    1    1   3690     0  3600    3690     0
## 596    1        NA  8.853808    1    1    1   3598     0  3598    3598     0
## 597    1        NA 10.657280    1    1    0   1785     0  1740    1785     0
## 598    0        NA  0.000000    1    1    1   3726     1  3583    3706     1
## 599    0        NA  9.259226    1    1    1   3618     1  3580    3580     1
## 600    1        NA  0.000000    0    1    0   2700     0  2700    2700     0
## 601    0        NA  8.354910    0    1    1   3890     0  3565    3815     0
## 602    0        NA  7.601402    1    0    1   3550     0  3550    3550     1
## 603    0        NA  9.159152    0    1    1   3773     1  3548    3773     0
## 604    1        NA  0.000000    0    1    1   3543     1  3543    3543     0
## 605    1        NA  9.392745    1    1    1   3936     0  3538    3921     0
## 606    0        NA  0.000000    1    1    1   3530     1  3530    3530     0
## 607    1        NA  0.000000    1    1    0   3563     0  3525    3525     0
## 608    0        NA  8.160804    0    1    1   3635     0  3525    3560     1
## 609    1        NA  7.824446    1    1    1   3553     0  3523    3523     0
## 610    0        NA  9.940350    1    1    0   4625     0  3950    3950     0
## 611    0        NA  9.371694    1    1    1   4420     0  4420    4420     0
## 612    1        NA  0.000000    1    0    1   3991     1  3871    3991     0
## 613    0        NA  8.699681    0    1    1   3541     0  3503    3541     0
## 614    0        NA  9.741028    1    1    1   3924     0  3498    3724     0
## 615    0        NA  0.000000    1    1    1   4181     0  3488    4181     0
## 616    1        NA  0.000000    0    0    1   4245     1  3480    4005     1
## 617    0        NA  9.695910    1    1    0   3678     0  3478    3478     0
## 618    1        NA  8.817446    1    1    0   3468     0  3468    3468     0
## 619    0        NA  8.817446    0    1    1   3460     0  3460    3460     1
## 620    0        NA  9.159152    0    1    0   3513     0  3455    3513     0
## 621    0        NA  8.354910    0    1    1   1576     0  1546    1576     0
## 622    1        NA  8.466110    0    0    0   3435     0  3435    3435     0
## 623    0        NA 10.389030    1    1    1   3448     1  3433    3448     0
## 624    0        NA  0.000000    0    0    1   1380     0   755    1335     0
## 625    0        NA  9.371694    1    1    1   3423     0  3423    3423     0
## 626    1        NA  0.000000    1    1    1   3576     1  3423    3483     0
## 627    0        NA  8.922792    0    0    1   3940     0  3420    3895     0
## 628    1        NA  0.000000    1    1    1   2988     1  2793    2883     0
## 629    0        NA  9.741028    0    1    1   4147     0  3405    4147     0
## 630    0        NA  8.160804    1    1    1   3405     0  3405    3405     1
## 631    1        NA 10.175460    1    1    0   3395     1  3395    3395     0
## 632    1        NA  9.664660    1    1    1   3477     0  3391    3477     0
## 633    0        NA  9.371694    0    1    1   3615     0  3390    3390     0
## 634    1        NA  0.000000    1    1    0   4160     0  3935    4160     0
## 635    0        NA  0.000000    1    1    1   3678     0  3375    3660     0
## 636    0        NA  0.000000    0    0    1   3495     0  3360    3495     0
## 637    0        NA  8.612685    1    1    1   3360     1  3360    3360     0
## 638    1        NA  0.000000    1    1    0   3795     0  3355    3655     0
## 639    1        NA  0.000000    1    0    0   2655     0  2655    2655     0
## 640    1        NA  9.839003    1    1    0   3338     0  3338    3338     0
## 641    0        NA  9.235130    1    1    1   3338     0  3338    3338     0
## 642    0        NA 10.184940    1    1    0   3377     1  3330    3330     0
## 643    0        NA  9.528867    1    1    1   3326     0  3326    3326     0
## 644    0        NA  8.699681    1    1    1   3800     1  3315    3650     0
## 645    1        NA  0.000000    1    1    0   3315     1  3315    3315     0
## 646    0        NA  9.018089    0    1    1   3458     1  3310    3348     0
## 647    0        NA  9.964159    1    1    1   3505     0  3310    3505     0
## 648    0        NA  8.412055    1    1    1   3443     0  3308    3443     0
## 649    0        NA  0.000000    1    1    1   3308     0  3308    3308     0
## 650    0        NA  0.000000    1    1    0   3750     0  3295    3362     0
## 651    0        NA  0.000000    1    1    0   3520     0  3295    3295     1
## 652    0        NA  9.018089    0    1    0   3315     0  3285    3285     0
## 653    1        NA  9.210441    1    1    1   3285     0  3285    3285     0
## 654    0        NA  0.000000    0    0    0   3271     0  3271    3271     0
## 655    0        NA  0.000000    1    1    1   3418     0  3268    3268     0
## 656    1        NA  0.000000    1    1    0   3316     0  3261    3261     0
## 657    0        NA  9.018089    1    1    0   3298     1  3260    3260     0
## 658    0        NA  9.695910    0    1    1   3255     1  3255    3255     0
## 659    1        NA  9.865318    1    0    1   3368     0  3248    3368     0
## 660    1        NA  9.632401    0    0    0   3694     0  3236    3649     0
## 661    1        NA  9.664660    0    1    1   3820     0  3235    3685     0
## 662    0        NA  8.699681    1    1    0   3270     0  3230    3270     1
## 663    0        NA  0.000000    1    1    0   4538     1  3225    4538     0
## 664    1        NA  9.632401    1    1    0   3240     1  3225    3225     0
## 665    1        NA  6.908755    0    1    1   3837     0  3225    3777     0
## 666    0        NA  0.000000    1    1    1   3218     1  3218    3218     0
## 667    0        NA  9.741028    0    1    1   3243     0  3218    3218     0
## 668    0        NA  0.000000    1    1    1   3290     0  3210    3210     0
## 669    1        NA  0.000000    1    0    1   3638     0  3203    3203     0
## 670    1        NA  9.865318    1    1    1   3461     0  3201    3321     0
## 671    0        NA  9.282754    1    1    1   3200     0  3200    3200     0
## 672    1        NA  0.000000    1    1    1   3235     0  3195    3195     0
## 673    0        NA  0.000000    0    1    1   3250     0  3190    3250     0
## 674    0        NA  9.528867    0    1    1   3238     0  3188    3238     0
## 675    1        NA  0.000000    1    1    0   3233     1  3188    3188     0
## 676    1        NA  0.000000    1    1    0   3241     0  3181    3181     0
## 677    1        NA 10.175460    0    1    0   3426     0  3176    3176     0
## 678    0        NA  9.964159    1    1    1   3190     0  3175    3175     0
## 679    1        NA  9.210441    1    1    0   3720     0  3165    3300     0
## 680    0        NA  8.657129    1    0    1   3390     1  3390    3390     0
## 681    1        NA 10.657280    1    1    1   3630     0  3630    3630     0
## 682    1        NA  0.000000    1    1    0   3270     0  3150    3270     0
## 683    1        NA  0.000000    1    1    0   3190     1  3140    3140     0
## 684    0        NA  9.259226    1    1    0   3278     0  3135    3278     0
## 685    0        NA  0.000000    1    1    1   3653     0  3615    3615     0
## 686    0        NA  0.000000    0    1    1   3185     0  3110    3185     0
## 687    1        NA  0.000000    1    0    0   3193     0  3095    3095     0
## 688    1        NA 10.184940    0    1    1   3704     0  3090    3499     0
## 689    1        NA  9.328213    1    1    1   3298     0  3073    3298     0
## 690    1        NA  9.282754    0    0    0   3218     0  3068    3068     1
## 691    0        NA  7.719130    0    1    0   3363     0  3065    3140     0
## 692    0        NA  0.000000    1    1    1   4003     0  3573    3573     0
## 693    0        NA  9.328213    1    1    0   3330     0  3060    3330     0
## 694    1        NA  0.000000    0    0    1   3725     0  3040    3725     0
## 695    0        NA  7.824446    1    1    1   3174     0  3028    3116     0
## 696    0        NA  9.328213    1    1    1   3143     0  3023    3143     0
## 697    0        NA  9.371694    0    1    1   3023     0  3023    3023     0
## 698    1        NA  9.564583    0    1    0   3150     0  3015    3150     0
## 699    0        NA  0.000000    0    1    1   3233     0  3008    3173     1
## 700    0        NA  9.615872    1    1    0   3118     1  2993    2993     0
## 701    1        NA  9.282754    0    0    0   3180     0  2985    3105     1
## 702    1        NA  9.664660    0    1    1   3410     0  2985    3385     0
## 703    0        NA  0.000000    1    1    0   3535     0  3520    3535     0
## 704    0        NA  9.235130    0    1    1   3645     0  3510    3510     0
## 705    0        NA  9.210441    0    1    1   3088     1  2970    3000     1
## 706    0        NA  9.940350    0    1    0   3415     0  2970    3415     1
##     spsepay spwrk75 totwrk union worknrm workscnd exper yngkid yrsmarr
## 1         0       0   3438     0    3438        0    14      0      13
## 2         0       0   5020     0    5020        0    11      0       0
## 3     20000       1   2815     0    2815        0    21      0       0
## 4      5000       1   3786     0    3786        0    12      0      12
## 5      2400       1   2580     0    2580        0    44      0      33
## 6         0       0   1205     0       0     1205    23      0      23
## 7     12000       1   2113     0    2113        0    17      1       0
## 8         0       0   3608     0    3608        0    28      0      24
## 9         0       0   2353     1    2353        0     9      0      11
## 10     6000       1   2851     0    2851        0     9      0       7
## 11        0       0   6415     0    6415        0    29      0      23
## 12     3000       1    370     0     370        0     1      0       4
## 13     3000       1   2438     0    2438        0     2      0       4
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## 16     5000       1   2950     0    2950        0     5      0       4
## 17     3000       1   3003     0    3003        0    23      0      21
## 18     1000       1   4011     0    4011        0    17      1      17
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## 24        0       0   2651     1    2651        0    10      0       0
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## 29      400       1   2638     0    2638        0    18      1       6
## 30        0       0   3173     0    3173        0    41      0       0
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## 32     1300       1   3588     0    3588        0     2      0       1
## 33        0       0   2961     0    2961        0     6      0       0
## 34     4000       1   2778     0    2778        0    17      0       0
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## 36        0       0   3556     1    2493     1063     5      0       0
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## 38     1500       1   1100     1    1100        0    29      0      22
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## 40        0       0   2506     0    2506        0     8      0       0
## 41        0       0   2763     0    2763        0    10      0      13
## 42     4600       1   3048     0    3048        0    16      0      15
## 43        0       0   2511     0    2511        0    21      0       0
## 44        0       0   3268     0    3268        0    31      0      30
## 45    12000       1   3242     1    3242        0    39      0      35
## 46        0       0   2550     0    2550        0    23      0      19
## 47     6000       1   3188     1    2363      825    18      0      15
## 48        0       0   1555     1    1555        0    21      0      18
## 49        0       0   2743     0    2743        0    19      0      17
## 50      900       1   5043     0    5043        0     8      0       0
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## 60    18000       1   2620     0    2620        0    21      0      19
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## 64        0       0   2250     0    2250        0    10      0       5
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## 70        0       0   1208     1    1208        0    26      0       0
## 71        0       0   2905     1    2275      630     8      1       4
## 72        0       0   3825     0    3825        0     8      0       2
## 73      600       1   2348     0    2348        0    10      1       7
## 74        0       0   1825     0    1825        0    19      0      18
## 75     8500       1   2563     0    2563        0    18      0      15
## 76    12000       1   2576     0    2576        0     1      0       0
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## 78        0       0   3595     0    3595        0    21      0      18
## 79        0       0   2575     0    2575        0    16      0       0
## 80        0       0   2843     0    2843        0    11      0      11
## 81    17000       1   2188     1    2188        0    13      0       8
## 82     6000       1      0     0       0        0    17      0      17
## 83        0       0   2248     0    2248        0    48      0       0
## 84     3000       1   2876     0    2876        0    25      0      23
## 85        0       0   2758     0    2758        0    12      1       9
## 86     8600       1   2578     0    2578        0    15      0      12
## 87        0       0   2163     0    2163        0    27      0       0
## 88    48000       1   4075     0    3175      900    14      0      12
## 89        0       0   2388     0    2388        0    29      0      27
## 90    13000       1   2048     0    1643      405    12      1       8
## 91     2500       1   2935     0    2935        0    40      0      39
## 92        0       0   2400     0    2400        0    16      1       6
## 93        0       0   2325     0    2325        0    29      0       0
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## 97        0       0   1738     0    1738        0    18      0      17
## 98        0       0   3671     0    3671        0    16      1       5
## 99        0       0   3225     0    3225        0    18      0      11
## 100     600       1   4058     0    4058        0     9      1       9
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## 103    4500       1   3025     0    3025        0    17      0      13
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## 106   20000       1   2313     0    2313        0    29      0       0
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## 112       0       0   2880     1    2880        0    26      0       0
## 113    2500       1   3331     0    3331        0    37      0      27
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## 115    2000       1   1605     0    1125      480    48      0      42
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## 118   11500       1   4065     0    4065        0     5      1       5
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## 120       0       0   2791     0    2791        0    10      0       0
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## 122       0       0   1588     1    1588        0    17      0      14
## 123       0       0   2611     0    2373      238    38      0      33
## 124       0       0   2948     0    2948        0    20      0      19
## 125   14000       1   3038     0    3038        0     5      0       2
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## 129       0       0   1350     0    1350        0    10      1       6
## 130   14000       1   3598     0    3598        0    18      0       0
## 131       0       0   2638     0    2638        0    25      0      19
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## 137    4500       1   1775     1    1775        0    22      0      20
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## 174       0       0   2941     0    2941        0     3      0       2
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## 177       0       0   2775     0    2775        0    42      0       0
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## 179    7000       1   3003     1    3003        0    19      0      14
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## 183       0       0   2466     0    2466        0     7      1       0
## 184    3000       1   2648     1    2298      350    31      0      18
## 185    4000       1   2010     1    2010        0    14      0       9
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## 187   11500       1   3135     0    3135        0    17      0      13
## 188       0       0   1485     0    1485        0    19      0       0
## 189       0       0   2463     1    2463        0    33      0      24
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## 191       0       0   2975     1    2975        0    33      0       0
## 192       0       0   1283     1    1283        0    12      0       9
## 193    6000       1   2488     0    2488        0    24      0      19
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## 195   11000       1   2575     0    2575        0    22      0       0
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## 203    7000       1   2501     0    2501        0    32      0      25
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## 209       0       0   2747     0    2747        0    44      0      38
## 210   10000       1   2127     0    2127        0    23      0      22
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## 212   10000       1   1125     0    1125        0    17      0      16
## 213    4000       1   3692     1    2642     1050    17      0      15
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## 215       0       0   2375     0    2375        0     5      1       5
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## 219   15000       1   2393     0    2393        0    29      0       0
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## 221   23000       1   2413     0    2413        0    12      0      12
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## 224    3000       1   2765     0    2765        0    12      1      11
## 225    8000       1   2100     0    2100        0    18      0       8
## 226       0       0   2425     0    2425        0    12      0       0
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## 245    4000       1   2975     1    2975        0    46      0      23
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## 276       0       0   2140     1    2140        0    36      0       0
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## 287    1000       1   2965     1    1628     1337    14      0      14
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## 598       0       0   2508     0    2508        0    46      0      41
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## 648       0       0   2326     1    2326        0    27      0      10
## 649    8250       1   2820     1    2820        0     2      0       0
## 650       0       0   2513     0    2513        0    39      0      32
## 651       0       0   3171     0    3171        0    17      0      15
## 652   17000       1   1325     0    1325        0     8      0      10
## 653       0       0   2493     0    2493        0    34      0       0
## 654       0       0   3441     0    3441        0     2      0       0
## 655       0       0   1238     0    1238        0    44      0      36
## 656       0       0   2588     0    2588        0    29      0      30
## 657    8400       1   3590     0    3590        0    10      0      10
## 658   12000       1   1548     0    1548        0    22      0      22
## 659       0       0   3190     0    3190        0    10      0       0
## 660       0       0   2350     0    2350        0     3      0       0
## 661       0       0      0     0       0        0     8      1       4
## 662    5200       1   2150     0    2150        0     2      0       2
## 663       0       0   2535     0    2535        0    20      0      18
## 664    7600       1    638     0     638        0    17      0      16
## 665       0       0   2260     0    2260        0    41      0       0
## 666       0       0   3275     0    2085     1190    24      1      18
## 667   12600       1   1013     0    1013        0    41      0      37
## 668       0       0   2433     0    2433        0    10      0      10
## 669       0       0   2450     0    2450        0    26      0       0
## 670    9000       1   2298     0    2298        0    34      0      32
## 671       0       0   2363     0    2363        0    43      0      39
## 672       0       0   1578     1    1578        0    18      0       0
## 673       0       0   2500     0    2500        0    36      0      31
## 674   14500       1   2526     1    2526        0    23      0      22
## 675       0       0   2538     0    2538        0    20      0      17
## 676       0       0   2393     0    2393        0    21      1      12
## 677   20000       1   2163     0    2163        0     8      0       9
## 678       0       0   3481     1    3481        0    23      0      19
## 679    9000       1   2163     0    2163        0     8      0       5
## 680       0       0   3421     0    3338       83     5      0       0
## 681       0       0   2300     0    2300        0    34      0      33
## 682       0       0   1188     0    1188        0    41      0      36
## 683   10000       1   2666     1    2666        0    28      0       0
## 684    7500       1   1538     0    1538        0    11      0       5
## 685       0       0   1888     0    1888        0    16      1       2
## 686       0       0      0     0       0        0     1      1       5
## 687       0       0   2293     0    2293        0    10      0       0
## 688   30000       1    538     0     538        0    25      0       0
## 689   17500       1   2351     1    2351        0    34      0      27
## 690       0       0   2373     0    2373        0    13      0       0
## 691    8500       1   2148     0    2148        0     3      1       4
## 692       0       0   2013     0    2013        0     9      0       2
## 693    2500       1   2603     0    2603        0    32      0      22
## 694       0       0   1510     1    1510        0     7      1       0
## 695       0       0   2513     0    2513        0    22      0      19
## 696       0       0   2418     0    2418        0     7      1       5
## 697       0       0   2281     0    2281        0    14      0      14
## 698       0       0   1183     1    1183        0    31      0      28
## 699       0       0   2275     0    2275        0    36      0      29
## 700       0       0   2725     0    2725        0    38      0      30
## 701       0       0   2388     0    2388        0    10      0       0
## 702   16000       1   2026     0    2026        0    27      0      18
## 703       0       0    675     1     465      210    18      0       4
## 704   12000       1   1851     0    1851        0    19      0      17
## 705   35000       1   1961     1    1481      480    31      0      22
## 706       0       0   2363     0    2363        0     8      1       9
##         hrwage agesq
## 1    7.0700035  1024
## 2    1.4299994   961
## 3   20.5299969  1936
## 4    9.6199980   900
## 5    2.7500002  4096
## 6   19.2499981  1681
## 7    1.4399998  1225
## 8   15.0100069  2209
## 9    4.3299975  1024
## 10   2.9599991   900
## 11   2.4000008  1849
## 12   1.2299998   529
## 13   1.2299998   576
## 14   5.6100016  2304
## 15   3.1300001  1089
## 16   2.3099988   529
## 17   9.9000034  2116
## 18   3.9599998  1369
## 19   3.2999985  2809
## 20  14.8500013  2025
## 21  35.5099869  2116
## 22   5.3299990  1600
## 23   3.2700000  2809
## 24   5.0600023   841
## 25   2.4900007   841
## 26   5.3199987  2809
## 27   2.6899996   784
## 28   2.6899996  1225
## 29   2.9599991  1296
## 30   3.4600015  3481
## 31   3.4600015   676
## 32   4.2300000   576
## 33   4.8099995   784
## 34  24.6299934  1521
## 35  19.2499981  1089
## 36   3.8499994   784
## 37   7.6999969  1089
## 38   5.3899980  2209
## 39   4.6200013   961
## 40   3.8499994   676
## 41   5.3899980   961
## 42   7.6999969  1444
## 43   2.1599994  1936
## 44   6.0800014  2401
## 45   5.7699995  3136
## 46   5.7699995  1681
## 47   5.7699995  1296
## 48   7.4199996  1296
## 49   4.3299975  1369
## 50   4.5400000   529
## 51   3.2999985   841
## 52   4.7399993   841
## 53   3.3900001   676
## 54   7.3499975   841
## 55   3.1500018   625
## 56   1.0499998   576
## 57   8.4000025   529
## 58   5.4600010   784
## 59   5.4600010   841
## 60   8.4000025  1521
## 61   2.7999988   961
## 62   4.2800002  2500
## 63   3.0500011  1296
## 64   2.4399998   784
## 65   5.1799994  2500
## 66   7.9900022  2500
## 67   5.9999971  2500
## 68   3.2299995  3025
## 69   3.2299995  1156
## 70   5.9999971  1936
## 71   5.7699995   900
## 72   2.7699990   529
## 73   5.5400028  1024
## 74   8.3100033  1600
## 75   2.7699990  1156
## 76   5.5400028   529
## 77   5.5400028   576
## 78   5.5400028  1521
## 79   7.8500032  1521
## 80   7.8500032  1089
## 81   7.8500032   961
## 82   2.5399997  1369
## 83   1.2700001  3600
## 84   7.6199975  1849
## 85   7.3900023  1156
## 86   4.6200013  1369
## 87  16.1700058  2500
## 88   2.3099988  1024
## 89   6.9300017  2209
## 90   6.9300017  1225
## 91   4.6200013  3844
## 92  11.5500069  1444
## 93   8.3300047  2601
## 94   4.9900002  1024
## 95   4.8700004  2401
## 96   6.4699998  1296
## 97   6.4699998  1681
## 98   2.0800002  1156
## 99   4.1599998  1296
## 100  4.1599998   961
## 101  5.2699981  1444
## 102  3.7000008  1024
## 103  3.7000008  1225
## 104  2.6599998   529
## 105  1.3900003   729
## 106  0.9600000  2209
## 107  1.9199996  1521
## 108  1.4399998  1156
## 109  2.5999987  2704
## 110  6.2500033  2025
## 111  5.7699995  3721
## 112  5.7699995  1936
## 113  5.7699995  2601
## 114  4.8099995  2401
## 115  4.8099995  4096
## 116  9.6199980   900
## 117  9.6199980  1296
## 118  4.3299975   676
## 119  8.6600027  1936
## 120  4.0900002   784
## 121 32.4799805  3481
## 122  5.4000001  1225
## 123  3.6100008  3136
## 124  7.2200007  1444
## 125  7.2200007   784
## 126  3.3700008  2500
## 127  6.7400002  2116
## 128  3.5400009   784
## 129  2.8900015   784
## 130  1.6600007  1296
## 131 10.3200026  2209
## 132  3.4399984  1600
## 133 12.7799931  1764
## 134  4.6699996  1681
## 135  5.8999982  1936
## 136  2.4599993  2809
## 137  4.0200005  1521
## 138  0.5099998   676
## 139  1.0600001   625
## 140  2.0500004  1024
## 141  2.8200002  1024
## 142  2.8200002   576
## 143  3.5899992  3136
## 144  3.5899992  1156
## 145  4.3599997   529
## 146  8.7199974   841
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## 148  5.1300015  3364
## 149  5.1300015  3136
## 150  6.6700006  1369
## 151  6.6700006  2601
## 152  6.2599988  2500
## 153  8.2100019  1521
## 154  8.2100019  2304
## 155 11.2899961  2500
## 156  7.6999969   676
## 157  6.1600013  2601
## 158  7.6999969  1521
## 159  3.0800014  2916
## 160  3.8499994   784
## 161  4.6200013  1369
## 162  4.6200013   676
## 163  6.1600013  1225
## 164  4.6200013  2809
## 165 15.3999901  2809
## 166  6.1600013   729
## 167  9.6000004  1369
## 168  3.5800006   784
## 169  5.6500025   841
## 170  5.6500025  1936
## 171  2.4399998   676
## 172  4.8799987  1024
## 173  4.1099997  3481
## 174  3.3400006   676
## 175  2.5700002  1024
## 176  2.5700002   729
## 177  2.7500002  3249
## 178  1.8000005   676
## 179  3.6700013  1369
## 180  3.6700013   576
## 181  6.0400000  1089
## 182  4.8300023  1089
## 183  3.2199988   729
## 184  5.4099994  2025
## 185  5.9100013  1024
## 186  8.0600042   900
## 187  1.9199996  1225
## 188  1.9199996  1225
## 189  3.0200007  2116
## 190  8.5200052  2209
## 191  3.9599998  2601
## 192  6.6000018   784
## 193  8.2499990  2209
## 194  2.3099988  2116
## 195  4.5099993  1764
## 196  1.1500001  3481
## 197  1.1500001   900
## 198  1.0300002  1225
## 199  1.2200001   529
## 200  1.4399998  1444
## 201  1.4399998  3721
## 202  1.4399998  2601
## 203  0.7200000  3025
## 204  1.9599991  1089
## 205  3.1599998  2704
## 206  3.4600015   729
## 207  3.4600015  1296
## 208  3.4600015  3025
## 209  3.4600015  3600
## 210  1.7299993  1600
## 211  3.4600015   841
## 212  3.4600015  1225
## 213  3.4600015  1225
## 214  3.4600015  1521
## 215  3.4600015   529
## 216  3.4600015   784
## 217  3.4600015   784
## 218  3.4600015  2916
## 219  2.1800003  2116
## 220  2.4800010  2704
## 221  3.2299995   900
## 222  5.4799995  1600
## 223  4.2399988  1600
## 224  2.4000008   784
## 225  1.8000005  1296
## 226  3.7500007   900
## 227  4.4999981  1369
## 228  3.7500007  1296
## 229  3.7500007   961
## 230  5.2500000   900
## 231  3.7500007  2809
## 232  2.9999990  1369
## 233  5.2100010   841
## 234  4.7600017  1156
## 235  5.7699995  1444
## 236  5.7699995   576
## 237  5.7699995  2704
## 238  5.7699995  1444
## 239  5.7699995  1296
## 240  5.7699995  3600
## 241  5.7699995  1521
## 242  5.7699995  2500
## 243  5.7699995   784
## 244  5.7699995  1296
## 245  5.7699995  3600
## 246  5.7699995  1024
## 247  5.7699995  3136
## 248  5.7699995  2209
## 249  5.7699995  3721
## 250  5.7699995   841
## 251  5.7699995  3136
## 252  5.7699995   729
## 253  5.0200005  2025
## 254  3.5200000   625
## 255  4.5300007   676
## 256  2.7699990  2704
## 257  7.5599985  1089
## 258  4.0400014  1369
## 259  4.0400014   900
## 260 10.1000061  2704
## 261  4.0400014   529
## 262  3.0300009  1936
## 263  8.0800009  1089
## 264  4.0400014   729
## 265  6.0600014  4225
## 266  8.0800009   900
## 267  8.0800009  2916
## 268  8.0800009   841
## 269  8.0800009  2401
## 270  4.0400014   625
## 271  4.0400014  3364
## 272  4.0400014  1600
## 273  4.0400014  1600
## 274  4.0400014  3136
## 275  4.0400014  2025
## 276  4.5999990  2704
## 277  5.3100009   961
## 278 14.4299936   729
## 279 10.3900013   961
## 280 10.3900013   900
## 281 10.3900013  1936
## 282  5.8300004   729
## 283  7.1000018   784
## 284  8.3700018  3249
## 285  2.5399997  1089
## 286  3.8099992   841
## 287  6.3500009  1024
## 288 10.1599960   625
## 289  6.3500009  2500
## 290  6.3500009  1521
## 291  6.3500009   576
## 292  6.3500009   961
## 293  6.3500009   625
## 294  6.3500009  1936
## 295 17.4799938  3844
## 296  9.9300060  1936
## 297  4.3299975  1225
## 298  4.3299975  1156
## 299  4.3299975   729
## 300  8.6600027  1024
## 301  8.6600027  3364
## 302  4.3299975   729
## 303  8.6600027  3481
## 304  7.3900023   529
## 305  5.7099996  2025
## 306  6.1199989   625
## 307  8.4700050  2704
## 308  6.6399999   841
## 309  3.8399985   576
## 310  7.9399977  3481
## 311  4.6200013  1521
## 312  9.2400007  1089
## 313  4.6200013  1089
## 314  6.9300017  3364
## 315 11.5500069  1089
## 316  2.3099988   576
## 317  9.2400007  2209
## 318  4.6200013  2601
## 319  4.6200013  1936
## 320  6.9300017  2304
## 321 11.5500069  1296
## 322  6.9300017  2916
## 323  2.3099988   625
## 324  4.6200013  3136
## 325  6.9300017   784
## 326  4.6200013  1600
## 327  4.6200013   784
## 328  4.6200013   841
## 329  6.9300017  1089
## 330  6.9300017   676
## 331 11.5500069  2916
## 332  4.6200013   961
## 333  6.9300017  3136
## 334  4.6200013   625
## 335  4.6200013   625
## 336  6.9300017  2809
## 337  4.6200013   676
## 338  4.6200013   576
## 339  6.9300017  2025
## 340  2.3099988  2704
## 341  4.8799987   529
## 342  3.6499994  1024
## 343  3.3499990  2401
## 344  6.2899995  1936
## 345  7.2200007   576
## 346  7.2200007  1156
## 347  7.2200007  2916
## 348  7.2200007  1600
## 349  4.3899989  2304
## 350  4.6499991   729
## 351  7.6999969  1089
## 352  9.8199987   784
## 353  5.1700020  3844
## 354  3.3099995  4096
## 355  6.2100010   961
## 356  6.2100010   841
## 357  7.5100045  1296
## 358  7.5100045  1936
## 359  7.5100045  1849
## 360  7.5100045  2116
## 361  2.5999987   841
## 362  5.2000017   784
## 363  5.2000017   676
## 364  1.2999997  3844
## 365  2.5999987   529
## 366  5.2000017  1225
## 367  5.2000017  1024
## 368  5.2000017  1936
## 369  3.1199999   841
## 370  5.2000017  1764
## 371  3.1199999   576
## 372  2.0800002   729
## 373  5.2000017  2401
## 374  2.0800002  1849
## 375  3.6400011  1600
## 376  4.6799994   729
## 377  2.5999987  2401
## 378  4.9700007   729
## 379  2.8900015   676
## 380  2.8900015  1936
## 381  2.8900015   961
## 382  2.8900015   784
## 383  2.8900015  2209
## 384  2.8900015   961
## 385  2.8900015  1089
## 386  3.4799991  3025
## 387  1.8500006   576
## 388  3.7000008   529
## 389  3.1799994  1764
## 390  3.1799994   676
## 391  3.1799994   625
## 392  1.5900000  1024
## 393  3.1799994  1089
## 394  3.1799994  3844
## 395  3.1799994  1225
## 396  3.1799994   676
## 397  2.6599998  1936
## 398  2.0600002  2304
## 399  1.6099997  2601
## 400  0.5400001  2209
## 401  0.3500001  1849
## 402  5.7699995  1024
## 403  6.6599970   576
## 404  1.8199991   784
## 405  1.8199991  1089
## 406  1.5199995   784
## 407  3.6499994   576
## 408  2.1800003   576
## 409  4.9900002  2401
## 410  4.9900002   729
## 411  4.9900002   529
## 412  5.0900006  1024
## 413  4.0800004  1521
## 414  2.8699999  1225
## 415  3.1199999   576
## 416  6.2399983  1089
## 417 15.6000023  1600
## 418  6.2399983   625
## 419  6.2399983   900
## 420  6.2399983   576
## 421  7.4900022   625
## 422  3.8699980  1156
## 423  4.3699999  2704
## 424  5.6200018   625
## 425 11.2400007  1369
## 426  2.5000007   676
## 427  3.7500007   676
## 428  1.2500006  4225
## 429  2.7000005  1024
## 430  3.7500007   729
## 431  0.3800000  3249
## 432  1.6800003  1296
## 433  3.8499994  2601
## 434  7.0599995  2704
## 435  1.8000005   576
## 436  1.8000005   729
## 437  1.8100003   841
## 438  5.0100007   900
## 439  4.4499993   900
## 440  4.8799987  1089
## 441  7.5199986  1369
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## 443  6.1700015  1369
## 444  3.2999985  1936
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## 446  6.6000018  2916
## 447  4.9500022   529
## 448  6.6000018  1764
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## 450  2.6400001   784
## 451  2.6400001  1024
## 452  3.2999985  3249
## 453  7.9199986  2500
## 454  3.9599998  1225
## 455  3.2999985   784
## 456  2.6400001  3600
## 457 11.2200003  1521
## 458  6.6000018   841
## 459  2.8399999  1849
## 460  3.7000008  2209
## 461  5.0900006  1089
## 462  2.0999992  2025
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## 476  1.5399994  1089
## 477  3.7000008  2304
## 478  2.1599994   961
## 479  1.8100003  3136
## 480  2.2199996  2116
## 481  0.9199997  1444
## 482  2.7699990   529
## 483 16.6299953   900
## 484  2.3099988  1089
## 485  4.1599998  2500
## 486  1.9599991  2601
## 487  5.7699995  1225
## 488  3.3700008  2809
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## 495  1.7299993  1024
## 496  3.4600015  1156
## 497  2.4800010  1849
## 498  2.9999990   625
## 499  5.7699995  1521
## 500 25.3999977  3600
## 501  2.3099988   625
## 502  2.3099988  3025
## 503  4.6200013  2025
## 504  2.3099988  2704
## 505  4.6200013  3969
## 506  7.5100045   676
## 507  2.5100007   676
## 508  2.7200005  3364
## 509  1.1500001  3600
## 510  5.0499988   961
## 511  3.3800008  3249
## 512  2.8900015  1521
## 513  0.9199997   625
## 514  2.3099988  2304
## 515  3.0800014   784
## 516  1.5399994  1369
## 517  3.0800014  2401
## 518  5.6999989  2304
## 519  2.2199996   676
## 520  6.2200007   729
## 521  3.4600015  1600
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## 524  2.0800002   900
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## 526  2.8900015  1156
## 527 23.0900097  1089
## 528 11.5500069   676
## 529  1.3900003   729
## 530  2.8900015   529
## 531  1.9199996  3844
## 532  2.3099988  1521
## 533         NA  1156
## 534         NA  1936
## 535         NA  3364
## 536         NA   841
## 537         NA  1521
## 538         NA  1681
## 539         NA  3025
## 540         NA   784
## 541         NA  1681
## 542         NA  2116
## 543         NA  3136
## 544         NA  2704
## 545         NA  1089
## 546         NA  2209
## 547         NA  1225
## 548         NA   729
## 549         NA  1156
## 550         NA   676
## 551         NA  3600
## 552         NA   729
## 553         NA  1764
## 554         NA   961
## 555         NA   841
## 556         NA   961
## 557         NA  4225
## 558         NA  1681
## 559         NA  1296
## 560         NA  2916
## 561         NA   576
## 562         NA  3136
## 563         NA   784
## 564         NA  1681
## 565         NA   576
## 566         NA  1024
## 567         NA  1444
## 568         NA  1089
## 569         NA  1849
## 570         NA  1681
## 571         NA  1156
## 572         NA   961
## 573         NA  3025
## 574         NA  3844
## 575         NA  2916
## 576         NA  1089
## 577         NA  3600
## 578         NA   784
## 579         NA  1024
## 580         NA  1024
## 581         NA   900
## 582         NA  1089
## 583         NA  1444
## 584         NA  2209
## 585         NA  1600
## 586         NA   784
## 587         NA   729
## 588         NA   784
## 589         NA  1936
## 590         NA   625
## 591         NA  3364
## 592         NA   784
## 593         NA  2704
## 594         NA   729
## 595         NA  1764
## 596         NA  3136
## 597         NA  2500
## 598         NA  4096
## 599         NA  1936
## 600         NA  1089
## 601         NA  1936
## 602         NA   576
## 603         NA  1024
## 604         NA  1225
## 605         NA  2916
## 606         NA  1369
## 607         NA   784
## 608         NA  2601
## 609         NA  2916
## 610         NA  1024
## 611         NA  1444
## 612         NA  2116
## 613         NA   676
## 614         NA  3481
## 615         NA  2500
## 616         NA   784
## 617         NA  3249
## 618         NA   676
## 619         NA  3136
## 620         NA   961
## 621         NA  1296
## 622         NA  2809
## 623         NA  3969
## 624         NA   529
## 625         NA  1225
## 626         NA  3721
## 627         NA  1024
## 628         NA  1849
## 629         NA  1849
## 630         NA  3025
## 631         NA  1024
## 632         NA  2500
## 633         NA  2704
## 634         NA  2916
## 635         NA  1600
## 636         NA  2401
## 637         NA  2500
## 638         NA   576
## 639         NA   625
## 640         NA  1936
## 641         NA  1764
## 642         NA  1369
## 643         NA  2116
## 644         NA   841
## 645         NA  1225
## 646         NA   625
## 647         NA  2401
## 648         NA  2025
## 649         NA   625
## 650         NA  3249
## 651         NA  1225
## 652         NA   961
## 653         NA  3025
## 654         NA   576
## 655         NA  3364
## 656         NA  2704
## 657         NA  1089
## 658         NA  1521
## 659         NA   625
## 660         NA   625
## 661         NA   900
## 662         NA   625
## 663         NA  1764
## 664         NA  1225
## 665         NA  3481
## 666         NA  1764
## 667         NA  3481
## 668         NA  1024
## 669         NA  2401
## 670         NA  2916
## 671         NA  3364
## 672         NA  1444
## 673         NA  2500
## 674         NA  2116
## 675         NA  1444
## 676         NA  1521
## 677         NA   961
## 678         NA  1764
## 679         NA   900
## 680         NA   729
## 681         NA  2916
## 682         NA  4096
## 683         NA  1849
## 684         NA   841
## 685         NA  1156
## 686         NA   529
## 687         NA   961
## 688         NA  1936
## 689         NA  3249
## 690         NA   961
## 691         NA   529
## 692         NA   841
## 693         NA  2500
## 694         NA   625
## 695         NA  1936
## 696         NA   841
## 697         NA  1296
## 698         NA  2209
## 699         NA  2704
## 700         NA  3721
## 701         NA  1024
## 702         NA  2025
## 703         NA  1156
## 704         NA  1369
## 705         NA  2916
## 706         NA   900
model <- lm(sleep ~ totwrk +  educ + age + agesq + male , data = sleep75)
summary(model)
## 
## Call:
## lm(formula = sleep ~ totwrk + educ + age + agesq + male, data = sleep75)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -2378.00  -243.29     6.74   259.24  1350.19 
## 
## Coefficients:
##               Estimate Std. Error t value Pr(>|t|)    
## (Intercept) 3840.83197  235.10870  16.336   <2e-16 ***
## totwrk        -0.16342    0.01813  -9.013   <2e-16 ***
## educ         -11.71332    5.86689  -1.997   0.0463 *  
## age           -8.69668   11.20746  -0.776   0.4380    
## agesq          0.12844    0.13390   0.959   0.3378    
## male          87.75243   34.32616   2.556   0.0108 *  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 417.7 on 700 degrees of freedom
## Multiple R-squared:  0.1228, Adjusted R-squared:  0.1165 
## F-statistic: 19.59 on 5 and 700 DF,  p-value: < 2.2e-16
# (i) All other factors being equal, is there evidence that men sleep more than women? How strong is the evidence?
#p value is equal to 87.75/34.33=2.56. That means this value is significant according to the table. We can interpret that men sleep 87.75 minutes more than women.

# (ii) Is there a statistically significant tradeoff between working and sleeping? What is the estimated tradeoff?
#t significant=0.163/0.018=9.05. it is significant statistically
#When working time increased by one minute, sleeping time will be decreased by 0.163 which is equal to 9.78 minutes. 

# (iii) What other regression do you need to run to test the null hypothesis that, holding other factors fixed, age has no effect on sleeping?
#We just have to exclude age variable.
model <- lm(sleep ~ totwrk +  educ + male , data = sleep75)
summary(model)
## 
## Call:
## lm(formula = sleep ~ totwrk + educ + male, data = sleep75)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -2380.27  -239.15     6.74   257.31  1370.63 
## 
## Coefficients:
##               Estimate Std. Error t value Pr(>|t|)    
## (Intercept) 3747.51727   81.00609  46.262  < 2e-16 ***
## totwrk        -0.16734    0.01794  -9.329  < 2e-16 ***
## educ         -13.88479    5.65757  -2.454  0.01436 *  
## male          90.96919   34.27441   2.654  0.00813 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 418 on 702 degrees of freedom
## Multiple R-squared:  0.1193, Adjusted R-squared:  0.1155 
## F-statistic: 31.69 on 3 and 702 DF,  p-value: < 2.2e-16
#Rsq hasn't quite changed so age has no effect on sleeping time.

#3.)
library(wooldridge)
data.frame("gpa2")
##   X.gpa2.
## 1    gpa2
data.frame(gpa2)
##       sat tothrs colgpa athlete verbmath hsize hsrank     hsperc female white
## 1     920     43   2.04       1  0.48387  0.10      4 40.0000000      1     0
## 2    1170     18   4.00       0  0.82813  9.40    191 20.3191490      0     1
## 3     810     14   1.78       1  0.88372  1.19     42 35.2941170      0     1
## 4     940     40   2.42       0  0.80769  5.71    252 44.1330986      0     1
## 5    1180     18   2.61       0  0.73529  2.14     86 40.1869164      0     1
## 6     980    114   3.03       0  0.81481  2.68     41 15.2985077      1     1
## 7     880     78   1.84       0  0.76000  3.11    161 51.7684898      0     0
## 8     980     55   3.05       0  0.88462  2.68    101 37.6865654      0     1
## 9    1240     18   3.00       0  0.69863  3.67    161 43.8692093      0     1
## 10   1230     17   2.00       0  0.86364  0.10      3 30.0000000      0     1
## 11   1140     78   2.98       0  0.93220  3.34     95 28.4431133      1     1
## 12   1150     43   2.93       0  0.85484  3.59     13  3.6211698      1     1
## 13   1080     17   2.00       1  0.80000  3.18     31  9.7484274      0     1
## 14    990     64   2.21       0  0.67797  1.92     51 26.5625000      1     1
## 15   1000     45   3.33       0  0.78571  3.69     29  7.8590784      1     1
## 16   1050     14   1.07       0  0.77966  2.66    134 50.3759384      1     1
## 17   1160     41   2.29       0  0.87097  1.45     99 68.2758636      1     1
## 18   1190     13   3.15       0  1.12500  1.76     74 42.0454559      0     1
## 19   1030    110   2.65       0  1.10204  3.86     81 20.9844551      1     1
## 20    960    106   2.41       1  1.00000  3.83     66 17.2323761      0     1
## 21    840    104   2.39       0  0.64706  1.07      7  6.5420561      0     1
## 22    920    115   2.64       0  1.00000  2.17     65 29.9539165      1     1
## 23    840     96   2.18       0  0.86667  2.34    141 60.2564087      1     1
## 24   1000     50   2.84       0  0.78571  4.63    133 28.7257023      0     1
## 25   1150    100   2.84       0  0.79688  5.95    301 50.5882339      1     1
## 26   1040    112   2.93       0  0.96226  0.91     30 32.9670334      0     1
## 27    970     17   2.29       0  0.79630  4.36     41  9.4036694      1     1
## 28   1200     39   2.38       0  0.90476  8.12    209 25.7389164      1     1
## 29   1090    118   3.92       0  0.75806  0.60      2  3.3333333      1     1
## 30   1340     46   2.23       0  0.83562  3.76    130 34.5744667      0     1
## 31    740     12   1.33       0  1.31250  5.32    390 73.3082733      1     1
## 32    880     85   2.81       0  0.76000  3.80     71 18.6842098      0     1
## 33    820     42   2.09       1  0.90698  2.28    155 67.9824524      0     1
## 34   1060     43   2.25       0  0.85965  5.51    248 45.0090752      0     1
## 35    730     50   1.90       1  0.78049  4.82    273 56.6390038      0     0
## 36    820     16   3.00       0  0.86364  3.90    102 26.1538467      1     1
## 37    780     71   2.40       1  0.69565  0.78     17 21.7948723      0     1
## 38   1040     78   2.16       0  1.03922  4.92     92 18.6991863      0     1
## 39    870     13   2.07       0  1.17500  1.86     86 46.2365608      1     1
## 40    940     19   2.21       0  1.29268  1.85     41 22.1621628      0     1
## 41    980     47   2.00       1  0.92157  1.52     45 29.6052628      0     0
## 42   1020    103   2.91       0  0.96154  0.10      2 20.0000000      1     1
## 43   1180    105   3.00       1  0.87302  6.37    255 40.0313988      0     1
## 44   1100     72   2.72       0  1.11538  0.12      2 16.6666660      0     1
## 45   1030     18   3.55       0  1.10204  2.52     27 10.7142859      0     1
## 46    960     16   3.25       0  1.04255  0.10      5 50.0000000      1     1
## 47    910     15   2.86       0  1.45946  1.27     28 22.0472450      0     1
## 48   1060     42   2.04       0  0.96296  0.13      1  7.6923075      0     1
## 49    880     14   1.92       0  1.37838  0.03      1 33.3333321      1     1
## 50   1010     17   3.58       0  0.94231  0.28      2  7.1428571      1     1
## 51    700     38   2.39       1  1.00000  0.32     22 68.7500000      0     1
## 52    930     15   3.46       0  0.86000  3.72     67 18.0107536      1     1
## 53    900     18   3.16       0  0.91489  2.54     69 27.1653538      0     1
## 54   1090     29   1.03       0  0.91228  2.02    121 59.9009895      0     1
## 55   1120     79   3.00       0  1.24000  4.70     78 16.5957451      1     0
## 56    960     15   2.33       1  0.77778  4.47    320 71.5883636      0     0
## 57    890     37   2.45       1  0.78000  1.24     50 40.3225822      0     1
## 58   1240     47   3.65       0  0.79710  5.37     31  5.7728119      0     1
## 59   1090    113   3.61       0  0.84746  3.64     50 13.7362633      1     1
## 60    820     47   3.25       0  1.10256  6.34     68 10.7255516      1     1
## 61    940     16   3.81       0  0.77358  3.42     53 15.4970760      0     1
## 62    820     40   2.25       1  1.10256  5.71    344 60.2451820      0     0
## 63    970     39   2.41       1  0.67241  5.66     83 14.6643114      0     1
## 64    790     17   2.82       1  1.07895  5.97     72 12.0603018      0     1
## 65   1080     13   2.30       0  1.11765  0.10      7 70.0000000      1     1
## 66    850     48   3.27       0  0.80851  3.10     54 17.4193554      1     1
## 67    850     15   2.66       1  0.80851  0.73      5  6.8493152      1     1
## 68    820     95   2.26       1  0.70833  1.31     98 74.8091583      0     1
## 69   1120     12   2.33       1  0.67164  4.88     20  4.0983605      0     1
## 70    880     43   2.37       1  1.09524  4.07     70 17.1990166      1     1
## 71   1540     85   4.00       0  0.97436  2.30      1  0.4347826      0     1
## 72    780     86   3.81       0  1.00000  3.47     38 10.9510088      0     1
## 73   1280     55   3.87       0  1.03175  2.03      3  1.4778326      1     1
## 74   1260     13   4.00       0  0.75000  2.17      5  2.3041475      1     1
## 75    830     83   1.95       1  0.84444  2.00     84 42.0000000      0     0
## 76    980     16   2.43       0  0.68966  0.92     28 30.4347820      0     1
## 77    500     14   1.21       1  1.27273  4.57    329 71.9912491      0     1
## 78   1040     15   3.00       0  0.96226  3.61     31  8.5872574      0     1
## 79    930     12   1.75       0  0.82353  3.25     26  8.0000000      1     0
## 80    570     79   1.73       1  0.96552  3.24    187 57.7160492      0     0
## 81    820     13   1.84       0  0.82222  3.03    147 48.5148506      1     1
## 82   1310     16   2.25       0  0.95522  4.67    122 26.1241970      0     1
## 83    770     15   2.13       0  0.79070  1.00     30 30.0000000      1     0
## 84   1180     18   3.77       0  0.87302  4.80     48 10.0000000      0     1
## 85   1310     53   3.22       0  0.92647  3.20     30  9.3750000      0     1
## 86   1150     63   2.17       0  1.12963  3.02     64 21.1920528      0     1
## 87   1130    113   2.77       0  0.91525  1.66     33 19.8795185      0     0
## 88   1110    122   3.36       0  1.09434  2.04      9  4.4117646      1     1
## 89   1210     16   3.62       0  1.01667  2.93     14  4.7781572      0     1
## 90   1090     20   3.70       0  1.01852  1.87      6  3.2085562      1     1
## 91   1040     54   2.00       0  0.82456  3.55     82 23.0985909      1     1
## 92   1340     81   3.69       0  1.03030  1.11     15 13.5135136      1     1
## 93    900     76   1.75       0  0.91489  0.86     16 18.6046505      0     1
## 94    650     52   2.19       1  0.80556  2.06     57 27.6699028      0     1
## 95   1190     77   3.40       0  0.67606  4.24     26  6.1320753      1     1
## 96    990     16   1.43       0  0.73684  2.51     39 15.5378485      1     1
## 97   1160     50   2.78       0  0.73134  3.72     79 21.2365589      1     1
## 98   1140     71   2.61       1  0.58333  2.41     24  9.9585066      0     1
## 99   1180     87   3.09       1  1.18519  4.69     36  7.6759062      0     1
## 100  1120     49   2.83       0  0.83607  0.10      1 10.0000000      1     1
## 101  1010     15   1.93       0  0.77193  3.19    157 49.2163010      1     1
## 102  1160    113   2.88       0  0.96610  4.02     15  3.7313433      0     1
## 103  1200     16   3.31       0  1.10526  4.32    209 48.3796310      1     1
## 104   720     16   1.93       1  0.94595  4.30    230 53.4883728      1     0
## 105  1190     36   2.41       0  0.91935  2.61     97 37.1647491      0     1
## 106   970     14   2.92       0  0.76364  3.41    116 34.0175972      1     1
## 107  1210     17   3.52       0  0.95161  5.11      1  0.1956947      1     1
## 108   930     49   2.93       0  0.72222  2.00     65 32.5000000      0     1
## 109  1000     74   2.28       0  0.85185  2.36     75 31.7796612      0     1
## 110   970     42   1.95       0  0.76364  4.33    130 30.0230942      0     1
## 111   960     45   3.02       1  0.88235  0.10      3 30.0000000      1     1
## 112   980     47   3.25       0  1.27907  0.10      4 40.0000000      0     1
## 113   960    118   3.32       0  0.92000  2.26     96 42.4778748      0     1
## 114   970     79   2.03       1  0.73214  0.10      3 30.0000000      0     1
## 115   960     79   2.34       0  1.00000  0.74      7  9.4594593      1     1
## 116  1160     96   3.41       0  0.93333  2.12     19  8.9622641      0     1
## 117  1080     80   2.56       0  0.68750  2.12    100 47.1698112      0     1
## 118   990     14   4.00       0  0.80000  3.05      3  0.9836066      1     1
## 119  1130     18   1.33       0  0.79365  2.35     91 38.7234039      1     1
## 120  1060     12   2.25       0  0.85965  2.35     66 28.0851059      0     1
## 121  1060     15   2.60       0  0.89286  2.35     44 18.7234039      1     1
## 122  1120     73   2.63       0  0.77778  2.95     15  5.0847459      0     1
## 123  1030     17   2.58       0  0.63492  2.78     59 21.2230225      0     1
## 124  1070     48   3.04       0  0.78333  3.15     99 31.4285717      0     1
## 125   910     13   2.76       0  0.75000  3.72     85 22.8494625      0     1
## 126  1100    108   1.95       0  1.00000  3.73    188 50.4021454      0     1
## 127  1000    106   2.92       0  0.78571  3.73    127 34.0482559      0     1
## 128  1000     17   3.41       0  0.75439  3.71     99 26.6846371      0     1
## 129   970     46   2.73       0  0.67241  4.10    113 27.5609760      1     1
## 130  1070     35   2.54       0  0.55072  6.00     62 10.3333330      0     1
## 131   950     15   3.06       0  0.66667  2.85     24  8.4210529      0     1
## 132  1140     16   1.93       0  0.86885  2.17     34 15.6682024      1     1
## 133  1060     17   3.23       0  0.89286  1.56     27 17.3076916      0     1
## 134   940     50   2.54       1  0.70909  2.51     45 17.9282875      0     1
## 135   960     48   2.22       0  0.71429  1.00     39 39.0000000      0     1
## 136   890    104   1.99       0  0.93478  2.10     38 18.0952377      0     1
## 137  1120     41   1.75       0  0.89831  3.28    152 46.3414650      1     1
## 138  1150     14   3.14       0  0.82540  0.10      4 40.0000000      0     1
## 139  1270    107   3.24       0  0.78873  0.10      4 40.0000000      0     1
## 140  1100     18   2.00       0  0.83333  0.10      4 40.0000000      1     1
## 141  1150     14   2.50       0  0.94915  0.10      5 50.0000000      0     1
## 142  1090     15   1.60       0  0.91228  1.50     79 52.6666679      0     1
## 143  1220    110   3.05       0  0.84848  0.10      5 50.0000000      1     1
## 144  1070    102   2.41       0  0.75410  0.10      5 50.0000000      0     1
## 145  1030     15   2.73       0  1.01961  1.36      4  2.9411764      1     1
## 146   980     49   2.93       0  0.63333  3.20     17  5.3125000      0     1
## 147   930     44   2.50       0  0.82353  2.71     40 14.7601480      1     1
## 148  1030     43   2.69       0  0.98077  3.08     62 20.1298695      1     1
## 149  1100     71   2.61       1  0.80328  3.06     99 32.3529396      0     1
## 150  1100     18   2.94       0  0.92982  3.10     28  9.0322580      0     1
## 151  1070     50   3.44       0  0.91071  1.78     10  5.6179776      0     1
## 152   980     16   3.12       0  0.75000  2.27     21  9.2511015      0     1
## 153  1000     50   3.46       0  1.12766  1.78     23 12.9213486      1     1
## 154  1190     17   3.64       0  1.01695  1.78     40 22.4719105      1     1
## 155  1060     35   2.57       0  0.65625  2.61     76 29.1187744      0     0
## 156  1240     16   3.43       0  0.85075  2.94     41 13.9455786      1     1
## 157   950    115   2.24       0  0.86275  2.12     70 33.0188675      1     1
## 158  1300     42   2.78       0  0.66667  2.61    142 54.4061317      0     1
## 159   860     92   2.13       1  0.45763  2.74    110 40.1459846      0     1
## 160  1010     94   2.69       0  0.74138  2.56     74 28.9062500      0     1
## 161  1180    117   3.29       0  0.76119  2.56     94 36.7187500      1     1
## 162  1040     69   2.31       0  1.00000  0.10      4 40.0000000      1     1
## 163  1010     16   2.31       0  0.74138  1.95     36 18.4615383      1     1
## 164  1000     17   1.88       0  0.85185  1.96     35 17.8571434      0     1
## 165  1030     17   2.47       0  0.74576  0.10      3 30.0000000      0     1
## 166  1100     18   2.66       0  0.92982  2.36     22  9.3220339      0     1
## 167  1240     92   2.77       0  0.77143  0.58     16 27.5862064      0     1
## 168  1110     45   3.77       1  0.91379  0.48     20 41.6666679      1     1
## 169  1070     14   1.00       0  0.87719  1.86     87 46.7741928      0     1
## 170  1040     47   2.02       0  0.89091  1.95     60 30.7692299      0     1
## 171  1290     93   3.43       0  1.08065  2.31      1  0.4329004      1     1
## 172  1010     78   2.69       0  0.83636  2.31     36 15.5844154      0     1
## 173  1080     50   3.70       0  0.74194  0.51      8 15.6862745      0     1
## 174  1120     41   3.68       0  0.62319  3.44      8  2.3255813      1     1
## 175  1210     49   1.97       0  0.75362  3.44    120 34.8837204      0     1
## 176   990     16   2.93       0  0.98000  4.01     94 23.4413967      1     1
## 177  1130     13   2.23       0  0.73846  1.10     64 58.1818199      0     1
## 178   840     16   2.12       1  0.78723  0.48     32 66.6666641      1     1
## 179  1050     45   3.66       0  0.87500  5.50     39  7.0909090      1     1
## 180  1050     15   1.80       1  0.75000  6.20    266 42.9032249      0     1
## 181  1000     50   2.48       0  0.88679  5.50    117 21.2727280      1     1
## 182  1020     81   2.97       0  1.37209  4.63     28  6.0475163      1     1
## 183   960     48   1.70       0  0.68421  5.50    163 29.6363640      1     0
## 184   890     75   1.98       1  1.22500  7.68    451 58.7239571      1     1
## 185  1320     16   4.00       0  0.76000  8.54      3  0.3512881      0     1
## 186  1140     32   3.37       0  0.86885  1.61      4  2.4844720      1     1
## 187  1000    106   1.84       0  0.72414  1.52     41 26.9736843      0     1
## 188  1040     40   2.15       0  0.76271  1.61     89 55.2795029      0     1
## 189   850     11   1.81       1  1.02381  1.79    153 85.4748611      0     1
## 190  1050    116   3.56       0  0.84211  6.00     21  3.5000000      1     1
## 191  1140     14   2.07       0  0.86885  2.70     16  5.9259257      0     1
## 192  1120     73   2.23       0  0.96491  4.63     42  9.0712748      1     1
## 193  1060    126   3.11       0  0.92727  1.52     21 13.8157892      1     1
## 194  1090     18   2.72       0  0.91228  6.61    159 24.0544624      0     1
## 195  1080     70   2.11       0  1.25000  0.40     21 52.5000000      0     1
## 196  1070     48   2.75       0  0.94545  5.12     70 13.6718750      1     1
## 197  1130     18   3.16       0  1.05455  5.84    100 17.1232872      0     1
## 198  1410     49   3.69       0  0.90541  3.61     19  5.2631578      0     1
## 199  1000     11   2.45       0  1.12766  3.93     73 18.5750637      0     1
## 200  1130     44   3.72       0  1.01786  3.61     28  7.7562327      0     1
## 201  1130     42   2.02       0  0.85246  3.61     60 16.6204987      1     1
## 202  1120     58   3.13       0  0.96491  3.53     29  8.2152977      1     1
## 203  1180     17   2.76       0  0.76119  2.75      4  1.4545455      0     1
## 204  1020     78   2.87       0  1.21739  5.80     22  3.7931035      1     1
## 205   810     16   2.43       0  0.92857  6.47     69 10.6646061      1     1
## 206   940     15   3.06       0  0.84314  2.34     14  5.9829059      1     1
## 207   880     16   2.75       0  0.83333  3.21     51 15.8878508      1     1
## 208   910     52   2.46       1  0.89583  3.86    190 49.2227974      0     0
## 209  1490    106   4.00       0  0.98667  4.00      1  0.2500000      1     1
## 210  1040     54   3.01       0  0.76271  4.35     35  8.0459766      0     1
## 211  1220     55   3.30       0  0.74286  4.35     93 21.3793106      0     1
## 212  1140     47   3.42       0  0.72727  1.59      4  2.5157232      1     1
## 213  1170     16   3.43       0  0.80000  5.61     89 15.8645277      0     1
## 214   910     15   0.60       1  0.82000  5.63    328 58.2593269      0     1
## 215  1290     45   3.71       0  0.79167  5.21     19  3.6468329      0     1
## 216  1340     78   3.38       0  0.78667  4.99      4  0.8016032      0     1
## 217  1110    127   2.62       0  0.65672  3.44     99 28.7790699      0     1
## 218  1040     81   3.49       0  0.92593  3.20     20  6.2500000      0     1
## 219  1070     13   2.53       0  0.67188  0.37     11 29.7297306      0     1
## 220  1200     18   3.77       0  1.00000  3.25      7  2.1538463      0     1
## 221   950     90   2.65       0  0.93878  3.40     46 13.5294113      0     1
## 222  1110     46   2.67       1  0.79032  0.04      2 50.0000000      1     1
## 223   970     40   2.35       0  0.90196  4.54    140 30.8370037      0     1
## 224  1090     83   2.67       0  0.84746  3.64     33  9.0659342      1     1
## 225   960     35   2.05       0  0.88235  3.71    110 29.6495953      1     1
## 226   980     41   2.31       0  0.84906  0.10      6 60.0000000      1     1
## 227  1070     14   2.92       0  0.87719  3.62     61 16.8508282      0     1
## 228  1040     17   2.94       0  0.82456  1.27      7  5.5118113      0     1
## 229  1170     73   3.28       1  0.74627  4.70    127 27.0212765      0     1
## 230  1010     18   2.72       0  0.90566  4.67    116 24.8394012      0     1
## 231  1110     15   2.93       0  1.09434  3.96     46 11.6161613      1     1
## 232   890     15   2.20       0  0.97778  3.96    100 25.2525253      1     1
## 233   950     97   2.42       0  0.90000  6.50     75 11.5384617      0     1
## 234   780     14   2.85       1  0.90244  6.54     81 12.3853207      1     0
## 235  1230     97   2.16       0  1.01639  3.39     13  3.8348083      1     1
## 236  1160     18   3.55       0  0.93333  1.94      4  2.0618556      1     1
## 237  1020     41   2.46       0  1.12500  2.52     56 22.2222214      1     1
## 238  1200     84   2.26       0  0.93548  0.10      3 30.0000000      0     1
## 239  1230     46   3.47       0  0.75714  2.68      6  2.2388060      0     1
## 240  1110    129   2.20       0  1.09434  0.10      4 40.0000000      1     1
## 241  1250     38   2.34       0  0.92308  1.15     11  9.5652170      0     1
## 242   980     32   2.18       0  0.78182  1.15     55 47.8260880      0     1
## 243  1100     80   3.10       0  0.74603  0.94     44 46.8085098      0     1
## 244   880     38   2.00       0  0.69231  2.54    116 45.6692924      0     1
## 245  1050     57   2.94       0  0.66667  3.16      8  2.5316455      0     1
## 246   910    117   3.03       0  0.78431  5.00    122 24.3999996      1     1
## 247  1140     46   3.32       0  0.96552  5.94     47  7.9124579      1     1
## 248   990     83   3.14       0  1.25000  5.66      8  1.4134276      0     1
## 249  1130     42   2.76       0  0.73846  5.94    209 35.1851845      0     1
## 250  1010     17   1.29       0  1.10417  6.80    252 37.0588226      1     1
## 251  1030    108   3.11       0  0.90741  5.44     52  9.5588236      1     1
## 252  1070     50   2.12       0  0.94545  4.60      8  1.7391304      1     1
## 253   900     29   2.72       0  0.73077  3.11     17  5.4662380      1     1
## 254  1030    125   2.82       0  0.98077  4.49     33  7.3496661      0     1
## 255   940     45   3.11       0  1.13636  2.12      7  3.3018868      1     1
## 256  1020     13   2.46       0  0.67213  4.40     61 13.8636360      0     1
## 257   980     76   3.01       0  0.75000  2.13     10  4.6948357      1     1
## 258  1060     16   3.18       0  0.96296  3.93     47 11.9592876      0     1
## 259  1160     80   3.50       0  0.70588  4.03     20  4.9627790      0     1
## 260  1210     17   2.70       0  0.89063  4.35     25  5.7471266      0     1
## 261  1050     43   2.76       0  1.18750  2.50     32 12.8000002      1     1
## 262  1160     17   2.88       0  0.84127  4.94     94 19.0283394      0     1
## 263   850     83   3.61       0  0.84783  1.73     26 15.0289021      1     1
## 264   950     46   2.71       0  1.11111  0.61     16 26.2295074      1     1
## 265   940     16   2.43       0  0.80769  4.28     47 10.9813080      1     1
## 266  1040     81   3.20       0  1.03922  4.01     42 10.4738159      1     1
## 267  1090    114   3.02       0  0.84746  3.94     24  6.0913706      0     1
## 268  1210     52   4.00       0  0.80597  4.48      6  1.3392857      0     1
## 269  1100     50   3.20       0  1.07547  1.24      1  0.8064516      1     1
## 270  1180     81   1.82       1  0.87302  3.21    167 52.0249214      0     1
## 271   750     41   1.41       0  0.78571  6.15     76 12.3577232      0     0
## 272  1280     80   3.76       0  0.70667  6.86     44  6.4139943      0     1
## 273   940     16   2.62       0  1.35000  0.10      6 60.0000000      0     1
## 274  1010     15   1.93       0  0.68333  0.79     12 15.1898737      1     1
## 275   990    108   2.69       0  1.06250  1.74     71 40.8045959      1     1
## 276   990     16   1.50       0  0.83333  3.61     86 23.8227139      0     1
## 277  1010     90   3.16       0  0.87037  2.74     21  7.6642337      1     1
## 278  1130     78   3.11       0  0.73846  2.15     20  9.3023252      1     1
## 279   970     47   3.29       0  0.90196  2.13     15  7.0422535      1     1
## 280  1050     18   2.94       0  1.18750  3.72     18  4.8387098      1     1
## 281  1080    113   3.31       0  1.00000  0.60     12 20.0000000      0     1
## 282  1050     16   2.93       0  0.81034  4.25     55 12.9411764      0     1
## 283  1000     50   3.28       0  0.72414  3.80      4  1.0526316      1     1
## 284  1270     13   3.46       0  0.84058  6.63     20  3.0165913      0     1
## 285  1160     18   2.27       0  0.87097  0.37     17 45.9459457      0     1
## 286   930     10   1.50       0  0.97872  3.60    123 34.1666679      1     1
## 287  1010     80   2.31       0  0.68333  4.00     57 14.2500000      0     1
## 288  1010     16   3.62       0  0.80357  3.60      9  2.5000000      1     1
## 289   990     52   2.69       0  0.80000  4.00      5  1.2500000      1     1
## 290   540     92   1.91       1  0.58824  5.77    402 69.6707077      0     0
## 291  1050     45   2.53       0  0.84211  4.96    104 20.9677410      0     1
## 292  1150     82   3.62       0  0.98276  4.58     10  2.1834061      1     1
## 293  1050     81   2.90       0  0.69355  4.12     21  5.0970874      0     1
## 294   990     15   3.13       0  0.94118  1.09     23 21.1009178      1     1
## 295  1050     16   2.87       0  0.66667  4.88     56 11.4754095      0     1
## 296  1170     15   2.26       0  0.98305  3.93     84 21.3740463      0     1
## 297   930     43   3.48       1  1.02174  6.04     27  4.4701986      1     1
## 298  1000     18   2.44       0  0.92308  4.47     80 17.8970909      0     1
## 299  1020     17   3.17       0  0.75862  3.30     12  3.6363637      1     1
## 300  1160     87   3.08       0  1.00000  3.50     10  2.8571429      1     1
## 301  1130     18   3.38       0  1.01786  4.67      6  1.2847966      1     1
## 302   900     80   3.06       0  0.73077  3.60      7  1.9444444      1     1
## 303   870     78   2.75       0  0.85106  3.60     11  3.0555556      1     1
## 304   970    114   3.06       0  0.97959  1.11     14 12.6126127      0     0
## 305  1090     63   2.60       0  0.75806  1.28     30 23.4375000      0     1
## 306  1040     39   3.17       0  0.70492  5.40     36  6.6666665      1     1
## 307  1070     17   3.17       0  0.69841  6.01     84 13.9767056      0     1
## 308   810     44   2.36       1  1.02500  5.20    214 41.1538467      0     1
## 309  1200     14   3.21       0  0.73913  6.31     43  6.8145800      0     1
## 310  1020     81   3.59       0  0.82143  5.05     17  3.3663366      1     1
## 311  1230    110   2.84       0  1.08475  4.40     45 10.2272730      1     1
## 312  1040    111   2.98       0  0.92593  7.50    220 29.3333340      1     1
## 313   830     11   1.90       0  0.84444  7.31    271 37.0725021      1     1
## 314  1230     79   3.65       0  0.75714  2.50      3  1.2000000      0     1
## 315  1050     13   4.00       0  0.90909  0.83     13 15.6626511      1     1
## 316   910     50   2.36       0  0.97826  3.70    116 31.3513508      1     1
## 317  1070     44   3.52       0  0.91071  3.70     42 11.3513517      1     1
## 318  1050     12   3.33       0  0.75000  3.70     30  8.1081085      1     1
## 319  1110     78   3.50       0  0.58571  3.21     23  7.1651092      0     1
## 320  1170    112   2.72       0  0.95000  7.90     65  8.2278481      1     1
## 321   890     62   2.35       0  1.02273  7.00    150 21.4285717      1     1
## 322   720     83   2.26       0  1.40000  4.25    147 34.5882339      1     1
## 323  1170     15   3.00       0  0.95000  1.44     29 20.1388893      0     1
## 324  1140     74   2.86       0  0.90000  3.54      8  2.2598870      0     1
## 325  1200     81   2.55       0  0.84615  4.80     38  7.9166665      1     1
## 326  1010     13   2.38       0  1.06122  4.03     35  8.6848631      1     1
## 327  1330     46   4.00       0  0.90000  3.03      1  0.3300330      1     1
## 328   920     42   3.07       0  0.87755  3.03     20  6.6006598      0     1
## 329  1180     79   2.41       0  0.78788  0.31      2  6.4516129      0     1
## 330  1000     47   3.42       0  0.85185  5.74     59 10.2787457      1     1
## 331  1140     15   2.86       0  0.83871  6.35    103 16.2204723      1     1
## 332  1130     50   3.78       0  0.68657  1.94      1  0.5154639      0     1
## 333  1010     95   2.46       1  0.94231  4.57    123 26.9146614      0     1
## 334   930     50   1.88       1  1.02174  2.88    197 68.4027786      0     1
## 335  1110     88   2.37       0  0.88136  2.91     30 10.3092785      1     1
## 336   850     78   2.07       1  0.93182  5.37    234 43.5754204      0     1
## 337  1050     76   2.88       0  0.69355  5.62     23  4.0925269      0     0
## 338  1080     15   2.80       0  0.66154  7.71    207 26.8482494      0     1
## 339  1240     49   3.65       0  0.87879  7.45     22  2.9530201      1     1
## 340  1060    114   2.87       0  0.76667  6.37    192 30.1412868      1     1
## 341  1160     98   3.47       1  0.93333  6.37    101 15.8555727      1     1
## 342   970    121   2.83       0  0.61667  6.37     65 10.2040815      1     1
## 343  1100     43   2.41       0  0.89655  7.45    218 29.2617455      0     1
## 344  1060     41   3.85       0  1.12000  7.45    260 34.8993301      1     1
## 345   790     47   2.46       0  0.71739  2.00      7  3.5000000      1     1
## 346   880     11   1.09       0  0.91304  4.17    101 24.2206230      0     1
## 347  1000     45   3.28       0  1.17391  0.53     16 30.1886787      1     1
## 348   990     18   2.38       0  1.10638  3.30     60 18.1818180      1     1
## 349  1040     13   2.30       0  0.89091  3.30     76 23.0303040      0     1
## 350  1040     14   3.28       0  1.03922  2.06     12  5.8252425      1     1
## 351   840     15   3.00       0  0.71429  3.39     58 17.1091442      1     0
## 352  1060     54   3.01       0  0.60606  2.84     24  8.4507046      1     1
## 353   950     72   2.30       0  1.15909  2.48     96 38.7096786      1     1
## 354  1030     81   2.33       0  0.83929  2.48     19  7.6612902      1     1
## 355   920     17   3.41       0  0.91667  3.51     36 10.2564106      1     1
## 356  1220    111   3.76       0  0.90625  1.74      5  2.8735633      1     1
## 357   750     15   1.06       0  0.87500  0.10      4 40.0000000      1     1
## 358   900     58   3.20       0  0.87500  0.10      2 20.0000000      0     0
## 359   800     46   1.80       0  1.10526  2.56     23  8.9843750      1     0
## 360   880     17   2.35       0  1.04651  0.10      4 40.0000000      1     1
## 361   870     14   3.50       1  0.77551  0.10      2 20.0000000      1     0
## 362   910    108   3.29       0  0.93617  2.30      7  3.0434783      1     1
## 363   880     18   2.05       0  0.83333  1.36     92 67.6470566      0     1
## 364  1100     49   2.97       1  0.86441  1.72    137 79.6511612      0     1
## 365  1180     74   2.51       0  0.90323  1.70     97 57.0588226      0     1
## 366  1210     18   0.55       0  0.92063  0.10      3 30.0000000      0     1
## 367  1100     47   2.06       0  1.15686  0.05      3 60.0000000      0     1
## 368  1180     17   3.29       0  0.93443  2.94      7  2.3809524      1     1
## 369  1070     45   2.33       0  0.72581  3.46     86 24.8554916      1     1
## 370  1020     44   2.22       0  0.96154  3.46    151 43.6416168      1     1
## 371  1030    110   2.87       0  0.74576  2.55     69 27.0588226      1     1
## 372  1060     64   2.85       0  0.96296  3.40    130 38.2352943      0     1
## 373  1030     18   3.27       0  0.87273  3.37     37 10.9792280      0     1
## 374  1080     96   2.71       0  1.00000  2.47    115 46.5587044      0     1
## 375  1100     38   2.02       0  1.03704  0.71     58 81.6901398      0     1
## 376  1080    102   2.30       0  0.83051  2.61     81 31.0344830      0     1
## 377   850     16   2.56       0  0.84783  2.21     94 42.5339355      1     1
## 378  1040     45   2.64       0  0.82456  2.04     56 27.4509811      0     1
## 379  1070     17   3.47       0  0.84483  3.83      8  2.0887728      0     0
## 380   850     16   1.56       0  1.07317  3.55     15  4.2253523      1     0
## 381   730    111   2.29       0  0.92105  2.61     43 16.4750957      1     1
## 382  1040     50   2.72       0  0.85714  0.40     32 80.0000000      0     1
## 383  1130     89   2.53       0  0.98246  2.07      2  0.9661836      1     0
## 384  1200    113   3.91       0  0.81818  2.40      3  1.2500000      1     1
## 385  1360     52   3.78       0  0.97101  2.37      3  1.2658228      0     1
## 386   700     15   2.60       1  0.79487  2.38    102 42.8571434      0     0
## 387  1120    117   3.11       0  0.83607  0.38      6 15.7894735      1     1
## 388   700     98   2.00       0  0.89189  0.92     37 40.2173920      0     0
## 389   960     73   2.21       0  0.92000  2.90     25  8.6206894      1     1
## 390   950     81   3.32       0  0.82692  1.61     15  9.3167706      1     1
## 391   750     74   2.44       1  0.97368  2.15     68 31.6279068      0     1
## 392   990     46   3.52       0  0.90385  0.10      1 10.0000000      1     0
## 393   950     79   1.86       0  0.75926  2.06     74 35.9223289      0     1
## 394  1130     71   2.15       0  1.01786  1.30     12  9.2307692      1     1
## 395   980     14   2.00       1  0.75000  1.90     42 22.1052628      0     1
## 396   800     15   2.00       0  0.73913  1.90     30 15.7894735      1     1
## 397  1280     54   3.38       0  0.72973  2.40      6  2.5000000      1     1
## 398  1070    106   2.40       0  0.55072  0.10      2 20.0000000      0     1
## 399  1170     53   3.47       0  0.69565  0.10      3 30.0000000      0     0
## 400   970     83   2.38       0  0.94000  0.10      4 40.0000000      0     1
## 401  1130     16   3.62       0  0.79365  2.40      6  2.5000000      1     1
## 402   860     44   2.86       0  0.65385  2.70     55 20.3703709      0     1
## 403  1060     80   3.17       0  1.00000  0.10      2 20.0000000      1     1
## 404  1090     51   2.64       0  0.75806  0.10      1 10.0000000      0     1
## 405   850     96   2.07       0  0.88889  1.34     14 10.4477615      0     0
## 406  1120     18   2.27       0  1.15385  2.15     63 29.3023262      1     1
## 407   960     16   2.93       0  1.08696  2.16     59 27.3148155      1     1
## 408  1270     17   3.76       0  0.89552  3.15      1  0.3174603      0     1
## 409  1130    126   3.15       0  0.94828  3.25      5  1.5384616      1     0
## 410  1110    120   3.11       0  0.94737  1.99      5  2.5125628      0     1
## 411   830     15   2.46       0  0.88636  3.72     71 19.0860214      1     1
## 412  1150     13   2.61       0  0.88525  3.72     89 23.9247303      0     1
## 413  1210     17   2.76       0  0.86154  2.90     17  5.8620691      1     1
## 414   870    108   2.22       1  0.74000  3.02     67 22.1854305      0     0
## 415  1010    131   2.90       0  0.77193  1.28     13 10.1562500      0     1
## 416   990    123   2.67       0  0.73684  1.28      8  6.2500000      1     1
## 417  1080     92   2.28       0  1.29787  2.34     99 42.3076935      0     1
## 418  1150     43   3.53       0  0.91667  2.51     13  5.1792827      1     1
## 419  1100     46   2.86       0  0.86441  0.10      1 10.0000000      0     0
## 420   940     16   1.87       0  1.04348  0.10      2 20.0000000      1     0
## 421  1360     52   3.98       0  0.78947  2.83      1  0.3533569      0     1
## 422   820     46   2.52       0  0.95238  0.10      2 20.0000000      1     0
## 423   760     13   1.07       0  0.85366  0.10      3 30.0000000      1     0
## 424   680    107   2.04       1  0.61905  0.91     13 14.2857141      1     0
## 425   880     47   2.21       0  1.04651  1.48     36 24.3243237      1     1
## 426  1170     45   2.71       0  0.74627  0.10      2 20.0000000      1     1
## 427  1220     42   2.76       1  0.67123  0.10      3 30.0000000      0     0
## 428  1020     16   2.87       0  0.82143  0.10      1 10.0000000      1     1
## 429   910     14   2.50       0  0.71698  0.10      2 20.0000000      1     1
## 430  1090     89   3.12       0  1.05660  0.10      2 20.0000000      1     1
## 431   990     80   3.13       0  1.02041  0.10      3 30.0000000      1     1
## 432   910     43   2.86       0  0.71698  0.10      3 30.0000000      0     1
## 433  1120     17   2.11       0  0.83607  0.10      4 40.0000000      1     1
## 434  1090     35   1.80       0  0.91228  0.10      3 30.0000000      0     1
## 435  1090     10   3.00       0  0.98182  0.10      1 10.0000000      1     1
## 436   880    104   2.23       0  0.72549  0.10      4 40.0000000      1     1
## 437  1060     17   3.64       0  0.82759  0.10      2 20.0000000      0     1
## 438   930     78   3.28       0  0.89796  0.10      3 30.0000000      1     1
## 439   730     43   3.09       0  0.87179  0.10      1 10.0000000      1     1
## 440   970     48   3.31       0  0.90196  0.10      1 10.0000000      1     1
## 441   900     49   1.83       0  0.83673  0.10      4 40.0000000      1     1
## 442  1120     17   3.76       0  0.67164  0.10      1 10.0000000      0     1
## 443  1000     16   1.37       0  0.75439  2.75     92 33.4545441      1     1
## 444  1130     14   2.78       0  0.91525  2.75    108 39.2727280      1     1
## 445   860     49   3.46       0  0.95455  2.65     30 11.3207550      1     1
## 446   830     15   2.20       0  0.84444  2.75    146 53.0909081      1     1
## 447   910     79   2.25       0  0.75000  2.61    116 44.4444427      1     1
## 448  1050     69   2.65       0  1.05882  2.61     50 19.1570873      1     1
## 449   930     15   2.06       0  0.78846  2.75    117 42.5454559      1     1
## 450  1050    117   3.34       0  0.59091  2.32     34 14.6551723      1     1
## 451  1240     88   3.86       0  0.82353  2.42      3  1.2396694      1     1
## 452  1230    107   2.97       0  0.95238  1.03      6  5.8252425      0     1
## 453   830     89   1.92       1  0.72917  4.57    279 61.0503273      0     1
## 454   950     48   1.93       0  0.97917  5.15    181 35.1456299      0     1
## 455  1200    113   2.33       0  1.14286  3.00     53 17.6666660      1     1
## 456  1180     12   3.58       0  1.07018  4.25     28  6.5882354      1     1
## 457  1200     52   3.51       0  1.06897  0.37      2  5.4054055      0     1
## 458  1010     70   1.81       0  0.94231  1.86     47 25.2688179      1     1
## 459  1160     91   3.42       0  1.03509  1.99     17  8.5427132      1     1
## 460  1070     21   2.66       0  0.98148  0.13      3 23.0769234      1     1
## 461   820    117   2.47       1  0.78261  0.98     16 16.3265305      0     1
## 462  1000     82   2.42       0  0.69492  0.36     17 47.2222214      0     1
## 463  1120     15   2.73       0  0.86667  1.64     27 16.4634151      0     1
## 464   740     14   2.07       1  1.05556  0.61      8 13.1147537      0     1
## 465   670     82   1.89       1  0.81081  0.76     58 76.3157883      0     0
## 466   980     38   2.31       0  0.92157  4.50     67 14.8888893      0     1
## 467  1130     81   2.82       0  0.85246  0.12      3 25.0000000      1     1
## 468  1240     80   3.45       0  0.85075  2.29     11  4.8034935      0     1
## 469   720     51   2.23       1  0.56522  0.10      7 70.0000000      0     0
## 470   690     51   1.72       1  0.91667  2.14     86 40.1869164      0     0
## 471  1210    121   3.09       0  0.89063  0.10      1 10.0000000      1     1
## 472  1120     15   2.33       0  1.15385  3.30     20  6.0606060      1     1
## 473  1020     16   2.18       0  0.96154  1.84     12  6.5217390      1     1
## 474  1040     15   2.80       0  0.65079  3.20     41 12.8125000      0     1
## 475  1080     14   3.14       0  0.74194  3.73     73 19.5710449      1     1
## 476  1080     16   3.25       0  0.86207  3.73     48 12.8686323      0     1
## 477  1130    120   2.99       0  0.91525  3.47      2  0.5763689      0     1
## 478  1120     19   2.68       0  0.80645  3.38     77 22.7810650      1     1
## 479  1120     17   3.17       0  0.80645  3.38     71 21.0059166      1     1
## 480  1190    119   3.78       0  0.75000  2.69      1  0.3717472      0     0
## 481  1010     73   1.90       0  0.71186  0.68     25 36.7647057      1     1
## 482  1210     91   2.71       0  0.75362  5.56    159 28.5971222      0     1
## 483  1020     44   2.00       1  0.61905  6.97    463 66.4275436      0     1
## 484  1060     48   3.20       0  0.68254  6.97     70 10.0430412      1     1
## 485   790     16   2.18       0  0.75556  8.15    258 31.6564426      1     1
## 486  1220     46   3.93       0  1.03333  6.97      3  0.4304161      1     1
## 487   850     52   1.86       0  0.84783  6.97    257 36.8723106      0     1
## 488   900     47   2.51       0  0.87500  6.97    106 15.2080345      1     1
## 489  1020     14   2.50       0  0.88889  6.10    207 33.9344254      1     1
## 490  1090     95   2.86       1  0.70313  4.72     67 14.1949148      0     1
## 491  1130     14   3.42       0  1.13208  6.14    123 20.0325737      1     1
## 492  1130     43   2.76       0  0.71212  2.69     40 14.8698883      0     1
## 493   910     46   3.28       0  0.89583  2.69     51 18.9591084      1     1
## 494  1040     78   2.50       0  0.82456  2.10     24 11.4285717      1     1
## 495  1160     15   3.73       0  0.84127  4.94      2  0.4048583      0     1
## 496  1030     16   2.50       0  1.01961  4.63    109 23.5421162      0     1
## 497  1040     43   2.39       0  0.82456  4.14     61 14.7342997      1     1
## 498  1070     16   2.68       0  0.87719  4.63     67 14.4708424      1     1
## 499  1010     17   2.88       0  1.02000  4.63     68 14.6868248      0     1
## 500   750     16   2.75       0  0.78571  2.25     48 21.3333340      0     1
## 501   950     44   2.68       0  1.20930  0.44     11 25.0000000      1     1
## 502   750     52   1.88       1  0.66667  4.12    178 43.2038841      0     1
## 503  1060     48   3.43       0  0.92727  0.87     16 18.3908043      1     1
## 504   990     12   0.25       0  0.94118  4.75    142 29.8947372      1     1
## 505  1360     84   3.95       0  0.83784  4.11     13  3.1630170      0     1
## 506  1080     17   1.82       0  0.83051  3.86     33  8.5492229      1     1
## 507   890     13   2.46       0  0.85417  3.86    139 36.0103645      1     1
## 508  1180    113   2.10       0  0.81538  3.56     34  9.5505619      0     1
## 509  1120     13   2.23       0  0.83607  1.37     20 14.5985403      1     1
## 510   990    133   2.96       0  0.80000  1.18     23 19.4915257      0     1
## 511  1100     51   2.07       0  0.54930  0.10      2 20.0000000      0     1
## 512  1150     17   3.41       0  0.85484  4.00     11  2.7500000      0     1
## 513   970     71   1.98       1  0.86538  0.10      4 40.0000000      0     1
## 514   950     76   2.71       0  0.86275  3.50     54 15.4285717      1     1
## 515   960     17   2.52       0  0.81132  0.10      6 60.0000000      0     1
## 516  1220     18   3.22       0  0.76812  4.00      3  0.7500000      1     1
## 517   930     44   2.13       0  0.78846  0.95     24 25.2631588      0     1
## 518  1350     17   3.64       0  0.87500  0.91     13 14.2857141      0     1
## 519  1280    109   3.48       0  0.82857  0.91      4  4.3956046      0     1
## 520  1020     18   2.66       0  1.04000  0.75     29 38.6666679      0     1
## 521   940     17   2.58       0  1.08889  1.01      1  0.9900990      1     0
## 522  1160     15   3.13       0  0.81250  5.19     30  5.7803469      0     1
## 523  1020    108   3.24       1  0.67213  4.50     39  8.6666670      1     1
## 524   850     18   2.00       0  0.66667  5.16    132 25.5813961      1     1
## 525  1260     83   2.50       0  0.88060  4.00    157 39.2500000      0     1
## 526   890     14   1.14       0  0.89362  5.16    321 62.2093010      1     1
## 527   940     19   1.63       0  0.77358  5.19    135 26.0115604      1     1
## 528  1160     79   3.06       0  0.84127  4.00     60 15.0000000      0     1
## 529  1040     45   2.26       0  0.82456  4.30    186 43.2558136      0     1
## 530  1010    114   2.88       0  0.98039  4.33     60 13.8568125      1     1
## 531  1070     16   2.87       0  0.91071  5.19     36  6.9364161      1     1
## 532  1160     74   3.12       0  1.00000  2.53     44 17.3913040      1     1
## 533  1040     20   2.75       0  0.85714  1.34      2  1.4925373      1     0
## 534  1060     17   3.17       0  0.73770  0.10      2 20.0000000      1     1
## 535   900     15   2.73       1  1.09302  0.10      5 50.0000000      0     1
## 536   910     17   1.64       0  0.78431  0.10      4 40.0000000      1     1
## 537  1130     48   3.41       0  1.09259  0.10      2 20.0000000      1     1
## 538  1000     13   2.76       0  0.81818  1.02     12 11.7647057      1     1
## 539   890     14   2.42       0  0.78000  0.10      4 40.0000000      1     1
## 540  1030     13   1.69       0  0.80702  2.04     12  5.8823528      1     1
## 541  1190    115   3.26       0  0.83077  0.10      1 10.0000000      1     1
## 542  1150     55   3.16       0  0.94915  4.50      9  2.0000000      0     1
## 543  1290     15   3.53       0  0.86957  3.75      2  0.5333334      0     1
## 544  1180    117   3.48       0  0.84375  1.42      6  4.2253523      0     1
## 545  1220     44   2.06       0  1.00000  4.23     64 15.1300240      0     1
## 546  1100     17   2.17       0  0.83333  0.42      3  7.1428571      0     0
## 547  1030    115   2.54       0  0.90741  1.50     25 16.6666660      1     1
## 548   960     15   3.13       0  1.00000  0.32      3  9.3750000      1     1
## 549  1080     16   3.43       0  0.89474  2.11     39 18.4834118      1     1
## 550   980     45   1.97       1  0.71930  5.68    384 67.6056366      0     1
## 551   880     15   1.60       0  0.83333  6.24     80 12.8205128      1     1
## 552  1090     47   2.80       0  0.87931  4.12     34  8.2524271      0     1
## 553   800     23   2.08       0  0.70213  6.48    307 47.3765450      1     1
## 554   960     83   1.80       0  1.04255  5.08     91 17.9133854      0     1
## 555  1100     45   2.86       0  0.71875  7.03    346 49.2176399      0     1
## 556   870     49   2.71       0  0.77551  1.27     35 27.5590553      1     1
## 557   960     73   2.12       0  1.00000  5.11     84 16.4383564      0     1
## 558   870     49   2.44       1  0.77551  2.27     27 11.8942728      1     1
## 559  1140     45   2.46       0  0.67647  3.50    143 40.8571434      0     1
## 560  1170     59   2.83       0  0.56000  4.35    123 28.2758617      0     1
## 561  1140     14   3.00       0  0.65217  5.22     41  7.8544064      0     1
## 562  1210     14   3.57       0  0.63514  0.53      5  9.4339619      0     1
## 563  1020     51   3.88       0  0.85455  1.50     21 14.0000000      1     1
## 564  1050     43   2.30       0  1.05882  4.71    130 27.6008492      1     1
## 565  1130     48   2.81       0  0.82258  4.71     63 13.3757963      0     1
## 566  1160     15   2.60       0  0.90164  4.14     52 12.5603867      0     1
## 567  1070     45   3.20       0  0.75410  3.96     71 17.9292927      0     1
## 568  1020    103   2.39       0  0.85455  5.05    183 36.2376251      0     1
## 569   940     48   2.47       0  0.84314  3.42     24  7.0175438      0     1
## 570   950     41   1.97       0  0.82692  3.74     87 23.2620316      0     1
## 571   910     17   2.52       0  0.97826  1.37     44 32.1167870      1     1
## 572  1240     81   2.96       0  0.77143  4.12     18  4.3689322      1     1
## 573   970     15   3.20       0  0.90196  2.23     43 19.2825108      0     1
## 574  1140     15   2.53       0  0.83871  1.71     83 48.5380135      1     1
## 575   940     17   1.64       0  0.80769  3.33     53 15.9159155      1     1
## 576   940     73   2.79       0  0.74074  3.83     53 13.8381205      0     1
## 577   790     87   2.71       1  1.39394  6.77     96 14.1802073      1     1
## 578  1190     50   3.34       0  0.70000  3.52     23  6.5340910      0     1
## 579  1010     41   2.97       1  0.74138  2.66     10  3.7593985      1     1
## 580  1020     41   2.95       0  0.75862  4.66     23  4.9356222      1     1
## 581  1050     76   2.60       1  1.10000  1.62     22 13.5802469      1     1
## 582  1270     16   2.87       0  0.73973  2.21     11  4.9773755      0     1
## 583   860     75   2.76       1  0.72000  1.13     29 25.6637173      1     1
## 584  1140     38   3.52       1  0.96552  4.54     36  7.9295154      0     1
## 585  1310     72   3.48       0  1.04688  0.52      1  1.9230769      0     0
## 586   940     86   2.41       0  0.95833  2.21     45 20.3619919      0     1
## 587  1110     87   2.74       0  0.91379  5.04    131 25.9920635      1     1
## 588   970     99   2.90       0  0.90196  4.01     75 18.7032413      0     1
## 589  1140     16   3.18       0  0.83871  4.99     28  5.6112223      1     1
## 590   970     42   2.28       0  0.97959  1.42     39 27.4647884      0     1
## 591   840     47   2.40       0  0.90909  1.42     57 40.1408463      1     1
## 592  1150     17   3.17       0  1.01754  0.47     12 25.5319157      0     1
## 593  1020     42   2.11       0  0.82143  3.90     83 21.2820511      0     1
## 594  1210     17   3.35       0  0.86154  3.83     75 19.5822449      1     1
## 595   900     43   2.74       0  0.73077  2.68     38 14.1791048      0     1
## 596   850     15   2.60       1  0.84783  2.56     39 15.2343750      0     1
## 597  1320     54   2.87       0  0.94118  0.10      2 20.0000000      1     1
## 598  1010     15   2.40       0  1.19565  3.40     88 25.8823528      1     1
## 599   920     42   2.11       0  0.87755  2.90    113 38.9655190      1     1
## 600  1330     16   4.00       0  0.79730  2.18      6  2.7522936      0     1
## 601   880     52   2.78       0  0.83333  0.26      4 15.3846149      0     1
## 602  1160     95   2.94       0  1.27451  0.93     12 12.9032259      1     1
## 603  1090     50   2.70       0  0.67692  2.15      7  3.2558138      0     1
## 604  1030     12   1.41       0  0.83929  0.10      4 40.0000000      0     1
## 605  1150     52   2.51       0  0.85484  0.94     13 13.8297873      1     1
## 606  1020     16   3.18       0  0.75862  1.48     30 20.2702694      0     1
## 607  1030     45   1.97       0  0.74576  1.20     68 56.6666679      0     1
## 608  1380     55   3.80       0  0.89041  1.23      1  0.8130081      0     1
## 609  1240     84   3.44       0  0.74648  1.97      3  1.5228426      0     1
## 610  1320     18   4.00       0  1.16393  2.61     10  3.8314176      1     1
## 611   990     16   2.50       0  0.86792  3.85     93 24.1558437      1     1
## 612   940     50   2.72       0  0.95833  3.89     33  8.4832907      1     1
## 613   980     45   2.53       0  1.04167  3.21    108 33.6448593      0     1
## 614  1120     51   3.29       0  1.15385  3.21     31  9.6573210      1     1
## 615   970     44   3.02       0  0.97959  1.25     36 28.7999992      1     1
## 616  1010     52   2.78       0  1.10417  1.25     47 37.5999985      1     1
## 617  1120     46   2.06       0  1.11321  1.25     87 69.5999985      0     1
## 618  1110     86   2.72       0  0.81967  0.60     12 20.0000000      0     1
## 619  1430     78   3.55       1  0.83333  2.85     14  4.9122806      0     1
## 620   900     20   2.00       0  1.19512  2.50     10  4.0000000      1     1
## 621  1230     50   2.84       0  0.89231  2.95     43 14.5762711      0     1
## 622  1240     41   2.36       0  0.87879  1.30     49 37.6923065      1     1
## 623  1090     50   3.88       0  0.98182  3.20      6  1.8750000      0     0
## 624   820    103   2.31       1  0.78261  0.05      2 40.0000000      1     1
## 625  1000     12   2.25       0  0.56250  2.51     93 37.0517921      0     1
## 626  1050     47   3.21       0  0.81034  0.10      5 50.0000000      1     1
## 627  1090    118   2.59       0  0.98182  2.36     57 24.1525421      1     1
## 628  1100     78   3.20       0  0.86441  2.25    112 49.7777786      0     1
## 629   860     80   2.53       0  0.95455  6.55    100 15.2671757      1     1
## 630  1320     99   2.67       0  0.94118  4.28    171 39.9532700      0     1
## 631  1190    134   2.44       0  0.98333  0.10      4 40.0000000      1     1
## 632  1010     14   2.64       0  0.94231  0.10      4 40.0000000      1     1
## 633  1090     52   2.42       0  1.09615  1.72      8  4.6511626      1     1
## 634   940     15   3.00       0  1.04348  1.80     52 28.8888893      1     1
## 635   990     41   2.95       0  1.02041  6.25     19  3.0400000      1     1
## 636  1180     16   3.25       0  1.00000  6.00     25  4.1666665      1     0
## 637  1210     41   2.68       0  1.32692  3.65     90 24.6575336      0     1
## 638  1250     82   2.73       0  0.89394  3.37     56 16.6172104      0     1
## 639   950     48   1.29       0  0.97917  3.28     29  8.8414631      0     1
## 640  1010     80   2.80       0  1.02000  3.27     66 20.1834869      1     1
## 641  1060     14   2.00       0  0.79661  2.60     45 17.3076916      1     1
## 642  1000     14   1.64       0  0.75439  2.60     68 26.1538467      0     1
## 643  1030     83   3.95       0  0.74576  1.05      6  5.7142859      1     1
## 644   810     18   2.44       0  0.97561  2.79     23  8.2437277      1     1
## 645  1160     13   3.76       0  0.75758  2.79      6  2.1505377      0     1
## 646   980     12   2.41       0  0.81481  0.22     13 59.0909081      0     1
## 647  1000     42   2.76       0  0.63934  2.76     70 25.3623180      0     1
## 648  1170     18   3.66       0  0.88710  2.52     10  3.9682539      1     1
## 649  1190     84   3.21       0  0.98333  2.65     20  7.5471697      1     1
## 650  1180     15   3.33       0  0.66197  3.08     59 19.1558437      1     1
## 651  1190     76   2.71       0  1.08772  2.61     46 17.6245213      1     1
## 652   780    100   2.82       0  1.00000  2.49     55 22.0883541      0     1
## 653  1010     17   3.41       0  0.74138  1.29     11  8.5271320      0     0
## 654   850     36   1.77       1  0.84783  3.58    135 37.7094955      0     1
## 655  1240     49   3.61       0  0.82353  3.58      1  0.2793296      1     1
## 656  1060     53   1.77       1  0.79661  2.99    149 49.8327751      0     1
## 657  1180    116   2.55       0  1.00000  4.01    158 39.4014969      0     1
## 658   830     47   2.70       0  1.24324  3.93    134 34.0966911      1     1
## 659  1070     16   2.31       0  0.94545  4.16    120 28.8461533      0     1
## 660  1090    107   2.02       0  0.94643  5.95    319 53.6134453      0     1
## 661  1000     14   2.92       0  0.92308  1.39     44 31.6546764      1     1
## 662   860     76   2.75       0  0.72000  0.48      2  4.1666665      1     1
## 663  1000     50   2.18       0  0.61290  2.49     28 11.2449799      1     1
## 664  1150     76   2.36       0  1.30000  2.69     99 36.8029747      0     1
## 665  1150     52   3.53       0  0.91667  2.77     43 15.5234661      0     1
## 666  1230     48   3.87       0  0.86364  1.96      6  3.0612245      0     1
## 667  1120     45   2.57       0  0.80645  3.36     23  6.8452382      0     1
## 668   870     11   1.36       0  0.89130  3.62    105 29.0055256      0     0
## 669  1190     17   2.11       0  0.70000  1.32     34 25.7575760      1     1
## 670  1060     12   3.50       0  1.00000  1.32     58 43.9393921      1     1
## 671  1050     17   2.58       0  0.87500  3.82      9  2.3560209      1     1
## 672   930     42   3.40       0  0.89796  3.44     21  6.1046510      1     1
## 673  1030     86   2.79       0  0.63492  3.80      9  2.3684211      0     0
## 674   970     81   2.70       0  0.86538  0.10      2 20.0000000      1     1
## 675  1150     54   2.88       0  0.85484  4.85     70 14.4329901      0     1
## 676  1020     14   2.42       0  1.00000  4.80    167 34.7916679      1     1
## 677  1170     52   3.42       0  0.82813  4.85     22  4.5360823      1     1
## 678  1000     16   3.06       0  0.88679  4.80    149 31.0416660      1     1
## 679  1140     54   3.29       0  0.75385  0.10      7 70.0000000      0     0
## 680  1070    109   2.56       0  0.87719  3.04     19  6.2500000      1     1
## 681   940     47   1.97       0  1.13636  4.20    140 33.3333321      1     0
## 682  1040    110   2.48       0  0.73333  4.20     84 20.0000000      0     1
## 683  1100     45   2.44       0  0.92982  2.92     33 11.3013697      0     1
## 684  1070     43   2.74       0  1.09804  0.92     18 19.5652180      1     1
## 685  1150    107   2.83       0  0.94915  5.66    147 25.9717312      0     1
## 686  1030     45   2.66       0  0.80702  5.73    312 54.4502602      1     1
## 687  1410     17   4.00       0  0.88000  4.20     36  8.5714283      0     1
## 688  1040    105   2.85       0  0.85714  2.54    120 47.2440948      0     1
## 689   900     81   2.50       0  0.95652  2.34     69 29.4871788      1     1
## 690  1000    119   2.99       0  1.00000  2.96     97 32.7702713      1     1
## 691  1140     50   2.80       0  0.83871  3.20    100 31.2500000      0     1
## 692  1130    112   2.65       0  0.76563  3.92    156 39.7959175      0     1
## 693  1130     17   2.82       0  0.85246  4.46    154 34.5291481      1     1
## 694  1220     49   2.81       0  1.00000  4.61    278 60.3036880      0     1
## 695  1110     16   3.37       0  0.98214  4.51    102 22.6164074      0     1
## 696  1170     66   2.72       0  0.98305  2.80      9  3.2142856      1     1
## 697  1270     45   3.46       0  0.84058  4.63     79 17.0626354      1     1
## 698   850    123   3.26       0  0.93182  4.64    130 28.0172405      1     1
## 699  1040     78   2.94       0  0.92593  4.64    122 26.2931042      1     1
## 700  1140     49   2.75       0  0.70149  0.81     35 43.2098770      1     1
## 701   980     50   2.26       0  0.84906  2.20     20  9.0909090      1     1
## 702  1220     15   4.00       0  0.93651  3.53     33  9.3484421      1     1
## 703  1150     20   3.40       0  0.91667  3.53     22  6.2322946      0     1
## 704   890     44   2.90       0  0.97778  4.29     78 18.1818180      0     1
## 705  1030    115   2.65       0  0.74576  4.19    142 33.8902130      0     1
## 706  1180     74   3.21       0  1.31373  4.21     58 13.7767220      1     1
## 707  1030     85   3.12       0  0.77586  4.21     59 14.0142517      1     1
## 708   940     48   2.47       0  0.67857  4.29    134 31.2354317      1     1
## 709  1120    112   3.07       0  1.11321  0.75     46 61.3333321      1     1
## 710   970     13   1.76       0  0.67241  0.10      8 80.0000000      1     1
## 711  1090     18   3.44       0  0.98182  3.46     55 15.8959541      0     1
## 712   940     14   3.00       0  0.70909  2.70      6  2.2222223      1     1
## 713   980     43   2.60       0  0.88462  2.86     68 23.7762241      1     1
## 714  1120     17   3.58       0  0.86667  5.10    131 25.6862736      1     1
## 715  1110     17   3.00       0  0.63235  5.04    173 34.3253975      0     1
## 716  1080     42   2.07       0  0.89474  4.76    275 57.7731094      0     1
## 717  1130     17   3.82       0  0.88333  5.04    101 20.0396824      0     1
## 718  1050    107   2.00       0  0.54412  2.70     50 18.5185184      0     1
## 719  1130    109   2.67       1  0.79365  1.79    104 58.1005592      0     1
## 720  1200     14   2.64       0  0.84615  1.67     24 14.3712578      0     1
## 721  1110     13   2.53       0  0.91379  3.22     70 21.7391300      1     1
## 722   800     75   2.26       0  0.77778  0.10      4 40.0000000      0     0
## 723  1070     82   3.02       0  0.84483  1.82      8  4.3956046      0     1
## 724   930     79   2.45       0  0.86000  2.28    128 56.1403503      0     1
## 725  1170     64   1.93       0  0.72059  2.28     13  5.7017546      0     1
## 726   980     41   2.53       0  1.04167  2.14     32 14.9532709      0     1
## 727  1200     43   2.11       0  0.66667  2.14     20  9.3457947      0     1
## 728  1170     86   3.40       0  0.69565  1.64      4  2.4390244      0     1
## 729   900     58   3.20       0  0.91489  1.72     14  8.1395350      0     1
## 730  1280     14   3.00       0  0.72973  2.26     26 11.5044250      1     1
## 731  1240     68   2.95       0  0.74648  1.62     92 56.7901230      0     1
## 732  1190     94   2.17       0  0.88889  1.24     25 20.1612911      0     1
## 733  1000     49   2.57       0  0.75439  3.30    178 53.9393921      0     1
## 734   940     12   2.75       0  0.80769  0.10      3 30.0000000      0     1
## 735   980    107   2.54       0  0.84906  2.47     98 39.6761131      0     1
## 736  1200     49   2.95       0  0.90476  0.85     17 20.0000000      0     0
## 737  1060     74   1.90       0  0.73770  0.05      3 60.0000000      0     1
## 738  1070     16   2.81       0  0.87719  3.61     71 19.6675892      0     1
## 739   990    116   3.30       1  0.67797  3.21     27  8.4112148      1     1
## 740  1060     45   2.15       0  1.03846  1.81     34 18.7845306      0     1
## 741  1060     16   3.25       0  0.79661  2.61     52 19.9233723      0     1
## 742  1270     84   2.89       0  0.84058  2.39     48 20.0836811      0     1
## 743  1040     15   3.73       0  0.79310  2.07     13  6.2801933      1     1
## 744  1320     17   3.64       0  0.83333  1.99     10  5.0251255      0     1
## 745  1060     42   1.95       0  0.76667  2.10     47 22.3809528      1     1
## 746  1240     67   2.10       0  0.90769  0.10      4 40.0000000      0     1
## 747  1120     16   3.00       0  0.96491  1.74     33 18.9655170      0     1
## 748   920     92   2.47       0  1.19048  2.11     60 28.4360199      1     1
## 749  1230     76   2.71       0  0.73239  3.14     30  9.5541401      1     1
## 750  1330     18   3.66       0  1.07813  3.57     32  8.9635859      0     1
## 751  1130     98   2.08       0  0.76563  2.47    123 49.7975693      0     1
## 752  1020     12   2.16       0  0.75862  2.15     59 27.4418602      0     1
## 753  1060     15   1.80       0  0.73770  2.88     45 15.6250000      1     1
## 754  1050     50   2.88       0  0.94444  2.82     74 26.2411346      0     1
## 755  1080     16   2.87       0  0.74194  2.09     67 32.0574150      1     1
## 756  1010     18   2.61       0  0.98039  3.12     69 22.1153851      0     1
## 757   920     38   3.28       1  0.95745  4.07    173 42.5061417      0     1
## 758  1030     49   2.12       0  0.80702  1.80     26 14.4444447      1     1
## 759   850     18   3.83       0  0.66667  3.50     13  3.7142856      1     1
## 760  1260     21   4.00       0  0.93846  5.24     58 11.0687027      0     1
## 761  1030     90   3.02       0  1.01961  0.76      8 10.5263157      0     1
## 762   830     19   3.05       0  0.93023  1.47     71 48.2993202      0     1
## 763  1430     17   3.76       0  0.93243  3.05      2  0.6557377      0     1
## 764  1210     16   4.00       1  0.83333  5.46     12  2.1978023      0     1
## 765  1120     46   2.04       0  0.83607  4.93    180 36.5111580      1     1
## 766   940     48   3.08       0  1.00000  4.93    115 23.3265724      1     1
## 767  1350     77   3.40       1  0.90141  0.05      4 80.0000000      1     1
## 768  1060     16   3.75       0  0.68254  5.03     45  8.9463224      1     1
## 769   820     69   2.71       1  0.82222  2.10     17  8.0952377      0     1
## 770  1100     57   2.54       0  0.80328  1.18     41 34.7457619      0     1
## 771  1190     73   2.23       0  0.60811  1.07     12 11.2149534      0     1
## 772  1070    122   3.21       0  0.94545  2.61     50 19.1570873      1     1
## 773  1130     45   3.11       0  0.79365  5.05     92 18.2178211      0     1
## 774  1060     79   3.41       0  1.03846  4.96     50 10.0806456      1     1
## 775   900     17   2.82       0  0.91489  5.41     87 16.0813313      1     1
## 776  1230     80   2.77       0  0.89231  0.04      3 75.0000000      0     1
## 777  1290     50   3.30       0  0.76712  1.51     20 13.2450333      0     1
## 778  1010     96   1.93       0  0.71186  4.37     88 20.1373005      0     1
## 779  1010     15   1.20       0  1.24444  0.82     21 25.6097565      0     1
## 780   840     45   2.24       0  0.78723  2.55     52 20.3921566      0     1
## 781  1320     52   3.46       0  0.80822  7.64     69  9.0314140      0     1
## 782  1010     17   1.88       0  0.83636  3.33     39 11.7117119      1     1
## 783  1020     45   3.48       0  0.82143  2.62     67 25.5725193      1     1
## 784  1110     46   2.60       0  0.76190  2.62    115 43.8931313      0     1
## 785  1040     48   2.85       0  0.79310  2.62     80 30.5343513      1     1
## 786  1020     17   1.58       0  0.72881  2.41    104 43.1535263      1     1
## 787  1030     17   2.88       0  0.71667  3.15     37 11.7460318      1     1
## 788  1220    116   2.31       0  0.79412  3.39    176 51.9174042      0     1
## 789  1040     16   2.43       1  0.79310  1.93     37 19.1709843      1     1
## 790  1060     83   2.06       0  0.79661  2.09     86 41.1483269      0     1
## 791  1060     80   3.63       0  0.82759  2.09     18  8.6124401      1     1
## 792   990     82   2.20       0  0.94118  2.09    110 52.6315804      0     1
## 793  1050     14   2.64       0  0.84211  1.93     50 25.9067364      0     1
## 794   960     46   3.15       0  0.65517  2.07     36 17.3913040      1     1
## 795   980     46   2.23       0  0.92157  2.07     85 41.0628014      1     1
## 796   940     77   2.90       0  0.88000  2.47     16  6.4777327      1     1
## 797   980     14   1.21       0  0.75000  2.80     77 27.5000000      0     1
## 798  1150     17   1.76       1  0.79688  2.83     13  4.5936394      1     1
## 799  1000     44   2.43       1  0.75439  1.59     67 42.1383629      1     1
## 800  1070     39   2.48       0  0.81356  1.59     86 54.0880508      1     1
## 801  1180     80   3.46       0  0.84375  1.69     48 28.4023666      0     1
## 802   910     15   2.46       0  0.75000  0.10      5 50.0000000      1     1
## 803  1080    131   2.83       0  1.00000  1.37     22 16.0583935      0     1
## 804  1050     51   3.52       0  0.90909  0.73      7  9.5890408      1     1
## 805   640     52   1.73       1  1.06452  2.19     63 28.7671242      0     0
## 806  1240     18   4.00       0  0.69863  1.00     33 33.0000000      0     0
## 807  1280     46   2.08       0  0.77778  1.38     28 20.2898560      0     1
## 808   820     78   2.23       0  1.00000  1.24     47 37.9032249      1     1
## 809   990     46   2.76       0  0.70690  0.94     39 41.4893608      0     1
## 810  1120     17   2.29       0  0.80645  3.40    111 32.6470604      0     1
## 811  1060     16   3.25       0  0.96296  3.40    147 43.2352943      0     1
## 812  1060    108   2.07       0  0.60606  3.28    123 37.5000000      0     1
## 813  1150     13   3.00       0  0.76923  3.40     63 18.5294113      1     1
## 814  1340     16   2.56       0  1.00000  2.70     72 26.6666660      1     1
## 815  1070     15   2.26       0  0.64615  2.70     99 36.6666679      0     1
## 816   970     47   2.17       0  0.86538  1.76     20 11.3636360      1     1
## 817  1260    117   2.70       0  0.96875  3.27     67 20.4892960      0     1
## 818  1080     17   3.11       0  1.00000  3.50     38 10.8571424      1     1
## 819  1190     17   2.41       0  0.85938  1.39     19 13.6690645      0     1
## 820  1040     99   2.69       0  0.85714  3.12     24  7.6923075      1     1
## 821   800     54   2.20       1  0.86047  8.31    220 26.4741268      0     0
## 822  1040     39   2.46       0  0.62500  4.17    158 37.8896866      0     1
## 823  1150     17   2.52       0  0.82540  5.47    214 39.1224861      1     1
## 824  1080     94   2.58       0  0.71429  0.85      1  1.1764706      1     1
## 825  1290     45   3.48       0  1.01563  1.60      2  1.2500000      0     1
## 826   980     45   2.24       0  0.88462  3.28    145 44.2073174      1     1
## 827   470     69   1.89       1  0.74074  2.31     92 39.8268394      0     0
## 828  1090     44   2.29       0  0.87931  2.40     37 15.4166670      1     1
## 829   990     79   2.91       0  0.73684  3.17     66 20.8201885      0     1
## 830  1040    104   3.33       0  0.73333  1.60     49 30.6250000      0     1
## 831  1190    106   3.14       0  0.88889  1.60     25 15.6250000      1     1
## 832  1100     17   2.29       0  0.83333  1.83     42 22.9508190      0     1
## 833  1100     45   3.02       0  0.64179  1.43     36 25.1748257      0     1
## 834   990     80   2.55       0  0.73684  1.13     53 46.9026566      0     1
## 835  1160     16   3.37       0  0.90164  1.00     16 16.0000000      1     1
## 836   960     13   2.69       0  0.81132  3.16     97 30.6962032      0     1
## 837   930    117   2.88       0  0.86000  3.67     41 11.1716623      0     1
## 838  1050     97   2.36       0  0.69355  1.55     84 54.1935501      0     1
## 839  1040     47   2.63       0  0.96226  1.91     79 41.3612556      1     1
## 840  1000     50   2.62       0  0.75439  2.50     73 29.2000008      0     1
## 841  1000     18   2.55       0  0.81818  1.36     16 11.7647057      0     1
## 842  1080     14   2.57       0  0.63636  1.80     49 27.2222214      0     1
## 843  1080     15   2.40       0  0.77049  1.80     71 39.4444427      1     1
## 844  1020     50   3.22       0  1.00000  2.80     47 16.7857151      0     1
## 845  1060     47   2.29       0  0.70968  3.43     46 13.4110785      0     1
## 846   970     39   2.25       0  0.83019  2.21     77 34.8416290      0     1
## 847  1030     76   3.11       0  0.94340  2.13    140 65.7276993      0     1
## 848  1080     16   1.62       0  0.89474  2.86     38 13.2867136      0     1
## 849  1010     77   2.77       0  0.77193  2.14     17  7.9439254      1     1
## 850  1030     46   2.47       0  0.94340  2.13    127 59.6244125      1     1
## 851  1140     84   2.26       0  0.56164  2.19     81 36.9863014      0     1
## 852  1170     51   2.60       0  0.74627  2.22      9  4.0540543      0     1
## 853  1040     71   2.23       0  1.08000  2.43     38 15.6378603      1     1
## 854  1080     43   1.97       0  0.89474  4.97    136 27.3641853      0     1
## 855  1100     43   2.60       0  0.92982  5.29    238 44.9905472      1     1
## 856   940     16   2.87       0  0.64912  1.00     27 27.0000000      0     1
## 857  1020     97   2.36       0  0.72881  0.99     35 35.3535347      1     1
## 858  1080     74   2.48       0  0.71429  1.00     24 24.0000000      0     1
## 859  1200     78   2.30       0  0.90476  4.14     68 16.4251213      0     1
## 860  1160     18   2.33       0  0.63380  5.13    112 21.8323593      0     1
## 861  1060     67   2.94       0  1.00000  5.35     64 11.9626169      1     1
## 862   970     84   3.23       0  0.79630  4.86     86 17.6954727      1     1
## 863  1050    114   3.39       0  0.77966  2.40     34 14.1666670      1     1
## 864  1130     49   3.06       0  0.88333  4.67    198 42.3982887      0     1
## 865  1440     15   3.80       0  1.00000  4.30     11  2.5581396      0     1
## 866   850     41   1.90       0  0.80851  4.30    170 39.5348854      0     1
## 867   980     50   2.80       0  1.04167  4.13     71 17.1912842      1     1
## 868   950     42   2.47       0  0.79245  4.13     96 23.2445526      0     1
## 869  1050     88   2.93       0  0.72131  3.70     17  4.5945945      1     1
## 870  1100     49   1.83       0  0.69231  2.56    146 57.0312500      0     1
## 871  1100    117   2.47       0  0.74603  2.34     67 28.6324787      0     1
## 872  1120    119   2.15       0  0.86667  2.68    106 39.5522385      1     1
## 873  1190     48   2.02       0  1.08772  2.32    182 78.4482727      0     1
## 874   920    115   2.53       0  1.30000  2.68     90 33.5820885      1     1
## 875  1040     41   2.21       0  0.73333  2.58    102 39.5348854      0     1
## 876  1110    124   2.91       1  1.05556  4.48    105 23.4375000      1     1
## 877  1110     73   2.56       0  0.79032  3.99     74 18.5463657      1     1
## 878   810     41   1.80       0  0.97561  4.18    169 40.4306221      0     1
## 879  1030     43   2.06       0  0.71667  1.45     40 27.5862064      0     1
## 880  1030     45   2.35       0  1.01961  3.27     70 21.4067287      1     1
## 881  1070     15   2.20       0  0.84483  1.52     38 25.0000000      1     1
## 882  1280     47   3.04       0  0.80282  1.67     41 24.5508976      1     1
## 883  1180     88   3.14       0  0.84375  1.92     11  5.7291665      1     1
## 884   980     55   2.54       0  0.88462  1.96     59 30.1020412      1     1
## 885  1080     16   2.68       0  0.74194  1.86     46 24.7311821      1     1
## 886  1290     50   4.00       0  1.15000  2.22     12  5.4054055      0     1
## 887  1050     14   2.00       1  0.75000  3.10    110 35.4838715      0     1
## 888  1120     81   2.87       0  1.07407  2.60     56 21.5384617      1     1
## 889  1040     18   3.66       0  0.70492  3.24      8  2.4691358      1     1
## 890  1200     65   1.60       0  0.69014  3.09     24  7.7669902      0     1
## 891  1100    110   3.97       0  0.96429  3.33      2  0.6006006      1     1
## 892  1140     17   3.17       0  0.90000  2.42     52 21.4876041      0     1
## 893  1040     16   1.87       0  1.03922  2.23     78 34.9775772      1     1
## 894  1110     17   3.23       0  0.58571  3.08     84 27.2727280      0     1
## 895   990     84   3.27       0  0.94118  2.05     25 12.1951218      1     1
## 896  1080     40   2.50       0  0.86207  1.99     83 41.7085419      0     1
## 897  1330     55   3.94       0  0.82192  0.31      1  3.2258065      0     1
## 898  1150    114   2.60       0  0.98276  0.91     23 25.2747250      0     1
## 899  1130     42   2.38       0  0.73846  1.28     32 25.0000000      0     1
## 900   840     41   2.73       0  1.04878  2.78     75 26.9784164      1     1
## 901  1000     16   2.81       0  0.81818  2.33     17  7.2961373      1     1
## 902   970     76   3.15       0  1.02083  2.41     45 18.6721992      1     1
## 903  1060     83   2.95       0  0.89286  2.67     67 25.0936337      0     1
## 904  1180     14   3.50       0  0.87302  2.92     16  5.4794521      1     1
## 905  1080     83   2.44       0  0.77049  2.54     81 31.8897629      0     1
## 906  1210     18   3.33       0  0.89063  3.89     40 10.2827759      1     1
## 907  1060     18   3.11       0  0.63077  4.11     99 24.0875912      1     1
## 908  1120     48   2.87       0  0.93103  3.69    192 52.0325203      0     1
## 909  1130     17   3.58       0  0.73846  4.11     96 23.3576641      0     1
## 910  1110     48   2.52       0  0.68182  2.20     56 25.4545460      1     1
## 911  1020     82   2.46       0  0.96154  3.79    125 32.9815292      1     1
## 912   960     45   2.62       0  0.88235  2.59     84 32.4324341      1     1
## 913   990    121   2.82       0  0.83333  2.24    109 48.6607132      0     1
## 914   890    115   3.26       0  0.93478  1.32     30 22.7272720      1     1
## 915   960     41   2.65       0  0.88235  2.10     84 40.0000000      0     1
## 916  1180     13   2.76       0  0.90323  2.64    103 39.0151520      0     1
## 917   970     14   3.14       0  0.73214  2.57     33 12.8404665      0     1
## 918  1020     13   3.23       0  0.82143  2.57     29 11.2840471      0     1
## 919  1060     45   2.15       0  0.82759  2.36     80 33.8983040      0     1
## 920  1130     17   3.00       0  0.73846  3.77     45 11.9363394      1     0
## 921   940     82   2.21       0  0.84314  2.15     23 10.6976748      1     1
## 922   990     16   3.31       0  0.94118  4.25     38  8.9411764      1     1
## 923   980     43   1.72       0  0.84906  3.91    167 42.7109985      0     1
## 924  1110     16   3.50       0  0.88136  3.48     57 16.3793106      0     1
## 925  1040     61   3.08       0  0.76271  3.22     14  4.3478260      1     1
## 926  1020     16   2.00       0  1.17021  2.19     76 34.7031975      1     1
## 927   800    114   3.06       0  0.86047  3.50     35 10.0000000      0     1
## 928  1060     14   2.21       0  0.85965  5.06    113 22.3320160      0     1
## 929  1030     47   2.40       0  0.87273  3.01     40 13.2890368      1     1
## 930  1070    127   2.78       0  0.87719  2.27     17  7.4889870      1     1
## 931  1090     18   2.61       0  0.75806  0.58      8 13.7931032      1     1
## 932  1200     55   2.25       0  0.73913  2.22     39 17.5675678      0     1
## 933  1130     16   3.25       0  0.94828  2.82     67 23.7588654      0     1
## 934  1230    108   3.82       0  0.89231  3.40     91 26.7647057      1     1
## 935  1280     91   3.21       0  1.28571  3.20     10  3.1250000      1     1
## 936  1000     46   2.23       0  0.85185  3.45    138 40.0000000      1     1
## 937   860     50   2.20       0  0.68627  3.45    135 39.1304359      1     1
## 938  1210     78   2.66       0  0.86154  4.69    190 40.5117264      0     1
## 939   960     42   2.80       0  0.84615  4.84    214 44.2148743      1     1
## 940   910     46   2.41       0  0.82000  4.84    104 21.4876041      1     1
## 941   990     78   2.52       0  0.98000  2.25     51 22.6666660      1     1
## 942  1080    111   2.61       0  1.11765  3.75    115 30.6666660      0     1
## 943   830     84   2.02       0  1.07500  3.50     40 11.4285717      1     1
## 944   910     17   2.17       0  0.85714  3.67     80 21.7983646      1     1
## 945  1040     15   2.26       0  0.70492  1.86     46 24.7311821      0     1
## 946   890     15   2.73       0  0.85417  2.21     20  9.0497742      1     1
## 947  1030     48   2.72       0  0.98077  1.38     15 10.8695650      1     1
## 948  1240     99   2.91       0  0.79710  1.55     17 10.9677420      0     1
## 949  1060     49   3.26       0  0.92727  1.02      8  7.8431373      1     1
## 950   860    121   2.76       0  0.91111  0.44     22 50.0000000      1     1
## 951   900     75   2.69       0  1.09302  4.23     76 17.9669037      1     1
## 952  1270     14   3.50       0  0.84058  2.08      8  3.8461537      0     1
## 953  1010     71   1.94       0  1.06122  0.10      3 30.0000000      1     1
## 954  1100     18   3.61       0  0.86441  0.46      2  4.3478260      1     1
## 955  1010     53   1.79       0  0.80357  3.40     79 23.2352943      1     1
## 956   910     50   2.00       0  0.75000  5.33     38  7.1294560      1     1
## 957   760     20   2.70       0  1.05405  4.50    111 24.6666660      1     1
## 958   900     48   2.62       0  0.73077  2.97     71 23.9057236      1     1
## 959  1170     47   3.68       0  0.85714  3.47     28  8.0691643      1     1
## 960  1050     47   2.48       0  0.64063  1.05     38 36.1904755      0     1
## 961   980     81   3.41       0  0.75000  2.21     37 16.7420807      0     1
## 962  1130    111   2.51       0  0.98246  2.54     39 15.3543310      0     1
## 963  1210     50   3.64       0  0.77941  3.72     29  7.7956991      0     1
## 964  1150    113   3.52       0  0.88525  4.75      9  1.8947369      1     1
## 965  1050     53   3.15       0  0.72131  6.95    134 19.2805748      0     1
## 966  1000     84   3.16       0  0.81818  7.25    137 18.8965511      1     1
## 967  1030    107   2.58       0  1.01961  7.60    207 27.2368412      0     1
## 968   950     48   2.06       0  0.97917  6.95    405 58.2733803      1     1
## 969  1240     77   2.83       0  0.67568  0.15      2 13.3333330      0     1
## 970  1030     45   1.84       0  0.49275  7.00    192 27.4285717      0     1
## 971  1110     77   2.09       0  1.09434  3.35    188 56.1194038      0     1
## 972   940     45   2.55       0  0.70909  3.37    139 41.2462921      1     1
## 973  1020     42   2.88       0  0.82143  2.67     30 11.2359552      0     1
## 974   970     47   2.31       0  0.83019  1.20     12 10.0000000      1     1
## 975   960     14   3.07       0  0.88235  1.25      6  4.8000002      1     1
## 976  1060     45   2.97       0  0.89286  3.64     77 21.1538467      1     1
## 977   980    100   2.79       0  0.88462  3.89     38  9.7686377      1     1
## 978  1070     69   2.26       1  0.81356  4.91    127 25.8655796      0     1
## 979  1040     68   1.80       0  0.82456  3.76     63 16.7553196      0     1
## 980  1000    107   2.85       0  0.75439  2.60    100 38.4615402      1     1
## 981   990    102   2.42       0  0.80000  4.33    145 33.4872971      1     1
## 982  1000     50   2.62       0  0.96078  5.09    112 22.0039291      0     1
## 983  1180     75   3.68       0  0.96667  2.45     10  4.0816326      1     1
## 984  1200     48   2.02       0  1.03390  0.10      4 40.0000000      1     1
## 985  1080     17   2.05       0  0.96364  3.66     74 20.2185783      1     1
## 986  1150     52   3.67       0  0.71642  0.88      4  4.5454545      0     1
## 987  1110    112   3.43       0  0.91379  4.63    159 34.3412514      1     1
## 988  1120     41   1.68       0  0.72308  8.47    331 39.0791016      0     1
## 989  1090     15   2.40       0  0.91228  3.84    219 57.0312500      0     1
## 990  1310    117   3.05       0  1.04688  1.64      4  2.4390244      0     1
## 991  1080     46   2.58       0  0.66154  0.89     12 13.4831457      0     1
## 992  1090     50   2.40       0  0.67692  7.40     51  6.8918920      1     1
## 993  1020     53   1.90       0  0.72881  7.40    153 20.6756763      1     1
## 994  1080     49   3.22       0  0.89474  2.19     16  7.3059359      1     1
## 995   960     75   2.77       0  0.92000  3.11     96 30.8681679      0     1
## 996   860     13   2.38       0  0.72000  0.10      6 60.0000000      1     1
## 997  1050     16   2.81       0  0.84211  0.10      3 30.0000000      0     1
## 998  1060     50   3.22       0  0.63077  4.17     68 16.3069553      0     1
## 999  1190     80   2.16       0  0.85938  1.22     36 29.5081959      0     1
## 1000 1000     47   2.63       0  1.04082  2.48     93 37.5000000      0     1
## 1001 1180     35   2.54       0  0.68571  2.48     54 21.7741928      0     1
## 1002 1020     48   1.95       0  0.85455  1.75     27 15.4285717      0     1
## 1003 1060     48   2.29       0  0.73770  0.10      5 50.0000000      0     1
## 1004 1000     45   2.91       0  0.69492  3.85     89 23.1168823      0     1
## 1005 1010     81   2.37       0  0.98039  2.39     73 30.5439339      1     1
## 1006 1160     77   2.90       0  0.78462  2.98     81 27.1812077      0     1
## 1007 1300     83   2.30       0  1.00000  4.08     92 22.5490189      1     1
## 1008 1010     48   3.08       0  0.77193  0.86     10 11.6279068      0     1
## 1009  970     46   3.60       0  0.79630  3.16     31  9.8101263      1     1
## 1010 1210     17   4.00       0  0.95161  4.56     26  5.7017546      0     1
## 1011 1030     16   3.37       0  0.87273  3.63    127 34.9862251      1     1
## 1012 1230     15   3.33       0  1.01639  3.63      7  1.9283746      0     1
## 1013  980     46   2.73       0  0.88462  1.85     13  7.0270271      1     1
## 1014 1110     17   2.17       0  0.88136  2.66     75 28.1954880      0     1
## 1015  950     95   2.63       0  0.82692  0.80     13 16.2500000      0     1
## 1016 1180     48   2.91       0  1.18519  0.49      8 16.3265305      1     1
## 1017 1040     67   2.08       0  0.62500  0.05      3 60.0000000      0     1
## 1018 1290     50   3.92       0  0.86957  2.50      9  3.5999999      1     1
## 1019 1010    108   2.25       0  0.74138  1.61     64 39.7515526      0     1
## 1020  980     46   2.10       0  0.81481  1.00     26 26.0000000      1     1
## 1021  970     13   1.69       0  0.70175  1.09     26 23.8532104      1     1
## 1022 1180     82   3.41       0  1.00000  0.80     14 17.5000000      1     1
## 1023 1340     46   4.00       0  0.91429  3.50      4  1.1428572      0     1
## 1024 1170     17   3.47       0  1.05263  4.30     47 10.9302330      1     1
## 1025 1230    105   3.40       0  0.75714  3.25      9  2.7692308      1     1
## 1026  920     85   2.10       0  0.64286  3.60    158 43.8888893      0     1
## 1027 1030    111   2.96       0  1.10204  1.30     12  9.2307692      1     1
## 1028  920    111   2.99       0  1.04444  1.30     11  8.4615383      1     1
## 1029 1140     43   3.20       0  0.96552  2.73     15  5.4945054      1     1
## 1030  810     14   1.14       0  0.80000  3.11    132 42.4437294      0     1
## 1031 1180     10   1.20       0  0.81538  3.11     14  4.5016079      0     1
## 1032 1020     42   1.80       0  0.85455  0.05      4 80.0000000      0     1
## 1033 1010    111   2.43       0  1.10417  4.03    105 26.0545902      0     1
## 1034 1090     15   2.80       0  0.78689  3.34     88 26.3473053      0     1
## 1035  630    115   2.07       1  0.61538  1.67     87 52.0958099      0     1
## 1036  870     15   3.00       0  0.89130  3.00     12  4.0000000      1     1
## 1037  760     49   2.79       0  0.85366  1.54      2  1.2987013      1     0
## 1038 1050     74   2.00       0  0.81034  3.09     27  8.7378645      0     1
## 1039 1020    115   3.48       0  0.85455  3.63     26  7.1625342      1     1
## 1040 1030     18   1.61       0  0.83929  3.31    158 47.7341385      0     1
## 1041  860    118   2.67       0  1.00000  2.39     61 25.5230122      1     1
## 1042  970     86   3.47       0  0.64407  2.39     10  4.1841006      0     1
## 1043  880     16   2.18       0  1.04651  1.88     44 23.4042549      0     1
## 1044 1230     85   3.87       0  0.78261  2.49      1  0.4016064      0     1
## 1045 1090     96   3.00       0  0.81667  2.39     38 15.8995819      0     1
## 1046  930    121   2.45       0  0.66071  1.18     15 12.7118645      0     1
## 1047 1300     45   2.60       0  0.75676  2.97     44 14.8148146      0     1
## 1048 1170    117   3.28       0  0.85714  1.93      4  2.0725389      0     1
## 1049 1010     12   1.75       1  0.98039  0.91     60 65.9340668      0     1
## 1050 1030     68   2.39       0  0.74576  0.73     60 82.1917801      0     1
## 1051 1020     16   3.50       0  0.88889  0.91     16 17.5824184      1     1
## 1052  910     15   2.60       0  1.16667  0.91     74 81.3186798      1     1
## 1053  900     17   1.94       0  0.87500  1.54     44 28.5714283      0     1
## 1054 1230    107   2.07       0  0.73239  5.91     51  8.6294413      0     1
## 1055  950     85   2.84       0  0.97917  6.08     35  5.7565789      0     1
## 1056 1220     79   3.92       0  0.90625  4.36      5  1.1467890      1     1
## 1057  990     16   1.62       0  0.76786  5.30    110 20.7547169      0     1
## 1058 1040     14   2.00       0  1.08000  5.43    164 30.2025776      1     1
## 1059  990     63   1.74       0  0.76786  0.50     46 92.0000000      0     1
## 1060  940     80   2.20       0  1.04348  3.73     17  4.5576406      1     1
## 1061 1120     52   2.84       0  0.75000  4.43     14  3.1602709      0     1
## 1062  980    126   2.93       0  0.75000  4.34     61 14.0552998      0     1
## 1063 1040    110   3.57       0  0.76271  3.04     14  4.6052632      1     1
## 1064 1080     80   2.57       0  1.11765  3.19     40 12.5391846      1     1
## 1065 1030     16   3.18       0  0.71667  1.85     35 18.9189186      0     1
## 1066  830     15   1.66       0  0.76596  2.43     28 11.5226336      0     1
## 1067 1080     54   2.98       0  1.07692  1.93     26 13.4715023      1     1
## 1068  860     17   2.29       0  0.79167  3.79    155 40.8970985      1     1
## 1069 1040     14   2.07       0  0.92593  5.67     97 17.1075840      0     1
## 1070  690    116   2.64       0  0.97143  1.29      9  6.9767442      1     1
## 1071 1160     17   3.64       0  0.78462  3.62      5  1.3812155      1     1
## 1072  900     48   1.75       0  0.60714  3.75    101 26.9333324      0     1
## 1073 1280     84   2.91       0  0.91045  2.13     12  5.6338029      0     1
## 1074  740     15   1.13       1  1.31250  2.32     63 27.1551723      1     1
## 1075 1010     29   1.51       0  0.83636  2.12     45 21.2264156      0     1
## 1076  900     18   3.00       0  0.73077  2.00     56 28.0000000      1     1
## 1077 1210     84   3.30       0  0.77941  1.89      5  2.6455026      1     1
## 1078  980     78   1.73       0  0.60656  3.51     53 15.0997152      0     1
## 1079  850     43   2.60       0  0.84783  5.05     69 13.6633663      1     1
## 1080 1020     40   2.77       0  0.88889  5.05     70 13.8613863      0     1
## 1081 1010     13   1.69       0  1.10417  5.10    154 30.1960793      0     1
## 1082  960     12   3.16       0  1.23256  5.10     43  8.4313726      0     1
## 1083  930     48   2.93       0  0.82353  5.05     75 14.8514853      1     1
## 1084 1130     75   2.48       0  0.85246  4.92     66 13.4146338      0     1
## 1085  950     14   2.28       0  0.86275  5.10     90 17.6470585      1     1
## 1086 1160     44   2.75       0  1.03509  5.05     33  6.5346537      1     1
## 1087  830    111   3.20       0  1.12821  4.44     96 21.6216221      1     1
## 1088 1160     16   3.31       0  0.81250  5.10     55 10.7843142      1     1
## 1089  950     17   3.41       0  0.75926  4.40     13  2.9545455      0     1
## 1090  980     74   2.37       1  0.88462  2.60     86 33.0769234      0     1
## 1091  880     17   3.05       1  0.76000  1.77     12  6.7796612      0     1
## 1092 1090     13   3.30       0  0.78689  0.56     30 53.5714302      0     1
## 1093  940     68   3.07       0  0.91837  0.10      3 30.0000000      0     1
## 1094 1120     42   2.45       0  0.86667  0.10      5 50.0000000      0     1
## 1095  930     48   2.60       0  0.69091  4.00    135 33.7500000      0     1
## 1096  970     43   3.09       0  0.97959  0.10      4 40.0000000      0     1
## 1097  930     15   1.86       0  0.66071  0.10      4 40.0000000      1     1
## 1098 1170     41   2.97       0  0.98305  0.10      2 20.0000000      1     1
## 1099 1220     18   3.38       0  0.93651  3.13      8  2.5559106      0     1
## 1100 1140     17   3.82       0  0.80952  2.21      3  1.3574661      1     1
## 1101  880     16   1.68       0  0.87234  4.55     89 19.5604401      1     1
## 1102 1130     94   1.91       0  0.79365  1.59     51 32.0754700      0     1
## 1103  880     16   1.50       0  0.79592  1.42     27 19.0140839      1     1
## 1104 1030    108   3.05       0  1.06000  1.59      7  4.4025159      1     1
## 1105 1010     13   2.00       0  1.06122  1.42     31 21.8309860      0     1
## 1106 1120     17   3.52       0  0.93103  2.81      5  1.7793595      0     1
## 1107  810     84   2.78       0  1.02500  2.38     12  5.0420170      1     1
## 1108 1160     49   3.61       0  0.96610  2.78      4  1.4388490      0     1
## 1109 1110     14   2.78       0  0.98214  2.60     63 24.2307701      1     1
## 1110 1370     73   3.23       0  0.82667  2.62     13  4.9618320      0     1
## 1111  950    114   2.62       0  0.75926  2.47     26 10.5263157      1     1
## 1112  960     92   3.03       1  0.60000  2.65     42 15.8490562      0     1
## 1113 1310     15   3.46       0  1.04688  1.68      6  3.5714285      1     1
## 1114 1030     14   0.85       0  0.77586  2.73     59 21.6117210      0     1
## 1115 1160     42   2.02       0  0.84127  3.89     36  9.2544985      0     1
## 1116 1180     15   3.06       0  0.87302  2.46     44 17.8861790      0     1
## 1117 1080     17   1.17       0  1.03774  4.04     63 15.5940590      0     1
## 1118  950     13   2.84       0  0.90000  1.59     18 11.3207550      0     1
## 1119 1170     14   3.28       0  0.74627  1.71      4  2.3391812      0     1
## 1120  790     79   2.59       0  1.07895  4.02     64 15.9203978      1     1
## 1121  940     73   2.42       0  0.84314  6.00    281 46.8333321      0     1
## 1122 1090     38   1.92       0  0.73016  6.50     71 10.9230766      0     1
## 1123 1280    101   3.39       0  0.93939  6.00     54  9.0000000      1     1
## 1124 1270    116   3.84       0  0.76389  6.00      1  0.1666667      0     1
## 1125 1090     11   2.54       0  1.13725  7.20    269 37.3611107      1     1
## 1126 1360    108   3.97       0  0.97101  4.59      1  0.2178649      1     1
## 1127 1320    119   3.21       0  0.80822  4.59     17  3.7037036      0     1
## 1128  910     15   3.06       0  0.85714  4.84    133 27.4793396      0     1
## 1129  880     40   2.07       0  0.79592  1.70     31 18.2352943      0     1
## 1130 1110     50   2.94       0  0.70769  1.26      9  7.1428571      0     1
## 1131  990     72   2.20       0  0.73684  1.61     30 18.6335411      0     1
## 1132 1250     49   4.00       0  0.76056  4.69      1  0.2132196      0     1
## 1133  770     43   2.11       0  0.79070  1.37     22 16.0583935      0     1
## 1134  890     17   2.88       0  0.81633  1.83     22 12.0218582      0     1
## 1135 1220    113   3.00       0  0.87692  1.72     15  8.7209301      0     1
## 1136 1220     84   3.21       0  0.74286  2.25      5  2.2222223      0     1
## 1137 1130     13   2.53       0  0.94828  6.63    276 41.6289597      0     1
## 1138  970     17   2.23       0  0.94000  6.63    212 31.9758663      0     1
## 1139 1230     56   3.07       0  0.75714  6.75     35  5.1851850      1     1
## 1140 1050     89   2.33       0  0.90909  5.95     59  9.9159660      1     1
## 1141 1350     48   3.85       0  0.80000  6.75      7  1.0370370      0     1
## 1142  870     44   2.22       0  0.77551  6.75    259 38.3703690      0     1
## 1143  890     50   3.36       0  0.97778  6.75     59  8.7407408      1     1
## 1144  970     15   3.80       0  0.83019  0.74      2  2.7027028      0     1
## 1145 1220     50   3.10       0  1.03333  4.22     95 22.5118484      0     1
## 1146 1040     62   3.04       0  0.57576  4.82     27  5.6016598      0     1
## 1147  920    105   2.83       1  0.73585  4.74    244 51.4767914      0     1
## 1148  940     46   2.69       0  0.88000  0.10      3 30.0000000      1     1
## 1149 1060     38   2.78       0  0.76667  1.21     18 14.8760328      1     1
## 1150  720     10   1.40       0  1.11765  1.14     31 27.1929817      1     1
## 1151  900     95   2.16       1  0.87500  1.99     52 26.1306534      0     1
## 1152  980     13   4.00       0  1.08511  0.72      2  2.7777777      1     1
## 1153 1000     14   3.07       0  0.92308  0.72      6  8.3333330      1     1
## 1154 1270     18   3.66       0  0.84058  2.10      7  3.3333333      0     1
## 1155  990     77   2.12       0  0.76786  1.96      6  3.0612245      0     1
## 1156 1000     14   2.42       0  0.63934  2.66     43 16.1654129      0     1
## 1157 1240     19   2.21       0  0.90769  4.56     56 12.2807016      0     1
## 1158  500    121   2.02       1  0.66667  4.75    145 30.5263157      0     0
## 1159 1300     80   3.38       0  0.83099  2.65      4  1.5094340      0     1
## 1160 1360     18   2.83       0  1.00000  2.41     35 14.5228214      0     1
## 1161  910     47   2.51       0  0.65455  2.29     36 15.7205238      1     1
## 1162  930    100   2.36       0  0.75472  1.39      7  5.0359712      1     1
## 1163  970    112   2.45       0  0.67241  2.25     15  6.6666665      0     1
## 1164  960     46   2.80       0  0.84615  2.35     32 13.6170216      0     1
## 1165  940     92   2.97       0  0.77358  3.35     11  3.2835820      1     1
## 1166  830     64   1.70       0  0.97619  1.92     67 34.8958321      0     1
## 1167 1120    126   2.10       0  0.96491  2.33     23  9.8712444      0     1
## 1168 1130     53   2.71       0  0.88333  1.95      4  2.0512822      0     1
## 1169  980     50   2.94       0  0.58065  2.65     17  6.4150944      0     1
## 1170  790     18   1.05       0  0.79545  2.76     68 24.6376820      0     1
## 1171 1030     48   2.79       0  0.80702  3.26     26  7.9754601      0     1
## 1172  990     82   2.86       0  0.80000  3.62     20  5.5248618      1     1
## 1173  880     50   2.94       0  0.87234  3.26     19  5.8282208      1     1
## 1174  970     96   2.28       1  0.90196  1.84     27 14.6739130      0     0
## 1175  960     46   1.73       1  0.74545  1.70     27 15.8823528      0     1
## 1176 1230     15   3.53       0  0.78261  4.81     48  9.9792099      0     1
## 1177  970     15   2.26       0  0.76364  2.85     73 25.6140347      1     1
## 1178  930     78   2.89       0  1.16279  3.16     57 18.0379753      1     1
## 1179 1110     86   3.00       0  0.94737  3.48    102 29.3103447      0     1
## 1180 1100     63   2.74       0  0.89655  3.61     99 27.4238224      0     1
## 1181 1310    116   3.66       0  0.92647  6.09     19  3.1198688      0     1
## 1182  990     83   3.10       0  0.80000  2.16      8  3.7037036      1     1
## 1183  950    117   2.97       0  0.63793  3.02      1  0.3311258      0     1
## 1184 1190    109   2.95       0  0.98333  0.79     46 58.2278481      1     1
## 1185 1120     74   2.55       0  1.07407  4.22     98 23.2227497      1     1
## 1186 1240    118   3.46       0  0.82353  4.25     37  8.7058821      0     1
## 1187 1040     13   4.00       0  0.85714  2.10     45 21.4285717      0     1
## 1188  880     61   1.60       0  1.09524  2.08    107 51.4423065      1     1
## 1189 1060     15   3.06       1  0.92727  6.57    141 21.4611874      0     1
## 1190 1010     16   2.81       0  0.65574  6.56    266 40.5487823      1     0
## 1191 1090     44   2.40       0  1.05660  3.15     38 12.0634918      1     1
## 1192 1220     74   3.21       0  0.82090  3.12      3  0.9615384      1     1
## 1193 1120     15   4.00       0  1.03636  2.78      4  1.4388490      0     1
## 1194 1160     52   3.26       0  0.78462  2.15     26 12.0930233      0     1
## 1195  950     45   3.13       0  0.97917  4.79     49 10.2296448      1     1
## 1196 1140     41   2.29       0  0.90000  2.33    107 45.9227486      0     1
## 1197 1010     44   2.45       0  0.71186  1.24     50 40.3225822      1     1
## 1198 1140     17   3.23       0  0.93220  1.45     51 35.1724129      1     1
## 1199 1140     14   3.07       1  0.62857  3.48     32  9.1954021      0     1
## 1200  910     13   2.53       0  1.21951  2.85     52 18.2456131      0     1
## 1201 1040     49   3.44       0  0.73333  5.36     28  5.2238808      1     1
## 1202 1300     51   3.05       0  0.96970  1.05      1  0.9523810      1     1
## 1203 1130     17   3.17       0  0.88333  1.42     35 24.6478882      1     1
## 1204 1200     46   2.67       0  0.73913  1.24     15 12.0967741      0     1
## 1205 1170     17   3.82       0  0.80000  1.30      6  4.6153846      0     1
## 1206  910     11   4.00       0  0.59649  4.26    156 36.6197166      0     1
## 1207 1010     12   1.91       1  0.77193  2.39     43 17.9916325      0     1
## 1208  850     15   3.73       0  0.77083  2.82     37 13.1205673      0     1
## 1209 1000     63   3.14       0  0.72414  1.39     12  8.6330938      1     1
## 1210  970     15   2.73       0  1.02083  3.16    173 54.7468338      0     1
## 1211 1200     15   3.26       0  0.84615  3.19     91 28.5266457      0     1
## 1212  930     82   2.92       0  1.06667  2.68     50 18.6567173      1     1
## 1213 1160     18   3.05       0  0.75758  0.52      5  9.6153851      1     1
## 1214  870     45   2.80       0  0.67308  2.14      7  3.2710280      1     1
## 1215  980     45   2.66       0  0.58065  3.77    151 40.0530510      0     1
## 1216 1260     76   3.47       0  0.82609  0.87     11 12.6436777      0     1
## 1217  910     84   3.52       0  0.82000  4.31      8  1.8561485      1     1
## 1218 1010     53   2.26       0  1.10417  1.97     18  9.1370554      0     1
## 1219 1020     13   1.30       0  1.12500  1.35     60 44.4444427      0     1
## 1220  910     15   2.86       1  0.68519  3.48    177 50.8620682      0     1
## 1221 1160     47   3.12       0  0.78462  4.63     32  6.9114470      0     1
## 1222  860     16   2.62       0  1.00000  1.96     35 17.8571434      0     1
## 1223  920    112   3.85       0  1.04444  2.30     20  8.6956520      0     1
## 1224  960     15   1.26       0  0.81132  1.09     52 47.7064209      1     1
## 1225  760     74   2.35       0  0.94872  1.73     47 27.1676292      1     1
## 1226 1000     16   2.00       0  0.88679  4.89     98 20.0408993      0     1
## 1227  820    113   3.12       1  1.10256  0.94     43 45.7446823      0     1
## 1228 1000     15   1.60       0  0.92308  2.96     64 21.6216221      1     1
## 1229 1300     78   3.17       0  0.73333  2.46     80 32.5203247      0     1
## 1230 1140     17   4.00       0  0.80952  2.49      1  0.4016064      0     1
## 1231 1190     44   2.97       0  0.83077  3.03     22  7.2607260      1     1
## 1232  710     12   2.91       0  1.08824  1.69     16  9.4674559      1     1
## 1233 1080    105   2.40       0  0.68750  2.88     81 28.1250000      0     1
## 1234 1330     61   3.00       0  0.77333  4.79     20  4.1753654      0     1
## 1235 1120     47   3.46       0  1.15385  6.58     88 13.3738604      1     1
## 1236  920     86   2.82       0  0.80392  6.18    123 19.9029121      1     1
## 1237  920    110   3.15       0  0.58621  4.07     29  7.1253071      1     1
## 1238 1060    120   2.61       0  1.12000  4.39     32  7.2892938      1     1
## 1239  940     45   2.04       1  0.91837  1.79     49 27.3743019      0     1
## 1240  720     12   1.00       1  0.71429  8.50    290 34.1176453      0     1
## 1241 1130    116   2.94       0  0.79365  0.78     56 71.7948685      0     1
## 1242 1070     52   3.94       0  0.78333  4.35     25  5.7471266      0     1
## 1243 1050     13   1.92       0  0.84211  4.58     86 18.7772923      1     1
## 1244  970     13   3.07       0  0.97959  1.90     37 19.4736843      0     1
## 1245 1130     17   2.35       0  0.82258  6.09     82 13.4646959      1     1
## 1246  910     80   2.45       0  1.11628  2.95     20  6.7796612      1     1
## 1247 1180     15   2.20       0  1.00000  7.37    165 22.3880596      1     1
## 1248  670    118   2.02       1  0.91429  3.15    231 73.3333359      0     0
## 1249 1180     16   2.00       0  0.81538  1.64     25 15.2439022      0     1
## 1250 1310     81   3.34       0  0.81944  1.93      1  0.5181347      0     1
## 1251 1020     79   2.98       0  0.82143  4.08     64 15.6862745      1     1
## 1252 1210     17   3.64       0  0.75362  4.86     60 12.3456793      0     1
## 1253 1070    114   3.23       0  0.84483  4.61     77 16.7028198      1     1
## 1254 1020     51   3.47       1  1.08163  4.68     75 16.0256405      1     1
## 1255  880    111   2.72       0  0.76000  4.35     96 22.0689659      1     1
## 1256 1140     14   3.78       0  1.00000  0.90      4  4.4444447      1     1
## 1257  920     43   2.02       0  1.13953  3.86     91 23.5751305      1     1
## 1258 1100     17   3.29       0  0.89655  2.11     13  6.1611376      0     1
## 1259 1040     73   2.50       1  0.79310  2.92     85 29.1095886      0     1
## 1260 1150     78   2.47       0  0.69118  5.01     73 14.5708580      0     1
## 1261  940     17   1.94       0  0.95833  4.67    100 21.4132767      1     1
## 1262  870     81   2.00       0  0.67308  0.39     28 71.7948685      1     1
## 1263 1110    109   2.90       0  1.09434  4.91     71 14.4602852      1     1
## 1264 1070     48   1.97       0  0.84483  6.09     71 11.6584568      1     1
## 1265 1050    126   3.46       0  0.84211  1.65     35 21.2121220      0     1
## 1266 1140     86   3.39       0  0.93220  1.24     16 12.9032259      1     1
## 1267 1250    101   2.45       0  0.81159  2.46     62 25.2032528      0     1
## 1268  890     12   2.00       0  1.17073  1.50    104 69.3333359      1     1
## 1269  990     55   3.36       0  1.15217  1.45     13  8.9655170      0     1
## 1270 1100     82   2.92       0  0.74603  1.86     37 19.8924732      0     1
## 1271 1070     15   3.93       0  0.81356  2.19     17  7.7625570      0     1
## 1272  990     89   2.55       0  0.94118  1.52     58 38.1578941      1     1
## 1273 1210     17   2.82       0  0.75362  2.58     24  9.3023252      0     1
## 1274 1150     17   3.00       0  0.71642  2.49     36 14.4578314      0     1
## 1275 1060     49   3.61       0  0.89286  2.33     12  5.1502147      1     1
## 1276 1090     14   2.71       0  0.67692  3.09     92 29.7734623      0     1
## 1277 1030     97   2.01       1  0.68852  3.84    129 33.5937500      0     1
## 1278 1090    110   2.75       0  0.78689  6.93    195 28.1385288      0     1
## 1279  990     66   2.60       0  0.73684  1.56     26 16.6666660      0     1
## 1280 1020     17   2.52       0  0.78947  5.62    230 40.9252663      1     1
## 1281 1100     75   2.34       0  0.83333  2.76     98 35.5072479      0     1
## 1282 1110     42   1.92       0  0.81967  5.19    233 44.8940277      0     1
## 1283 1040     14   1.85       0  0.79310  5.54    202 36.4620934      1     1
## 1284 1120     17   3.41       0  0.86667  3.38     54 15.9763317      0     1
## 1285  890     18   1.44       0  1.22500  0.10      9 90.0000000      1     0
## 1286  900     78   2.07       0  0.87500  1.69     24 14.2011833      1     1
## 1287 1110     44   3.13       0  0.91379  5.01     93 18.5628738      1     1
## 1288  740    118   2.98       0  0.94737  1.54     40 25.9740257      0     1
## 1289 1010     48   2.56       0  0.74138  3.36    116 34.5238113      0     1
## 1290 1090     13   2.15       0  0.70313  3.33    155 46.5465469      0     1
## 1291  950     13   3.53       0  0.79245  3.33     28  8.4084082      1     1
## 1292 1080     46   2.04       0  1.16000  0.79     42 53.1645584      1     1
## 1293 1070     16   2.18       0  0.64615  8.62    419 48.6078873      0     1
## 1294 1200     50   2.82       0  0.73913  0.73     24 32.8767128      0     1
## 1295 1090     50   2.34       0  0.91228  3.60    170 47.2222214      1     1
## 1296  910     15   3.00       0  0.78431  3.23    122 37.7708969      1     1
## 1297 1020     62   2.96       0  1.12500  4.38    191 43.6073074      1     1
## 1298 1030     44   2.22       0  0.87273  3.50    136 38.8571434      1     1
## 1299  880     71   2.49       1  0.95556  3.70    165 44.5945930      0     1
## 1300 1080    119   2.68       0  0.83051  2.40     54 22.5000000      0     1
## 1301  890     44   2.68       0  0.85417  3.73    146 39.1420898      1     1
## 1302 1060     43   2.88       0  0.68254  3.73     73 19.5710449      1     1
## 1303 1190    121   3.90       0  0.75000  3.89      1  0.2570694      1     1
## 1304  880     49   2.83       0  0.87234  3.73    130 34.8525467      1     1
## 1305  990     43   3.37       0  0.73684  3.73     65 17.4262733      0     1
## 1306 1040     50   1.94       0  0.70492  3.73    192 51.4745293      0     1
## 1307  920    110   2.83       0  1.00000  5.06    140 27.6679840      1     1
## 1308 1070     14   2.57       0  0.81356  4.69    177 37.7398720      0     1
## 1309 1100     16   2.81       0  0.77419  6.40    189 29.5312500      0     1
## 1310 1200     49   3.57       0  0.73913  6.41     36  5.6162248      0     1
## 1311 1180     81   3.32       0  0.84375  6.49     49  7.5500770      0     1
## 1312 1020     17   3.05       0  1.04000  1.90     32 16.8421059      1     1
## 1313 1110     41   2.97       1  0.73438  6.09     17  2.7914615      0     1
## 1314 1040     85   3.04       0  0.85714  1.65     13  7.8787880      0     1
## 1315 1190     86   3.84       0  0.75000  1.14      3  2.6315789      0     1
## 1316 1010     16   2.25       0  0.62903  3.21    102 31.7757015      0     1
## 1317 1250     47   3.85       0  0.89394  1.41      5  3.5460992      1     1
## 1318 1200     18   3.44       0  0.84615  1.12     14 12.5000000      0     1
## 1319 1100     82   2.63       0  0.86441  5.11     61 11.9373779      1     1
## 1320  990     15   2.66       0  1.20000  2.78     75 26.9784164      1     1
## 1321 1060     49   2.36       0  1.03846  3.16    106 33.5443039      1     1
## 1322 1050     16   3.56       0  0.98113  2.78     67 24.1007195      1     1
## 1323  910     16   3.18       0  0.68519  2.78     28 10.0719423      0     1
## 1324  950     45   3.08       0  0.69643  3.16     65 20.5696201      0     1
## 1325 1040     41   1.95       0  0.92593  2.46    107 43.4959335      1     1
## 1326 1100     17   2.76       0  1.50000  4.89    113 23.1083851      1     1
## 1327  930     16   2.68       0  0.60345  3.73    111 29.7587128      0     1
## 1328 1000     82   2.81       0  0.66667  3.35    105 31.3432827      1     1
## 1329  920    124   3.46       0  0.95745  1.52     21 13.8157892      0     1
## 1330 1120     14   2.21       0  1.00000  0.96     52 54.1666679      0     1
## 1331 1190     74   2.14       0  0.83077  2.64     33 12.5000000      0     1
## 1332 1200     78   2.71       0  0.93548  1.19     54 45.3781509      1     1
## 1333 1010     39   2.35       1  0.77193  7.71    129 16.7315178      0     1
## 1334 1190     54   2.79       0  0.98333  2.03     20  9.8522167      0     1
## 1335  930     49   2.67       0  1.11364  1.84     57 30.9782600      0     1
## 1336 1220     15   1.86       0  0.69444  2.21    150 67.8733063      0     1
## 1337 1000     17   2.35       0  0.85185  0.10      1 10.0000000      1     1
## 1338  810     13   1.00       0  0.80000  2.26     26 11.5044250      0     0
## 1339 1210     17   3.23       0  0.83333  2.26      5  2.2123895      0     1
## 1340  920     53   3.09       0  0.87755  2.09     26 12.4401913      1     1
## 1341  670     97   2.12       0  0.76316  1.52      6  3.9473684      1     0
## 1342  960    112   3.47       0  1.13333  1.52      9  5.9210525      1     1
## 1343  820     19   2.57       0  1.21622  1.66     26 15.6626511      1     0
## 1344  910     81   2.60       0  1.21951  1.58     31 19.6202526      0     1
## 1345  720    121   2.59       0  1.00000  1.52     14  9.2105265      1     0
## 1346  900     90   2.22       0  1.04545  1.58      7  4.4303799      1     0
## 1347 1040    115   2.84       0  0.79310  1.52     21 13.8157892      0     1
## 1348  740    104   3.02       0  0.76190  1.52      9  5.9210525      1     1
## 1349 1220    109   2.58       0  0.93651  1.52      1  0.6578947      1     1
## 1350  850     17   2.35       0  0.88889  1.66     34 20.4819279      0     1
## 1351  710     15   2.73       0  0.73171  1.66     20 12.0481930      0     1
## 1352 1430     17   3.76       0  0.93243  1.66      1  0.6024097      0     1
## 1353  880     15   2.66       0  1.04651  0.20      9 45.0000000      1     1
## 1354 1130     48   4.00       0  1.09259  0.29      2  6.8965516      1     1
## 1355 1000     14   2.42       1  0.88679  0.20     11 55.0000000      0     1
## 1356 1010     99   2.92       0  0.87037  2.90     19  6.5517240      0     1
## 1357 1390    123   2.77       0  0.85333  2.90      2  0.6896552      0     1
## 1358 1020     87   3.05       0  0.78947  3.22     68 21.1180115      0     1
## 1359  880    110   2.71       0  0.79592  2.90     45 15.5172415      0     1
## 1360 1030     14   1.92       0  0.87273  2.15     33 15.3488369      0     1
## 1361 1000     67   2.32       0  0.92308  2.70     40 14.8148146      0     1
## 1362  880     16   3.37       0  0.69231  2.15     41 19.0697670      0     1
## 1363 1170     53   3.81       0  0.77273  2.75      3  1.0909091      0     1
## 1364 1280    124   3.92       0  0.75342  2.90      4  1.3793104      1     1
## 1365  820    119   2.54       0  1.34286  2.90     20  6.8965516      1     1
## 1366 1190    111   3.61       0  0.83077  2.90      7  2.4137931      1     1
## 1367  790     17   2.05       1  0.88095  2.35     90 38.2978706      0     0
## 1368 1070     49   2.93       0  0.72581  2.75     61 22.1818180      0     1
## 1369 1110     17   3.11       0  0.76190  2.15     75 34.8837204      0     1
## 1370  980    117   2.98       0  1.04167  5.75     65 11.3043480      1     1
## 1371 1270     16   3.62       0  0.81429  2.15     23 10.6976748      0     1
## 1372 1090     49   2.67       0  0.57971  2.75     19  6.9090910      0     1
## 1373  990    105   1.87       0  0.98000  2.90     40 13.7931032      0     1
## 1374 1000     15   2.13       0  0.75439  2.62     35 13.3587790      0     1
## 1375 1060     17   2.58       0  0.76667  2.62     30 11.4503813      1     0
## 1376 1090     17   3.41       0  0.73016  2.53     24  9.4861660      1     1
## 1377 1080     74   2.50       0  0.77049  2.36     42 17.7966099      0     1
## 1378  920     16   3.43       0  0.91667  2.53     23  9.0909090      1     1
## 1379 1430     53   3.94       0  1.01408  2.24      2  0.8928571      0     1
## 1380 1320     82   3.63       0  0.71429  2.36      1  0.4237288      1     1
## 1381 1040     16   2.06       0  0.92593  2.53     31 12.2529640      1     1
## 1382  950     17   2.82       0  1.02128  2.36     80 33.8983040      1     1
## 1383  970    113   2.69       0  1.15556  2.22     34 15.3153152      0     1
## 1384 1090     60   3.03       0  0.84746  2.36     27 11.4406776      1     1
## 1385  980     96   3.65       0  0.81481  2.22      9  4.0540543      1     1
## 1386 1080     16   3.00       0  0.74194  2.53     28 11.0671940      1     1
## 1387  860    108   2.74       0  1.04762  0.14      6 42.8571434      1     1
## 1388  910     14   2.64       0  1.11628  0.26      5 19.2307701      1     1
## 1389 1010     22   3.18       0  0.87037  0.26      7 26.9230766      0     1
## 1390 1010     47   1.59       0  0.57813  2.80    107 38.2142868      0     1
## 1391 1120     42   2.73       0  0.83607  2.80      5  1.7857143      0     1
## 1392  950    117   3.11       0  0.79245  2.80     17  6.0714288      1     1
## 1393  780     76   3.67       0  0.73333  2.80     36 12.8571424      1     0
## 1394 1130     81   3.37       0  0.76563  2.80     16  5.7142859      1     0
## 1395  940     10   2.20       0  0.74074  3.40     53 15.5882349      1     1
## 1396 1020     44   3.18       0  0.82143  2.80     20  7.1428571      1     1
## 1397 1020    108   2.75       0  0.75862  2.80     36 12.8571424      1     1
## 1398  890     76   3.36       0  1.22500  2.80     18  6.4285712      1     1
## 1399 1070     13   1.92       0  1.18367  3.40    108 31.7647057      0     1
## 1400  850    123   2.57       0  0.70000  2.80     52 18.5714283      0     1
## 1401 1330     50   3.64       0  0.84722  2.80     10  3.5714285      0     1
## 1402  890     12   2.75       0  0.93478  2.80     87 31.0714283      1     1
## 1403 1080     12   3.16       0  0.80000  3.40      9  2.6470587      0     1
## 1404  950     51   2.62       0  0.86275  2.80     74 26.4285717      1     1
## 1405 1230     50   3.88       0  1.05000  2.80      1  0.3571429      1     1
## 1406  870     20   2.65       0  1.23077  3.40    152 44.7058830      0     1
## 1407 1290     78   2.52       0  1.08065  2.80     62 22.1428566      0     1
## 1408 1120     48   2.45       0  0.75000  2.80     14  5.0000000      0     1
## 1409 1220     77   3.02       0  0.76812  2.80      6  2.1428571      1     1
## 1410  790     43   2.32       0  0.83721  2.80     44 15.7142859      1     1
## 1411 1200     47   4.00       0  0.79104  2.80      1  0.3571429      1     1
## 1412  890     18   1.55       0  0.74510  3.40     88 25.8823528      1     1
## 1413 1060     17   3.23       0  0.85965  3.40     23  6.7647057      0     1
## 1414 1080    123   3.04       0  0.86207  2.80     18  6.4285712      1     1
## 1415 1050     48   3.16       0  0.98113  2.80     41 14.6428576      0     1
## 1416  850     77   2.28       0  0.88889  2.80     61 21.7857151      1     1
## 1417  740     97   1.95       1  0.60870  2.80    149 53.2142868      0     0
## 1418  920    114   2.14       0  0.73585  2.80     31 11.0714283      1     1
## 1419 1120     15   1.13       0  0.89831  3.40     56 16.4705887      0     1
## 1420 1050     16   3.00       0  0.98113  3.40     20  5.8823528      1     1
## 1421 1360     18   2.77       0  0.94286  3.40     27  7.9411764      0     1
## 1422 1230     44   1.93       0  0.80882  2.80     17  6.0714288      1     1
## 1423  890     83   2.56       0  0.93478  2.80     44 15.7142859      1     1
## 1424  940    127   1.96       0  1.23810  2.80     50 17.8571434      1     1
## 1425 1020     45   2.42       0  0.88889  2.80     95 33.9285698      0     1
## 1426  980     13   2.00       0  0.88462  3.40    109 32.0588226      0     1
## 1427 1050     16   2.12       0  0.66667  3.40     43 12.6470585      0     1
## 1428 1000     14   2.50       0  0.88679  3.40     28  8.2352943      1     1
## 1429  940     45   2.66       0  0.59322  2.80     26  9.2857141      0     1
## 1430 1110     10   2.60       0  0.94737  3.40     25  7.3529410      1     1
## 1431 1080     86   2.18       0  0.83051  2.80     46 16.4285717      0     1
## 1432  850     21   1.85       0  0.77083  2.80     95 33.9285698      1     1
## 1433  920     88   1.84       0  0.64286  2.80     84 30.0000000      0     1
## 1434  970     50   3.32       0  0.64407  2.80     25  8.9285717      1     1
## 1435 1030    118   2.82       0  1.06000  2.80     28 10.0000000      0     1
## 1436  820     47   2.12       0  1.21622  2.80     65 23.2142849      1     1
## 1437  800     11   1.00       0  0.95122  3.40     71 20.8823528      0     0
## 1438  910     82   2.89       0  0.85714  2.80     71 25.3571434      1     1
## 1439 1040     16   2.81       0  0.92593  3.40     30  8.8235292      1     1
## 1440  960     48   1.68       0  0.68421  1.68      5  2.9761906      1     1
## 1441  960     17   2.05       0  1.00000  1.57      9  5.7324839      1     1
## 1442 1110     48   2.64       0  1.01818  0.28     16 57.1428566      0     1
## 1443 1190     78   2.73       0  0.83077  2.95     23  7.7966104      1     1
## 1444 1090     16   3.06       0  1.42222  2.51     33 13.1474104      1     1
## 1445  780     71   2.38       1  0.81395  2.74    118 43.0656929      0     1
## 1446 1110     67   3.00       0  0.88136  2.95      9  3.0508475      0     1
## 1447  980     95   2.21       0  0.84906  2.74     13  4.7445254      1     1
## 1448  840     88   2.36       0  0.95349  2.95     19  6.4406781      1     1
## 1449  930     16   1.31       0  0.89796  2.51     22  8.7649403      1     1
## 1450  840     44   2.27       1  1.21053  2.12     75 35.3773575      0     1
## 1451 1090     52   1.84       0  0.84746  2.12    107 50.4716988      0     1
## 1452 1030     41   2.21       0  0.87273  2.12     70 33.0188675      0     1
## 1453  770     15   2.26       0  0.87805  2.51     24  9.5617533      1     1
## 1454 1280     45   4.00       0  0.91045  2.12      1  0.4716981      0     1
## 1455  930     29   2.03       0  0.75472  2.12     25 11.7924528      0     1
## 1456 1000     87   2.36       0  0.85185  2.95     53 17.9661026      1     1
## 1457  870     13   1.30       0  1.07143  2.51     36 14.3426294      1     1
## 1458 1070     47   2.27       0  1.05769  2.95     13  4.4067798      0     1
## 1459  910     52   2.92       0  1.11628  2.12      7  3.3018868      1     1
## 1460 1040     81   2.82       0  0.89091  2.95     39 13.2203388      0     1
## 1461  910    108   1.89       0  0.78431  2.74     32 11.6788321      0     1
## 1462 1110    114   3.37       0  0.79032  2.74      5  1.8248175      1     1
## 1463  950     81   2.70       0  0.97917  2.95     40 13.5593224      1     1
## 1464  940     14   2.85       0  0.88000  2.51     37 14.7410355      1     1
## 1465 1170    100   3.43       0  0.82813  2.74     15  5.4744525      0     1
## 1466  860     78   2.23       0  0.95455  2.95     27  9.1525421      1     1
## 1467 1020     16   3.31       0  0.78947  2.51     78 31.0756969      0     1
## 1468  930     42   1.90       0  0.82353  2.12     24 11.3207550      1     1
## 1469  860     12   0.25       0  0.72000  2.51     35 13.9442234      1     1
## 1470 1190     42   3.47       0  0.70000  2.12      6  2.8301888      0     1
## 1471  950     13   2.53       0  1.02128  2.51     34 13.5458164      0     1
## 1472  930     80   2.27       0  0.72222  2.95     56 18.9830513      1     1
## 1473 1190    106   3.42       0  0.77612  2.74      1  0.3649635      0     1
## 1474 1070     46   2.26       0  0.81356  2.12     85 40.0943413      0     1
## 1475 1120     14   3.71       0  0.89831  1.36      1  0.7352941      1     0
## 1476 1070     17   3.05       0  0.78333  1.36     12  8.8235292      0     1
## 1477  920     14   2.50       0  1.09091  1.36      4  2.9411764      1     0
## 1478 1200     17   3.82       0  1.06897  0.77      3  3.8961039      1     1
## 1479 1060     92   2.10       0  0.92727  0.77      3  3.8961039      1     1
## 1480 1070    115   3.10       0  0.98148  0.77      4  5.1948051      1     1
## 1481 1150     49   3.53       0  0.71642  0.80      1  1.2500000      1     1
## 1482 1000     16   3.81       0  0.88679  1.40      6  4.2857141      1     1
## 1483 1240     15   2.53       0  0.72222  1.40     10  7.1428571      0     1
## 1484 1000     42   2.69       0  0.78571  1.12     11  9.8214283      0     1
## 1485 1190     41   2.07       0  0.91935  1.12     12 10.7142859      0     1
## 1486 1060    100   3.11       0  0.82759  1.43      1  0.6993007      0     0
## 1487 1180     17   3.58       0  0.90323  1.23      2  1.6260163      1     1
## 1488  920     17   1.94       0  0.73585  1.23     20 16.2601624      0     1
## 1489 1030     44   2.43       0  0.94340  1.18      8  6.7796612      0     1
## 1490 1080     17   2.88       0  0.89474  1.26      8  6.3492064      1     0
## 1491 1110     63   3.09       0  0.81967  1.18      3  2.5423729      1     1
## 1492 1200     17   4.00       0  0.79104  1.23      1  0.8130081      0     1
## 1493  980     47   2.02       0  0.75000  1.18     27 22.8813553      0     1
## 1494  840     85   2.27       0  0.95349  1.18     27 22.8813553      1     1
## 1495 1060     40   3.45       0  0.73770  1.18      7  5.9322033      1     1
## 1496 1230     79   3.60       0  1.01639  1.18      1  0.8474576      1     1
## 1497  980     42   2.28       0  0.81481  1.18     14 11.8644066      1     1
## 1498  870     55   1.87       0  0.77551  1.57     16 10.1910830      0     1
## 1499 1340     47   3.48       0  0.86111  1.57      1  0.6369427      0     1
## 1500  890     16   3.12       0  0.89362  1.47      6  4.0816326      1     1
## 1501  870    113   2.67       0  0.89130  1.75     56 32.0000000      0     1
## 1502 1080     17   2.17       0  0.77049  1.46     36 24.6575336      0     1
## 1503  940     15   2.66       0  0.91837  1.47     11  7.4829931      1     1
## 1504 1230     17   3.58       0  0.83582  1.54      1  0.6493506      0     1
## 1505 1050     17   2.17       0  0.75000  1.47      7  4.7619047      0     0
## 1506 1040     16   3.06       0  0.76271  1.47     19 12.9251699      0     1
## 1507  990    118   2.31       0  0.76786  1.75     19 10.8571424      1     1
## 1508 1050     17   1.88       0  0.84211  1.47     18 12.2448978      1     1
## 1509 1020     84   3.47       0  0.88889  1.63     16  9.8159513      1     1
## 1510 1030     85   3.90       0  0.68852  1.63      1  0.6134970      1     1
## 1511  830     48   2.33       0  0.84444  1.57     21 13.3757963      1     1
## 1512 1180     45   3.04       0  0.84375  1.57      6  3.8216560      0     1
## 1513 1020     16   2.06       0  0.78947  0.22      7 31.8181820      0     1
## 1514  890     11   1.72       0  1.02273  0.22     16 72.7272720      0     1
## 1515  990     77   3.59       0  1.20000  0.34      4 11.7647057      1     1
## 1516 1260    104   2.73       0  0.75000  2.23      8  3.5874438      0     1
## 1517  970     47   2.95       0  0.70175  2.01      1  0.4975124      1     1
## 1518  710     13   1.76       0  0.86842  2.00     29 14.5000000      1     0
## 1519  810    105   2.00       0  0.68750  2.23     10  4.4843049      0     1
## 1520  920     14   1.57       0  0.95745  2.00     13  6.5000000      1     1
## 1521  930     16   2.50       0  0.89796  2.00     83 41.5000000      0     1
## 1522 1310     17   2.70       0  0.70130  2.00     52 26.0000000      0     1
## 1523 1260     51   2.01       0  1.00000  2.01      4  1.9900497      0     1
## 1524 1170     77   2.24       0  1.01724  2.03      6  2.9556651      0     1
## 1525 1060    114   3.26       0  0.82759  2.03      4  1.9704434      1     1
## 1526 1270     55   1.72       0  1.04839  1.83      7  3.8251367      0     1
## 1527  980     54   1.75       0  1.17778  1.83     67 36.6120224      0     1
## 1528 1210     17   4.00       0  0.75362  2.58      2  0.7751938      0     1
## 1529  880     12   2.00       0  0.91304  2.58     65 25.1937981      0     1
## 1530 1260     43   2.81       0  0.80000  1.83      4  2.1857924      0     1
## 1531 1030     48   2.58       0  0.83929  1.83     22 12.0218582      0     1
## 1532 1060     18   3.05       0  0.68254  2.58     18  6.9767442      0     1
## 1533  900     49   2.57       0  0.91489  1.83     20 10.9289618      0     1
## 1534 1030     44   2.06       0  0.98077  1.83     23 12.5683060      0     1
## 1535  670     93   2.05       0  0.97059  2.33     81 34.7639503      0     1
## 1536 1060     12   2.08       0  1.12000  2.58     35 13.5658913      0     1
## 1537 1070     53   3.41       0  0.98148  1.83      2  1.0928962      1     1
## 1538 1070     86   2.90       0  0.72581  2.03      4  1.9704434      1     1
## 1539  800     11   1.72       0  0.77778  2.58     53 20.5426350      0     1
## 1540 1180     20   2.95       0  0.96667  2.58     37 14.3410854      0     1
## 1541  930     15   2.26       0  0.78846  2.58     43 16.6666660      1     1
## 1542  860     16   2.43       0  1.38889  2.58     45 17.4418602      1     1
## 1543  930     18   3.66       0  0.78846  2.58      5  1.9379845      1     1
## 1544 1060     17   2.76       0  0.76667  1.88      2  1.0638298      1     0
## 1545  810    108   2.69       0  1.02500  2.00     12  6.0000000      1     0
## 1546 1280     53   2.73       0  1.06452  0.19      2 10.5263157      0     1
## 1547 1050     40   2.10       0  0.94444  0.21     14 66.6666641      1     1
## 1548  770     45   3.24       0  0.67391  0.48      7 14.5833330      0     1
## 1549  950     54   2.88       0  1.15909  0.49      1  2.0408163      1     1
## 1550  870     10   2.50       0  0.85106  1.31      7  5.3435116      0     0
## 1551  750     38   2.34       0  0.87500  0.79      2  2.5316455      1     0
## 1552  870     13   3.30       0  0.77551  0.40      4 10.0000000      1     1
## 1553  880     14   3.14       0  0.76000  0.40      5 12.5000000      0     1
## 1554  920    105   2.21       0  0.73585  0.37     16 43.2432442      0     1
## 1555  810     14   2.71       0  0.88372  0.40      8 20.0000000      0     1
## 1556  890     47   2.46       0  0.89362  0.45      8 17.7777786      0     1
## 1557 1020     14   1.71       0  0.70000  0.40      2  5.0000000      0     1
## 1558 1110    109   2.42       0  1.09434  0.94      7  7.4468083      0     1
## 1559  610     41   2.14       1  0.84848  0.97     61 62.8865967      0     0
## 1560  960     61   2.81       0  1.08696  0.94      4  4.2553191      0     1
## 1561  920     12   1.66       0  0.70370  0.86     39 45.3488388      0     1
## 1562  870     15   2.20       0  0.77551  0.86     16 18.6046505      0     0
## 1563 1150     48   2.27       0  0.98276  0.73     10 13.6986303      0     1
## 1564 1370     48   2.72       0  1.14063  0.73      2  2.7397261      0     1
## 1565 1020     12   2.83       0  0.96154  0.30      2  6.6666665      0     1
## 1566  960     15   1.40       0  0.81132  0.30      7 23.3333340      0     1
## 1567 1200     10   1.50       0  1.26415  0.30      6 20.0000000      1     1
## 1568  970     92   2.55       0  0.86538  1.96     24 12.2448978      1     1
## 1569 1010     17   2.41       0  0.83636  2.37     32 13.5021095      0     1
## 1570 1210     17   2.82       0  0.86154  2.37      7  2.9535866      0     1
## 1571 1050     16   3.18       0  0.75000  2.37      9  3.7974684      1     1
## 1572  990     17   2.47       0  0.73684  2.37     14  5.9071732      1     1
## 1573 1050    122   2.84       0  1.10000  1.92     25 13.0208330      1     1
## 1574 1000     38   1.94       0  0.78571  1.70     11  6.4705882      0     1
## 1575  960    118   1.99       0  1.18182  1.90     61 32.1052628      0     1
## 1576 1130     16   3.06       0  0.91525  2.37     20  8.4388189      1     1
## 1577 1040    116   3.24       0  1.00000  0.14      2 14.2857141      0     1
## 1578 1000    137   3.58       0  0.85185  0.14      1  7.1428571      1     1
## 1579 1140     17   3.47       0  0.83871  0.10      2 20.0000000      0     1
## 1580  710     51   2.31       0  0.86842  0.28      4 14.2857141      0     0
## 1581 1290     18   4.00       0  0.81690  0.44      1  2.2727273      1     1
## 1582 1240    103   3.13       0  0.74648  1.84      3  1.6304348      0     1
## 1583 1000     13   2.23       0  0.63934  1.63      5  3.0674846      0     1
## 1584  890     79   2.48       0  0.93478  0.66      3  4.5454545      0     1
## 1585 1020     14   2.35       0  1.04000  0.56      6 10.7142859      1     1
## 1586 1010    113   2.32       0  0.98039  2.56     21  8.2031250      1     1
## 1587 1040     81   3.02       0  0.96226  3.17     14  4.4164038      1     1
## 1588 1010     16   2.37       0  0.83636  2.95     78 26.4406776      0     1
## 1589 1050     49   3.02       0  0.81034  2.66     10  3.7593985      0     1
## 1590  910     13   2.69       0  1.11628  2.95     37 12.5423727      1     1
## 1591 1000     92   2.30       0  1.00000  2.56     41 16.0156250      1     1
## 1592  990     20   2.95       0  0.94118  2.95    105 35.5932198      0     1
## 1593  920     77   2.84       0  0.76923  3.17     63 19.8738174      0     1
## 1594 1060     54   2.25       0  0.76667  2.66      7  2.6315789      0     0
## 1595  830     20   2.05       0  0.93023  2.95    130 44.0677948      1     1
## 1596  990     54   3.53       0  0.83333  2.66      8  3.0075188      0     1
## 1597 1320     92   3.55       0  0.97015  2.56     10  3.9062500      0     1
## 1598 1100     13   3.00       0  0.96429  3.19      6  1.8808777      0     1
## 1599 1090     15   3.73       0  0.81667  2.95      3  1.0169492      1     1
## 1600  760     12   2.08       1  0.90000  2.95    140 47.4576263      0     1
## 1601  980     48   2.10       0  0.68966  3.01     47 15.6146183      0     1
## 1602 1020     17   2.47       0  0.78947  2.95     69 23.3898296      1     1
## 1603 1010    109   1.90       0  1.29545  2.56     47 18.3593750      0     1
## 1604  890     49   3.16       0  0.61818  2.66     14  5.2631578      0     1
## 1605 1030     77   2.32       0  0.63492  5.70    108 18.9473686      1     1
## 1606 1170     91   3.75       0  0.88710  3.17     34 10.7255516      0     1
## 1607  720     45   2.88       0  1.00000  3.17     30  9.4637222      1     1
## 1608 1170     59   3.37       0  0.80000  2.68     45 16.7910442      0     1
## 1609  890     15   1.66       0  0.89362  3.16    108 34.1772156      1     1
## 1610  910     13   2.30       0  0.85714  3.16     95 30.0632915      0     1
## 1611 1000     40   2.65       0  0.69492  3.20     47 14.6875000      1     1
## 1612  900     48   1.81       0  1.14286  3.20     83 25.9375000      1     1
## 1613 1050     42   3.76       0  1.01923  3.20     16  5.0000000      1     1
## 1614 1050     16   3.37       1  0.84211  3.16     18  5.6962028      0     0
## 1615  730     88   3.25       0  0.65909  2.68     40 14.9253731      0     1
## 1616 1080     16   0.75       0  0.92857  3.16     84 26.5822792      0     1
## 1617 1090     16   2.18       0  1.01852  3.16     39 12.3417721      1     1
## 1618 1230     51   3.60       0  0.75714  3.20     13  4.0625000      0     1
## 1619 1070     13   2.84       0  0.94545  3.16     15  4.7468352      0     1
## 1620 1230     44   2.77       0  0.92188  3.20      9  2.8125000      1     1
## 1621  940     10   0.80       0  0.91837  3.16    157 49.6835442      0     1
## 1622  920     11   2.36       0  1.09091  3.16     51 16.1392403      1     1
## 1623 1450     18   3.77       0  1.07143  3.32     10  3.0120482      0     1
## 1624 1060     46   3.00       0  0.85965  3.20     46 14.3750000      0     1
## 1625  970     15   2.40       0  0.79630  2.37     99 41.7721519      0     1
## 1626 1160     71   4.00       0  0.96610  2.03      5  2.4630542      1     1
## 1627 1100     95   2.86       0  0.80328  2.03     73 35.9605904      0     1
## 1628  880    110   2.16       0  0.95556  2.03     73 35.9605904      0     1
## 1629  890    110   2.27       0  0.78000  2.03     40 19.7044334      1     1
## 1630 1250     17   3.64       0  0.98413  2.11     16  7.5829382      0     1
## 1631 1390     76   3.00       0  0.90411  2.03     13  6.4039407      0     1
## 1632 1250     81   3.50       0  0.95313  2.03      8  3.9408867      1     1
## 1633 1290     85   3.65       0  1.04762  2.03      7  3.4482758      1     1
## 1634  870     51   3.21       0  0.81250  2.17     67 30.8755760      1     1
## 1635 1100    111   3.37       0  1.15686  2.03     14  6.8965516      0     1
## 1636 1170     77   3.23       0  0.91803  2.03      6  2.9556651      1     1
## 1637  870     15   1.60       0  0.93333  2.11    137 64.9289093      0     1
## 1638 1220    121   3.14       0  0.96774  2.03      7  3.4482758      0     1
## 1639  970     35   2.08       0  0.86538  2.17    139 64.0552979      0     1
## 1640  930    109   2.21       0  0.86000  2.03    105 51.7241364      0     1
## 1641 1000     72   2.02       0  0.81818  2.03     70 34.4827576      1     1
## 1642 1090     54   2.31       0  0.62687  2.17     35 16.1290321      1     1
## 1643 1260     89   2.76       0  0.85294  2.03     22 10.8374386      0     1
## 1644  870     16   3.31       0  0.85106  2.11     32 15.1658764      1     1
## 1645 1060     87   3.93       0  0.79661  2.03     28 13.7931032      1     1
## 1646 1030     57   2.96       0  0.63492  2.17     29 13.3640556      1     1
## 1647 1040     98   2.35       0  0.89091  2.03     72 35.4679794      1     1
## 1648 1220     72   2.55       0  1.00000  2.03     34 16.7487679      1     1
## 1649  890     20   1.70       0  0.81633  2.11    119 56.3981056      0     1
## 1650  870     35   2.31       0  1.41667  2.17     98 45.1612892      1     1
## 1651  750     20   1.95       0  1.14286  2.11    143 67.7725143      0     0
## 1652  940     57   3.36       0  0.56667  2.17     57 26.2672806      0     0
## 1653 1030     16   3.25       0  0.71667  2.11     18  8.5308056      1     1
## 1654 1090     90   2.36       0  0.78689  2.03     64 31.5270939      0     1
## 1655 1120     44   3.22       0  0.80645  2.17     19  8.7557602      0     1
## 1656 1020     15   3.53       0  0.85455  2.24     25 11.1607141      1     1
## 1657  820     53   2.09       0  0.67347  2.09    132 63.1578941      0     1
## 1658 1050     78   3.07       0  0.81034  2.03     44 21.6748772      0     1
## 1659  970     98   2.21       0  1.02083  2.03     53 26.1083736      1     1
## 1660  990     81   3.38       0  0.90385  2.08     21 10.0961542      1     1
## 1661 1010     81   2.51       0  0.71186  2.03     47 23.1527100      1     1
## 1662 1090     79   3.46       0  0.84746  2.03     14  6.8965516      1     1
## 1663 1160    110   3.30       0  0.70588  2.03     43 21.1822662      0     1
## 1664 1010     45   2.15       0  1.02000  2.17     53 24.4239635      1     1
## 1665 1030     17   3.64       0  0.80702  2.11     23 10.9004736      1     1
## 1666 1020     45   2.57       0  0.82143  2.17     51 23.5023041      1     1
## 1667 1360     18   4.00       0  1.02985  2.11     39 18.4834118      0     1
## 1668 1150     16   3.81       0  1.05357  2.11     21  9.9526062      0     0
## 1669 1140     42   2.95       0  1.15094  2.03     91 44.8275871      0     1
## 1670 1190    109   3.80       0  0.70000  2.03      1  0.4926108      1     1
## 1671  740    121   2.86       0  0.94737  2.03     51 25.1231518      1     1
## 1672  810     16   2.37       1  0.72340  2.11     69 32.7014236      0     1
## 1673 1170     15   3.06       0  1.12727  2.24     26 11.6071424      0     1
## 1674  970     63   1.50       0  0.83019  2.03    123 60.5911331      0     1
## 1675 1140     15   1.73       0  1.00000  2.11     84 39.8104248      0     1
## 1676  920     13   1.76       0  0.84000  2.11     81 38.3886261      1     1
## 1677  950     54   3.00       0  0.75926  2.08     70 33.6538467      1     1
## 1678 1190     44   3.65       0  0.77612  2.17     16  7.3732719      0     1
## 1679  950     35   1.94       0  0.82692  2.24     86 38.3928566      0     1
## 1680 1080     37   3.02       0  0.71429  2.17     53 24.4239635      0     1
## 1681 1100      6   3.00       0  0.83333  2.11     13  6.1611376      1     1
## 1682 1110    132   3.68       0  1.01818  2.03     10  4.9261084      1     1
## 1683  850     97   2.11       1  1.23684  2.03    112 55.1724129      0     0
## 1684  810     56   2.26       0  0.92857  2.17     75 34.5622101      0     1
## 1685  960     15   1.73       0  1.04255  2.11     64 30.3317528      1     1
## 1686 1060     91   2.35       0  1.16327  2.03     31 15.2709360      1     1
## 1687  900     55   3.05       0  0.87500  2.17     78 35.9447021      1     1
## 1688  950    118   2.88       0  0.82692  2.03     86 42.3645325      1     1
## 1689  970     48   2.79       0  1.02083  2.17     21  9.6774197      1     1
## 1690  980    114   2.66       0  0.84906  2.03     42 20.6896553      0     1
## 1691  900     51   3.17       0  0.95652  2.24     28 12.5000000      1     1
## 1692  940     18   2.77       0  1.00000  2.11     53 25.1184826      1     1
## 1693  970     14   2.14       0  0.90196  2.03     60 29.5566502      1     1
## 1694 1050     16   2.12       0  0.94444  2.11     43 20.3791466      0     1
## 1695  810     18   2.33       0  0.76087  1.68     36 21.4285717      1     1
## 1696 1090     97   2.25       0  0.67692  1.25     61 48.7999992      0     1
## 1697 1070     16   2.81       0  1.05769  1.68     19 11.3095236      1     1
## 1698  910     96   2.10       0  0.75000  1.25     59 47.2000008      0     1
## 1699  970     16   1.43       0  0.76364  1.68     73 43.4523811      0     1
## 1700  930    112   2.73       0  1.02174  1.25     22 17.6000004      1     1
## 1701 1050     16   1.68       0  0.84211  1.68     64 38.0952377      0     1
## 1702 1180     43   2.20       0  0.71014  1.49     12  8.0536909      0     1
## 1703  990     81   3.16       0  0.94118  1.25     14 11.1999998      0     1
## 1704 1080     16   2.56       0  0.86207  1.68     50 29.7619057      0     1
## 1705  920     12   2.58       1  1.42105  1.68     75 44.6428566      0     1
## 1706  890     75   2.56       0  0.64815  1.25     30 24.0000000      1     1
## 1707 1050    108   3.72       0  0.77966  1.25      2  1.6000000      1     1
## 1708 1210    129   2.48       0  0.83333  1.25     10  8.0000000      1     1
## 1709  970     16   1.50       0  0.79630  1.68     57 33.9285698      0     1
## 1710  920     77   2.40       0  0.91667  1.25     48 38.4000015      0     1
## 1711 1070    121   3.27       0  0.81356  1.25     33 26.3999996      0     1
## 1712 1100    109   2.46       0  1.03704  1.25     21 16.7999992      1     1
## 1713 1340     16   3.75       0  0.94203  1.68      1  0.5952381      0     1
## 1714 1030    102   2.40       0  1.01961  1.25     14 11.1999998      1     1
## 1715 1160     16   1.93       0  1.00000  0.05      3 60.0000000      1     1
## 1716 1160     82   3.54       0  0.93333  0.28      1  3.5714285      1     1
## 1717 1000    124   3.20       0  0.96078  0.27     15 55.5555573      1     1
## 1718  890    110   2.40       0  0.78000  0.27     18 66.6666641      1     1
## 1719 1000     78   2.56       0  1.04082  0.05      3 60.0000000      1     1
## 1720 1170     16   3.00       0  0.82813  1.86     53 28.4946232      0     1
## 1721  990     46   2.76       0  0.80000  1.55     59 38.0645180      0     1
## 1722 1000    109   3.66       0  0.78571  2.01     11  5.4726367      1     1
## 1723 1140     13   2.23       0  0.90000  1.86    117 62.9032249      0     1
## 1724  980     16   2.37       0  0.92157  1.86     75 40.3225822      1     1
## 1725  850     39   2.17       0  0.93182  1.55     82 52.9032249      0     1
## 1726 1040     45   2.62       0  0.96226  1.55     47 30.3225803      0     1
## 1727 1050     42   3.23       0  1.01923  1.55     37 23.8709679      0     1
## 1728 1040    104   2.54       0  1.21277  2.01     37 18.4079609      1     1
## 1729 1220     75   3.32       0  0.69444  1.58      9  5.6962028      1     1
## 1730  980     17   2.76       0  0.88462  1.86     69 37.0967751      0     1
## 1731 1130    113   3.72       0  1.05455  2.01      1  0.4975124      1     1
## 1732  920     17   2.35       0  0.76923  1.86     49 26.3440857      1     0
## 1733 1080     38   2.31       0  1.00000  2.01     99 49.2537308      0     1
## 1734 1170    102   3.64       0  1.08929  2.01      2  0.9950249      1     1
## 1735  830     85   2.88       0  0.97619  1.76     66 37.5000000      1     1
## 1736 1020     45   2.44       0  0.82143  1.55     56 36.1290321      1     1
## 1737  880     44   2.72       0  0.72549  1.55     26 16.7741928      1     1
## 1738 1340     16   3.87       0  0.94203  1.86      1  0.5376344      1     1
## 1739  960     15   1.66       0  1.04255  1.86    108 58.0645180      1     1
## 1740 1020     79   2.37       0  0.96154  1.58     20 12.6582279      1     1
## 1741 1100    111   2.47       0  0.89655  2.01     30 14.9253731      0     1
## 1742 1070     81   3.34       1  0.87719  1.58     28 17.7215195      1     1
## 1743 1060    112   3.00       0  0.89286  2.01      4  1.9900497      1     0
## 1744 1040     71   2.19       0  0.89091  1.58     47 29.7468357      1     1
## 1745 1160     81   3.22       0  1.03509  1.58     13  8.2278481      1     1
## 1746 1160     51   2.96       0  0.78462  1.55     19 12.2580643      1     0
## 1747 1230     15   4.00       0  0.80882  1.86      5  2.6881721      1     1
## 1748  970    121   2.48       0  0.90196  2.01     24 11.9402981      1     1
## 1749 1090     16   3.18       0  0.91228  1.86     24 12.9032259      1     1
## 1750 1080    113   2.03       0  1.00000  2.08      4  1.9230769      1     1
## 1751  900     72   2.26       0  0.52542  2.34     21  8.9743586      1     0
## 1752  790    106   1.89       0  0.64583  2.57     10  3.8910506      1     0
## 1753  950     13   1.23       0  0.97917  0.32      9 28.1250000      1     1
## 1754 1220     11   4.00       0  0.96774  0.32      2  6.2500000      0     1
## 1755  960     15   2.26       0  0.77778  0.32     20 62.5000000      0     1
## 1756 1220     43   3.23       0  1.00000  0.24      4 16.6666660      0     1
## 1757 1120     79   2.84       0  1.03636  2.80     11  3.9285715      0     1
## 1758 1020     79   2.54       0  0.92453  2.80     14  5.0000000      1     1
## 1759 1120     18   2.55       0  0.77778  2.28     33 14.4736843      0     1
## 1760 1160     77   3.02       0  1.10909  2.80      6  2.1428571      1     1
## 1761  880     15   2.40       0  0.72549  2.37    136 57.3839645      0     0
## 1762 1170     15   3.00       0  1.05263  2.28     14  6.1403508      1     1
## 1763 1010    101   2.26       0  1.06122  2.80     21  7.5000000      0     1
## 1764 1050     87   2.03       0  0.61538  2.80     27  9.6428576      1     1
## 1765 1100     73   3.16       0  0.92982  2.80     13  4.6428571      0     1
## 1766  920     87   3.00       0  0.95745  2.80     30 10.7142859      0     1
## 1767 1320     49   3.46       0  0.91304  2.05      2  0.9756098      0     1
## 1768 1000     51   2.86       0  0.78571  2.05     29 14.1463413      0     1
## 1769  790     40   2.02       0  0.83721  2.05     32 15.6097565      1     1
## 1770 1000     89   1.58       0  0.69492  2.80     54 19.2857151      1     1
## 1771  810     17   2.11       0  0.72340  2.28    102 44.7368431      1     1
## 1772 1230     48   3.43       0  0.95238  2.05      6  2.9268293      1     1
## 1773  950     30   2.53       0  0.90000  2.05     36 17.5609760      1     1
## 1774  820     46   3.06       0  0.82222  2.05     24 11.7073174      1     1
## 1775  990    119   3.36       0  0.86792  2.80     25  8.9285717      1     1
## 1776 1160     94   3.53       0  0.70588  3.28     13  3.9634147      0     1
## 1777 1120     85   2.35       0  0.93103  2.80     35 12.5000000      0     1
## 1778 1110     51   3.21       0  0.88136  2.05     13  6.3414636      0     1
## 1779 1020     16   2.37       0  1.00000  2.28     19  8.3333330      1     1
## 1780 1100     80   3.37       0  1.00000  2.10      9  4.2857141      1     1
## 1781 1210     52   2.80       0  0.80597  2.48     13  5.2419353      0     1
## 1782 1290     17   3.82       0  0.92537  2.18     13  5.9633026      0     1
## 1783  990     43   1.62       0  1.06250  2.48     84 33.8709679      0     1
## 1784 1030    110   3.17       0  0.74576  2.06     49 23.7864075      1     1
## 1785 1110     87   2.89       0  1.01818  2.10     26 12.3809528      1     1
## 1786 1100    121   2.09       0  1.07547  2.06     29 14.0776701      0     1
## 1787  930     88   2.55       0  0.78846  2.10     25 11.9047623      1     0
## 1788 1090     16   2.12       0  0.81667  2.18     45 20.6422024      0     1
## 1789 1080    105   2.51       0  0.89474  2.06     27 13.1067963      0     1
## 1790  950     51   1.96       0  0.93878  2.50     43 17.2000008      1     0
## 1791 1100     16   3.31       0  1.03704  2.18     35 16.0550461      0     1
## 1792  800     15   3.00       0  0.90476  2.18     17  7.7981653      0     1
## 1793  920     13   1.38       0  1.13953  2.18    102 46.7889900      0     1
## 1794 1040    128   2.40       0  1.16667  2.06     15  7.2815533      1     1
## 1795 1120     11   2.54       0  1.07407  2.18     95 43.5779800      0     1
## 1796 1160     45   2.53       0  0.93333  2.48     16  6.4516129      0     1
## 1797 1140    112   3.82       0  0.80952  2.06      7  3.3980582      1     1
## 1798  800     91   2.07       0  1.05128  2.06     69 33.4951439      1     1
## 1799 1030     17   2.88       0  0.83929  2.18     54 24.7706413      0     1
## 1800 1080     53   3.83       0  0.71429  2.48     45 18.1451607      0     0
## 1801 1240     18   3.11       0  0.87879  2.18     40 18.3486233      0     1
## 1802 1150     18   2.77       0  1.05357  0.05      2 40.0000000      0     1
## 1803  950     42   2.19       0  0.93878  0.05      4 80.0000000      1     1
## 1804 1300    112   2.53       0  0.91176  0.05      2 40.0000000      0     1
## 1805 1340     44   3.93       0  0.91429  0.72      4  5.5555553      0     1
## 1806 1130     80   2.13       0  0.85246  0.05      4 80.0000000      0     1
## 1807 1140     17   3.23       0  0.93220  0.05      4 80.0000000      0     1
## 1808  960     38   2.28       0  0.68421  0.05      4 80.0000000      1     1
## 1809 1280     14   2.78       0  0.96923  0.05      2 40.0000000      0     1
## 1810 1080     42   1.64       0  0.86207  2.30     43 18.6956520      0     1
## 1811  950     45   2.62       0  0.69643  2.30     34 14.7826090      0     0
## 1812 1130     44   2.75       0  1.01786  2.30     25 10.8695650      1     1
## 1813  900     16   3.00       0  0.95652  2.29     38 16.5938873      1     1
## 1814 1080     17   1.70       0  1.03774  2.29     18  7.8602619      0     0
## 1815  890     15   0.80       0  1.06977  2.29     58 25.3275108      0     1
## 1816  900     43   1.76       0  0.87500  2.30     59 25.6521740      0     0
## 1817 1010     18   2.66       0  1.10417  2.29     29 12.6637554      1     1
## 1818 1240     52   2.53       0  0.90769  2.30      9  3.9130435      0     1
## 1819  990     14   2.71       0  1.15217  2.30     15  6.5217390      1     1
## 1820 1160     83   1.89       0  0.93333  1.68     21 12.5000000      0     1
## 1821 1000     96   2.55       0  1.08333  1.68     16  9.5238094      1     1
## 1822 1060     35   2.82       0  1.03846  0.18      6 33.3333321      0     1
## 1823 1090     49   1.95       0  0.57971  0.18      9 50.0000000      0     0
## 1824  930     45   1.73       0  1.06667  1.58     30 18.9873409      0     0
## 1825  970     49   2.53       0  0.97959  1.58      7  4.4303799      1     0
## 1826  830     13   1.30       0  0.76596  1.50     17 11.3333330      1     1
## 1827 1210     50   3.02       0  0.86154  1.58      2  1.2658228      0     0
## 1828  730     66   2.98       0  0.78049  1.96      9  4.5918369      1     1
## 1829 1230    100   3.64       0  0.86364  1.77      6  3.3898306      0     1
## 1830 1070     82   3.17       0  0.98148  1.96      2  1.0204082      0     1
## 1831  860     74   2.56       0  0.59259  1.96     22 11.2244902      1     1
## 1832 1020    105   2.30       0  0.92453  1.77     23 12.9943504      0     1
## 1833 1130     17   3.05       0  0.85246  2.02      4  1.9801980      0     1
## 1834  940     43   2.16       0  0.84314  1.72     24 13.9534883      1     1
## 1835 1030     16   2.75       0  0.80702  1.89      3  1.5873016      1     1
## 1836  590     88   1.53       1  0.78788  2.02    109 53.9603958      0     0
## 1837 1030    111   3.87       0  0.90741  1.94      3  1.5463917      0     1
## 1838  920     15   2.20       0  1.00000  1.93     28 14.5077724      1     1
## 1839  990    111   2.63       0  1.06250  1.17     12 10.2564106      0     1
## 1840  700     13   3.30       1  0.89189  1.33     54 40.6015053      1     1
## 1841 1000     14   2.07       0  0.96078  1.48      3  2.0270271      1     1
## 1842 1040     13   0.92       0  0.79310  1.48      9  6.0810809      0     1
## 1843  790     99   2.82       0  0.92683  1.17      7  5.9829059      0     1
## 1844 1110     13   1.15       0  0.68182  1.48     32 21.6216221      0     1
## 1845 1130     50   3.14       0  0.94828  2.51      3  1.1952192      1     1
## 1846 1180     15   3.80       0  1.03448  3.18      1  0.3144654      1     1
## 1847  930     17   2.58       0  0.78846  3.29     10  3.0395136      0     1
## 1848  850     81   2.80       0  0.77083  3.20     12  3.7500000      1     1
## 1849 1020    110   2.60       0  0.88889  2.74      7  2.5547445      1     1
## 1850 1010     48   3.02       0  0.94231  2.51     13  5.1792827      0     1
## 1851 1130     96   3.22       0  1.01786  2.74      5  1.8248175      0     1
## 1852 1350     42   1.61       0  0.82432  2.51     11  4.3824701      0     1
## 1853 1200     46   3.00       0  0.84615  2.51      4  1.5936255      1     1
## 1854  820    112   2.74       0  0.78261  2.74     34 12.4087591      0     1
## 1855 1010     16   2.31       0  0.98039  3.18     59 18.5534592      0     1
## 1856  910     43   2.11       0  0.75000  1.08      9  8.3333330      0     1
## 1857  870     76   2.77       0  1.41667  1.10      3  2.7272727      1     1
## 1858 1130     17   3.29       0  0.79365  2.29     16  6.9868994      0     1
## 1859 1060     17   2.11       0  0.82759  2.29     19  8.2969437      0     1
## 1860  930     18   2.66       1  0.97872  2.29     38 16.5938873      0     0
## 1861 1050     32   2.59       0  0.98113  0.10      1 10.0000000      0     1
## 1862 1090     18   3.22       0  0.91228  2.29     10  4.3668122      0     1
## 1863 1050    123   2.38       0  0.87500  2.34      1  0.4273504      1     0
## 1864 1000     42   3.47       0  1.00000  0.10      2 20.0000000      0     1
## 1865 1080     15   3.26       0  0.96364  2.29     29 12.6637554      1     1
## 1866  810     84   1.98       0  1.13158  2.14     10  4.6728973      1     1
## 1867 1290     15   3.73       0  0.98462  2.32     14  6.0344830      1     1
## 1868 1150     16   2.75       0  1.30000  0.38      1  2.6315789      0     0
## 1869  810     39   1.64       0  0.92857  0.35      1  2.8571429      1     0
## 1870 1000     43   2.74       0  1.08333  1.80      5  2.7777777      0     1
## 1871  940    137   2.92       0  0.77358  2.06     37 17.9611645      1     1
## 1872  940    107   2.27       0  0.77358  2.06     34 16.5048542      0     1
## 1873 1250    111   2.85       0  1.15517  2.06     11  5.3398056      1     1
## 1874 1040     42   1.88       0  0.65079  1.80     45 25.0000000      0     1
## 1875  830     83   2.49       0  0.84444  1.93     42 21.7616577      0     1
## 1876  940     41   2.68       0  0.77358  1.80     21 11.6666670      0     1
## 1877  910     80   2.53       0  1.02222  1.97     19  9.6446705      0     1
## 1878 1150     79   2.08       0  0.98276  1.79     20 11.1731844      0     1
## 1879 1200     16   2.62       0  1.18182  2.06     22 10.6796112      0     1
## 1880  990     13   0.30       0  0.76786  2.06     64 31.0679607      0     1
## 1881  790     46   2.78       0  0.71739  1.80     52 28.8888893      0     1
## 1882  740     74   2.81       0  0.80488  1.79     44 24.5810051      0     1
## 1883 1290     16   3.62       0  0.92537  2.06      4  1.9417475      0     1
## 1884 1090     14   2.85       0  0.75806  2.06     30 14.5631065      0     1
## 1885 1260     76   2.10       0  0.77465  1.79     10  5.5865922      0     1
## 1886 1170     17   3.64       0  0.88710  2.06      5  2.4271846      1     1
## 1887  910     13   1.53       0  1.11628  1.75     35 20.0000000      1     1
## 1888 1040     16   3.18       0  0.89091  0.83     23 27.7108440      0     1
## 1889  940     47   3.00       0  0.95833  0.82     15 18.2926826      1     1
## 1890 1000     85   3.35       0  0.85185  0.69      8 11.5942030      0     1
## 1891  810     82   2.45       0  1.02500  0.69     59 85.5072479      1     1
## 1892  840    115   2.86       0  0.95349  0.82     19 23.1707325      1     1
## 1893  910     66   2.60       0  0.89583  0.69     33 47.8260880      1     1
## 1894  980     15   3.13       0  0.84906  0.83     15 18.0722885      1     1
## 1895 1020     91   2.78       0  1.12500  0.69     19 27.5362320      1     1
## 1896  780     74   2.01       0  0.95000  2.35     36 15.3191490      0     0
## 1897  990     83   2.60       0  0.80000  2.35     31 13.1914892      0     1
## 1898 1060     16   2.12       0  0.70968  1.80     15  8.3333330      1     1
## 1899  910     45   1.86       0  0.89583  2.05     24 11.7073174      1     0
## 1900 1010     13   0.46       0  0.77193  1.80     44 24.4444447      0     1
## 1901  810    126   2.15       0  1.13158  2.14     25 11.6822433      1     0
## 1902  920     57   1.92       0  1.04444  4.50     27  6.0000000      1     0
## 1903 1050     14   2.92       0  1.05882  4.65     96 20.6451607      0     1
## 1904  820     52   2.38       0  1.00000  4.50    127 28.2222214      0     1
## 1905 1080     43   1.97       0  0.74194  4.50    191 42.4444427      0     1
## 1906 1160     12   3.50       0  0.96610  4.65     48 10.3225803      1     1
## 1907 1000     16   2.75       0  0.66667  4.65     67 14.4086018      1     1
## 1908 1030    111   2.62       0  0.74576  3.83     37  9.6605740      0     1
## 1909 1000    123   2.34       0  1.17391  3.83    110 28.7206268      0     1
## 1910 1020     43   3.34       0  1.21739  4.50    147 32.6666679      0     1
## 1911  900     13   1.53       0  0.87500  4.65    195 41.9354820      1     1
## 1912  940     39   1.87       0  1.00000  4.50    104 23.1111107      1     1
## 1913 1180     24   3.33       0  0.87302  4.50     44  9.7777777      0     1
## 1914 1130    124   3.41       0  0.91525  3.83     42 10.9660578      0     1
## 1915  920     41   3.21       0  0.67273  4.50    111 24.6666660      0     1
## 1916 1220     13   4.00       1  0.74286  4.65      8  1.7204301      0     0
## 1917 1000     19   3.68       0  0.81818  4.65     62 13.3333330      1     1
## 1918  990     10   2.30       0  1.25000  4.65    183 39.3548393      0     1
## 1919  950     80   2.93       0  0.93878  4.42     80 18.0995483      1     0
## 1920 1080     45   2.73       0  0.96364  4.50     62 13.7777777      0     1
## 1921 1110     13   1.76       0  1.26531  4.65    308 66.2365570      0     1
## 1922  970     45   3.11       0  0.73214  4.50     73 16.2222214      1     1
## 1923 1020     63   2.04       0  0.75862  3.90     63 16.1538467      1     1
## 1924 1060    115   3.25       0  1.07843  3.83     59 15.4046993      1     1
## 1925  860     17   1.35       0  0.82979  4.65     52 11.1827955      0     1
## 1926  970     79   2.13       0  0.79630  3.90    117 30.0000000      0     1
## 1927 1000     17   2.88       0  0.72414  4.65     86 18.4946232      0     1
## 1928 1100     17   2.11       0  1.15686  4.65    133 28.6021500      1     1
## 1929 1210     18   2.72       0  0.83333  4.65     26  5.5913978      0     0
## 1930 1090     14   3.14       0  0.57971  4.65    115 24.7311821      0     1
## 1931  880     13   1.84       0  0.83333  4.65    141 30.3225803      1     1
## 1932  970    110   2.60       0  1.10870  3.83     54 14.0992165      0     1
## 1933 1050     45   3.11       0  0.90909  4.50     56 12.4444447      0     0
## 1934 1050     15   2.53       0  1.33333  4.65    231 49.6774178      1     1
## 1935 1060     78   2.05       0  0.68254  3.90    157 40.2564087      0     1
## 1936  910     54   2.01       0  0.93617  3.90    118 30.2564106      0     1
## 1937  830     46   2.80       0  1.12821  4.50     97 21.5555553      1     1
## 1938 1110     63   3.01       0  0.88136  3.90     30  7.6923075      1     1
## 1939 1210     17   3.29       0  0.77941  4.65     12  2.5806451      1     1
## 1940  990     42   2.40       0  0.90385  4.50     87 19.3333340      1     1
## 1941 1200    123   3.09       0  0.76471  3.83      8  2.0887728      0     1
## 1942  940     46   2.71       0  0.95833  4.50    133 29.5555553      1     1
## 1943 1000    119   2.07       0  0.81818  3.83    148 38.6422958      0     1
## 1944 1160     85   3.07       0  0.81250  2.41     53 21.9917011      0     1
## 1945  930     18   3.00       0  0.97872  2.66     53 19.9248123      0     1
## 1946 1210     15   1.80       0  0.92063  2.66     35 13.1578951      0     1
## 1947  960     13   1.46       0  0.88235  2.66     69 25.9398499      0     1
## 1948 1100     52   2.88       0  1.07547  2.40     12  5.0000000      0     1
## 1949  950     68   2.20       0  1.02128  2.41     66 27.3858929      0     1
## 1950 1100     17   3.41       0  0.83333  2.66     24  9.0225563      1     1
## 1951 1050    110   3.72       0  0.81034  2.26      3  1.3274336      1     1
## 1952  960     47   2.06       0  1.04255  2.40     55 22.9166660      1     0
## 1953 1220     34   2.76       0  0.84848  3.00      1  0.3333333      0     0
## 1954  980     47   2.74       0  0.88462  3.00      2  0.6666667      0     0
## 1955  900     55   2.21       0  0.91489  3.00     30 10.0000000      0     0
## 1956 1010     15   2.26       0  0.94231  2.70      7  2.5925925      0     0
## 1957 1180    103   2.15       0  0.59459  0.53     25 47.1698112      0     1
## 1958  960     44   2.06       0  0.88235  0.59     21 35.5932198      1     1
## 1959 1140     44   2.18       0  0.93220  0.59     20 33.8983040      0     1
## 1960  880     73   2.24       0  0.95556  0.81     71 87.6543198      0     1
## 1961  990    115   3.23       0  0.76786  0.83     23 27.7108440      1     1
## 1962  840     79   2.35       0  0.75000  0.81     59 72.8395081      0     1
## 1963 1000     85   2.51       0  0.81818  0.83     57 68.6746979      0     1
## 1964 1150     48   3.54       0  0.91667  0.70     20 28.5714283      1     1
## 1965 1010     68   3.04       0  1.02000  0.81     26 32.0987663      0     1
## 1966 1080     17   1.70       0  0.77049  0.73     19 26.0273972      1     1
## 1967 1320     77   3.01       0  0.91304  0.81     19 23.4567909      0     1
## 1968  910     80   3.32       0  0.71698  0.81     22 27.1604939      1     1
## 1969 1170     73   2.89       0  1.38776  0.81     16 19.7530861      1     1
## 1970 1090    105   2.72       0  0.67692  0.83      8  9.6385546      1     1
## 1971 1040    118   2.62       0  0.76271  0.84     42 50.0000000      1     1
## 1972  950     49   2.71       0  0.97917  0.70     24 34.2857132      0     1
## 1973 1050     17   2.47       0  0.87500  0.73     27 36.9863014      0     1
## 1974  960     69   2.11       0  0.81132  0.81     56 69.1358032      0     1
## 1975 1000     72   2.23       0  0.63934  0.81     34 41.9753075      1     1
## 1976  820     72   2.62       0  1.00000  0.81     42 51.8518524      1     1
## 1977 1220     50   2.46       0  0.93651  0.70     42 60.0000000      0     1
## 1978 1350    109   2.95       0  0.92857  4.00     36  9.0000000      1     1
## 1979 1110     13   2.61       0  0.81967  4.00     73 18.2500000      1     1
## 1980 1280     82   3.70       0  0.77778  4.00      8  2.0000000      0     1
## 1981  940    119   2.92       0  1.13636  4.00     54 13.5000000      1     1
## 1982  990    102   2.00       0  1.10638  4.00    120 30.0000000      0     1
## 1983 1140    127   2.44       0  0.80952  4.00     31  7.7500000      0     1
## 1984  980     61   2.44       0  0.84906  4.00    134 33.5000000      0     0
## 1985  870     16   1.75       0  0.97727  4.00    168 42.0000000      0     1
## 1986 1080     10   1.90       0  1.00000  4.00     46 11.5000000      1     1
## 1987 1170     45   3.35       0  0.64789  3.50     36 10.2857141      1     1
## 1988 1220     13   3.07       0  0.90625  4.00    150 37.5000000      0     1
## 1989 1130     17   2.11       0  0.73846  4.00     71 17.7500000      0     1
## 1990  880     83   1.77       0  0.57143  4.00     67 16.7500000      0     0
## 1991 1000     71   2.18       0  0.88679  4.00     94 23.5000000      0     1
## 1992 1110     13   2.00       0  0.88136  4.00     48 12.0000000      0     1
## 1993 1190     13   2.23       0  0.85938  4.00    130 32.5000000      0     1
## 1994 1090    110   3.75       0  0.94643  4.00     13  3.2500000      1     1
## 1995 1170    101   2.35       0  0.85714  4.00     27  6.7500000      0     1
## 1996 1130     14   2.42       0  0.82258  4.00     80 20.0000000      0     1
## 1997 1050     73   2.73       0  0.98113  4.00     32  8.0000000      1     1
## 1998  950     18   2.94       0  1.02128  4.00     25  6.2500000      1     0
## 1999 1210     73   2.16       0  0.98361  4.00    119 29.7500000      0     1
## 2000  950     13   0.84       0  1.02128  4.00    112 28.0000000      0     0
## 2001  990     77   2.10       0  0.86792  1.61      7  4.3478260      1     0
## 2002 1250     74   3.40       0  0.81159  1.61      1  0.6211180      0     1
## 2003  840     16   1.18       0  0.90909  2.30      5  2.1739130      0     0
## 2004  860     77   1.94       0  0.59259  1.61     32 19.8757763      0     0
## 2005  840     19   2.36       0  0.95349  2.30      8  3.4782608      1     0
## 2006  960     16   2.43       0  0.92000  3.86     10  2.5906737      0     1
## 2007  920     13   2.46       0  1.13953  3.86     54 13.9896374      0     1
## 2008 1010    106   2.78       0  0.98039  3.50     13  3.7142856      1     1
## 2009  850     46   2.02       0  0.88889  3.50     86 24.5714283      1     1
## 2010 1100     16   3.25       0  0.77419  3.86     12  3.1088083      0     1
## 2011  960     14   2.28       0  0.81132  3.86     45 11.6580315      0     1
## 2012  950     10   2.00       0  0.79245  3.86     31  8.0310879      1     1
## 2013  950     16   2.56       0  0.75926  3.86     25  6.4766841      1     1
## 2014  840    118   2.80       0  1.15385  3.50     27  7.7142859      0     0
## 2015  860    111   2.19       0  1.04762  3.50     22  6.2857141      1     1
## 2016  800     64   2.54       0  0.90476  2.96     17  5.7432432      1     1
## 2017 1060     47   2.23       0  0.79661  3.50     19  5.4285712      0     1
## 2018  980     76   2.55       0  0.84906  2.96     43 14.5270271      0     1
## 2019  770     17   1.35       1  0.71111  3.86    223 57.7720222      0     0
## 2020 1010     13   3.76       0  0.87037  3.86     12  3.1088083      1     1
## 2021 1100     53   1.71       0  0.92982  3.50     16  4.5714288      0     1
## 2022 1060    117   1.82       0  0.96296  0.82      3  3.6585367      1     0
## 2023 1060     49   2.53       0  1.16327  1.12     15 13.3928576      0     1
## 2024 1100     18   1.66       0  0.86441  1.15     44 38.2608681      0     1
## 2025 1140     17   3.82       0  0.72727  1.15      1  0.8695652      0     1
## 2026  810     49   2.20       0  0.84091  0.84      1  1.1904762      1     0
## 2027  880     97   2.44       0  0.72549  0.94      1  1.0638298      0     0
## 2028  920    125   2.52       0  1.04444  2.92     33 11.3013697      1     1
## 2029 1000     44   2.25       0  0.81818  2.71      5  1.8450185      1     0
## 2030 1040     48   3.00       0  0.73333  2.71      7  2.5830259      0     0
## 2031 1020     16   4.00       0  0.92453  0.68      5  7.3529410      1     1
## 2032 1180     16   2.00       0  0.96667  5.39    128 23.7476807      0     1
## 2033  850     79   3.27       0  1.12500  0.72     26 36.1111107      1     1
## 2034  910     13   3.23       0  1.27500  0.75     38 50.6666679      1     1
## 2035  990     78   2.41       0  0.70690  0.72      3  4.1666665      0     1
## 2036  890     12   2.75       1  1.02273  0.69     63 91.3043442      0     1
## 2037  990    122   2.94       0  1.06250  0.52      2  3.8461537      1     1
## 2038  900     16   1.81       0  1.04545  0.78      6  7.6923075      1     0
## 2039  700     40   2.22       0  0.84211  0.90      2  2.2222223      0     0
## 2040 1000     77   2.29       0  1.38095  1.57     11  7.0063696      1     1
## 2041  910     10   1.60       0  0.89583  1.77     55 31.0734463      0     1
## 2042 1080     84   3.11       0  1.07692  1.57      5  3.1847134      0     1
## 2043  840    116   2.08       0  0.90909  0.94      1  1.0638298      0     0
## 2044 1010     12   1.66       0  0.90566  0.12      6 50.0000000      0     1
## 2045 1100     84   2.77       0  0.86441  2.23     10  4.4843049      1     1
## 2046 1110     44   3.38       0  0.65672  2.67      7  2.6217229      0     1
## 2047  960     36   2.38       0  0.77778  2.67     20  7.4906368      0     1
## 2048  830     15   2.73       0  0.76596  2.50     23  9.1999998      1     1
## 2049 1100    118   3.70       0  1.03704  2.44      8  3.2786884      1     1
## 2050  910     39   1.46       0  0.89583  2.67     33 12.3595505      0     0
## 2051 1030     16   2.81       0  0.90741  0.77      4  5.1948051      0     1
## 2052 1130     13   2.84       0  0.88333  0.75      8 10.6666670      1     1
## 2053 1150    121   3.23       0  0.76923  0.80      3  3.7500000      0     1
## 2054 1100     48   2.31       0  0.71875  0.57      5  8.7719297      0     1
## 2055 1170     82   2.58       0  0.95000  0.72      2  2.7777777      1     1
## 2056  920    108   3.31       0  0.73585  2.50     19  7.5999999      0     1
## 2057 1000     50   3.00       0  1.38095  2.44     34 13.9344263      1     1
## 2058 1240     17   1.94       0  0.82353  2.04     20  9.8039217      0     1
## 2059 1030    118   3.45       0  1.39535  2.50     21  8.3999996      1     1
## 2060 1080     41   2.29       0  0.80000  2.44     18  7.3770490      0     1
## 2061  990     48   3.18       0  0.73684  2.44     27 11.0655737      1     1
## 2062 1290     50   3.02       0  0.79167  2.44     26 10.6557379      0     0
## 2063  880     17   2.70       0  0.95556  2.77     85 30.6859207      1     1
## 2064 1150     40   2.77       0  1.09091  2.44      6  2.4590163      0     1
## 2065 1240     16   3.25       0  1.13793  2.04      5  2.4509804      1     1
## 2066 1000    108   2.61       0  1.12766  2.50     26 10.3999996      0     1
## 2067  990     14   2.14       1  0.98000  2.04     31 15.1960783      1     0
## 2068 1130     84   3.47       0  0.79365  2.57     18  7.0038910      0     1
## 2069 1110     18   3.38       0  0.76190  2.04      9  4.4117646      0     1
## 2070  980     43   2.18       0  0.71930  2.44     15  6.1475410      1     1
## 2071  950     53   3.77       0  1.26190  2.44     19  7.7868853      1     1
## 2072 1200     17   2.82       0  0.96721  2.68      6  2.2388060      1     1
## 2073  950     49   2.08       0  0.86275  2.68     43 16.0447769      0     1
## 2074 1020    117   2.69       0  0.88889  2.72     15  5.5147057      0     1
## 2075  850     13   2.00       0  0.80851  2.68     59 22.0149250      0     1
## 2076 1010     66   1.77       0  0.74138  2.75     82 29.8181820      0     1
## 2077 1260    113   3.29       0  1.13559  2.72      4  1.4705882      1     1
## 2078  870     43   2.06       0  0.97727  2.68     15  5.5970149      1     0
## 2079  970     77   2.45       0  1.36585  2.72     49 18.0147057      0     1
## 2080  870     42   2.61       0  0.93333  2.68     13  4.8507462      0     1
## 2081 1130     53   3.18       0  0.82258  2.68      4  1.4925373      1     1
## 2082  860     44   2.84       0  1.15000  3.03    114 37.6237640      0     1
## 2083  950     13   0.76       0  0.93878  2.68     26  9.7014923      1     1
## 2084  890     51   2.17       0  0.78000  2.68     30 11.1940298      0     1
## 2085 1050    117   3.50       0  0.81034  2.72      2  0.7352941      0     1
## 2086  940     17   1.52       0  0.67857  2.68     71 26.4925365      0     1
## 2087  950     17   2.76       0  0.97917  2.68     16  5.9701490      0     1
## 2088 1020    113   2.13       0  0.75862  2.72    139 51.1029396      0     1
## 2089 1180     17   3.41       0  0.78788  2.68     12  4.4776120      0     1
## 2090  690     16   1.75       0  0.91667  3.15    160 50.7936516      1     1
## 2091  770     78   2.88       0  0.92500  2.75     60 21.8181820      1     1
## 2092 1030     48   3.62       0  0.60938  2.68     14  5.2238808      0     1
## 2093 1020    106   2.30       0  1.12500  2.72     40 14.7058821      0     1
## 2094 1120     38   1.92       0  1.00000  2.68     18  6.7164178      0     1
## 2095  730     15   1.53       0  1.02778  3.09     75 24.2718449      0     1
## 2096  780    101   2.24       0  0.95000  3.14     30  9.5541401      1     1
## 2097  890    120   2.65       0  0.71154  2.72     31 11.3970585      1     1
## 2098  930     17   2.17       0  0.97872  2.68     67 25.0000000      0     1
## 2099 1060     77   2.09       0  0.79661  2.75     31 11.2727270      1     1
## 2100  840     15   1.53       0  0.86667  2.68    105 39.1791039      1     1
## 2101 1090     12   1.50       0  0.73016  2.68     69 25.7462692      0     1
## 2102  800    115   2.48       0  1.05128  2.72     54 19.8529415      1     1
## 2103 1140    107   2.23       0  1.11111  2.72     22  8.0882349      0     1
## 2104  830    111   2.60       0  0.72917  2.72     37 13.6029415      1     1
## 2105  880     74   2.33       0  1.25641  3.03     13  4.2904291      1     1
## 2106 1460     17   2.94       0  0.94667  3.57      2  0.5602241      0     1
## 2107 1030     47   3.17       0  0.87273  2.95     32 10.8474579      0     1
## 2108  970     47   1.87       0  0.86538  2.68     37 13.8059702      1     1
## 2109  900     85   2.95       0  1.25000  3.01      9  2.9900331      1     1
## 2110 1010     15   1.93       0  0.98039  0.12      2 16.6666660      1     1
## 2111 1040     83   2.77       0  1.03922  0.11      2 18.1818180      1     1
## 2112  870     17   3.47       0  0.85106  0.10      6 60.0000000      0     1
## 2113  910     46   2.32       0  0.71698  0.11      2 18.1818180      0     1
## 2114  720     18   2.44       0  0.80000  2.08     50 24.0384617      0     1
## 2115 1000     13   1.92       0  1.00000  2.08     38 18.2692299      1     0
## 2116 1180     70   3.78       0  0.71014  1.85      2  1.0810810      0     1
## 2117  960     51   1.92       0  0.74545  2.05     65 31.7073174      0     1
## 2118  860     13   2.38       0  0.75510  2.08     59 28.3653851      0     0
## 2119 1060     16   3.25       0  0.89286  2.08     10  4.8076925      0     1
## 2120 1120     15   2.73       0  0.86667  2.08      4  1.9230769      1     1
## 2121  820     40   1.67       0  1.00000  2.05     36 17.5609760      1     1
## 2122  880     13   2.38       0  0.91304  2.08      6  2.8846154      1     0
## 2123 1060     17   2.82       0  0.92727  2.08     12  5.7692308      0     1
## 2124  940     73   2.13       0  0.95833  1.85     26 14.0540543      1     0
## 2125  940     17   3.58       0  0.70909  0.85      1  1.1764706      1     0
## 2126  740     41   1.41       0  0.76190  1.26      4  3.1746032      1     0
## 2127  990     11   2.63       0  0.94118  0.37     16 43.2432442      0     1
## 2128 1180    115   3.66       0  0.78788  0.25      2  8.0000000      1     1
## 2129  950     73   3.06       0  0.82692  0.27      8 29.6296291      0     1
## 2130  950    119   2.26       0  0.86275  0.25     14 56.0000000      0     1
## 2131  970     78   3.67       0  0.90196  0.27      5 18.5185184      1     1
## 2132 1130     18   3.61       0  0.94828  2.89      3  1.0380623      0     1
## 2133 1280     18   3.22       0  0.77778  2.89     11  3.8062284      0     1
## 2134  970     15   2.86       0  0.97959  2.89     50 17.3010387      0     1
## 2135  830     41   2.02       1  0.80435  2.45     73 29.7959175      0     1
## 2136 1000    101   2.71       0  1.12766  2.63     46 17.4904938      1     1
## 2137  870     46   2.82       0  0.97727  2.52     25  9.9206352      1     1
## 2138 1020     88   2.28       0  0.82143  3.05     19  6.2295084      0     1
## 2139 1190     15   4.00       0  1.08772  2.89      7  2.4221454      0     1
## 2140  900     46   3.13       0  0.87500  3.05     18  5.9016395      1     1
## 2141 1100     45   2.46       0  0.96429  2.52     22  8.7301588      0     1
## 2142  780     20   1.95       0  1.22857  2.89     87 30.1038055      0     1
## 2143  870     42   2.47       0  0.93333  2.52     40 15.8730154      1     1
## 2144 1130     52   1.71       0  0.68657  2.62     90 34.3511467      0     1
## 2145 1020     15   2.00       0  0.92453  2.75     96 34.9090919      0     1
## 2146  990     81   2.69       0  0.76786  2.50     25 10.0000000      0     1
## 2147 1030     32   3.46       0  0.71667  2.28      3  1.3157895      1     0
## 2148  970    117   2.47       0  0.79630  2.52     12  4.7619047      1     1
## 2149 1170     76   2.51       0  0.91803  2.50     34 13.6000004      0     1
## 2150 1060    111   2.85       0  0.70968  2.52     19  7.5396824      0     1
## 2151 1120    110   2.58       0  1.00000  2.52     15  5.9523811      0     1
## 2152  820     14   1.85       0  0.82222  2.75     78 28.3636360      1     1
## 2153  860     13   2.38       0  0.95455  2.75     49 17.8181820      1     1
## 2154  980     47   2.78       0  0.88462  2.28     12  5.2631578      1     1
## 2155 1100     81   3.54       0  0.83333  2.50      6  2.4000001      0     1
## 2156 1140     90   3.73       0  0.72727  2.50      9  3.5999999      0     1
## 2157  950     15   1.86       0  0.82692  2.75     23  8.3636360      1     1
## 2158 1040    100   2.23       0  0.79310  2.52      7  2.7777777      1     1
## 2159  820     16   2.25       0  1.00000  2.75     45 16.3636360      1     1
## 2160 1060     47   3.51       0  0.73770  2.28      6  2.6315789      1     1
## 2161  880     16   2.56       0  0.72549  2.75     83 30.1818180      1     1
## 2162 1340    109   3.44       0  1.06154  2.52      1  0.3968254      1     1
## 2163 1060     43   2.18       0  0.73770  2.28     58 25.4385967      0     1
## 2164 1050     39   2.74       0  0.84211  2.28     26 11.4035091      0     1
## 2165 1080     16   3.31       0  0.86207  2.75     21  7.6363635      0     1
## 2166  990     43   2.18       0  0.86792  2.28     36 15.7894735      0     1
## 2167  920     15   2.80       0  0.80392  2.75     39 14.1818180      1     1
## 2168 1050     42   2.21       0  0.90909  2.28     84 36.8421059      0     1
## 2169  720    102   2.08       0  0.71429  2.46     13  5.2845531      1     0
## 2170  770     75   2.22       0  0.75000  2.57     26 10.1167316      0     0
## 2171 1190     17   2.41       0  0.80303  1.96      6  3.0612245      0     0
## 2172  870    124   2.58       0  0.70588  1.50     34 22.6666660      0     1
## 2173 1140     82   3.79       0  0.72727  1.86      7  3.7634408      0     1
## 2174 1040     15   3.06       0  0.92593  2.38     11  4.6218486      1     1
## 2175 1050     15   2.46       0  0.81034  2.38     31 13.0252104      0     1
## 2176 1320     17   4.00       0  0.91304  2.38      1  0.4201681      0     1
## 2177  850     47   2.63       0  0.80851  1.89     28 14.8148146      1     1
## 2178  950    103   2.53       1  0.69643  1.48     18 12.1621618      0     1
## 2179 1100    116   3.16       0  0.66667  1.48     46 31.0810814      0     1
## 2180 1290     15   4.00       0  0.69737  2.38      6  2.5210085      0     1
## 2181  960    113   2.95       0  0.71429  1.48      4  2.7027028      1     1
## 2182 1050     13   1.76       0  0.90909  2.38     41 17.2268906      0     1
## 2183  890     44   2.86       0  0.74510  1.89     39 20.6349201      1     1
## 2184 1020     78   1.97       0  1.04000  1.78     35 19.6629219      0     1
## 2185 1110     74   2.21       0  1.01818  1.78     12  6.7415729      0     1
## 2186  960     19   2.21       0  1.00000  2.38     38 15.9663868      1     1
## 2187  930     14   2.71       0  0.69091  2.38     98 41.1764717      0     1
## 2188 1190     46   2.82       0  0.98333  1.89      7  3.7037036      1     1
## 2189  980     13   2.76       1  0.88462  2.38     46 19.3277302      0     1
## 2190 1230     17   4.00       0  0.80882  2.38      5  2.1008403      0     1
## 2191  940     17   2.52       0  0.84314  2.38     36 15.1260500      0     1
## 2192 1040     43   3.16       0  0.76271  1.89     63 33.3333321      0     1
## 2193  960     75   3.32       0  0.88235  1.50      8  5.3333335      0     1
## 2194 1060    108   2.36       0  1.00000  1.50     35 23.3333340      0     1
## 2195 1280     17   3.47       0  0.70667  2.38     17  7.1428571      0     1
## 2196 1340     17   4.00       0  0.86111  2.38      8  3.3613446      0     1
## 2197 1050     85   1.77       0  0.94444  1.78     34 19.1011238      0     1
## 2198 1100     47   2.31       0  0.80328  1.89     24 12.6984129      0     1
## 2199  980     15   3.73       0  1.04167  2.38     10  4.2016807      1     1
## 2200 1130     49   2.91       0  0.79365  1.89     10  5.2910051      0     1
## 2201 1140     83   2.62       0  0.86885  0.63      3  4.7619047      1     1
## 2202 1000     11   2.36       0  1.17391  0.23      9 39.1304359      0     1
## 2203 1060     17   1.05       0  1.12000  0.23      7 30.4347820      0     1
## 2204 1190     73   3.56       0  0.77612  4.94      9  1.8218623      0     1
## 2205 1090     47   2.72       0  0.94643  3.96     18  4.5454545      1     1
## 2206  640     95   1.92       1  0.82857  5.34    165 30.8988762      0     0
## 2207  880     78   2.20       0  0.60000  4.01     27  6.7331672      1     1
## 2208 1020     42   1.92       0  0.70000  3.96     33  8.3333330      0     0
## 2209 1010     43   1.53       0  0.83636  3.96     37  9.3434343      1     0
## 2210 1410     68   3.72       0  0.98592  4.09      5  1.2224939      0     1
## 2211  820     60   2.36       0  0.86364  4.34     59 13.5944700      1     1
## 2212  880     15   0.53       0  0.83333  4.13     53 12.8329296      0     1
## 2213 1010     13   2.61       0  1.06122  4.13     49 11.8644066      1     1
## 2214 1240     92   2.57       0  0.93750  4.09     25  6.1124697      0     0
## 2215  890     18   1.61       0  1.17073  4.13     94 22.7602901      1     1
## 2216  960     20   1.60       0  0.77778  4.13    123 29.7820816      0     1
## 2217 1140     48   3.04       0  1.15094  3.96      9  2.2727273      1     1
## 2218  900     90   3.06       0  0.91489  4.01     77 19.2019958      1     1
## 2219  950    113   3.55       0  0.72727  4.09     14  3.4229829      1     1
## 2220  910    104   3.61       0  0.93617  4.09     45 11.0024452      1     1
## 2221 1150     79   2.94       0  0.82540  4.09     16  3.9119804      1     0
## 2222 1030     18   2.11       0  0.87273  4.13     52 12.5907993      0     1
## 2223 1070     17   2.00       0  0.72581  4.13     36  8.7167072      0     1
## 2224  850     14   1.28       0  0.88889  4.13    183 44.3099289      0     1
## 2225  960     99   1.92       0  0.71429  4.09     40  9.7799511      0     1
## 2226 1030     45   3.93       0  0.63492  3.96      4  1.0101010      1     0
## 2227 1030     17   2.58       0  0.80702  4.13     24  5.8111382      1     1
## 2228 1040     52   3.28       0  1.00000  3.96     26  6.5656567      1     1
## 2229 1110     48   3.29       0  1.05556  3.96      5  1.2626263      1     1
## 2230  950     75   2.50       0  0.69643  4.01     14  3.4912717      1     1
## 2231  960     90   3.06       0  0.92000  4.01     40  9.9750624      0     1
## 2232  900    107   2.79       0  0.69811  4.09     66 16.1369190      0     1
## 2233  950     73   2.28       0  0.69643  4.94     83 16.8016186      0     1
## 2234 1040     64   2.73       0  0.85714  4.01     22  5.4862843      1     1
## 2235 1020     50   2.54       0  0.72881  3.96     10  2.5252526      0     1
## 2236  910     17   1.23       0  1.45946  4.13     44 10.6537533      1     1
## 2237  890     16   1.62       0  0.78000  0.79      1  1.2658228      1     0
## 2238 1200     50   3.38       0  0.73913  2.75     10  3.6363637      0     1
## 2239  780     14   1.92       0  0.85714  3.20     38 11.8750000      1     1
## 2240  950     17   2.88       0  0.75926  3.20      9  2.8125000      1     1
## 2241  950     17   2.94       0  0.82692  2.76      3  1.0869565      1     0
## 2242  730     65   2.52       0  0.65909  2.76     35 12.6811590      0     0
## 2243  880     13   2.61       0  1.20000  3.20     14  4.3750000      1     1
## 2244 1280     81   3.32       0  0.75342  2.76      3  1.0869565      0     1
## 2245 1100     71   2.46       0  0.86441  3.80     98 25.7894745      0     1
## 2246  890     70   2.47       0  0.85417  1.06     14 13.2075472      0     1
## 2247 1110     46   1.95       0  1.05556  1.02     14 13.7254906      1     0
## 2248 1130     65   3.33       0  0.82258  1.03      4  3.8834951      0     1
## 2249  920     75   3.36       0  0.70370  1.03     11 10.6796112      0     1
## 2250 1120     17   3.17       0  0.69697  3.05     18  5.9016395      0     0
## 2251 1070     44   2.38       0  0.75410  2.70     41 15.1851854      0     1
## 2252 1180     13   2.30       0  0.78788  2.70      3  1.1111112      0     0
## 2253 1140     84   3.10       0  0.80952  3.25     10  3.0769231      0     0
## 2254  870     41   2.48       0  1.63636  2.70     44 16.2962971      1     1
## 2255 1210     88   2.94       0  0.95161  3.25     13  4.0000000      0     1
## 2256 1090     72   3.04       0  0.62687  3.50     27  7.7142859      0     1
## 2257  990     75   2.78       0  0.80000  3.25      8  2.4615386      0     0
## 2258 1110     51   2.74       0  0.88136  3.68     16  4.3478260      1     0
## 2259  940    115   2.37       0  1.08889  2.61     40 15.3256702      1     1
## 2260 1150     45   3.64       0  0.71642  3.68      6  1.6304348      0     1
## 2261 1000     17   3.17       0  0.81818  3.58     11  3.0726256      0     1
## 2262  980     83   2.85       0  0.81481  2.61      7  2.6819923      0     1
## 2263  930     14   2.64       0  1.02174  3.58     42 11.7318439      1     0
## 2264 1150     17   2.94       0  0.88525  3.58      3  0.8379889      0     0
## 2265  860     13   2.07       0  0.86957  3.58    108 30.1675968      1     1
## 2266  910     15   2.33       0  0.85714  0.90     15 16.6666660      0     1
## 2267  960     14   0.64       0  1.00000  0.91     20 21.9780216      0     1
## 2268  900     13   0.92       0  0.87500  1.98     66 33.3333321      1     1
## 2269 1250    113   3.23       0  1.15517  2.26      4  1.7699115      1     1
## 2270 1180     50   3.26       0  0.81538  2.19      8  3.6529679      0     1
## 2271  860     84   2.07       0  1.15000  2.23     26 11.6591930      0     1
## 2272 1050     33   4.00       0  0.94444  2.19      2  0.9132420      1     1
## 2273 1010     17   3.00       0  0.83636  1.98     10  5.0505052      0     1
## 2274 1190     15   2.33       0  0.72464  1.98      3  1.5151515      1     1
## 2275 1020     40   2.77       0  0.82143  2.19     14  6.3926940      0     1
## 2276 1290     49   2.93       0  0.76712  2.19      6  2.7397261      0     1
## 2277  910    118   2.38       0  0.78431  2.26     69 30.5309734      1     1
## 2278 1210     17   3.82       0  0.77941  1.98      1  0.5050505      0     1
## 2279  990    100   2.43       0  0.59677  2.26     57 25.2212391      0     1
## 2280  970    107   2.07       0  0.70175  2.26     58 25.6637173      0     1
## 2281  940    112   2.25       0  1.23810  2.26     35 15.4867258      1     1
## 2282 1310     47   3.93       0  0.81944  2.19      4  1.8264840      0     1
## 2283 1000     16   2.18       0  0.81818  1.98     24 12.1212120      1     1
## 2284 1060     45   2.33       0  0.68254  2.19     18  8.2191782      1     1
## 2285 1000     81   2.03       0  0.85185  2.23     77 34.5291481      0     1
## 2286 1010    119   3.35       0  0.62903  2.26     12  5.3097343      1     1
## 2287  950     79   2.69       0  0.75926  2.23     21  9.4170408      1     1
## 2288 1080     46   2.97       0  0.83051  1.12     35 31.2500000      0     1
## 2289  920     51   1.74       0  0.80392  1.95     27 13.8461542      1     0
## 2290 1220     15   2.46       0  0.82090  2.00      9  4.5000000      0     1
## 2291 1040    122   3.14       0  0.79310  1.92      7  3.6458333      1     1
## 2292  880     81   2.49       0  0.76000  1.77      3  1.6949153      1     1
## 2293  850    118   1.92       0  0.57407  1.92     16  8.3333330      0     1
## 2294  910     80   2.76       0  0.89583  1.77     18 10.1694918      0     0
## 2295 1170     59   2.61       1  1.05263  2.30     13  5.6521740      0     1
## 2296 1150     15   3.06       0  0.79688  2.00      2  1.0000000      1     0
## 2297  990     16   2.12       0  0.80000  2.00     23 11.5000000      0     1
## 2298 1000     11   2.72       0  0.85185  2.00      9  4.5000000      1     1
## 2299 1050    132   2.89       0  0.87500  0.10      1 10.0000000      1     1
## 2300 1160     15   1.73       0  0.90164  0.10      6 60.0000000      0     1
## 2301 1150    126   3.15       0  0.88525  0.10      6 60.0000000      0     1
## 2302 1030     11   2.72       0  0.94340  0.10      7 70.0000000      0     1
## 2303  820     47   1.91       0  1.05000  2.09     49 23.4449768      1     1
## 2304 1140    136   2.18       0  0.80952  2.40     32 13.3333330      1     1
## 2305 1140     16   4.00       0  0.86885  2.19     11  5.0228310      1     1
## 2306  980    100   3.16       0  1.04167  2.20     56 25.4545460      1     1
## 2307 1130     42   3.45       0  0.82258  2.09     39 18.6602879      0     1
## 2308 1010    114   3.14       0  0.90566  2.40     12  5.0000000      1     1
## 2309 1080     85   3.50       0  1.00000  2.20     11  5.0000000      1     1
## 2310  960     39   2.30       0  0.62712  2.24     17  7.5892859      1     1
## 2311 1020     48   3.08       0  0.70000  2.09     20  9.5693779      1     1
## 2312  880     44   2.54       0  0.41935  2.09     58 27.7511959      1     1
## 2313  970     17   3.23       0  0.90196  2.19     12  5.4794521      0     1
## 2314  830     79   2.69       0  0.84444  2.20     17  7.7272725      1     1
## 2315 1300     81   3.24       0  0.85714  2.20      6  2.7272727      1     1
## 2316  980     76   2.67       0  1.04167  2.20     47 21.3636360      1     1
## 2317 1220     85   2.21       0  0.82090  2.20     39 17.7272720      0     1
## 2318  940     90   1.80       0  1.08889  2.40     77 32.0833321      1     1
## 2319 1120     14   2.78       0  0.75000  2.19     46 21.0045662      1     1
## 2320  970     80   2.38       0  0.86538  2.20     72 32.7272720      1     1
## 2321 1090     88   2.25       0  0.94643  2.40     62 25.8333340      0     1
## 2322 1090     10   1.60       0  0.91228  2.20     78 35.4545441      0     1
## 2323 1150     64   3.01       0  0.66667  2.20     61 27.7272720      0     1
## 2324  950     75   1.85       0  0.61017  2.20     51 23.1818180      1     1
## 2325 1040     57   1.45       0  1.16667  2.40     44 18.3333340      0     1
## 2326 1290     14   4.00       0  0.95455  2.19      2  0.9132420      1     1
## 2327 1080    107   2.76       0  1.00000  2.40     38 15.8333330      1     1
## 2328 1250     16   3.43       0  0.83824  2.19      4  1.8264840      1     1
## 2329  810     64   3.31       0  1.07692  2.09     21 10.0478468      1     0
## 2330  980     15   2.40       0  0.71930  1.91     36 18.8481674      1     1
## 2331  700     14   1.28       1  0.75000  1.91    124 64.9214630      0     0
## 2332 1030     47   2.27       0  0.68852  2.11     41 19.4312801      0     1
## 2333  950     39   2.07       0  0.75926  2.11     79 37.4407578      0     1
## 2334  970     16   2.43       0  0.73214  1.91     20 10.4712038      0     1
## 2335 1070     16   2.25       0  0.94545  1.91     16  8.3769636      0     1
## 2336 1050     88   1.79       0  0.90909  1.73      8  4.6242776      1     1
## 2337 1030     16   1.18       0  0.94340  1.91     37 19.3717270      0     0
## 2338 1180     48   3.60       0  0.71014  2.11     14  6.6350713      0     0
## 2339  930     11   2.54       0  1.21429  1.91     50 26.1780109      1     1
## 2340 1280     17   3.05       0  0.80282  1.91      1  0.5235602      0     1
## 2341  990     60   2.81       0  1.15217  2.11     53 25.1184826      1     1
## 2342 1330     49   3.85       0  0.98507  2.11      3  1.4218010      0     1
## 2343  880     11   1.36       0  1.00000  1.91     53 27.7486916      0     1
## 2344 1140     65   3.47       0  0.70149  2.11      4  1.8957345      0     1
## 2345  850    120   2.67       0  0.84783  1.20     26 21.6666660      0     1
## 2346 1060    122   2.35       0  1.20833  1.20      2  1.6666666      1     1
## 2347 1030     48   2.35       0  0.74576  0.36      8 22.2222214      0     1
## 2348  960     52   2.86       0  0.81132  0.36      6 16.6666660      1     1
## 2349  990     37   2.62       0  0.90385  0.36     18 50.0000000      0     1
## 2350  980    114   3.22       0  0.81481  0.23      5 21.7391300      0     1
## 2351 1030     65   2.38       0  0.58462  0.25     12 48.0000000      0     1
## 2352  940     44   2.77       0  0.80769  0.36     11 30.5555553      1     1
## 2353 1230     88   2.85       0  0.86364  0.33      3  9.0909090      1     1
## 2354 1120     43   2.30       0  0.89831  0.36      8 22.2222214      0     1
## 2355 1020    110   3.00       0  0.88889  0.23      8 34.7826080      1     1
## 2356 1110    128   3.64       0  0.79032  1.76      3  1.7045455      0     1
## 2357 1340     46   2.28       0  0.83562  1.25      3  2.4000001      0     1
## 2358  950     80   2.91       0  1.11111  1.76     14  7.9545455      1     1
## 2359 1100     88   2.65       0  0.92982  1.21      8  6.6115704      1     1
## 2360 1000     13   1.69       0  1.08333  0.37     21 56.7567558      0     1
## 2361 1240     52   3.84       0  0.87879  0.40      1  2.5000000      0     1
## 2362 1000     46   2.56       0  0.88679  0.40      9 22.5000000      0     1
## 2363 1020    129   2.50       0  1.08163  0.39     12 30.7692299      0     1
## 2364 1010    111   3.18       0  0.87037  2.76     46 16.6666660      1     1
## 2365  980     12   2.75       0  0.88462  3.24     41 12.6543207      1     1
## 2366  860     15   3.00       0  0.82979  3.24     78 24.0740738      1     1
## 2367 1020    106   3.36       0  0.67213  2.76     15  5.4347825      0     1
## 2368  990     48   2.27       0  1.15217  2.38     59 24.7899151      1     1
## 2369  910     40   2.72       0  1.16667  2.38     73 30.6722698      0     1
## 2370 1130    116   2.65       0  0.91525  2.76     85 30.7971020      0     1
## 2371  930    119   2.31       0  1.06667  2.76     64 23.1884060      1     1
## 2372 1170     18   2.66       0  0.82813  3.24     67 20.6790123      0     1
## 2373 1020     14   3.00       0  0.78947  3.24    193 59.5679016      0     1
## 2374 1080     92   3.93       0  0.83051  2.76      9  3.2608695      0     1
## 2375  960     16   1.81       0  1.00000  3.24    125 38.5802460      0     1
## 2376  810     15   0.86       0  0.80000  3.24    105 32.4074059      0     1
## 2377  810    117   2.11       0  0.88372  2.76    104 37.6811600      1     0
## 2378  880     16   2.50       0  1.14634  3.24     34 10.4938269      1     1
## 2379 1190     76   3.43       0  0.67606  2.83      8  2.8268552      0     1
## 2380 1160    124   2.70       0  0.87097  2.76     37 13.4057970      0     1
## 2381  950     99   2.32       0  0.55738  2.76     31 11.2318840      0     1
## 2382 1080     11   3.27       0  0.80000  3.24     16  4.9382715      1     1
## 2383 1020     15   2.33       0  1.00000  3.24    236 72.8395081      0     1
## 2384 1170     50   3.24       0  1.25000  2.38      8  3.3613446      1     1
## 2385  900    104   2.51       0  0.91489  2.76    106 38.4057961      1     1
## 2386 1180     12   3.16       0  0.87302  3.24     37 11.4197531      0     1
## 2387 1150     18   3.16       0  1.01754  3.23     18  5.5727553      1     1
## 2388 1270     16   2.00       0  1.08197  3.24    142 43.8271599      0     1
## 2389 1090     13   1.15       0  0.94643  3.24    149 45.9876556      0     1
## 2390 1050     16   0.87       0  0.77966  3.24     80 24.6913586      0     1
## 2391 1170     45   3.91       0  0.91803  2.38      5  2.1008403      1     1
## 2392 1050     11   2.63       0  0.98113  3.24    111 34.2592583      1     1
## 2393 1080     49   3.32       0  0.92857  2.38     44 18.4873943      1     1
## 2394 1140    119   2.90       0  0.96552  2.76     20  7.2463770      0     1
## 2395 1010     13   2.76       0  1.10417  2.36     77 32.6271172      1     1
## 2396 1110     14   3.57       0  0.85000  3.22      5  1.5527951      0     1
## 2397 1010     43   2.20       0  0.83636  2.38     24 10.0840340      0     0
## 2398 1290     17   3.82       0  1.01563  3.24      6  1.8518518      0     1
## 2399 1030     44   1.90       0  0.74576  2.38     95 39.9159660      0     1
## 2400 1250     17   2.11       0  0.89394  3.24     20  6.1728396      0     1
## 2401 1110     59   1.91       0  0.73438  2.38     67 28.1512604      0     1
## 2402 1060     51   3.19       0  0.85965  2.38     19  7.9831934      0     1
## 2403 1070     78   3.29       0  0.75410  2.83     10  3.5335689      1     1
## 2404  890     47   2.82       0  0.97778  0.12      2 16.6666660      1     1
## 2405  910    119   3.33       0  1.21951  0.10      1 10.0000000      1     1
## 2406 1130     17   2.41       0  0.76563  0.12      3 25.0000000      0     1
## 2407 1020     59   2.62       0  0.61905  0.11      4 36.3636360      0     1
## 2408 1240     61   2.83       0  0.87879  5.74     14  2.4390244      0     1
## 2409  900     42   1.88       0  0.95652  5.56     88 15.8273382      1     1
## 2410  900     48   2.52       0  0.73077  5.56     34  6.1151080      1     1
## 2411  860     19   2.05       0  0.82979  5.74    195 33.9721260      0     1
## 2412  950     14   2.42       0  0.82692  5.26    134 25.4752846      1     1
## 2413 1160     51   2.35       0  0.56757  5.03     60 11.9284296      0     1
## 2414 1140     73   2.15       0  0.83871  5.03     55 10.9343939      0     1
## 2415 1010     78   1.96       0  0.80357  5.03     73 14.5129223      1     0
## 2416  990     40   1.77       0  0.67797  5.56    195 35.0719414      0     0
## 2417 1120     13   2.00       0  0.80645  5.26     61 11.5969582      0     1
## 2418 1070     17   2.64       0  0.57353  5.26     46  8.7452469      0     1
## 2419 1020     15   1.20       0  0.70000  5.26     78 14.8288975      1     1
## 2420 1030     48   1.75       0  1.06000  5.56    163 29.3165474      0     1
## 2421  990     16   2.75       0  0.98000  5.26     52  9.8859320      1     1
## 2422  930     49   2.42       0  0.93750  5.56     76 13.6690645      0     1
## 2423  790     47   2.31       0  0.97500  5.56     51  9.1726618      1     1
## 2424 1090     19   3.63       0  0.94643  5.26     16  3.0418251      1     1
## 2425 1020    114   2.59       0  0.85455  5.39     53  9.8330240      1     1
## 2426 1220     56   2.91       0  0.84848  5.56     36  6.4748201      1     1
## 2427 1010    106   2.52       0  0.74138  5.39    217 40.2597389      0     1
## 2428 1090     18   1.61       0  0.65152  5.26    125 23.7642593      0     1
## 2429  900     15   0.80       0  0.83673  5.26    173 32.8897324      0     1
## 2430 1120     45   1.77       0  0.89831  5.38    128 23.7918224      0     1
## 2431  950     15   1.00       0  0.97917  5.26    125 23.7642593      0     1
## 2432  790     15   2.60       0  0.92683  5.56    176 31.6546764      0     1
## 2433 1130    116   3.11       0  1.05455  5.39     32  5.9369202      0     1
## 2434 1080    110   2.37       1  0.56522  5.39    152 28.2003708      0     1
## 2435 1140     13   2.46       0  0.78125  5.26     76 14.4486694      0     1
## 2436  970     87   2.29       0  0.73214  5.39    171 31.7254181      0     1
## 2437  980     17   3.23       0  0.96000  5.26     18  3.4220533      1     1
## 2438  970     15   2.66       0  1.02083  5.26     23  4.3726234      1     1
## 2439  930     95   2.06       0  0.86000  5.39    109 20.2226353      0     1
## 2440  820     15   2.13       1  0.90698  5.26    160 30.4182510      1     0
## 2441 1220     56   2.64       0  0.96774  5.03     59 11.7296219      0     1
## 2442 1100     68   2.50       0  0.86441  5.03     88 17.4950294      0     1
## 2443 1170     17   2.70       0  0.80000  5.74     24  4.1811848      0     1
## 2444 1040    111   2.03       0  0.67742  5.39     47  8.7198515      1     1
## 2445 1140     14   0.28       0  0.72727  5.26    140 26.6159687      0     1
## 2446  890     74   2.16       0  1.11905  5.03     66 13.1212721      0     1
## 2447 1230     14   1.71       0  0.86364  5.26     45  8.5551329      0     1
## 2448  840    124   2.62       0  0.82609  5.39    124 23.0055656      1     1
## 2449 1000     51   2.13       0  0.81818  5.56     37  6.6546764      0     1
## 2450 1020     43   2.23       0  0.70000  5.56     75 13.4892082      0     1
## 2451 1160    107   2.07       0  1.03509  5.39     38  7.0500927      0     1
## 2452  750    119   2.49       0  1.08333  5.39     70 12.9870129      1     1
## 2453  740     17   2.64       0  0.80488  1.32     36 27.2727280      0     1
## 2454  910     90   2.88       0  0.78431  1.01      7  6.9306931      0     1
## 2455 1200    118   3.52       0  0.81818  0.94      1  1.0638298      0     1
## 2456 1140     15   3.46       0  1.07273  1.32      4  3.0303030      1     1
## 2457  930     18   3.00       0  0.75472  1.32     20 15.1515150      0     1
## 2458  990     48   2.81       0  0.90385  1.01     24 23.7623768      0     1
## 2459  880     42   2.50       0  0.72549  1.78     24 13.4831457      0     1
## 2460 1120     16   3.25       0  0.93103  1.96     41 20.9183674      0     1
## 2461  790    114   2.66       0  0.92683  1.92      9  4.6875000      1     1
## 2462  950    114   2.29       0  0.58333  1.92     15  7.8125000      0     1
## 2463  970     17   2.88       0  0.76364  1.96     24 12.2448978      1     1
## 2464 1170     79   2.58       0  0.98305  1.71      1  0.5847953      1     1
## 2465  840     91   2.74       0  0.95349  2.30     37 16.0869560      0     1
## 2466  960     87   2.91       0  1.00000  1.92     18  9.3750000      0     1
## 2467  970     18   2.05       0  0.67241  1.96     29 14.7959185      0     1
## 2468 1080     13   3.53       0  0.80000  1.96     36 18.3673477      1     1
## 2469  860     48   2.75       0  0.59259  1.78     22 12.3595505      1     1
## 2470 1040     48   2.83       0  0.67742  1.78     12  6.7415729      1     1
## 2471  980    117   2.08       0  1.17778  1.92     32 16.6666660      1     1
## 2472 1130    118   2.02       0  1.30612  2.50    101 40.4000015      0     0
## 2473  990     87   3.51       0  0.94118  2.04     60 29.4117641      0     1
## 2474 1010     16   2.81       0  0.83636  2.37     58 24.4725742      1     1
## 2475 1010     45   3.40       0  1.19565  2.38     18  7.5630250      1     1
## 2476 1090     14   2.00       0  0.78689  2.37    117 49.3670883      0     1
## 2477 1090     17   2.52       0  1.05660  2.37     48 20.2531643      1     1
## 2478  840     17   2.64       0  0.90909  2.37     84 35.4430389      1     1
## 2479 1310     44   2.29       0  0.92647  2.38    147 61.7647057      0     1
## 2480  830     40   2.05       0  0.84444  2.38     70 29.4117641      0     1
## 2481 1100     15   4.00       0  1.03704  2.37     17  7.1729956      1     1
## 2482  970     16   3.81       0  0.25974  2.37     25 10.5485229      0     0
## 2483 1010     15   3.60       0  0.98039  2.37     21  8.8607597      1     1
## 2484 1170     16   4.00       0  0.74627  2.37     12  5.0632911      0     1
## 2485 1090     50   3.36       0  1.01852  2.38     55 23.1092434      1     1
## 2486 1040     16   3.18       0  0.82456  2.37     38 16.0337543      1     1
## 2487 1080     79   2.94       0  0.80000  2.51     18  7.1713147      1     1
## 2488 1010     48   3.20       0  0.68333  2.38     46 19.3277302      0     1
## 2489 1070     17   1.76       0  0.87719  2.37    127 53.5864983      0     1
## 2490 1060     47   2.91       0  1.00000  2.38     38 15.9663868      1     1
## 2491 1310     78   3.03       0  0.95522  2.51     29 11.5537853      1     1
## 2492 1050     15   2.86       0  1.14286  2.37     88 37.1308022      1     1
## 2493 1090    108   3.53       0  0.78689  2.04     16  7.8431373      1     1
## 2494  880     15   3.20       0  1.00000  2.37     66 27.8481007      1     1
## 2495 1070     47   2.61       0  0.91071  2.38     45 18.9075623      1     1
## 2496 1290     17   3.41       0  0.89706  2.37     11  4.6413503      1     1
## 2497 1120     16   2.00       0  1.00000  2.37     49 20.6751060      1     1
## 2498 1110     73   2.75       0  0.81967  2.51     90 35.8565750      0     1
## 2499 1090     77   2.22       0  1.05660  2.04     88 43.1372566      1     1
## 2500  960     45   2.44       0  1.00000  2.38     54 22.6890755      1     1
## 2501  930     18   3.22       0  0.93750  2.37     58 24.4725742      1     1
## 2502 1210     18   3.16       0  0.80597  2.37     49 20.6751060      0     1
## 2503 1300     67   2.23       0  1.00000  2.51     61 24.3027897      0     1
## 2504 1040     16   2.18       0  0.73333  2.37    140 59.0717316      0     1
## 2505 1050     15   1.66       0  0.98113  2.37     83 35.0210953      0     1
## 2506  990     82   2.70       0  0.83333  2.51     34 13.5458164      1     1
## 2507  810    107   2.53       0  0.72340  2.04     31 15.1960783      0     1
## 2508 1010    133   2.54       0  0.90566  2.04     36 17.6470585      0     1
## 2509  900     13   2.53       0  0.80000  2.46    109 44.3089447      0     1
## 2510 1180     45   3.33       0  0.78788  2.38     17  7.1428571      0     1
## 2511  980     86   3.01       0  0.88462  2.51     62 24.7011948      1     1
## 2512  940     49   2.06       0  0.74074  2.38     63 26.4705887      0     1
## 2513 1110     14   3.21       0  1.01818  0.41      2  4.8780489      0     1
## 2514 1080     18   1.38       0  0.71429  0.51      8 15.6862745      0     1
## 2515  870     46   3.54       0  0.70588  0.30      1  3.3333333      1     1
## 2516  830     78   2.98       0  0.84444  1.39     16 11.5107918      1     1
## 2517  930     92   3.21       0  0.75472  1.39      1  0.7194245      0     1
## 2518 1150     74   3.35       0  1.01754  1.39      3  2.1582735      1     1
## 2519  790     76   3.01       0  0.79545  1.39     13  9.3525181      1     1
## 2520 1000     39   2.05       0  1.22222  1.76     31 17.6136360      0     1
## 2521 1050     47   2.10       0  0.77966  1.76     56 31.8181820      0     1
## 2522  870     90   2.74       0  0.67308  1.39      9  6.4748201      1     1
## 2523 1180     52   3.21       0  1.10714  1.76     19 10.7954550      0     1
## 2524  830    122   1.99       0  1.12821  1.60     21 13.1250000      1     1
## 2525 1050     13   1.38       0  0.87500  1.65     14  8.4848480      1     1
## 2526 1060     16   1.25       0  0.73770  0.60      6 10.0000000      0     0
## 2527  960     65   2.56       0  1.04255  0.16      2 12.5000000      0     1
## 2528  990     78   2.44       0  0.73684  3.38     20  5.9171596      1     1
## 2529  900     42   2.85       0  1.04545  3.20     25  7.8125000      1     1
## 2530  970     78   2.71       0  0.90196  3.38      7  2.0710058      1     1
## 2531 1430    108   3.07       0  0.95890  3.64     42 11.5384617      0     1
## 2532 1110     46   2.32       0  0.76190  3.20     16  5.0000000      0     1
## 2533 1130     16   3.75       0  1.09259  3.10      8  2.5806451      0     1
## 2534 1230     18   3.61       0  0.92188  3.10      5  1.6129032      0     1
## 2535 1000     38   1.81       0  0.75439  3.20     97 30.3125000      0     1
## 2536  940     15   2.33       0  1.23810  3.10     19  6.1290321      1     0
## 2537 1110     17   3.41       0  0.85000  3.10     11  3.5483871      0     1
## 2538 1020    108   2.49       0  1.04000  3.64     36  9.8901100      0     1
## 2539  950     12   1.25       0  0.79245  3.10     14  4.5161290      1     1
## 2540 1130     17   3.00       0  0.63768  3.10     72 23.2258072      0     1
## 2541 1150     16   2.81       0  1.05357  3.10     17  5.4838710      0     1
## 2542 1010     46   3.13       0  0.77193  3.20     13  4.0625000      1     1
## 2543 1150     14   2.92       0  0.98276  3.10     45 14.5161295      0     1
## 2544  990     49   1.79       0  0.94118  3.20     60 18.7500000      1     1
## 2545 1020     96   2.81       0  0.85455  3.64     15  4.1208792      1     1
## 2546 1040     43   2.39       0  0.92593  3.20     34 10.6250000      0     1
## 2547  720     49   2.34       0  0.67442  1.02     12 11.7647057      0     0
## 2548 1070     11   0.72       0  0.87719  1.25      7  5.5999999      0     1
## 2549 1040     16   3.50       0  0.79310  1.25      4  3.2000000      1     1
## 2550 1090     15   3.40       0  1.05660  0.85      2  2.3529413      1     1
## 2551  900     13   1.23       0  1.00000  0.85     20 23.5294113      0     1
## 2552 1020    127   3.44       0  0.92453  0.75      3  4.0000000      1     1
## 2553  700     79   2.56       0  0.84211  0.55      8 14.5454550      1     1
## 2554  750     81   2.54       0  0.74419  1.75     28 16.0000000      0     1
## 2555  930     81   3.02       0  0.86000  1.75     32 18.2857151      0     1
## 2556 1240     16   3.18       0  0.82353  1.75      3  1.7142857      1     1
## 2557 1300     18   4.00       0  0.75676  2.10      1  0.4761905      1     1
## 2558 1150     18   2.88       0  0.88525  2.01     34 16.9154224      0     1
## 2559 1140    114   3.14       0  0.72727  1.33     23 17.2932339      0     1
## 2560 1010     45   2.66       0  0.98039  1.70     26 15.2941179      0     1
## 2561 1010     41   2.00       0  0.80357  1.70     24 14.1176472      0     1
## 2562 1160     18   3.00       0  0.84127  2.01     15  7.4626865      1     1
## 2563 1060     52   3.21       0  0.92727  4.50     14  3.1111112      1     1
## 2564  820     16   1.75       0  1.56250  2.33     46 19.7424889      1     1
## 2565  940    107   2.01       0  0.91837  1.33     28 21.0526314      0     1
## 2566 1100     49   2.97       0  0.69231  1.70      4  2.3529413      1     1
## 2567 1100     65   2.50       0  0.71875  1.75      1  0.5714286      1     1
## 2568 1140    112   2.64       0  0.70149  0.25     14 56.0000000      0     1
## 2569  930     91   2.06       0  0.75472  0.36     16 44.4444427      1     1
## 2570 1030     83   3.13       0  0.74576  0.27      3 11.1111107      1     1
## 2571  960     82   2.62       0  1.00000  0.27     14 51.8518524      0     1
## 2572 1020     82   2.65       0  0.67213  0.27      8 29.6296291      0     1
## 2573  860    123   2.91       0  0.86957  2.15      2  0.9302326      1     0
## 2574  770     84   2.64       0  0.92500  1.68      7  4.1666665      1     0
## 2575 1000     16   3.00       0  0.96078  2.16      4  1.8518518      0     0
## 2576  860     75   2.14       0  0.95455  1.68      1  0.5952381      1     0
## 2577  960     17   3.29       0  0.81132  2.18      1  0.4587156      0     1
## 2578  830     12   2.00       0  0.88636  2.07      3  1.4492754      1     0
## 2579  980     17   3.00       0  1.04167  0.08      1 12.5000000      0     1
## 2580  970     16   3.12       0  0.76364  4.09    104 25.4278736      0     1
## 2581 1150    119   1.86       0  1.01754  3.62      3  0.8287293      1     0
## 2582  860     19   2.31       0  1.04762  4.09     39  9.5354519      1     0
## 2583  970     12   2.50       0  1.06383  4.09      9  2.2004890      1     0
## 2584  980    114   2.51       0  0.96000  3.62     11  3.0386741      1     1
## 2585 1290     42   2.52       0  0.86957  3.48      2  0.5747126      0     1
## 2586  640     48   1.89       1  1.13333  3.53    230 65.1558075      0     0
## 2587 1260     15   4.00       0  0.88060  4.09      1  0.2444988      1     1
## 2588  970     49   2.36       0  0.94000  3.48     20  5.7471266      0     1
## 2589 1190     18   3.44       0  0.77612  4.09      5  1.2224939      0     1
## 2590 1190     45   2.40       0  0.70000  3.45     40 11.5942030      0     1
## 2591 1050     74   2.59       0  0.81034  3.10     61 19.6774197      0     1
## 2592  760     17   2.88       0  0.61702  3.19     32 10.0313482      0     1
## 2593 1030    109   2.10       0  1.06000  3.33     33  9.9099102      1     1
## 2594 1080     51   3.68       0  0.58824  3.45     21  6.0869565      0     1
## 2595 1070    120   2.89       0  0.78333  3.33     11  3.3033032      1     1
## 2596 1020     18   2.22       0  0.78947  3.19     44 13.7931032      0     1
## 2597  740     45   1.73       0  0.94737  3.45     45 13.0434780      1     0
## 2598  990     44   1.75       0  0.73684  3.45     77 22.3188400      0     1
## 2599 1100     50   2.44       0  0.77419  3.45     33  9.5652170      0     1
## 2600 1060     78   2.97       0  0.82759  3.10     53 17.0967751      0     1
## 2601 1190     71   2.38       0  0.95082  3.10      4  1.2903225      0     1
## 2602 1270     98   3.56       0  0.76389  3.33      4  1.2012012      0     1
## 2603 1250    125   2.51       0  0.92308  3.33     14  4.2042041      0     1
## 2604  980     12   2.58       0  1.17778  3.19     37 11.5987463      1     1
## 2605  910     43   1.86       0  0.89583  3.45    141 40.8695641      0     1
## 2606 1180    117   2.58       0  0.93443  3.33      7  2.1021020      0     1
## 2607 1070     46   2.82       0  0.75410  3.45     10  2.8985507      0     1
## 2608  920     13   1.23       0  0.76923  3.19    127 39.8119125      0     1
## 2609 1190    111   3.54       0  1.05172  3.33     22  6.6066065      0     1
## 2610 1180     16   3.56       0  0.84375  3.19     16  5.0156741      0     1
## 2611  860     70   2.65       0  0.75510  3.32     23  6.9277110      1     1
## 2612 1070     51   2.86       0  0.75410  1.65      3  1.8181819      0     1
## 2613 1070    121   3.74       0  0.94545  1.56      2  1.2820513      0     1
## 2614 1030     75   2.57       1  0.87273  1.76     27 15.3409090      0     1
## 2615  880    115   2.05       0  0.95556  1.56     33 21.1538467      0     1
## 2616  970     17   2.29       0  0.90196  1.81     26 14.3646412      1     1
## 2617 1040     10   1.40       0  1.03922  1.81     12  6.6298342      0     1
## 2618 1050    115   2.03       0  0.98113  1.56     15  9.6153851      1     1
## 2619 1180     17   3.47       0  0.87302  1.81      2  1.1049724      0     1
## 2620 1100     18   3.00       0  0.77419  1.81     12  6.6298342      0     1
## 2621 1020     45   2.71       0  0.78947  1.65     26 15.7575760      0     1
## 2622  910     16   2.06       0  0.82000  1.81     11  6.0773482      0     1
## 2623  810    114   2.07       0  0.88372  1.56     20 12.8205128      0     1
## 2624  980     18   3.44       0  0.66102  1.81      7  3.8674033      1     1
## 2625 1020    114   1.97       0  0.75862  1.56     10  6.4102564      0     1
## 2626  950     48   2.97       0  0.75926  1.65     10  6.0606060      1     1
## 2627 1040    120   2.91       0  0.82456  5.75     12  2.0869565      1     1
## 2628  960     44   2.06       0  0.77778  6.87    236 34.3522568      0     1
## 2629 1070    113   2.31       0  1.27660  5.75     96 16.6956520      0     1
## 2630  900     17   2.35       0  0.91489  7.15    302 42.2377625      0     1
## 2631 1100     84   3.19       0  0.96429  5.75     36  6.2608695      0     1
## 2632 1040     72   2.69       0  1.03922  6.10     71 11.6393442      1     1
## 2633 1000    110   2.25       0  0.81818  5.78    365 63.1487885      0     1
## 2634  990     44   3.09       0  0.86792  6.87    239 34.7889366      0     1
## 2635 1180     16   3.43       0  1.22642  7.15     16  2.2377622      1     1
## 2636  970     37   1.75       0  0.73214  6.87    307 44.6870461      0     1
## 2637 1040     41   3.65       0  0.89091  7.00    166 23.7142849      0     1
## 2638 1140     72   2.95       0  1.15094  5.95     43  7.2268906      0     1
## 2639  910     99   2.33       0  0.85714  5.75    132 22.9565220      0     1
## 2640 1140     44   1.97       0  0.90000  6.87    278 40.4657936      1     1
## 2641 1040     94   1.94       0  0.73333  5.75    188 32.6956520      0     1
## 2642 1110     74   2.67       0  1.01818  6.10    157 25.7377052      0     1
## 2643  710     48   2.29       0  0.91892  6.87    225 32.7510910      1     1
## 2644 1030     42   1.76       0  0.71667  6.87    261 37.9912682      0     1
## 2645 1200     16   3.62       0  0.76471  7.15     17  2.3776224      1     1
## 2646  990     13   3.46       0  1.06250  6.87    223 32.4599724      0     1
## 2647 1150     16   2.75       0  0.82540  7.15     98 13.7062941      1     1
## 2648  810    121   3.34       0  0.92857  5.75     34  5.9130435      1     1
## 2649  970     16   2.37       0  0.86538  7.15    172 24.0559444      1     1
## 2650  930    124   3.27       0  1.02174  5.75     61 10.6086960      1     0
## 2651  970     54   2.79       0  0.79630  6.87     46  6.6957788      1     1
## 2652  960    106   2.06       0  0.74545  5.75     98 17.0434780      0     1
## 2653 1090     68   2.19       0  0.75806  6.10    202 33.1147537      1     1
## 2654 1050     13   1.30       0  0.69355  7.15    634 88.6713257      0     1
## 2655 1040     45   2.48       0  0.96226  7.00    118 16.8571434      1     1
## 2656 1040     52   2.21       0  0.85714  6.87    266 38.7190666      1     1
## 2657 1040     16   2.62       0  0.67742  7.15    135 18.8811188      1     1
## 2658  970     47   2.12       0  0.86538  6.87    124 18.0494900      1     1
## 2659 1070     18   4.00       0  0.94545  7.15    153 21.3986015      0     1
## 2660 1040     76   2.22       0  0.82456  6.10     85 13.9344263      0     1
## 2661 1070     72   2.04       0  0.81356  6.10    132 21.6393452      0     1
## 2662 1230     50   3.36       0  1.01639  6.87     83 12.0815134      1     1
## 2663  940    125   2.12       0  0.88000  5.75    173 30.0869560      0     1
## 2664 1150    111   3.71       0  0.64286  5.75     15  2.6086957      1     1
## 2665 1090     16   1.56       0  0.78689  7.15    399 55.8041954      0     1
## 2666  860     39   1.92       0  1.00000  7.00    370 52.8571434      1     1
## 2667  940     44   3.52       0  1.08889  6.87    180 26.2008724      1     1
## 2668 1070     12   1.33       0  0.94545  7.15    300 41.9580421      0     1
## 2669  890     14   2.92       0  0.89362  7.15    198 27.6923084      1     1
## 2670 1090     46   3.21       0  0.75806  6.87     57  8.2969437      1     1
## 2671  840     11   1.18       1  0.82609  7.15    511 71.4685287      0     0
## 2672  960     74   3.09       0  0.92000  6.10     28  4.5901637      1     1
## 2673 1090     42   2.00       0  1.05660  6.87    242 35.2256203      0     1
## 2674  810    109   2.42       0  1.02500  5.75    184 32.0000000      1     1
## 2675  910     50   3.28       0  0.56897  6.87     91 13.2459974      1     1
## 2676 1020     14   2.42       0  0.75862  7.15    234 32.7272720      0     1
## 2677  920     53   1.96       0  0.84000  6.87    247 35.9534225      1     1
## 2678 1280    106   3.03       0  0.85507  5.75     40  6.9565215      0     1
## 2679  960    117   2.79       0  0.74545  5.75    213 37.0434799      0     1
## 2680  980     16   2.31       0  0.81481  7.15    170 23.7762241      1     1
## 2681 1070     16   2.93       0  0.98148  7.15    150 20.9790211      1     1
## 2682 1160    113   2.92       0  1.03509  5.75    104 18.0869560      0     1
## 2683 1400     18   3.83       0  0.94444  7.15    107 14.9650354      1     1
## 2684 1070     62   1.54       0  0.98148  6.10    105 17.2131157      1     1
## 2685 1010    108   2.13       0  1.10417  5.75     81 14.0869570      0     1
## 2686 1160    111   3.00       0  0.81250  5.75     21  3.6521740      0     1
## 2687  890     80   2.97       0  0.71154  6.10     85 13.9344263      1     1
## 2688 1020     53   2.45       0  0.61905  6.87    391 56.9141197      1     1
## 2689 1220     73   2.12       0  0.87692  6.10    137 22.4590168      0     1
## 2690 1050     17   2.17       0  0.69355  7.15    249 34.8251762      0     1
## 2691 1260     50   2.60       0  0.72603  7.00     47  6.7142859      0     1
## 2692 1000     87   2.59       0  0.81818  5.75     99 17.2173920      1     1
## 2693 1040    112   3.67       0  0.96226  5.75     44  7.6521740      0     1
## 2694  930    126   2.51       0  1.06667  5.75     97 16.8695660      1     1
## 2695  900     12   0.41       0  0.83673  7.15    341 47.6923065      0     1
## 2696 1020     16   3.06       0  0.88889  7.15     38  5.3146853      1     1
## 2697  990     10   2.10       1  0.86792  7.15    279 39.0209808      0     1
## 2698  950     17   2.00       1  0.82692  7.15    346 48.3916092      0     1
## 2699 1190     17   3.11       0  0.75000  7.15    123 17.2027969      0     1
## 2700 1040     35   1.97       0  0.67742  7.00    141 20.1428566      1     1
## 2701 1000     46   2.47       0  0.75439  6.87    260 37.8457069      1     1
## 2702 1000     47   1.82       0  0.78571  7.00    450 64.2857132      0     1
## 2703  920     13   1.76       0  0.95745  7.15    243 33.9860153      0     1
## 2704 1180     14   1.50       1  0.81538  7.71    481 62.3865128      0     1
## 2705  870     49   2.00       0  1.02326  5.95    253 42.5210075      1     1
## 2706 1050     39   2.12       1  0.77966  6.87    314 45.7059669      0     1
## 2707 1210     71   3.01       0  0.92063  6.10     58  9.5081968      0     1
## 2708 1330     17   2.70       0  0.95588  7.15    265 37.0629387      0     1
## 2709 1050     15   2.80       0  0.94444  7.15    141 19.7202797      1     1
## 2710 1150     83   3.01       0  1.16981  6.10    117 19.1803284      0     1
## 2711  900     12   0.91       0  0.80000  7.71     78 10.1167316      1     1
## 2712 1050     72   2.94       0  0.72131  6.10     28  4.5901637      1     1
## 2713 1060     68   1.91       0  0.55882  6.10    105 17.2131157      0     1
## 2714  950    112   2.86       0  0.90000  5.75     78 13.5652170      0     1
## 2715  990     15   2.40       0  0.70690  7.15    129 18.0419579      1     1
## 2716  950     39   1.87       0  0.86275  6.87    319 46.4337692      0     1
## 2717 1120     18   3.83       0  0.89831  1.54      1  0.6493506      0     1
## 2718  900     74   2.94       1  0.76471  1.32     18 13.6363640      0     1
## 2719 1260     15   2.53       0  1.21053  1.54     12  7.7922077      1     1
## 2720 1000     42   1.38       0  0.61290  1.09     10  9.1743116      0     1
## 2721  920    101   2.10       0  0.84000  1.20     12 10.0000000      1     1
## 2722  860     17   2.64       0  0.79167  1.54     15  9.7402601      0     1
## 2723  910     17   2.76       0  0.89583  1.54     14  9.0909090      1     1
## 2724 1130     15   1.73       0  1.26000  1.32     27 20.4545460      0     1
## 2725  790     15   3.00       0  0.97500  1.40     30 21.4285717      1     1
## 2726 1000     14   1.42       0  0.78571  1.66     21 12.6506023      1     1
## 2727  970    114   2.21       0  1.06383  1.20     16 13.3333330      1     1
## 2728  490    127   1.97       1  0.75000  1.44     55 38.1944427      1     0
## 2729 1120     44   3.25       0  1.03636  0.14      6 42.8571434      0     1
## 2730 1060     44   1.81       0  0.65625  0.81      7  8.6419754      0     1
## 2731  920     15   2.66       0  0.87755  0.75      4  5.3333335      1     1
## 2732  900     45   1.93       0  0.83673  0.81     30 37.0370369      1     1
## 2733 1040     18   3.11       0  0.89091  0.75      3  4.0000000      0     1
## 2734  950    114   2.00       0  0.75926  0.60      9 15.0000000      0     1
## 2735  910     79   2.39       0  0.85714  0.67      7 10.4477615      0     1
## 2736  910     45   2.24       0  0.93617  0.49      4  8.1632652      1     1
## 2737  890     13   3.23       0  1.02273  0.45      2  4.4444447      1     0
## 2738  750     17   2.52       0  0.70455  0.45     10 22.2222214      1     0
## 2739  920    125   2.68       0  0.84000  1.31     21 16.0305347      1     1
## 2740 1000     92   3.50       0  1.22222  1.31      5  3.8167939      1     1
## 2741  800    115   2.75       0  0.66667  1.31     13  9.9236641      1     1
## 2742  830     18   2.00       0  0.93023  1.42      4  2.8169014      1     1
## 2743  730     53   1.54       0  0.92105  1.27     28 22.0472450      0     1
## 2744 1260     53   3.00       0  0.90909  1.27      2  1.5748031      0     1
## 2745  850     78   2.34       0  1.36111  0.84      5  5.9523811      1     1
## 2746  880     76   2.89       0  1.37838  0.84      6  7.1428571      0     1
## 2747  910     92   2.02       0  1.11628  1.93      4  2.0725389      0     1
## 2748  950    106   2.66       0  1.02128  0.44      7 15.9090910      1     1
## 2749  950     14   2.28       0  0.90000  0.50     22 44.0000000      0     1
## 2750  950     19   3.26       0  1.02128  0.48      7 14.5833330      0     1
## 2751 1000     16   2.31       0  0.92308  0.50      9 18.0000000      0     1
## 2752  950     17   1.88       0  0.90000  0.50     16 32.0000000      0     1
## 2753  920    108   3.36       0  1.09091  0.44      4  9.0909090      1     1
## 2754 1020     45   2.02       0  0.85455  0.47     11 23.4042549      0     1
## 2755 1100     14   4.00       0  1.11538  0.48      1  2.0833333      1     1
## 2756 1050     84   4.00       0  1.01923  0.31      1  3.2258065      1     1
## 2757  910     75   2.60       0  0.85714  0.25     13 52.0000000      0     1
## 2758  970     82   2.81       0  0.94000  0.23      2  8.6956520      0     1
## 2759 1090     15   3.33       0  0.94643  2.52     14  5.5555553      0     1
## 2760  750     45   2.91       0  0.87500  2.13      4  1.8779342      1     1
## 2761 1200     97   3.02       0  1.00000  0.59      1  1.6949153      1     1
## 2762  960     16   2.75       0  1.13333  0.97      7  7.2164950      0     1
## 2763  940     14   2.57       0  1.08889  0.97      8  8.2474222      1     1
## 2764  880     49   1.93       0  1.14634  0.86     28 32.5581398      0     1
## 2765 1110     17   2.70       0  0.91379  0.75      2  2.6666667      1     1
## 2766  970     17   2.35       0  0.70175  0.75      6  8.0000000      1     1
## 2767 1080     18   3.05       0  0.66154  3.60     21  5.8333335      0     1
## 2768 1050     15   2.20       0  0.87500  3.55     20  5.6338029      1     1
## 2769 1060     42   2.73       0  0.85965  3.41      9  2.6392963      0     1
## 2770  930     52   1.51       0  1.11364  3.32     45 13.5542173      0     0
## 2771 1130     18   2.33       0  1.09259  3.60     74 20.5555553      0     1
## 2772 1120     45   2.82       0  0.77778  3.40     12  3.5294118      0     1
## 2773 1150     97   3.69       0  0.94915  3.77     22  5.8355436      1     1
## 2774 1290     47   3.44       0  0.79167  3.41     18  5.2785926      1     1
## 2775 1010     18   3.00       0  0.77193  3.60      7  1.9444444      0     1
## 2776  880     16   1.68       0  1.09524  3.55     51 14.3661976      1     1
## 2777  950     86   1.95       0  0.66667  3.77     39 10.3448277      1     1
## 2778  740     81   2.16       0  0.76190  0.83     18 21.6867466      0     1
## 2779 1060    102   3.76       0  1.20833  2.47      3  1.2145749      1     1
## 2780  960     50   2.62       0  0.92000  2.39     22  9.2050209      1     1
## 2781  850     61   2.63       0  0.63462  2.39      8  3.3472803      1     1
## 2782 1110     17   2.00       0  0.76190  2.61     21  8.0459766      0     1
## 2783  950    107   2.14       0  1.06522  2.47     12  4.8582997      1     1
## 2784 1440     17   2.88       0  0.94595  2.61      7  2.6819923      0     1
## 2785 1000    104   2.02       0  0.69492  2.47     11  4.4534411      0     1
## 2786 1140     44   2.40       0  0.90000  2.39     26 10.8786612      1     1
## 2787 1080     50   2.26       0  0.83051  0.91      8  8.7912092      0     1
## 2788 1000     64   2.20       0  0.88679  0.71      2  2.8169014      1     0
## 2789 1000     51   3.00       0  0.96078  3.32     15  4.5180721      1     1
## 2790 1070     98   2.47       0  1.09804  3.04      5  1.6447369      0     0
## 2791 1130     15   3.00       0  0.76563  3.28     21  6.4024391      0     1
## 2792 1140     43   2.69       0  0.78125  3.32     31  9.3373489      0     1
## 2793 1000     17   2.17       0  1.04082  3.28     27  8.2317076      1     1
## 2794 1110     15   2.60       0  0.98214  3.28      8  2.4390244      1     1
## 2795 1140     82   2.24       0  0.72727  2.93     40 13.6518774      0     1
## 2796  960    115   3.39       0  0.95918  3.04      2  0.6578947      0     1
## 2797 1160     80   3.33       0  0.84127  2.93     11  3.7542663      0     1
## 2798  980     46   2.15       0  0.66102  3.32     44 13.2530117      0     1
## 2799 1200     85   3.45       0  1.35294  2.93      3  1.0238907      0     1
## 2800  920     17   3.64       0  0.70370  3.28      7  2.1341465      0     0
## 2801 1130    115   1.76       0  1.09259  3.04     28  9.2105265      0     0
## 2802  890     51   3.72       0  1.02273  3.32     23  6.9277110      0     1
## 2803  910     87   2.18       0  0.68519  2.93     62 21.1604099      1     1
## 2804 1010     16   2.81       0  0.87037  3.28     40 12.1951218      0     1
## 2805 1110     42   2.33       0  0.73438  3.32     21  6.3253012      0     1
## 2806 1010    106   2.85       0  0.80357  3.04     21  6.9078946      0     1
## 2807 1280     14   4.00       0  1.09836  3.28      4  1.2195122      1     1
## 2808  990    112   3.41       0  1.15217  0.10      2 20.0000000      1     1
## 2809 1330     49   2.06       0  1.04615  4.07     14  3.4398034      1     1
## 2810 1060     38   2.18       0  1.07843  3.75    126 33.5999985      1     1
## 2811 1340     18   3.22       0  0.74026  4.49     23  5.1224942      1     1
## 2812 1040     94   2.97       0  0.82456  3.64     29  7.9670329      1     1
## 2813 1010     50   3.22       0  0.90566  3.75     24  6.4000001      1     1
## 2814  810     47   2.27       0  0.80000  3.75     51 13.6000004      0     1
## 2815 1170     17   3.00       0  0.91803  4.49     24  5.3452115      0     1
## 2816 1320     53   3.47       0  1.03077  3.75      8  2.1333334      1     1
## 2817  920     41   3.56       0  0.87755  3.75    128 34.1333351      0     1
## 2818  860     47   2.21       0  0.95455  3.75     91 24.2666664      1     1
## 2819  950    108   2.75       0  0.97917  3.41     32  9.3841639      1     1
## 2820  880     15   1.93       0  0.83333  4.49    143 31.8485527      1     1
## 2821 1200     14   3.78       0  1.00000  4.49      6  1.3363029      1     1
## 2822  920     80   2.12       0  0.76923  3.64     57 15.6593409      1     1
## 2823  970     17   2.47       0  0.90196  4.49     31  6.9042315      1     1
## 2824  840     81   2.55       0  0.71429  3.64     48 13.1868134      1     1
## 2825 1010     11   2.81       0  0.83636  4.49     18  4.0089087      1     1
## 2826  850     15   2.06       0  0.93182  4.49     70 15.5902004      1     1
## 2827 1160     85   3.45       0  0.81250  3.64      4  1.0989012      1     1
## 2828 1060     43   2.11       0  0.70968  3.75     63 16.7999992      1     1
## 2829  980     15   1.86       0  0.60656  4.49    220 48.9977722      0     1
## 2830 1300     81   3.25       0  0.83099  3.64     16  4.3956046      0     1
## 2831 1240     17   2.76       0  0.85075  4.49     17  3.7861915      0     1
## 2832  990     50   3.14       0  1.25000  3.75     64 17.0666676      1     1
## 2833 1190     54   3.29       0  0.88889  6.87    100 14.5560408      0     1
## 2834 1230     91   3.80       0  0.75714  3.64      8  2.1978023      1     1
## 2835 1000     15   1.73       0  0.92308  1.16     22 18.9655170      0     1
## 2836  710     17   1.76       1  1.02857  1.17     65 55.5555573      1     0
## 2837 1290     16   3.06       0  0.76712  1.26     21 16.6666660      0     1
## 2838  960     71   2.42       0  0.77778  0.10      1 10.0000000      1     1
## 2839 1090     46   2.67       0  0.70313  1.20      5  4.1666665      0     1
## 2840 1010     42   2.23       0  0.80357  1.20     13 10.8333330      0     1
## 2841 1190     39   3.00       0  0.91935  1.20      1  0.8333333      0     1
## 2842  950     14   2.71       0  1.26190  1.20     12 10.0000000      1     1
## 2843  890     43   2.93       0  0.97778  1.20      9  7.5000000      1     1
## 2844 1280     82   3.24       0  1.03175  1.04      3  2.8846154      1     1
## 2845  950    110   2.72       0  0.82692  1.00     12 12.0000000      0     1
## 2846  840    126   2.68       0  1.15385  1.00     14 14.0000000      1     1
## 2847 1150     45   2.84       0  0.91667  1.20      4  3.3333333      1     1
## 2848 1080    108   3.16       0  0.86207  1.00      1  1.0000000      1     1
## 2849 1070     16   1.87       0  0.84483  0.35      1  2.8571429      1     1
## 2850 1200     46   3.52       0  0.90476  1.29      1  0.7751938      1     1
## 2851  870     76   2.63       0  0.81250  0.34     17 50.0000000      0     1
## 2852  960     79   2.17       0  1.04255  0.34     14 41.1764717      1     1
## 2853 1140     86   3.66       0  1.00000  0.34      1  2.9411764      0     1
## 2854 1200     79   1.94       0  0.87500  0.34     15 44.1176453      0     1
## 2855  950     12   2.50       0  0.79245  0.25      6 24.0000000      0     1
## 2856 1060     78   3.32       0  0.92727  0.37     11 29.7297306      0     1
## 2857  900     14   2.21       1  0.80000  0.30     17 56.6666679      0     1
## 2858  920     16   0.81       0  1.00000  2.34     34 14.5299149      1     1
## 2859  910     16   1.43       0  1.11628  2.34     21  8.9743586      1     0
## 2860 1030    119   2.45       0  0.90741  2.14     30 14.0186920      1     1
## 2861 1110     74   3.17       0  1.05556  1.76      7  3.9772727      0     0
## 2862  970     13   2.84       0  0.86538  2.11     15  7.1090050      1     0
## 2863 1180     80   2.72       0  0.87302  1.76      6  3.4090910      0     1
## 2864 1060     75   3.01       0  0.89286  1.76     15  8.5227270      1     1
## 2865  910     45   1.86       0  0.56897  1.76     17  9.6590910      0     0
## 2866 1150    108   2.98       0  0.82540  2.86     50 17.4825172      1     1
## 2867 1110     61   2.62       0  0.85000  2.77     67 24.1877251      0     1
## 2868  850     14   2.07       0  0.73469  3.00    161 53.6666679      0     1
## 2869  930     81   2.44       0  0.93750  2.77     26  9.3862820      0     1
## 2870 1130     78   3.03       0  0.94828  2.77      9  3.2490976      1     1
## 2871 1200     16   3.06       0  0.90476  3.00     42 14.0000000      1     1
## 2872 1000     54   2.31       0  0.96078  2.59    126 48.6486473      1     0
## 2873 1050     48   2.31       0  1.01923  2.59     76 29.3436298      0     1
## 2874 1010     19   1.63       0  1.14894  3.00    213 71.0000000      1     1
## 2875  990     90   2.91       0  0.90385  2.77     59 21.2996387      1     1
## 2876  910     84   2.29       0  0.75000  2.77     63 22.7436829      1     1
## 2877  760     48   2.31       0  1.23529  2.84    148 52.1126747      1     1
## 2878 1180     16   3.06       0  0.71014  3.00     24  8.0000000      0     1
## 2879 1040    131   3.33       0  0.60000  2.86     28  9.7902098      0     1
## 2880 1190     14   3.42       0  0.88889  3.00     13  4.3333335      0     1
## 2881 1070     85   3.00       0  0.94545  2.86     75 26.2237759      1     1
## 2882  860     52   2.26       1  0.62264  2.59     70 27.0270271      0     1
## 2883 1310     48   4.00       0  0.98485  2.59      3  1.1583011      1     1
## 2884 1150     16   2.68       0  0.94915  3.00     48 16.0000000      1     1
## 2885 1360     47   2.57       0  1.09231  2.59      5  1.9305019      0     1
## 2886  860     12   2.91       0  1.04762  3.00     78 26.0000000      1     1
## 2887 1100     83   2.77       0  0.96429  2.77     43 15.5234661      0     1
## 2888 1060     43   2.76       0  0.82759  2.59     40 15.4440155      0     1
## 2889  950     13   2.69       0  0.93878  3.02     41 13.5761585      0     1
## 2890 1070     14   1.71       0  0.75410  3.00     91 30.3333340      0     1
## 2891 1110     17   3.17       0  0.63235  3.00     31 10.3333330      0     1
## 2892 1260     50   4.00       0  0.85294  2.59      7  2.7027028      0     1
## 2893  930     45   2.88       0  0.63158  2.59     54 20.8494205      1     1
## 2894 1180     86   3.55       0  0.73529  2.77     21  7.5812273      0     0
## 2895  890     18   2.27       0  0.97778  3.00    108 36.0000000      1     1
## 2896 1140     63   3.25       0  0.96552  2.77     73 26.3537903      0     1
## 2897 1100    126   2.58       0  0.89655  2.86     80 27.9720287      0     1
## 2898 1030     47   2.97       0  0.90741  2.59     30 11.5830116      0     1
## 2899  960     10   1.70       0  0.81132  3.00    132 44.0000000      0     1
## 2900  960     81   3.17       0  0.81132  2.77     36 12.9963903      0     1
## 2901 1160     17   2.52       0  0.75758  3.00    149 49.6666679      0     1
## 2902  960     47   2.59       0  0.92000  2.59     67 25.8687267      0     1
## 2903 1160     91   3.52       0  0.75758  2.86     21  7.3426576      0     1
## 2904 1010     97   3.57       0  0.77193  2.77     34 12.2743683      1     1
## 2905 1300     19   3.36       0  0.75676  3.00     47 15.6666670      0     1
## 2906 1080     14   2.71       0  1.03774  3.02     68 22.5165558      1     1
## 2907 1090     80   3.66       0  0.94643  2.77      8  2.8880866      1     1
## 2908 1170     14   1.92       0  0.72059  3.00     85 28.3333340      0     1
## 2909 1040     13   1.46       0  0.82456  3.00    185 61.6666679      0     1
## 2910  830     10   1.70       0  1.18421  3.00     97 32.3333321      1     0
## 2911 1090     17   3.35       0  0.57971  0.66      2  3.0303030      0     1
## 2912  790     83   2.28       0  0.88095  0.62     12 19.3548393      0     1
## 2913  820     17   3.82       0  0.95238  0.62      7 11.2903223      1     1
## 2914  760     10   1.80       0  0.94872  0.05      1 20.0000000      0     1
## 2915  750     15   1.93       0  0.78571  0.20      6 30.0000000      0     1
## 2916  930     15   0.46       0  0.97872  0.20      7 35.0000000      0     1
## 2917  880     45   2.04       0  0.87234  3.45      3  0.8695652      0     1
## 2918  900     43   2.90       0  0.95652  0.12      1  8.3333330      1     1
## 2919  780     15   1.60       0  0.73333  0.20      3 15.0000000      0     1
## 2920  880    120   3.41       0  1.31579  1.35      6  4.4444447      1     1
## 2921  770     49   1.85       0  0.60417  1.02      1  0.9803922      1     0
## 2922  780     13   2.23       0  0.65957  1.05      9  8.5714283      1     0
## 2923  780     15   1.60       0  0.73333  1.05      3  2.8571429      1     0
## 2924  940     14   2.64       0  1.00000  2.92     70 23.9726028      0     1
## 2925 1140     15   3.53       0  0.83871  2.79      4  1.4336917      1     1
## 2926  790    114   2.67       0  1.02564  2.33     20  8.5836906      1     1
## 2927 1120     10   2.30       0  0.96491  2.79     26  9.3189964      0     1
## 2928  750     48   2.10       0  1.08333  2.88     34 11.8055553      0     1
## 2929 1250     14   3.71       0  0.86567  2.79      6  2.1505377      0     1
## 2930 1020     13   3.30       0  0.96154  2.92      9  3.0821917      1     1
## 2931 1070     49   3.34       0  0.91071  2.88      2  0.6944444      1     1
## 2932 1190     15   3.73       0  0.91935  2.79      5  1.7921147      1     1
## 2933 1020     42   2.26       0  0.96154  2.88      9  3.1250000      1     1
## 2934  900     83   1.93       0  0.73077  2.33     23  9.8712444      0     1
## 2935  940     50   2.40       0  0.70909  2.88     20  6.9444447      0     1
## 2936 1010    100   2.96       0  1.10417  2.33      7  3.0042918      0     1
## 2937 1340     43   2.90       0  0.88732  0.16      5 31.2500000      0     1
## 2938  980     56   3.35       0  0.78182  0.18      4 22.2222214      0     1
## 2939  700     71   2.12       0  0.84211  0.18      5 27.7777786      0     1
## 2940 1150     75   3.80       0  0.94915  0.18      2 11.1111107      0     1
## 2941  730    103   3.18       0  1.14706  0.26      9 34.6153831      0     1
## 2942  880     18   2.27       0  1.20000  1.05     15 14.2857141      0     1
## 2943  740     40   2.82       0  0.72093  1.14     21 18.4210529      0     1
## 2944  880     49   1.44       0  0.91304  0.99     28 28.2828274      0     1
## 2945  930     15   1.53       0  0.72222  0.63     16 25.3968258      0     1
## 2946  880     76   2.76       0  1.37838  0.07      2 28.5714283      1     1
## 2947 1050     92   2.98       0  1.01923  0.39      3  7.6923075      1     1
## 2948  970     81   2.71       0  1.20455  0.41      4  9.7560978      1     1
## 2949 1310     72   2.98       0  0.95522  0.39      5 12.8205128      0     1
## 2950  910     44   2.45       0  0.56897  2.55     47 18.4313717      0     0
## 2951  990     83   2.39       0  1.10638  2.52     35 13.8888893      0     1
## 2952 1080     43   2.88       0  0.92857  2.55     71 27.8431377      0     1
## 2953 1060     13   1.38       0  0.96296  3.19    103 32.2884026      0     1
## 2954  830     42   2.23       0  0.97619  2.55    150 58.8235283      1     1
## 2955 1030     66   2.66       0  0.71667  2.52    103 40.8730164      0     1
## 2956 1130     49   2.89       0  0.76563  2.55     33 12.9411764      0     1
## 2957 1110     70   3.10       1  0.73438  2.52     19  7.5396824      0     1
## 2958  990    112   3.13       0  0.94118  2.35     11  4.6808510      1     1
## 2959 1000    111   3.16       0  0.96078  2.35     34 14.4680853      1     1
## 2960  880    106   3.09       0  1.09524  2.35     23  9.7872343      0     1
## 2961 1080     15   1.93       0  0.63636  3.19    142 44.5141068      1     1
## 2962  910    102   2.41       0  0.93617  2.35     37 15.7446804      1     1
## 2963 1400     75   3.80       1  0.94444  2.52      1  0.3968254      0     1
## 2964 1070     50   3.62       0  0.94545  2.55     44 17.2549019      0     1
## 2965  900     73   2.16       0  0.83673  2.52     81 32.1428566      1     1
## 2966  830    103   2.84       0  1.12821  3.01    153 50.8305664      0     1
## 2967  970     50   3.34       0  1.06383  2.52      7  2.7777777      0     1
## 2968 1170     15   3.20       0  0.85714  3.19     35 10.9717865      0     1
## 2969 1060    102   3.35       0  0.96296  2.35     21  8.9361706      1     1
## 2970  970     51   2.98       0  1.10870  2.55     35 13.7254906      1     1
## 2971 1270     73   3.45       0  1.04839  2.52      5  1.9841269      0     1
## 2972 1010     10   2.00       0  1.10417  3.19     81 25.3918495      0     1
## 2973 1050    121   2.68       0  1.05882  2.53      8  3.1620553      0     1
## 2974 1180    117   2.95       0  0.93443  2.35     41 17.4468079      0     1
## 2975  880     46   3.08       0  0.62963  2.55     98 38.4313736      1     1
## 2976  860     65   2.60       0  0.65385  2.52     84 33.3333321      0     1
## 2977  960     13   1.46       0  0.88235  1.58     10  6.3291140      0     0
## 2978  890     17   1.88       0  0.85417  1.58      9  5.6962028      0     1
## 2979  840     18   1.77       0  1.04878  1.58    111 70.2531662      0     1
## 2980  960     19   2.78       0  0.60000  0.20      7 35.0000000      0     1
## 2981 1040     45   2.55       0  0.67742  0.34      8 23.5294113      0     1
## 2982  870     52   1.75       0  1.02326  0.34      6 17.6470585      1     1
## 2983  820     17   1.94       0  0.90698  1.58     57 36.0759506      0     1
## 2984 1060     13   2.30       0  0.92727  0.31     19 61.2903214      0     1
## 2985 1120     90   3.87       0  1.03636  3.17      2  0.6309148      1     1
## 2986 1010     13   1.15       0  0.74138  2.12     63 29.7169819      0     1
## 2987  930     41   2.31       0  1.06667  2.11     38 18.0094795      0     1
## 2988 1050     17   3.58       0  0.77966  2.12     15  7.0754719      1     1
## 2989  910     14   2.35       0  0.78431  2.12     50 23.5849056      0     1
## 2990 1150     75   3.06       0  0.88525  2.09     24 11.4832535      0     1
## 2991 1200     15   3.60       0  0.79104  2.12     18  8.4905663      1     1
## 2992  970     16   2.56       0  0.79630  2.12     41 19.3396225      1     1
## 2993  930     19   2.73       0  0.75472  2.12     35 16.5094337      1     1
## 2994 1050    114   2.06       0  1.05882  2.00     34 17.0000000      0     0
## 2995 1250     17   3.00       0  0.95313  2.12     25 11.7924528      0     1
## 2996 1050     14   2.50       0  0.87500  2.12     35 16.5094337      1     1
## 2997 1160     79   1.64       0  0.75758  3.11     15  4.8231511      0     1
## 2998 1290     42   3.04       0  1.08065  3.45     36 10.4347830      0     1
## 2999 1010     44   1.81       0  0.87037  3.40    115 33.8235283      0     1
## 3000  920     52   2.44       0  1.04444  3.45     55 15.9420290      0     1
## 3001 1030     15   2.80       0  0.74576  3.65     34  9.3150682      0     1
## 3002  830     55   2.03       0  0.93023  3.35    172 51.3432846      0     1
## 3003 1170     29   2.48       0  0.88710  3.45     46 13.3333330      0     1
## 3004  860     50   1.92       0  0.62264  3.45    117 33.9130440      0     1
## 3005  870     54   3.27       0  0.93333  3.45     28  8.1159420      1     1
## 3006 1190     86   3.72       0  0.70000  3.17      4  1.2618296      0     1
## 3007  990     18   2.83       0  0.94118  3.65     20  5.4794521      0     1
## 3008  920     42   2.11       0  0.67273  1.81     27 14.9171267      1     1
## 3009 1230     52   3.92       0  1.05000  1.59      4  2.5157232      0     1
## 3010  940     17   2.41       0  0.80769  1.95     24 12.3076925      1     1
## 3011  910     17   3.23       0  0.71698  1.99     11  5.5276380      1     1
## 3012  950     55   2.10       0  0.79245  1.59      7  4.4025159      0     1
## 3013 1020     49   3.16       0  0.67213  1.59     14  8.8050318      0     1
## 3014  880     45   2.80       0  1.14634  1.59     33 20.7547169      1     1
## 3015  990     14   1.42       0  0.67797  2.05     71 34.6341476      0     1
## 3016 1110     43   2.62       0  0.76190  1.59     11  6.9182391      0     1
## 3017 1100     17   3.82       0  0.80328  1.95      3  1.5384616      1     1
## 3018 1190    107   3.33       0  0.72464  1.67      1  0.5988024      1     1
## 3019  860     13   1.15       0  0.59259  1.95     95 48.7179489      0     1
## 3020  880     89   2.53       0  0.62963  1.67      6  3.5928144      1     0
## 3021  830     18   1.94       0  0.84444  0.87     15 17.2413788      0     1
## 3022 1020     17   0.70       0  0.82143  0.87      8  9.1954021      0     1
## 3023  850     73   2.34       0  0.63462  1.12      6  5.3571429      1     1
## 3024 1290     35   3.31       0  0.74324  0.76      1  1.3157895      0     1
## 3025  740     18   2.61       0  0.80488  0.87     43 49.4252892      0     1
## 3026 1180     81   3.02       0  0.87302  1.01      2  1.9801980      1     1
## 3027 1110     16   4.00       0  0.85000  1.21      1  0.8264463      0     1
## 3028  910     84   2.38       0  0.97826  1.01      6  5.9405942      1     1
## 3029  770    114   2.92       0  0.79070  0.99     11 11.1111107      1     1
## 3030  740    110   2.60       0  1.17647  0.99     20 20.2020206      1     1
## 3031 1050     90   2.21       0  0.98113  0.99     19 19.1919193      0     1
## 3032 1030     45   3.20       0  0.87273  0.93      2  2.1505377      0     1
## 3033 1000     41   2.09       0  0.96078  0.93     10 10.7526884      0     1
## 3034 1060     14   3.14       0  0.79661  3.32     44 13.2530117      0     1
## 3035 1020     14   2.42       0  0.75862  3.32     83 25.0000000      0     1
## 3036 1030     14   2.21       0  0.98077  3.32     94 28.3132534      0     1
## 3037  960     10   2.20       0  0.92000  3.32     76 22.8915653      0     1
## 3038 1120     11   2.90       0  0.86667  0.30      5 16.6666660      0     1
## 3039 1030     17   3.17       0  0.66129  3.32     14  4.2168674      1     1
## 3040  960     17   3.58       0  0.54839  3.50     30  8.5714283      0     1
## 3041 1430     47   2.42       0  0.93243  3.13     40 12.7795525      0     1
## 3042 1100    114   2.74       0  1.07547  3.22     25  7.7639751      1     1
## 3043 1070     12   2.50       0  0.69841  3.32     95 28.6144581      0     1
## 3044  990     16   1.93       0  0.86792  3.32     29  8.7349396      1     1
## 3045 1130     46   3.34       1  0.79365  3.13     10  3.1948881      0     1
## 3046 1170     12   1.83       0  0.88710  3.32     82 24.6987953      0     1
## 3047 1170     14   1.85       0  0.72059  3.50    105 30.0000000      0     1
## 3048 1040    116   2.60       0  0.73333  3.22     14  4.3478260      0     1
## 3049 1290     64   4.00       0  0.79167  2.70      2  0.7407407      0     1
## 3050 1250     83   2.63       0  0.86567  2.70     35 12.9629631      0     1
## 3051 1260     47   3.61       0  0.77465  3.13      8  2.5559106      0     1
## 3052 1040     32   3.21       0  0.85714  3.21     40 12.4610596      0     1
## 3053  910     38   1.94       0  0.93617  3.13     72 23.0031948      1     1
## 3054 1020     33   2.51       0  0.75862  3.13     20  6.3897762      1     1
## 3055  810    121   2.52       0  0.68750  3.22     63 19.5652180      1     1
## 3056 1010    116   2.67       0  0.83636  3.22     47 14.5962734      0     1
## 3057  990    112   2.83       0  0.83333  3.22     11  3.4161491      0     1
## 3058 1020     71   2.36       0  1.12500  2.70     29 10.7407408      1     1
## 3059  990     21   3.33       0  0.70690  3.13     16  5.1118212      0     1
## 3060 1210     41   2.73       0  0.89063  3.13     25  7.9872203      1     1
## 3061  890     45   1.62       0  0.89362  3.13     65 20.7667732      0     1
## 3062 1170    118   3.94       0  0.98305  3.23      2  0.6191950      1     1
## 3063 1390     51   4.00       0  0.82895  3.13      2  0.6389776      0     1
## 3064 1180     15   3.20       0  0.57333  3.32     17  5.1204820      0     1
## 3065 1030     14   2.92       0  0.87273  3.32     35 10.5421686      1     1
## 3066 1020     15   1.80       0  0.92453  3.32     63 18.9759045      0     1
## 3067  940     16   3.18       0  0.67857  3.32     66 19.8795185      0     1
## 3068 1050     59   2.03       0  0.77966  2.70     50 18.5185184      0     0
## 3069 1210     54   2.87       0  0.77941  3.24     18  5.5555553      0     1
## 3070 1170     88   3.29       0  0.85714  1.26     11  8.7301588      0     1
## 3071 1150     52   1.71       0  1.16981  1.33     19 14.2857141      1     1
## 3072 1210    119   3.16       0  1.05085  1.26      8  6.3492064      1     1
## 3073 1050     45   2.35       0  0.84211  1.33     39 29.3233089      0     1
## 3074 1040     15   2.40       0  1.00000  1.53     49 32.0261421      0     1
## 3075 1060     17   1.52       0  0.76667  1.42     30 21.1267605      0     1
## 3076 1060    123   2.78       0  0.79661  1.26     16 12.6984129      0     1
## 3077  830     14   2.28       0  0.93023  1.65     21 12.7272730      0     0
## 3078  810     72   3.00       0  1.07692  0.12      1  8.3333330      1     1
## 3079  800     96   2.21       0  0.70213  0.10      3 30.0000000      0     1
## 3080  960     15   2.33       0  1.04255  1.64     82 50.0000000      0     1
## 3081  820     90   1.86       0  0.78261  1.51     31 20.5298004      1     1
## 3082  940     12   1.66       0  0.84314  3.75     60 16.0000000      1     0
## 3083 1020     40   2.80       0  0.82143  4.03     23  5.7071962      0     1
## 3084 1070     14   2.42       0  0.81356  3.75      4  1.0666667      1     0
## 3085 1130     54   2.51       0  0.71212  4.03     13  3.2258065      0     0
## 3086  820     59   1.72       0  1.15789  4.30     25  5.8139534      0     0
## 3087  880     15   0.53       0  0.95556  3.75     89 23.7333336      0     0
## 3088  850     12   0.58       0  0.80851  3.75     56 14.9333334      1     0
## 3089  840     72   2.02       0  1.10000  4.30    106 24.6511631      0     1
## 3090  790     51   2.07       0  0.79545  1.22     63 51.6393433      1     1
## 3091 1110     63   2.47       0  0.91379  0.66      8 12.1212120      1     1
## 3092 1070     48   2.75       0  0.67188  1.21     17 14.0495872      0     1
## 3093 1020     37   2.43       0  1.08163  1.22     55 45.0819664      0     1
## 3094 1080     83   2.43       0  0.80000  0.66     43 65.1515121      0     1
## 3095  750     12   0.66       0  0.87500  0.66     50 75.7575760      0     1
## 3096  920     13   3.30       0  1.04444  1.08     19 17.5925922      1     1
## 3097  940     82   2.15       0  0.80769  0.66     37 56.0606079      0     1
## 3098  920    110   3.29       0  0.67273  0.74      5  6.7567568      1     1
## 3099 1030     45   2.75       0  0.71667  1.22     20 16.3934422      1     0
## 3100  810     74   3.00       0  1.02500  0.66     22 33.3333321      1     1
## 3101 1110     17   3.41       0  0.91379  1.08      4  3.7037036      0     1
## 3102  950     38   1.39       0  1.15909  1.22     96 78.6885223      0     1
## 3103 1260     12   3.75       0  0.96875  1.08     16 14.8148146      0     1
## 3104  870    118   2.84       0  0.81250  0.74     34 45.9459457      1     1
## 3105 1020     76   3.61       0  0.88889  0.66     14 21.2121220      1     1
## 3106  860     16   2.00       0  1.09756  1.08     22 20.3703709      1     1
## 3107 1150     76   2.86       0  0.74242  0.66     12 18.1818180      0     1
## 3108  860     72   2.70       1  0.79167  0.66     21 31.8181820      0     1
## 3109  820     40   1.65       0  0.86364  1.22     82 67.2131119      0     1
## 3110  890     94   2.77       0  0.93478  0.65     41 63.0769234      0     1
## 3111 1310     52   4.00       0  0.95522  1.22      1  0.8196721      0     1
## 3112 1400     83   3.96       0  0.97183  0.66      4  6.0606060      0     1
## 3113  880     45   2.35       0  1.04651  1.22     53 43.4426231      1     1
## 3114  990     15   2.66       0  1.02041  1.08     30 27.7777786      1     1
## 3115 1010    114   3.55       0  0.90566  0.74      1  1.3513514      1     1
## 3116 1080     46   3.67       0  0.89474  1.22     13 10.6557379      0     1
## 3117 1090     46   3.23       0  0.84746  1.22     37 30.3278694      1     1
## 3118  840     15   3.00       0  0.86667  1.08     48 44.4444427      0     1
## 3119 1160     49   2.00       0  0.81250  1.22     38 31.1475410      0     1
## 3120  960     14   2.85       0  1.28571  1.08     32 29.6296291      1     1
## 3121 1090     52   2.55       0  0.75806  1.22     24 19.6721306      0     0
## 3122  900     80   2.75       0  0.69811  0.43      5 11.6279068      1     1
## 3123  960     79   2.36       0  0.84615  0.43     10 23.2558136      1     1
## 3124  950    115   2.41       0  1.15909  0.52     19 36.5384598      1     1
## 3125 1010     65   1.89       0  0.90566  0.54     43 79.6296310      0     1
## 3126  910     79   2.69       0  1.02222  0.43      6 13.9534883      0     1
## 3127  730    101   2.42       0  1.08571  0.37     17 45.9459457      0     1
## 3128 1180     17   3.82       0  0.84375  2.75      8  2.9090910      0     1
## 3129  930     15   2.26       0  1.06667  2.95     50 16.9491520      0     1
## 3130 1210     53   3.49       0  0.80597  2.39      1  0.4184100      0     1
## 3131 1320     24   1.41       0  0.88571  2.31     63 27.2727280      0     1
## 3132  950    117   2.68       0  0.86275  2.33     14  6.0085835      1     1
## 3133 1040     81   2.02       0  0.89091  2.33     27 11.5879831      0     1
## 3134 1080    117   2.87       0  0.77049  2.33     23  9.8712444      0     1
## 3135 1270    111   3.28       0  1.11667  2.33      2  0.8583691      1     1
## 3136  910    113   2.02       0  0.82000  0.82      4  4.8780489      0     0
## 3137 1350     49   3.69       0  1.10938  0.84      1  1.1904762      0     1
## 3138  800     46   2.19       0  0.95122  0.84      2  2.3809524      1     0
## 3139 1110     17   3.17       0  0.88136  0.74      1  1.3513514      0     1
## 3140 1080     17   3.82       0  0.71429  0.74      2  2.7027028      1     1
## 3141 1230     12   3.00       0  0.86364  0.74      6  8.1081085      0     1
## 3142 1000     42   1.88       0  0.72414  0.62      4  6.4516129      0     1
## 3143 1000    118   2.60       0  0.92308  0.53     12 22.6415100      0     1
## 3144 1120     17   3.23       0  0.72308  1.80      8  4.4444447      0     1
## 3145 1080     19   3.15       0  0.83051  1.80     22 12.2222223      0     1
## 3146  890     98   1.93       0  0.67925  1.83     23 12.5683060      0     1
## 3147  830     13   2.38       0  0.80435  1.70    121 71.1764679      1     1
## 3148  940    122   2.69       0  0.91837  1.83      2  1.0928962      1     1
## 3149  870     52   1.57       0  0.70588  1.60     16 10.0000000      0     0
## 3150  790     13   1.69       0  0.83721  1.70     31 18.2352943      1     1
## 3151  920     15   1.60       0  1.09091  1.80     46 25.5555553      0     1
## 3152 1190     46   3.00       0  0.72464  1.60      3  1.8750000      0     1
## 3153  910     18   2.72       0  0.68519  1.80     37 20.5555553      0     1
## 3154 1070     50   1.96       0  0.98148  1.60     38 23.7500000      1     1
## 3155  860     14   2.57       0  1.09756  1.85     29 15.6756754      0     1
## 3156  880     18   2.83       0  1.04651  1.60     27 16.8750000      0     1
## 3157  990     96   1.81       0  0.83333  1.83     16  8.7431698      0     1
## 3158 1010     50   2.34       0  0.80357  1.57     25 15.9235668      0     1
## 3159  980     73   2.34       0  1.00000  1.55      8  5.1612902      1     1
## 3160  930     97   2.00       0  1.16279  1.55     29 18.7096767      1     1
## 3161 1060     48   2.95       0  0.73770  1.57      7  4.4585986      1     1
## 3162 1340    116   3.83       0  0.83562  1.55      1  0.6451613      0     1
## 3163  860     18   3.05       0  0.68627  1.56     54 34.6153831      0     1
## 3164  940     72   2.70       0  1.00000  1.55      9  5.8064518      1     1
## 3165 1120     78   2.84       0  0.83607  1.55     37 23.8709679      0     1
## 3166 1140     17   3.94       0  1.00000  1.56      1  0.6410257      1     1
## 3167  940     68   2.11       0  0.84314  1.55     18 11.6129036      0     1
## 3168  930     72   2.25       0  0.97872  1.40     39 27.8571434      1     1
## 3169  890     92   2.72       0  0.67925  1.68     21 12.5000000      0     1
## 3170 1150     59   3.27       0  1.01754  1.62     45 27.7777786      0     1
## 3171 1000     18   2.16       0  1.00000  1.56     29 18.5897427      0     1
## 3172 1040     49   2.89       0  0.89091  1.65      8  4.8484850      0     1
## 3173  700     68   2.36       0  0.70732  1.55     70 45.1612892      0     0
## 3174  920     18   2.66       0  0.70370  6.98     75 10.7449856      1     1
## 3175 1040     93   2.45       0  0.89091  1.55     12  7.7419353      1     1
## 3176 1040     15   2.93       0  0.67742  1.56     16 10.2564106      0     1
## 3177 1000     12   2.75       0  0.81818  2.84     35 12.3239441      0     1
## 3178  920     14   2.78       0  1.00000  2.63    107 40.6844101      1     1
## 3179  870     17   2.23       0  0.85106  2.34     45 19.2307701      1     1
## 3180  980     13   3.07       0  1.13043  2.73     40 14.6520147      0     1
## 3181 1090     12   2.50       0  0.87931  2.34     33 14.1025639      0     1
## 3182 1140     46   2.15       0  0.78125  2.87     39 13.5888500      0     1
## 3183 1050     45   1.95       0  0.72131  2.57     95 36.9649811      0     1
## 3184  810     51   2.31       0  0.80000  2.57     76 29.5719852      1     1
## 3185 1050     47   3.10       0  1.01923  2.57     30 11.6731520      1     1
## 3186  890     16   1.43       0  0.93478  2.34     88 37.6068382      0     1
## 3187  850     48   2.83       0  0.97674  2.57     46 17.8988323      1     1
## 3188 1100     17   3.64       0  0.80328  2.34     30 12.8205128      0     1
## 3189  980    111   2.58       0  0.88462  2.57     31 12.0622568      0     1
## 3190  920     16   1.87       0  0.80392  2.34     46 19.6581192      0     1
## 3191  970     38   2.26       0  0.83019  2.57     45 17.5097275      0     1
## 3192  890     48   2.66       0  0.74510  2.57     36 14.0077820      1     1
## 3193 1020     16   4.00       0  0.88889  2.34      1  0.4273504      1     1
## 3194  830     20   2.50       0  0.97619  2.57    122 47.4708176      1     1
## 3195 1020     14   0.64       0  0.92453  2.34     46 19.6581192      0     1
## 3196 1070     14   3.14       0  0.84483  2.34     36 15.3846149      0     1
## 3197  920     16   2.31       0  0.76923  2.34     44 18.8034191      1     1
## 3198 1030     17   1.64       0  1.14583  2.34     15  6.4102564      1     1
## 3199  880    125   3.37       0  0.91304  2.57      4  1.5564202      0     1
## 3200 1020     18   3.44       0  0.85455  2.34      7  2.9914529      1     1
## 3201 1130     17   0.94       0  0.98246  2.34     13  5.5555553      0     1
## 3202  970     17   2.29       0  0.97959  2.34     24 10.2564106      1     1
## 3203 1320     14   3.85       0  0.85915  2.34      3  1.2820513      0     1
## 3204  780     73   3.47       0  0.81395  2.57      6  2.3346303      0     1
## 3205 1130     14   0.00       0  1.01786  2.34     88 37.6068382      0     1
## 3206  820     19   2.31       0  1.05000  2.34    148 63.2478638      0     1
## 3207 1190     99   2.74       0  1.01695  2.57     11  4.2801557      0     1
## 3208  800    111   2.61       0  1.66667  2.57     42 16.3424129      1     1
## 3209  850     87   2.79       0  0.77083  2.22     22  9.9099102      1     1
## 3210  990     84   3.72       0  0.83333  2.22     11  4.9549551      1     1
## 3211  940     84   2.60       0  0.95833  2.22     33 14.8648653      1     1
## 3212 1170     43   3.48       0  1.05263  2.57      6  2.3346303      1     1
## 3213  960     81   2.49       0  1.04255  2.22     36 16.2162170      0     1
## 3214  760     12   2.25       0  0.76744  2.34     36 15.3846149      1     1
## 3215 1140    118   2.78       0  1.15094  2.57      5  1.9455253      0     1
## 3216 1140     75   3.12       0  1.07273  2.22     20  9.0090094      0     1
## 3217  880     18   1.94       0  0.76000  2.34     21  8.9743586      1     1
## 3218  860    127   1.79       0  1.45714  2.57     66 25.6809330      1     1
## 3219 1020     18   2.16       0  1.08163  2.34     26 11.1111107      0     1
## 3220 1150     75   2.20       0  0.91667  2.22     18  8.1081085      0     1
## 3221 1100     56   2.78       0  0.77419  2.57     35 13.6186771      1     1
## 3222 1050     53   3.00       0  0.75000  2.57     24  9.3385210      0     1
## 3223 1190     94   2.41       0  0.85938  2.41      7  2.9045644      0     1
## 3224  960     86   2.34       0  1.28571  2.09     54 25.8373203      1     1
## 3225 1140     18   1.50       0  1.03571  2.34     25 10.6837606      1     1
## 3226 1070     17   2.76       0  0.75410  2.34     30 12.8205128      0     1
## 3227  980     93   2.26       0  1.08511  2.09     18  8.6124401      0     1
## 3228 1060     15   0.93       0  1.03846  2.34     64 27.3504276      1     1
## 3229  870    123   2.01       0  1.12195  2.28     26 11.4035091      1     1
## 3230  990     17   2.88       0  0.90385  2.34     11  4.7008548      1     1
## 3231 1000     17   3.05       0  0.96078  2.34     41 17.5213680      0     1
## 3232 1140     17   1.58       0  0.90000  2.34     44 18.8034191      0     1
## 3233 1150     18   1.88       0  0.94915  2.34     35 14.9572649      0     1
## 3234 1090     14   2.42       0  1.22449  2.34     25 10.6837606      1     1
## 3235 1200     79   2.63       0  1.06897  2.09      4  1.9138756      1     1
## 3236 1350     97   3.29       0  0.84932  2.41      4  1.6597511      0     1
## 3237  960     13   1.69       0  1.13333  2.34     47 20.0854702      1     1
## 3238 1020    113   3.47       0  0.72881  2.41      3  1.2448133      0     1
## 3239 1010     15   3.13       0  1.06122  2.34     16  6.8376069      1     1
## 3240 1030     16   3.31       0  1.10204  2.34     23  9.8290596      0     1
## 3241  960     88   2.09       0  1.00000  2.09     26 12.4401913      0     1
## 3242 1160     83   2.72       0  0.87097  2.09     14  6.6985645      0     1
## 3243  940     91   2.50       0  0.80769  2.41     16  6.6390042      0     1
## 3244  820     61   3.11       0  0.90698  2.00     37 18.5000000      1     1
## 3245 1000     16   3.12       0  0.88679  2.34     34 14.5299149      1     1
## 3246 1350     17   3.23       0  0.92857  2.34     31 13.2478628      0     1
## 3247  990     14   2.21       0  0.73684  2.34     20  8.5470085      1     1
## 3248 1030     17   2.41       0  0.77586  2.34     29 12.3931627      0     1
## 3249  890     49   2.53       0  0.81633  2.00     89 44.5000000      0     1
## 3250  950     18   2.55       0  0.86275  2.04     30 14.7058821      1     1
## 3251 1150     12   2.08       0  0.79688  2.34     50 21.3675213      0     1
## 3252 1020     57   2.75       0  0.85455  2.00      4  2.0000000      0     1
## 3253  970    102   2.26       0  0.76364  2.41     13  5.3941908      1     1
## 3254  940     13   2.07       0  0.74074  2.34     80 34.1880341      0     1
## 3255 1070     87   2.60       1  0.84483  1.27     25 19.6850395      0     1
## 3256 1090     54   3.16       0  0.67692  1.37      6  4.3795619      1     1
## 3257 1260     49   4.00       0  0.82609  1.37      4  2.9197080      0     1
## 3258  940    112   2.91       0  1.08889  1.21     66 54.5454559      0     1
## 3259 1080     57   2.24       0  0.96364  1.37     17 12.4087591      0     1
## 3260 1260     18   4.00       0  1.00000  1.27     19 14.9606295      0     1
## 3261 1040     19   3.42       0  1.03922  1.28      5  3.9062500      1     1
## 3262 1120     48   2.54       0  0.83607  1.37     10  7.2992702      0     1
## 3263  880     18   2.11       0  0.54386  1.28     69 53.9062500      0     1
## 3264 1130     76   3.96       0  0.85246  1.27      1  0.7874016      0     1
## 3265 1040     47   2.78       0  0.89091  1.37     18 13.1386862      0     1
## 3266  930     53   3.52       0  0.57627  1.37      7  5.1094890      1     1
## 3267  800     19   1.84       0  0.86047  0.86      6  6.9767442      0     0
## 3268  690    115   2.57       1  0.60465  0.79     12 15.1898737      0     0
## 3269  800     16   2.18       0  1.00000  1.34      5  3.7313433      1     0
## 3270  990    101   2.67       0  0.90385  1.22      1  0.8196721      1     0
## 3271 1200     16   2.50       0  1.03390  0.46      3  6.5217390      0     1
## 3272  790     44   2.00       0  0.68085  0.41     15 36.5853653      0     1
## 3273 1210     51   2.64       0  0.98361  0.41      1  2.4390244      0     1
## 3274 1060     92   1.86       0  1.12000  0.45     23 51.1111107      1     1
## 3275 1130     17   1.82       0  0.94828  0.46      8 17.3913040      0     1
## 3276 1030    104   2.84       0  1.01961  0.23      9 39.1304359      1     1
## 3277  810     43   2.34       0  0.97561  0.26      5 19.2307701      1     1
## 3278  830     19   2.31       0  0.93023  0.35     20 57.1428566      0     1
## 3279  900     73   2.50       0  1.04545  0.20      4 20.0000000      1     1
## 3280  970    115   2.13       0  0.94000  0.23      8 34.7826080      0     1
## 3281 1020    120   3.46       0  0.78947  0.22      3 13.6363640      1     1
## 3282 1090     41   2.29       0  1.05660  0.26      4 15.3846149      0     1
## 3283 1020    112   3.23       0  0.85455  3.73     56 15.0134048      0     1
## 3284 1070    101   2.53       0  0.87719  3.73     83 22.2520103      0     1
## 3285  980     15   3.00       0  0.68966  4.15    130 31.3253021      0     1
## 3286 1090     92   2.22       0  0.84746  3.73     73 19.5710449      1     1
## 3287  790     14   0.85       0  0.71739  4.15    156 37.5903625      0     1
## 3288 1200    108   2.89       0  0.76471  3.73     34  9.1152811      0     1
## 3289 1230     14   3.71       0  0.89231  4.15      9  2.1686747      0     1
## 3290 1220     13   3.53       0  0.87692  4.20      4  0.9523810      1     1
## 3291 1390     98   3.50       0  0.95775  3.73      5  1.3404826      0     1
## 3292 1030     11   1.27       0  1.14583  4.15    211 50.8433723      0     1
## 3293  970    116   2.93       0  0.79630  3.73     26  6.9705095      0     1
## 3294 1300     17   4.00       0  0.91176  4.15      2  0.4819277      0     1
## 3295  910     20   2.20       0  1.21951  4.15    246 59.2771072      0     1
## 3296  860     48   2.50       0  0.91111  3.90     37  9.4871798      1     1
## 3297 1220     46   2.95       0  0.84848  3.90     27  6.9230771      0     1
## 3298 1140    117   3.00       0  0.78125  3.73     62 16.6219845      1     1
## 3299 1050     40   1.87       0  1.01923  3.90     67 17.1794872      0     1
## 3300 1170     39   2.33       0  0.77273  3.90     40 10.2564106      0     1
## 3301 1060     73   1.91       0  0.82759  3.73    124 33.2439690      0     1
## 3302  910     47   3.02       0  0.56897  3.90     62 15.8974361      1     1
## 3303 1000     92   3.09       0  0.85185  4.15     37  8.9156628      0     1
## 3304  980     72   2.09       0  1.00000  4.15    166 40.0000000      0     1
## 3305 1080     12   2.25       0  0.83051  4.15     79 19.0361443      0     1
## 3306  850    102   2.26       0  0.97674  3.73     64 17.1581764      0     0
## 3307  990     78   1.88       0  0.67797  4.15     66 15.9036140      0     0
## 3308 1140     28   3.03       0  0.72727  3.90     21  5.3846154      1     1
## 3309 1310     45   3.11       0  0.74667  3.90     18  4.6153846      1     1
## 3310  840     17   2.47       0  0.68000  4.15     74 17.8313255      0     1
## 3311 1320     17   2.94       0  1.00000  4.15      8  1.9277109      0     1
## 3312 1030     43   1.69       0  0.63492  3.90    245 62.8205147      0     1
## 3313  990     16   2.81       0  1.25000  4.15     77 18.5542164      0     1
## 3314  980    122   2.35       0  0.81481  3.73     71 19.0348530      0     1
## 3315 1010     16   2.00       0  0.80357  4.15     32  7.7108436      0     1
## 3316 1050     10   3.30       0  0.98113  4.15    106 25.5421696      1     1
## 3317 1050     41   2.24       0  0.94444  3.90     90 23.0769234      0     1
## 3318 1120     53   2.56       0  0.72308  3.90     78 20.0000000      0     1
## 3319  810     47   2.25       0  0.58824  3.90     70 17.9487171      1     1
## 3320 1010     52   2.59       0  0.74138  3.90     49 12.5641022      0     1
## 3321  910     47   2.40       0  0.97826  3.65     67 18.3561649      0     1
## 3322  810    114   2.53       0  0.84091  4.01     57 14.2144642      1     1
## 3323 1360     74   3.02       0  0.94286  4.29      4  0.9324009      0     1
## 3324 1010     18   3.16       0  0.83636  4.16      4  0.9615384      1     1
## 3325 1070     88   2.01       0  0.81356  4.01     75 18.7032413      0     1
## 3326 1090     14   3.85       0  1.05660  4.16      1  0.2403846      0     1
## 3327 1190     46   2.06       0  0.75000  3.65      9  2.4657533      0     1
## 3328 1180     41   3.56       1  0.71014  3.65      3  0.8219178      1     1
## 3329 1200     84   3.08       0  0.87500  4.29     10  2.3310022      1     1
## 3330 1100     16   3.31       0  0.92982  4.16     10  2.4038463      1     1
## 3331 1010     16   2.00       0  0.77193  4.16     63 15.1442308      1     1
## 3332 1100     46   2.56       0  0.89655  3.65     37 10.1369867      0     1
## 3333  890     80   2.41       0  0.74510  0.60      5  8.3333330      1     1
## 3334  820     70   1.98       0  0.86364  0.57      3  5.2631578      1     0
## 3335  750     30   1.70       0  0.74419  0.54      5  9.2592592      0     0
## 3336  970     34   2.14       0  0.86538  0.26     18 69.2307663      0     1
## 3337  820     17   2.52       0  0.78261  0.32      3  9.3750000      1     1
## 3338 1050     42   2.28       0  0.94444  0.31      8 25.8064518      0     1
## 3339  930     11   1.09       0  0.60345  0.77     15 19.4805202      0     1
## 3340  990     47   2.55       0  1.10638  0.87     18 20.6896553      0     0
## 3341 1050     51   2.98       0  0.87500  0.34      4 11.7647057      1     1
## 3342  950    110   2.22       0  1.06522  0.35     16 45.7142868      0     1
## 3343  850    112   3.12       0  0.88889  0.35      8 22.8571434      0     1
## 3344 1080     47   3.38       0  0.77049  0.34      5 14.7058821      0     1
## 3345  970     16   4.00       0  0.86538  0.29      3 10.3448277      1     1
## 3346  910     81   2.91       0  0.82000  0.36      2  5.5555553      1     1
## 3347  900     16   0.68       0  1.00000  0.29     21 72.4137955      0     1
## 3348  870     68   2.39       0  0.67308  0.36     18 50.0000000      0     1
## 3349  820     90   3.03       0  0.64000  0.35      9 25.7142849      0     1
## 3350  940     81   2.38       0  0.80769  0.36      9 25.0000000      1     1
## 3351  720     75   2.05       0  0.94595  1.35     21 15.5555553      0     1
## 3352 1180     66   3.33       0  1.07018  0.44      1  2.2727273      1     1
## 3353 1060     79   2.18       0  0.70968  0.34     10 29.4117641      0     1
## 3354  840     54   2.88       0  0.82609  0.29      2  6.8965516      1     1
## 3355 1150     42   3.83       0  0.85484  1.45      3  2.0689654      0     1
## 3356  990     55   1.81       0  1.02041  1.18     28 23.7288132      0     1
## 3357 1130     42   2.16       0  0.88333  1.45      8  5.5172415      1     1
## 3358 1130     80   2.91       0  1.05455  1.18      6  5.0847459      0     0
## 3359 1120     52   2.15       0  0.75000  1.45     20 13.7931032      0     1
## 3360  770     16   1.18       0  0.75000  1.43     12  8.3916082      0     1
## 3361  960     46   2.60       0  0.92000  1.45     13  8.9655170      1     1
## 3362 1230     18   3.38       0  0.83582  1.43      3  2.0979021      0     1
## 3363  680     49   3.75       0  1.06061  0.25      2  8.0000000      1     1
## 3364 1080     60   2.93       0  0.92857  0.15      2 13.3333330      0     1
## 3365 1050     51   4.00       0  1.28261  0.25      1  4.0000000      1     1
## 3366  780     59   2.10       0  0.90244  0.15      6 40.0000000      0     1
## 3367  800    108   2.36       0  0.73913  0.21      5 23.8095245      1     1
## 3368  910    112   3.06       0  1.06818  0.21      1  4.7619047      1     1
## 3369 1070     94   1.93       0  0.87719  1.91     33 17.2774868      0     1
## 3370  920     32   1.90       0  0.76923  2.54     84 33.0708656      0     1
## 3371  890     17   0.94       0  0.97778  2.24    140 62.5000000      1     1
## 3372  820     42   2.11       0  1.10256  2.54     40 15.7480316      1     0
## 3373  960    114   3.24       0  0.84615  1.91     20 10.4712038      1     0
## 3374  930     47   1.63       0  0.78846  2.54     89 35.0393715      0     1
## 3375 1120     18   2.22       0  0.83607  2.11     66 31.2796211      1     1
## 3376  770     16   2.31       0  1.26471  2.79     48 17.2043018      1     1
## 3377  960    119   3.52       0  0.92000  1.91      7  3.6649215      1     1
## 3378  910    105   3.69       0  0.71698  1.91     36 18.8481674      0     1
## 3379  950    120   1.97       0  1.31707  1.91     40 20.9424076      1     0
## 3380 1050     46   3.50       0  0.87500  2.54     33 12.9921255      0     1
## 3381  880     46   1.93       0  0.76000  2.54    127 50.0000000      0     1
## 3382  970     16   2.18       0  1.02083  2.11     40 18.9573460      1     1
## 3383  850     48   1.85       0  0.97674  2.54     99 38.9763794      0     1
## 3384  810     78   2.87       0  0.88372  1.93     12  6.2176166      1     1
## 3385  930     73   2.42       0  0.89796  1.72     10  5.8139534      1     1
## 3386  900     79   2.50       0  1.25000  2.53     36 14.2292490      1     1
## 3387 1320     15   2.06       0  0.83333  2.87     26  9.0592337      0     1
## 3388 1090     80   3.16       0  0.94643  2.53      7  2.7667985      1     1
## 3389  970     18   2.05       0  0.83019  2.11     23 10.9004736      1     1
## 3390  630    114   2.27       1  0.80000  2.46    160 65.0406494      0     1
## 3391 1080    132   2.65       0  0.74194  1.91     26 13.6125650      1     0
## 3392 1180     49   3.02       0  0.87302  2.54     11  4.3307085      1     1
## 3393 1130     16   3.06       0  0.76563  2.11     12  5.6872039      0     1
## 3394  850     82   2.71       0  1.17949  2.53     46 18.1818180      1     1
## 3395 1050    114   2.67       0  0.84211  1.91     28 14.6596861      0     1
## 3396 1010     41   1.90       0  0.80357  2.54     36 14.1732283      0     1
## 3397  970    114   3.50       0  0.76364  1.91     39 20.4188480      0     1
## 3398 1060    122   3.05       0  1.03846  1.91     22 11.5183249      1     1
## 3399  880     10   2.00       0  0.91304  2.11     85 40.2843590      0     1
## 3400 1020     77   3.29       0  0.78947  2.53     10  3.9525692      1     1
## 3401 1000     16   2.43       0  1.12766  2.11     34 16.1137447      1     1
## 3402 1050     30   2.00       0  0.87500  2.54     96 37.7952766      0     1
## 3403 1120     75   2.69       0  0.69697  2.53     13  5.1383400      0     1
## 3404  710     12   2.00       0  1.44828  2.87    144 50.1742172      0     0
## 3405 1060     77   2.64       0  1.16327  2.53     27 10.6719370      1     1
## 3406 1000     40   2.65       0  1.12766  2.87     53 18.4668999      1     1
## 3407 1200    128   2.18       0  0.76471  1.91     15  7.8534031      0     1
## 3408  950     22   2.86       0  0.72727  2.11      6  2.8436019      1     1
## 3409 1060     14   1.64       0  1.03846  2.11     39 18.4834118      0     1
## 3410 1050     76   2.60       0  0.72131  2.53     16  6.3241105      1     0
## 3411  840     12   2.25       0  0.95349  2.79     68 24.3727608      0     1
## 3412 1100     41   2.85       0  0.89655  2.54      8  3.1496062      0     1
## 3413  890     51   2.41       0  0.93478  2.53     48 18.9723320      0     1
## 3414 1070     16   3.43       0  0.87719  2.11      7  3.3175356      0     1
## 3415 1100     72   3.16       0  0.89655  2.53      3  1.1857708      0     1
## 3416  980     45   3.60       0  0.96000  2.54      9  3.5433071      1     1
## 3417  930     42   2.04       0  0.82353  2.54     38 14.9606295      0     1
## 3418 1060     75   2.56       0  0.92727  2.53     40 15.8102770      1     0
## 3419  990     97   1.71       0  1.15217  1.91     82 42.9319382      0     1
## 3420 1130     12   3.75       0  1.01786  2.11     30 14.2180099      1     1
## 3421  840     17   1.82       0  0.78723  2.54     16  6.2992125      1     1
## 3422  880     44   1.90       0  1.04651  2.54     56 22.0472450      0     1
## 3423 1050     82   2.37       0  0.84211  2.53     57 22.5296440      1     1
## 3424 1100     13   1.23       0  0.80328  2.11     58 27.4881516      0     1
## 3425  920    112   2.56       0  1.04444  1.91     84 43.9790573      0     1
## 3426  880    121   3.31       0  0.76000  1.91     30 15.7068062      1     1
## 3427 1080     50   3.82       0  0.86207  2.54      4  1.5748031      0     0
## 3428 1030     47   2.97       0  1.10204  2.54     14  5.5118113      0     1
## 3429 1120     88   1.88       0  0.72308  2.53     20  7.9051385      0     1
## 3430  860     18   1.33       0  0.72000  2.11     83 39.3364944      0     1
## 3431 1000     17   2.70       0  0.75439  2.11     12  5.6872039      0     0
## 3432 1150     48   3.52       0  0.88525  2.46      7  2.8455284      1     1
## 3433 1060    112   2.03       0  0.79661  2.34     90 38.4615402      0     1
## 3434 1020    119   3.09       0  0.88889  2.92      2  0.6849315      1     1
## 3435  990    103   3.13       0  0.94118  2.34     23  9.8290596      0     1
## 3436 1140     77   3.15       0  0.90000  2.56     24  9.3750000      0     1
## 3437  950     17   2.35       0  1.02128  2.58     15  5.8139534      1     1
## 3438 1170     57   2.80       0  1.34000  2.56     20  7.8125000      0     1
## 3439 1290     69   3.24       0  0.72000  2.56      2  0.7812500      0     1
## 3440 1210     45   2.88       0  0.72857  2.46     23  9.3495932      1     1
## 3441 1100     77   2.62       0  1.03704  2.56     52 20.3125000      0     1
## 3442 1010     42   2.35       0  0.83636  2.46     46 18.6991863      0     1
## 3443 1400     50   3.74       0  0.91781  2.46      1  0.4065041      0     1
## 3444  940     61   2.29       1  0.64912  2.56     58 22.6562500      0     1
## 3445  980     68   1.83       0  0.71930  2.56     36 14.0625000      0     0
## 3446 1060     83   3.38       0  0.79661  2.56     11  4.2968750      1     1
## 3447 1020     49   2.02       0  0.88889  2.56     26 10.1562500      0     1
## 3448 1000    119   2.96       0  0.88679  2.34     18  7.6923075      1     1
## 3449 1070     41   2.80       0  0.81356  2.46      6  2.4390244      0     1
## 3450 1270     91   3.93       0  0.98438  2.56      1  0.3906250      0     1
## 3451 1270     83   1.87       0  0.81429  2.51     31 12.3505974      0     1
## 3452 1030    115   2.23       0  0.94340  2.34     29 12.3931627      1     1
## 3453 1000     14   1.00       0  0.88679  2.46     70 28.4552841      0     1
## 3454 1020     78   2.06       0  0.85455  2.51     41 16.3346615      0     1
## 3455 1090     51   3.47       0  0.84746  2.46     19  7.7235770      0     1
## 3456  960     14   2.78       0  0.92000  2.46     15  6.0975609      1     1
## 3457 1020    102   2.67       0  1.04000  5.18     45  8.6872587      1     0
## 3458 1220     79   2.96       0  1.00000  5.22     52  9.9616861      0     1
## 3459 1060     16   3.31       0  0.79661  4.89     74 15.1329241      1     1
## 3460 1070     16   1.62       0  0.94545  4.89     39  7.9754601      1     1
## 3461  920     45   2.04       0  1.00000  5.84    332 56.8493156      0     1
## 3462  860     93   2.19       0  0.86957  5.18     83 16.0231667      1     1
## 3463 1020    108   3.27       0  0.96154  5.18     17  3.2818532      0     1
## 3464 1140     45   2.86       0  1.00000  5.56     36  6.4748201      0     1
## 3465 1070     12   2.00       0  0.81356  4.89    384 78.5276108      1     1
## 3466 1140     50   3.66       0  0.83871  5.56     10  1.7985611      1     1
## 3467 1190     18   2.44       0  1.12500  4.89    140 28.6298561      1     1
## 3468 1050     16   2.18       0  1.01923  4.89    117 23.9263802      1     1
## 3469  930     47   2.40       0  0.93750  4.77    163 34.1719093      0     1
## 3470 1070     78   1.88       0  0.87719  5.22     99 18.9655170      0     1
## 3471 1340     49   2.95       0  1.00000  4.77     26  5.4507337      0     1
## 3472  950     78   2.38       0  0.69643  5.22     49  9.3869734      1     1
## 3473 1040     37   2.94       0  0.73333  4.77     40  8.3857441      0     1
## 3474  890     15   2.53       0  0.78000  4.89    113 23.1083851      1     1
## 3475 1080     71   2.14       0  0.77049  5.22     45  8.6206894      0     0
## 3476  900    102   2.79       0  1.19512  5.18     22  4.2471042      1     1
## 3477  880     18   2.55       0  1.14634  4.89     75 15.3374233      1     1
## 3478 1030    120   2.76       0  0.90741  5.18     60 11.5830116      1     1
## 3479 1270     93   3.38       0  0.92424  5.18     35  6.7567568      0     1
## 3480  780     17   2.00       0  0.62500  5.91    128 21.6582069      0     0
## 3481 1060    123   2.11       0  0.89286  5.18    174 33.5907326      0     1
## 3482  850     18   1.05       0  0.88889  5.18    289 55.7915039      0     1
## 3483  930     48   1.72       0  0.86000  4.77    169 35.4297676      0     1
## 3484 1180     43   2.53       0  0.84375  4.77     17  3.5639412      0     1
## 3485  880     13   2.07       0  1.14634  4.89     67 13.7014313      0     1
## 3486  960     15   3.06       0  0.92000  4.89     99 20.2453995      0     1
## 3487 1010    106   2.62       0  0.98039  5.18     24  4.6332045      1     1
## 3488 1370     83   3.37       0  0.85135  5.22      2  0.3831418      0     1
## 3489 1300     80   3.67       0  0.75676  5.22     11  2.1072798      0     1
## 3490  950    110   2.87       0  1.37500  5.18     53 10.2316599      1     1
## 3491  940    112   2.73       0  0.95833  5.18    103 19.8841705      0     1
## 3492  980     14   2.71       0  1.08511  4.89     89 18.2004089      0     1
## 3493 1180     17   2.17       0  0.90323  4.89    101 20.6543961      0     1
## 3494  980     79   3.05       0  0.96000  5.22     63 12.0689659      1     1
## 3495  910     13   3.07       0  0.82000  4.89    145 29.6523514      0     1
## 3496  910     40   2.35       0  0.82000  4.77    125 26.2054501      0     1
## 3497 1220     76   2.77       0  0.96774  5.22     13  2.4904215      0     1
## 3498 1250     86   2.32       0  1.01613  5.22     75 14.3678160      0     1
## 3499  870     28   2.07       0  0.74000  4.77    116 24.3186588      1     0
## 3500  980     16   3.75       0  1.04167  4.89     33  6.7484665      1     1
## 3501 1090     42   3.07       0  0.87931  4.77      5  1.0482180      0     1
## 3502 1110     18   3.22       1  0.94737  5.91     10  1.6920474      0     1
## 3503  950     38   2.18       0  0.79245  5.84    300 51.3698616      0     1
## 3504 1050     16   1.68       0  0.69355  4.89    198 40.4907990      1     1
## 3505  820     15   2.53       0  0.70833  5.51    133 24.1379318      1     1
## 3506 1010     16   3.31       0  1.29545  0.10      3 30.0000000      1     1
## 3507 1020    105   2.00       0  0.72881  7.21    327 45.3536758      0     1
## 3508 1180     40   1.95       0  0.73529  5.88    164 27.8911572      0     1
## 3509 1270     49   2.81       0  0.98438  5.88      8  1.3605442      0     1
## 3510 1200     43   2.53       0  0.93548  5.88     77 13.0952377      1     1
## 3511  890     75   2.65       0  0.81633  6.05    111 18.3471069      0     1
## 3512 1300    130   1.99       0  0.91176  6.98     57  8.1661892      0     1
## 3513 1160     41   1.97       0  0.96610  5.88     60 10.2040815      0     1
## 3514 1000     47   3.23       0  1.17391  5.88    189 32.1428566      0     1
## 3515 1170     68   2.33       0  0.91803  6.05    102 16.8595047      0     1
## 3516 1290     85   2.22       0  0.95455  6.98     58  8.3094559      0     1
## 3517  870     50   2.96       0  1.28947  5.88    111 18.8775501      1     1
## 3518  980     50   3.32       0  0.88462  5.88     75 12.7551022      1     1
## 3519  940     17   2.64       0  0.88000  5.51    153 27.7676945      1     1
## 3520 1030    111   3.35       0  0.77586  6.98     49  7.0200572      1     1
## 3521 1130     41   2.82       0  0.71212  5.88     49  8.3333330      0     1
## 3522 1210     14   3.78       0  0.98361  5.51     19  3.4482758      1     1
## 3523 1250     17   3.29       0  0.66667  5.51     29  5.2631578      0     1
## 3524 1020    111   1.84       0  0.61905  6.98    142 20.3438396      0     1
## 3525 1080     98   2.26       0  1.00000  6.98    166 23.7822342      0     1
## 3526 1080    121   2.86       0  0.89474  6.98     33  4.7277937      1     1
## 3527 1160     16   3.62       0  0.75758  5.51     95 17.2413788      0     1
## 3528 1110     59   3.22       0  0.91379  6.05      6  0.9917355      1     1
## 3529 1100     14   2.50       0  0.80328  5.51    131 23.7749538      0     1
## 3530 1330     10   2.90       0  0.98507  5.51     52  9.4373865      0     1
## 3531 1040     16   1.50       0  0.73333  5.51    269 48.8203278      0     1
## 3532  920     19   2.84       0  0.91667  5.51     90 16.3339386      0     1
## 3533 1170     75   2.24       0  1.01724  6.05    209 34.5454559      0     1
## 3534  910     77   2.28       0  0.68519  6.05    109 18.0165291      0     1
## 3535 1040     44   3.45       0  0.76271  5.88     80 13.6054420      0     1
## 3536 1030     15   3.26       0  0.66129  5.51    262 47.5499077      0     0
## 3537 1060     13   2.69       0  0.82759  5.51     85 15.4264975      0     1
## 3538  810    116   2.79       0  0.88372  8.04    145 18.0348263      0     1
## 3539  980     98   2.48       0  0.96000  6.98     94 13.4670486      1     1
## 3540 1000    115   1.79       0  0.81818  6.98     91 13.0372496      1     1
## 3541 1230     17   2.94       0  0.98387  5.51     88 15.9709616      0     1
## 3542 1060     79   2.46       0  0.89286  6.05     68 11.2396698      1     1
## 3543 1270     70   1.97       0  0.73973  6.05     97 16.0330582      0     1
## 3544 1080     39   1.35       0  0.96364  6.05    253 41.8181801      0     1
## 3545  930     48   1.83       0  0.75472  5.88    215 36.5646248      0     1
## 3546  900     91   2.85       0  0.80000  6.05     65 10.7438021      0     1
## 3547  840    103   2.06       0  0.95349  6.98    154 22.0630379      1     1
## 3548  890    127   2.02       1  0.81633  6.90    420 60.8695641      0     0
## 3549 1030     44   2.68       0  1.01961  5.88     67 11.3945580      1     1
## 3550 1080     48   2.04       0  0.80000  5.88    119 20.2380943      0     1
## 3551  730     17   2.29       0  0.82500  5.51    253 45.9165154      0     1
## 3552 1130     14   2.07       0  0.85246  5.51    168 30.4900188      0     1
## 3553 1160     41   1.65       0  0.68116  5.88     63 10.7142859      0     1
## 3554  960     11   3.09       0  0.71429  5.51     80 14.5190563      0     1
## 3555 1090     17   2.64       0  0.60294  6.40    140 21.8750000      0     1
## 3556 1130     48   3.35       0  0.71212  5.88     17  2.8911564      0     1
## 3557 1030     15   3.20       0  0.77586  5.51     73 13.2486391      0     1
## 3558  920    122   1.94       0  1.00000  1.10      4  3.6363637      1     0
## 3559  960    113   3.23       0  0.88235  0.35      5 14.2857141      1     1
## 3560  870     15   3.33       0  0.97727  0.24      3 12.5000000      1     1
## 3561 1040     61   2.67       0  0.85714  0.15      6 40.0000000      0     1
## 3562 1150     43   2.39       0  1.21154  0.24      3 12.5000000      1     1
## 3563 1330     62   4.00       0  0.82192  6.73      4  0.5943536      0     1
## 3564  820     93   2.94       0  0.70833  6.73    111 16.4933128      1     1
## 3565 1300     14   3.50       0  0.88406  6.98      9  1.2893983      0     1
## 3566  900     47   2.08       0  0.95652  6.34    247 38.9589920      0     1
## 3567  970     46   2.23       0  0.67241  6.34    251 39.5899048      0     1
## 3568  880    107   3.32       0  0.95556  5.72     24  4.1958041      1     1
## 3569  910     16   2.50       0  0.97826  6.98    127 18.1948433      0     0
## 3570  930     15   1.80       0  0.97872  6.98    121 17.3352432      0     1
## 3571  940     69   2.79       0  0.67857  6.73     54  8.0237741      0     1
## 3572  850    107   2.13       1  0.88889  5.72     86 15.0349646      0     1
## 3573  830    113   2.84       0  0.93023  5.72     87 15.2097902      1     1
## 3574  850     16   2.37       0  0.66667  6.98    237 33.9541550      0     1
## 3575  790    112   2.74       0  0.88095  5.72     85 14.8601398      1     1
## 3576 1010     52   1.71       0  1.10417  6.34    243 38.3280754      1     1
## 3577  990    121   1.99       0  0.70690  5.72    210 36.7132874      0     1
## 3578 1150     56   3.16       1  0.74242  6.73    106 15.7503719      0     1
## 3579  870    111   2.51       0  0.81250  5.72    125 21.8531475      0     1
## 3580  960     13   0.00       0  0.84615  6.98    233 33.3810883      0     1
## 3581  990     44   2.43       0  0.67797  6.34     88 13.8801260      0     1
## 3582 1070     14   3.14       0  0.64615  6.98     28  4.0114613      1     1
## 3583 1060     48   2.58       0  0.92727  6.34     56  8.8328075      1     1
## 3584  850    103   2.35       0  1.02381  5.72    177 30.9440556      0     1
## 3585  790     18   2.16       0  1.02564  6.98    129 18.4813747      1     1
## 3586 1220     17   3.29       0  1.06780  6.98     13  1.8624642      0     1
## 3587 1290     77   2.77       0  0.92537  6.93    149 21.5007210      0     1
## 3588 1070     90   2.63       0  0.67188  5.72     80 13.9860144      0     1
## 3589  980     12   2.25       0  0.78182  6.98    121 17.3352432      1     1
## 3590  950     17   2.47       0  0.93878  6.98     72 10.3151865      1     1
## 3591  930     15   0.73       0  0.89796  6.98    286 40.9742126      0     1
## 3592 1050     13   2.38       0  0.84211  6.98     31  4.4412608      1     1
## 3593  850     15   0.40       0  1.02381  6.98    254 36.3896866      1     1
## 3594 1030    100   2.78       0  0.74576  5.72     45  7.8671327      0     1
## 3595 1080     77   3.29       0  0.71429  6.73    101 15.0074291      0     1
## 3596  940     87   2.87       0  0.70909  6.73    128 19.0193157      1     1
## 3597 1030    108   2.06       0  1.23913  5.72    157 27.4475517      1     1
## 3598 1130     18   2.16       0  1.01786  6.98     68  9.7421207      0     1
## 3599  810     18   1.88       0  0.88372  6.98     99 14.1833811      0     1
## 3600 1130     13   1.84       0  0.94828  6.98     44  6.3037248      1     1
## 3601  920     77   2.54       0  0.91667  6.73    203 30.1634464      1     1
## 3602  990     42   2.26       0  0.70690  6.34     65 10.2523661      0     1
## 3603  910     16   1.81       0  0.89583  6.98     92 13.1805153      0     1
## 3604 1290     47   3.59       0  0.92537  6.34      6  0.9463722      1     1
## 3605 1020     18   2.27       0  0.88889  6.98     62  8.8825216      0     1
## 3606  980     18   2.50       0  0.78182  6.98     99 14.1833811      0     1
## 3607 1050    112   2.23       0  0.84211  5.72    252 44.0559425      0     1
## 3608 1220     52   2.80       0  0.76812  6.34     68 10.7255516      0     1
## 3609 1000     57   1.68       0  1.00000  6.34     36  5.6782336      0     1
## 3610  910     43   1.81       0  0.82000  6.34    201 31.7034702      0     1
## 3611  910    132   2.68       0  0.85714  5.72     92 16.0839157      1     1
## 3612  760     78   3.21       0  0.68889  6.73     86 12.7786036      1     1
## 3613  930     17   1.94       0  0.75472  6.98     87 12.4641838      0     1
## 3614 1180     76   2.85       0  1.07018  6.73     12  1.7830609      1     1
## 3615 1090     15   2.40       0  0.75806  6.98      8  1.1461318      1     1
## 3616 1110    122   2.31       0  0.68182  5.72     54  9.4405594      0     1
## 3617 1170     81   2.34       0  0.88710  1.25      1  0.8000000      0     1
## 3618  980    127   2.04       0  1.13043  1.41      3  2.1276596      1     0
## 3619 1090    117   2.60       0  0.81667  6.82     40  5.8651028      1     1
## 3620  850     83   3.25       0  0.84783  5.79     16  2.7633851      1     1
## 3621 1120     57   3.26       0  0.75000  5.79     17  2.9360967      0     1
## 3622  950     44   1.31       0  0.79245  5.56    126 22.6618710      0     1
## 3623 1260     46   2.28       0  0.88060  5.56    106 19.0647488      0     1
## 3624  890     52   2.32       0  0.64815  5.56     64 11.5107918      1     1
## 3625 1250     42   2.38       0  0.92308  5.56     10  1.7985611      0     1
## 3626  960     82   2.35       0  0.95918  5.79     11  1.8998272      1     0
## 3627  860    109   1.96       0  0.91111  6.82    116 17.0087986      1     1
## 3628  900     50   3.20       0  0.80000  5.56     35  6.2949638      1     1
## 3629  900    109   1.97       0  1.04545  6.82    156 22.8738995      1     1
## 3630 1110     18   1.22       0  0.79032  5.84     79 13.5273972      0     1
## 3631 1170     17   2.35       0  0.80000  5.84     52  8.9041100      0     1
## 3632 1090     84   2.66       0  0.81667  5.79     23  3.9723661      0     1
## 3633 1220    121   3.16       0  0.87692  6.26     13  2.0766773      0     1
## 3634 1070     74   2.25       0  1.05769  5.79     93 16.0621758      1     1
## 3635  990     18   1.88       0  0.67797  5.84    126 21.5753422      0     1
## 3636  920     15   2.93       0  0.84000  5.84     38  6.5068493      1     1
## 3637 1000     11   1.63       0  0.85185  5.84     54  9.2465754      1     1
## 3638  870    111   2.26       0  0.89130  6.82     71 10.4105568      0     1
## 3639  720     18   1.38       1  0.89474  5.84    268 45.8904114      0     0
## 3640  940     13   2.00       0  0.88000  5.84     63 10.7876711      1     1
## 3641 1090    121   2.25       0  0.78689  6.82     38  5.5718474      0     1
## 3642 1350     17   3.58       0  0.84932  5.84     10  1.7123288      0     1
## 3643  930    106   2.15       0  0.89796  6.82    101 14.8093843      0     1
## 3644 1090     16   2.43       0  0.81667  5.84     37  6.3356166      1     1
## 3645 1010     50   2.46       0  0.90566  0.67     30 44.7761192      0     1
## 3646 1140     48   2.77       0  0.86885  0.67     18 26.8656712      1     1
## 3647 1200     18   3.22       0  0.81818  0.47      3  6.3829789      0     1
## 3648 1070    121   3.68       0  0.78333  0.56      3  5.3571429      1     1
## 3649 1370     80   3.37       0  0.92958  0.53      1  1.8867924      1     1
## 3650 1150     75   3.00       0  0.85484  0.53      4  7.5471697      0     1
## 3651  910     68   2.27       0  0.78431  0.53     42 79.2452850      1     1
## 3652 1010     17   2.23       0  0.94231  0.47     16 34.0425529      0     1
## 3653  920     56   2.75       0  0.58621  0.67     15 22.3880596      1     1
## 3654  950    122   2.22       0  0.86275  0.56     13 23.2142849      1     1
## 3655 1150     38   4.00       0  0.85484  0.67     35 52.2388077      0     1
## 3656 1360     17   3.41       0  0.81333  0.45      2  4.4444447      0     1
## 3657  830    112   2.22       0  0.72917  0.56     41 73.2142868      0     1
## 3658 1020    112   2.54       0  0.78947  0.55     13 23.6363640      0     1
## 3659  880     48   2.29       0  1.14634  0.67     43 64.1791077      1     1
## 3660  900     16   2.62       0  0.91489  0.44     31 70.4545441      0     1
## 3661  930    126   1.88       0  0.78846  0.56     16 28.5714283      1     1
## 3662  830     93   2.12       0  0.88636  0.56     30 53.5714302      0     1
## 3663 1090    118   3.77       0  0.65152  0.56      5  8.9285717      0     1
## 3664 1130     16   3.56       0  0.85246  0.47      4  8.5106382      1     1
## 3665  970     48   2.83       0  1.42500  0.67      8 11.9402981      1     1
## 3666 1110     98   2.75       0  0.79032  3.08     45 14.6103897      1     1
## 3667 1110    119   2.65       0  0.79032  3.08    148 48.0519485      1     1
## 3668  750     15   1.73       0  0.97368  3.17    119 37.5394325      0     1
## 3669  930     13   2.30       0  0.86000  3.17     87 27.4447956      0     1
## 3670 1020    106   2.94       0  0.70000  3.08     79 25.6493511      1     1
## 3671 1070     41   2.87       0  1.01887  2.95     25  8.4745760      0     1
## 3672  940     14   2.71       0  1.00000  3.17     61 19.2429028      1     1
## 3673 1230     43   2.23       0  0.78261  2.95    120 40.6779671      0     1
## 3674 1110     21   3.42       0  0.73438  3.17     27  8.5173502      1     1
## 3675 1040     36   1.80       0  1.08000  2.95    202 68.4745789      0     1
## 3676 1160     95   3.67       0  0.84127  3.08     56 18.1818180      0     1
## 3677  920     45   2.53       0  1.04444  2.95     68 23.0508480      1     1
## 3678 1060     49   3.87       0  1.07843  3.13     50 15.9744406      0     1
## 3679 1100     48   2.52       0  0.77419  2.95     35 11.8644066      0     1
## 3680 1020    115   3.26       0  0.96154  3.08     15  4.8701301      1     1
## 3681 1010    104   2.83       0  0.74138  3.08     46 14.9350653      1     1
## 3682 1220     92   3.68       0  0.90625  3.08     20  6.4935064      1     1
## 3683 1130     16   3.43       0  0.68657  3.17     41 12.9337540      1     1
## 3684 1190     74   2.20       0  0.98333  3.29     60 18.2370815      0     1
## 3685  920     78   2.67       0  1.00000  3.29     55 16.7173252      1     1
## 3686 1100    117   3.68       0  0.89655  3.08     13  4.2207794      1     1
## 3687 1170     16   3.37       0  0.95000  3.17    128 40.3785477      0     1
## 3688  890     46   2.23       0  0.74510  2.95     90 30.5084743      0     1
## 3689 1040    126   3.13       0  1.16667  3.08     77 25.0000000      1     1
## 3690  980     15   1.06       0  0.78182  3.17     96 30.2839108      0     1
## 3691 1280     14   3.21       0  0.93939  3.17     99 31.2302837      0     1
## 3692 1230     17   3.05       0  0.95238  3.17     14  4.4164038      1     1
## 3693 1060     74   2.17       0  0.85965  3.29    150 45.5927048      0     1
## 3694 1200     15   3.40       0  1.10526  3.17     17  5.3627758      1     1
## 3695 1200    104   3.18       0  0.71429  3.08     15  4.8701301      1     1
## 3696  780     18   0.72       0  0.90244  3.22    104 32.2981377      0     1
## 3697 1140     61   2.78       0  0.86885  3.29     84 25.5319157      0     1
## 3698 1100     51   2.86       0  0.71875  2.95     19  6.4406781      1     1
## 3699  780     15   1.60       0  1.43750  3.33    253 75.9759750      1     1
## 3700 1050     99   3.55       0  0.98113  3.08     11  3.5714285      0     1
## 3701 1080     48   3.87       0  0.96364  2.95     10  3.3898306      1     1
## 3702 1040     45   2.93       0  0.85714  2.95     39 13.2203388      0     1
## 3703 1250    111   3.54       0  1.11864  3.08     23  7.4675326      1     1
## 3704 1130     89   3.52       0  0.79365  3.08     18  5.8441558      0     1
## 3705  750     16   2.31       0  0.66667  3.17    100 31.5457420      1     1
## 3706  880     17   2.17       0  0.91304  3.17     84 26.4984226      0     1
## 3707 1040    114   3.76       0  0.92593  3.08     36 11.6883116      1     1
## 3708 1070     16   3.06       0  0.72581  3.17     43 13.5646687      1     1
## 3709  910     78   2.85       0  0.78431  3.08    118 38.3116875      1     1
## 3710  840     16   2.12       0  0.86667  3.17     92 29.0220814      0     1
## 3711 1290     16   3.62       0  0.92537  3.17     32 10.0946369      0     1
## 3712 1030     64   2.95       0  0.90741  2.14     25 11.6822433      1     1
## 3713 1310     87   3.13       0  0.95522  2.14      2  0.9345794      0     1
## 3714 1180     19   4.00       0  0.81538  2.50     11  4.4000001      0     1
## 3715  960     15   3.06       0  0.88235  2.50     22  8.8000002      1     1
## 3716  970     15   2.80       0  0.90196  2.50     13  5.1999998      1     1
## 3717 1020     15   1.93       0  0.82143  1.32     42 31.8181820      0     1
## 3718  940     76   2.72       0  1.29268  2.14     15  7.0093460      1     0
## 3719  850     74   2.52       0  1.17949  2.14     28 13.0841122      1     1
## 3720 1090     51   2.39       0  0.81667  2.44     27 11.0655737      0     1
## 3721  980     17   2.35       0  0.68966  2.50     12  4.8000002      0     1
## 3722 1050     42   1.54       0  0.90909  2.44      4  1.6393442      0     1
## 3723 1400     17   3.76       0  0.86667  2.50      2  0.8000000      0     1
## 3724 1130     17   3.58       0  0.79365  2.56     55 21.4843750      0     1
## 3725 1150     76   2.89       0  0.91667  2.14     30 14.0186920      0     1
## 3726  870     72   2.66       0  1.17500  2.22    114 51.3513527      1     1
## 3727 1110     76   2.63       0  0.91379  2.14     11  5.1401868      0     1
## 3728 1260     45   2.02       0  0.70270  2.44     22  9.0163937      0     1
## 3729 1030     14   2.00       0  0.87273  2.96     45 15.2027025      0     1
## 3730 1170     49   3.36       0  0.85714  2.66      4  1.5037594      1     1
## 3731 1030     13   2.92       0  0.94340  2.96     33 11.1486483      1     1
## 3732 1140     50   3.28       0  0.90000  2.66     14  5.2631578      0     1
## 3733 1120     52   3.19       0  0.96491  2.66      1  0.3759398      1     1
## 3734 1160     44   3.04       0  0.84127  2.66      6  2.2556391      1     1
## 3735 1170     51   2.70       0  0.74627  2.66     15  5.6390977      0     1
## 3736  850     17   2.88       0  0.77083  2.96     11  3.7162163      1     1
## 3737 1090     16   2.56       0  0.87931  2.96     38 12.8378382      1     1
## 3738 1100     48   3.58       0  0.77419  2.66      2  0.7518797      1     1
## 3739 1110     50   3.58       0  0.79032  2.66      3  1.1278195      1     1
## 3740 1130     49   2.77       0  0.76563  2.66      5  1.8796992      1     1
## 3741  990     47   1.61       0  1.02041  0.89     21 23.5955048      1     0
## 3742 1140     16   2.56       0  0.72727  1.01      1  0.9900990      0     1
## 3743  860     35   2.94       0  0.79167  0.89      1  1.1235955      0     1
## 3744 1090     85   2.98       0  0.94643  0.86      2  2.3255813      1     1
## 3745 1210     16   4.00       0  0.89063  1.90     14  7.3684211      1     1
## 3746  870     14   2.35       0  0.85106  1.81     36 19.8895035      1     1
## 3747 1360     71   3.29       0  0.70000  1.72      6  3.4883721      0     1
## 3748 1020     16   3.06       0  0.67213  1.81     15  8.2872925      1     1
## 3749  960     81   3.08       0  0.71429  1.72     13  7.5581393      1     1
## 3750  990    105   2.44       0  0.67797  1.72      7  4.0697675      0     1
## 3751 1000     90   3.18       0  0.69492  1.72     14  8.1395350      0     1
## 3752  910     51   2.82       0  0.89583  1.61      5  3.1055901      1     1
## 3753  810     12   0.66       0  1.02500  1.61     72 44.7204971      1     1
## 3754 1380     15   4.00       0  0.76923  1.81      1  0.5524862      0     0
## 3755 1130     40   3.72       0  0.94828  1.61      6  3.7267082      1     1
## 3756 1010     46   2.04       0  1.10417  1.67    110 65.8682632      0     1
## 3757  960     41   2.39       0  0.81132  1.61      8  4.9689441      1     1
## 3758 1160    120   2.32       0  0.75758  1.72     11  6.3953490      0     1
## 3759 1060    110   2.28       0  0.68254  1.72     13  7.5581393      0     1
## 3760  940    117   3.50       0  0.91837  1.72     17  9.8837214      1     1
## 3761 1210     47   2.72       0  0.92063  1.61     12  7.4534163      0     1
## 3762  960     45   2.15       0  0.92000  1.61     29 18.0124226      0     1
## 3763  910     14   2.42       0  0.89583  1.81     53 29.2817688      0     1
## 3764 1090     90   3.24       0  0.78689  1.72      2  1.1627907      0     1
## 3765  940     50   2.72       0  0.84314  1.61     35 21.7391300      1     1
## 3766  930     54   2.64       0  0.69091  1.61      4  2.4844720      1     1
## 3767 1460     13   4.00       0  0.94667  1.81      2  1.1049724      0     1
## 3768 1440     14   3.50       0  1.02817  1.81      4  2.2099447      1     1
## 3769 1120     47   2.91       0  0.93103  1.61     10  6.2111802      0     1
## 3770 1040     32   1.71       0  0.76271  1.61     11  6.8322983      1     0
## 3771  670     18   2.83       0  0.86111  1.90     63 33.1578941      1     1
## 3772  930     17   0.35       0  1.16279  1.81     96 53.0386734      0     1
## 3773 1130    105   3.82       0  0.91525  1.72      1  0.5813953      0     1
## 3774 1200     15   2.40       0  0.71429  1.81     26 14.3646412      0     1
## 3775 1090     13   2.23       0  0.84746  1.81     21 11.6022100      0     1
## 3776  960     81   3.35       0  0.88235  1.72     10  5.8139534      1     1
## 3777  950     13   1.46       0  0.79245  1.81     79 43.6464081      0     1
## 3778  940     79   2.89       0  0.80769  1.72      2  1.1627907      1     0
## 3779  800    117   2.25       0  0.86047  1.72     29 16.8604660      0     1
## 3780 1100     42   3.14       0  0.83333  1.61      2  1.2422360      0     1
## 3781  860     14   2.21       0  0.86957  1.81     52 28.7292824      0     1
## 3782  860     51   3.05       0  0.72000  1.61     16  9.9378881      1     1
## 3783  940     56   2.98       0  0.59322  1.72     17  9.8837214      0     1
## 3784 1150     41   1.56       0  0.79688  1.61     30 18.6335411      0     1
## 3785  940     94   2.39       0  0.91837  1.80     76 42.2222214      0     1
## 3786  830     18   1.50       0  1.30556  3.18     36 11.3207550      1     1
## 3787  990    112   3.21       0  0.98000  0.33      7 21.2121220      1     1
## 3788 1100     77   1.88       0  0.83333  0.37      7 18.9189186      0     1
## 3789 1100    108   2.57       0  0.96429  0.33     21 63.6363640      0     1
## 3790 1210     82   2.40       0  0.83333  0.37      7 18.9189186      1     1
## 3791 1020     38   2.36       0  0.78947  2.92     52 17.8082199      0     1
## 3792  920     13   0.46       0  0.80392  3.18     99 31.1320763      1     0
## 3793 1000     89   1.92       0  0.78571  3.05      5  1.6393442      1     0
## 3794  950     14   2.85       0  0.90000  3.18     19  5.9748425      1     1
## 3795  950     48   2.77       0  0.69643  2.92     30 10.2739725      0     1
## 3796 1160     42   2.69       0  0.93333  2.92     13  4.4520550      1     1
## 3797 1140     24   2.62       0  0.65217  2.92     36 12.3287668      0     1
## 3798  930     44   2.06       0  1.11364  2.92      6  2.0547945      0     0
## 3799  900     13   1.30       0  0.83673  0.86     19 22.0930233      0     0
## 3800  900     12   2.91       0  0.91489  0.86      2  2.3255813      1     1
## 3801  700    117   2.35       0  0.70732  0.88     13 14.7727270      1     1
## 3802 1000     47   3.48       0  1.04082  3.29      8  2.4316111      0     1
## 3803  860     17   2.29       0  0.75510  3.25     24  7.3846154      1     1
## 3804 1060     95   3.73       0  0.82759  3.30     12  3.6363637      1     1
## 3805 1010     50   2.72       0  0.94231  3.29     22  6.6869302      0     1
## 3806  830     51   2.96       0  0.93023  3.29     17  5.1671734      1     1
## 3807 1020     82   1.96       0  0.75862  3.30     93 28.1818180      0     1
## 3808 1060    110   3.46       0  0.79661  3.55     13  3.6619718      0     1
## 3809  840     20   2.30       0  0.90909  3.25    107 32.9230766      0     1
## 3810  890     17   2.94       0  1.06977  1.54     31 20.1298695      1     1
## 3811 1060     17   3.00       0  1.25532  1.54      8  5.1948051      1     1
## 3812 1330     16   3.18       0  0.98507  1.54      1  0.6493506      1     1
## 3813  800     14   1.07       0  0.95122  1.54     25 16.2337666      1     1
## 3814 1170     14   1.42       0  0.85714  1.60     23 14.3750000      1     1
## 3815  780     11   1.90       0  0.77273  1.85     41 22.1621628      1     1
## 3816  840     10   1.80       0  0.78723  1.85     46 24.8648643      0     1
## 3817 1020     16   2.43       0  0.88889  1.54     10  6.4935064      1     1
## 3818 1170     85   3.82       0  0.77273  1.60     21 13.1250000      0     1
## 3819  990     40   2.50       0  1.10638  1.77      7  3.9548023      1     1
## 3820 1090     14   2.71       0  1.53488  0.99     74 74.7474747      1     1
## 3821 1000    108   2.37       0  0.88679  1.69     23 13.6094675      1     1
## 3822 1070     80   2.56       0  0.87719  1.60     11  6.8750000      0     1
## 3823  880     14   2.00       0  1.04651  1.54     11  7.1428571      1     0
## 3824  850     12   1.75       0  0.54545  1.85     69 37.2972984      0     1
## 3825 1060     46   1.73       0  0.73770  1.77     51 28.8135586      0     1
## 3826  810     86   2.55       0  0.80000  1.76     27 15.3409090      1     1
## 3827  950     82   2.17       0  0.69643  1.60     20 12.5000000      0     1
## 3828  970     13   2.23       0  0.97959  1.62     35 21.6049385      1     1
## 3829 1000     28   2.28       0  0.96078  1.60     34 21.2500000      0     1
## 3830  760     13   1.69       0  0.90000  1.54      8  5.1948051      1     1
## 3831  900    112   2.55       0  1.14286  1.69      8  4.7337279      0     1
## 3832 1040     81   2.35       0  0.82456  1.63      4  2.4539878      0     1
## 3833 1000     14   2.14       1  0.81818  1.54      5  3.2467532      1     0
## 3834 1380     11   3.63       0  1.09091  1.69     70 41.4201202      0     1
## 3835  870     83   2.44       0  0.74000  1.39      5  3.5971222      0     1
## 3836  920    114   3.47       0  1.19048  1.42      5  3.5211267      1     1
## 3837  920    120   2.64       0  0.73585  1.42     11  7.7464790      1     1
## 3838  880     84   2.71       0  0.79592  1.39      5  3.5971222      0     1
## 3839 1050     87   3.36       0  0.84211  1.39      1  0.7194245      0     1
## 3840 1020    111   2.81       0  0.75862  1.42      8  5.6338029      0     1
## 3841 1020     83   2.98       0  0.82143  1.39      2  1.4388490      0     1
## 3842  950     15   2.26       0  0.90000  1.43     40 27.9720287      0     1
## 3843 1240     13   1.76       0  0.93750  1.51     19 12.5827818      0     1
## 3844 1030     95   2.73       0  0.94340  1.39      2  1.4388490      1     1
## 3845  920     13   1.46       0  1.09091  0.56      4  7.1428571      0     0
## 3846  790     45   3.06       0  0.97500  0.32      7 21.8750000      1     1
## 3847  810     15   1.80       0  1.25000  0.41     18 43.9024391      0     1
## 3848  920     76   2.48       0  0.73585  0.41      5 12.1951218      0     1
## 3849  860    124   2.18       0  0.91111  0.26     10 38.4615402      0     1
## 3850 1040     14   2.42       0  1.00000  0.31      6 19.3548393      0     1
## 3851  940    119   3.10       0  1.23810  0.26      3 11.5384617      1     1
## 3852  940     17   1.58       0  1.23810  0.35      8 22.8571434      0     1
## 3853  940     42   1.71       0  0.74074  0.32     13 40.6250000      0     1
## 3854  890     51   1.62       0  0.81633  0.32     15 46.8750000      0     1
## 3855 1120     75   2.69       0  1.28571  0.41      8 19.5121956      0     1
## 3856  890     73   2.15       0  1.02273  1.88      1  0.5319149      1     0
## 3857  830     67   1.74       0  1.02439  2.07      5  2.4154589      0     0
## 3858  870     19   1.84       0  1.12195  2.17     14  6.4516129      0     0
## 3859  780     66   2.31       0  0.73333  1.88     10  5.3191490      0     0
## 3860  980     69   2.14       0  0.81481  1.88     25 13.2978725      1     1
## 3861 1040     13   2.84       0  0.96226  2.17      9  4.1474652      0     1
## 3862  940     42   2.35       0  0.67857  2.06      4  1.9417475      1     1
## 3863 1110     80   2.17       0  0.88136  2.07      4  1.9323672      0     1
## 3864  860     99   2.26       0  0.86957  1.60     12  7.5000000      0     0
## 3865 1070    108   2.66       0  1.01887  1.60     13  8.1250000      0     1
## 3866  890     15   2.60       0  0.74510  1.71     11  6.4327483      1     1
## 3867 1020     18   4.00       0  0.82143  1.71      1  0.5847953      0     1
## 3868  900     92   2.10       1  0.80000  1.49     38 25.5033550      0     1
## 3869 1350     44   3.84       0  0.87500  1.33      3  2.2556391      0     1
## 3870 1260     14   3.42       0  0.93846  1.71      2  1.1695906      0     1
## 3871  860     47   3.34       0  0.82979  0.72      1  1.3888888      1     0
## 3872  830     78   2.88       0  0.76596  1.96     44 22.4489803      0     1
## 3873  960     18   2.66       0  0.77778  2.30     37 16.0869560      0     1
## 3874  930     87   2.09       0  0.78846  1.96     38 19.3877544      0     1
## 3875 1050     17   3.64       0  0.81034  2.32      5  2.1551723      0     1
## 3876  920    130   3.13       0  1.04444  1.88     47 25.0000000      1     1
## 3877  950     85   2.37       0  0.69643  1.96     19  9.6938772      1     1
## 3878 1070    106   2.09       0  0.94545  1.88     18  9.5744677      0     1
## 3879 1060     17   3.17       0  0.76667  2.32      8  3.4482758      1     1
## 3880 1000     16   3.43       0  0.92308  2.30     11  4.7826085      1     1
## 3881 1010     76   1.94       0  0.80357  1.96     60 30.6122456      0     1
## 3882 1230     14   0.21       0  0.86364  3.10     91 29.3548393      1     1
## 3883 1190     17   2.76       0  0.80303  3.09     29  9.3851137      1     1
## 3884  920     44   2.20       0  0.91667  2.54     55 21.6535435      0     1
## 3885  710     15   1.86       1  0.86842  2.58    129 50.0000000      1     0
## 3886 1170     56   3.66       0  0.80000  2.50     17  6.8000002      1     1
## 3887 1020     16   3.62       0  0.88889  0.84     14 16.6666660      1     1
## 3888 1010     14   2.71       0  0.98039  0.10      5 50.0000000      0     1
## 3889  920     15   1.53       0  0.70370  0.10      6 60.0000000      0     1
## 3890 1010     85   2.97       0  0.90566  3.13     13  4.1533546      1     1
## 3891 1080     70   2.21       0  1.07692  3.13     22  7.0287538      1     1
## 3892 1260    125   3.71       0  0.85294  2.11     16  7.5829382      0     1
## 3893 1020    104   3.18       1  0.75862  5.60     32  5.7142859      1     1
## 3894 1210     51   3.64       0  0.89063  5.40    111 20.5555553      0     1
## 3895  870     49   2.36       0  1.02326  3.22     73 22.6708069      1     1
## 3896 1280     64   3.68       0  1.06452  3.02      9  2.9801323      0     1
## 3897  980    103   2.20       1  0.96000  2.99     42 14.0468225      0     1
## 3898 1150     84   3.22       0  0.66667  1.92      3  1.5625000      1     1
## 3899 1160     73   2.12       0  1.07143  3.57     50 14.0056019      1     1
## 3900 1080     17   2.17       0  0.83051  3.93     79 20.1017818      0     1
## 3901 1080     16   2.43       0  0.89474  3.37     62 18.3976269      1     1
## 3902  930     41   1.95       0  0.69091  3.10    114 36.7741928      0     1
## 3903  880     51   2.96       0  0.91304  3.10     84 27.0967751      0     1
## 3904 1400     14   4.00       0  0.79487  3.60      7  1.9444444      0     1
## 3905 1020     46   3.67       0  1.08163  3.47     55 15.8501444      1     1
## 3906 1160     12   3.75       0  0.61111  3.60     19  5.2777777      0     1
## 3907 1100     16   4.00       0  0.83333  3.60     13  3.6111112      1     1
## 3908 1070     92   2.52       0  0.98148  3.78    164 43.3862419      1     1
## 3909 1390     16   1.81       0  0.87838  3.60    174 48.3333321      0     1
## 3910  940     47   2.76       0  1.00000  3.47     84 24.2074928      1     1
## 3911  990     16   3.18       0  0.70690  3.60     54 15.0000000      1     1
## 3912  990     46   3.21       0  0.94118  3.47     68 19.5965424      1     1
## 3913 1410     17   3.82       0  0.90541  4.34     27  6.2211981      0     1
## 3914 1120     48   2.33       0  0.86667  2.91    109 37.4570465      0     1
## 3915 1120     50   2.68       0  0.89831  2.91     34 11.6838484      1     1
## 3916 1000     78   2.74       0  1.00000  3.10     22  7.0967741      1     1
## 3917 1340     81   3.60       0  0.91429  3.10      1  0.3225806      1     1
## 3918 1180     17   2.64       0  0.73529  3.53     89 25.2124653      0     1
## 3919 1170    116   3.69       0  0.85714  2.13     12  5.6338029      1     1
## 3920  960    112   2.98       1  0.95918  0.10      1 10.0000000      1     1
## 3921 1090     86   2.69       0  0.91228  2.02     13  6.4356437      1     1
## 3922 1180    113   3.76       0  0.93443  1.94      5  2.5773196      1     1
## 3923 1160     80   3.96       0  0.93333  1.99      5  2.5125628      1     1
## 3924  990     16   3.06       0  0.80000  2.49     42 16.8674698      1     1
## 3925 1330     86   3.52       0  1.04615  3.05      7  2.2950819      1     1
## 3926 1240    106   2.21       0  0.79710  3.33     27  8.1081085      0     1
## 3927 1080     51   3.17       0  0.89474  0.77     55 71.4285736      1     1
## 3928 1160     80   3.75       0  0.93333  2.62     33 12.5954199      1     1
## 3929 1180     47   3.61       0  0.90323  2.62     20  7.6335878      0     1
## 3930 1330     77   3.12       0  0.92754  3.77     46 12.2015915      1     1
## 3931 1280    122   3.12       0  0.85507  3.61    138 38.2271461      0     1
## 3932  910     40   2.10       0  0.89583  3.66    208 56.8306007      0     1
## 3933 1110    120   2.90       0  0.81967  3.61     75 20.7756233      0     1
## 3934  920     16   2.31       0  0.80392  5.66     53  9.3639574      0     1
## 3935 1100     48   2.50       1  0.80328  7.42     31  4.1778975      0     1
## 3936  850     50   3.12       0  0.84783  6.90     94 13.6231880      1     1
## 3937  990     17   2.05       0  0.86792  2.16     77 35.6481476      0     1
## 3938 1020     16   2.56       0  1.21739  5.32    139 26.1278191      1     1
## 3939 1190     84   2.85       0  0.80303  3.39     42 12.3893805      0     1
## 3940 1060     86   3.40       0  1.16327  4.00    146 36.5000000      0     1
## 3941  850     17   2.41       0  0.88889  7.46    145 19.4369965      1     1
## 3942  960     79   2.91       0  0.92000  0.10      2 20.0000000      0     1
## 3943 1120     95   2.43       0  0.72308  2.60     26 10.0000000      0     1
## 3944 1020     16   1.81       0  0.82143  6.40    236 36.8750000      0     1
## 3945 1150     15   3.66       0  0.71642  4.21     20  4.7505937      1     1
## 3946 1130     64   2.35       0  0.73846  5.45     30  5.5045872      0     1
## 3947  990     81   2.34       0  0.83333  1.28     25 19.5312500      1     1
## 3948 1100     49   3.14       0  0.92982  2.01     56 27.8606968      1     1
## 3949  920     47   1.93       0  0.95745  5.32    138 25.9398499      1     1
## 3950 1090     48   1.81       0  0.81667  5.32    213 40.0375938      1     1
## 3951  970     48   2.58       0  0.90196  5.32     67 12.5939846      1     1
## 3952 1020     50   2.34       0  0.67213  5.32     93 17.4812031      0     1
## 3953 1000     47   3.04       0  0.96078  5.32     84 15.7894735      1     1
## 3954  990     16   2.81       0  0.86792  4.56    100 21.9298248      1     1
## 3955  770     88   2.45       1  0.75000  3.96    197 49.7474747      1     0
## 3956  860     16   2.12       1  0.72000  3.73    264 70.7774811      0     1
## 3957 1030     39   1.92       0  1.06000  3.99    142 35.5889740      0     1
## 3958  990     18   3.55       0  0.80000  4.46    184 41.2556038      0     1
## 3959  910    109   2.48       0  0.75000  3.68    113 30.7065220      0     1
## 3960 1010    115   3.40       0  0.74138  0.60     39 65.0000000      0     1
## 3961  950     41   2.12       0  0.97917  6.66    236 35.4354362      1     1
## 3962 1150    105   2.45       0  0.94915  8.10    118 14.5679016      0     1
## 3963 1090     15   1.86       0  0.91228  3.21     77 23.9875393      1     1
## 3964 1120     72   2.05       0  1.03636  1.11     33 29.7297306      0     1
## 3965 1150     18   2.27       0  0.76923  2.07     67 32.3671494      0     1
## 3966 1000    106   2.44       0  0.69492  3.66    135 36.8852463      0     1
## 3967 1030     16   3.62       0  0.87273  3.85    124 32.2077904      0     1
## 3968 1150     81   2.71       0  0.69118  3.77     70 18.5676384      1     1
## 3969 1170     48   3.10       0  0.82813  2.06      5  2.4271846      0     1
## 3970 1080     17   2.52       0  0.68750  2.80     90 32.1428566      0     1
## 3971 1030     77   2.66       0  1.01961  1.44      6  4.1666665      1     1
## 3972 1250     57   3.71       0  0.81159  1.91      3  1.5706806      0     1
## 3973 1090     55   2.65       0  0.65152  8.12    216 26.6009846      0     1
## 3974 1010     78   2.53       0  0.83636  7.49    264 35.2469978      1     1
## 3975 1020     11   1.63       0  0.75862  8.82    376 42.6303864      0     1
## 3976 1160     41   2.43       0  0.78462  8.12    186 22.9064045      1     1
## 3977  890     14   2.85       0  0.81633  8.82    283 32.0861664      1     1
## 3978 1050     44   1.93       0  0.81034  8.12    421 51.8472900      1     1
## 3979 1000     49   1.91       0  0.85185  8.12    351 43.2266006      0     1
## 3980  950     43   2.60       0  0.86275  8.12    279 34.3596077      1     1
## 3981 1150     17   2.82       0  0.88525  6.24    242 38.7820511      1     1
## 3982 1050     17   3.11       0  0.69355  6.24    118 18.9102573      1     1
## 3983 1210     52   3.73       0  1.01667  4.90     63 12.8571424      0     1
## 3984  980     48   2.41       0  0.92157  0.43     27 62.7906990      1     1
## 3985  950     49   2.38       0  0.79245  3.06     54 17.6470585      1     1
## 3986  980     16   3.56       0  0.68966  3.26     23  7.0552149      1     1
## 3987 1270     48   2.39       0  0.71622  1.02      5  4.9019608      1     1
## 3988 1030     43   2.13       0  0.94340  2.13     71 33.3333321      1     1
## 3989 1390     17   4.00       0  0.90411  2.38      2  0.8403361      0     1
## 3990 1230     81   3.87       0  0.92188  2.19      6  2.7397261      0     1
## 3991  990     83   1.95       0  0.86792  2.45     79 32.2448997      0     1
## 3992 1030     97   2.44       0  0.87273  3.01     15  4.9833889      1     1
## 3993  900      9   3.33       0  0.87500  5.54    221 39.8916969      1     1
## 3994 1070     16   3.06       0  0.75410  5.54    144 25.9927807      1     1
## 3995  920     17   3.64       0  0.80392  5.54    130 23.4657040      0     1
## 3996 1070     45   1.55       0  0.81356  5.22    234 44.8275871      0     1
## 3997 1080    113   3.65       0  0.83051  7.01    126 17.9743233      1     1
## 3998  990     14   1.71       0  0.65000  9.26    385 41.5766754      0     1
## 3999 1020    103   2.24       0  0.64516  7.01    357 50.9272461      0     1
## 4000  980     51   2.76       0  0.84906  7.76    140 18.0412369      0     1
## 4001 1120     87   1.88       0  0.86667  7.18    312 43.4540405      0     1
## 4002 1070     15   1.33       1  0.94545  3.61    182 50.4155121      0     1
## 4003  960     47   2.72       0  0.65517  3.02     42 13.9072847      1     1
## 4004 1070     16   2.68       0  1.01887  3.50     65 18.5714283      1     1
## 4005  950    101   2.29       0  0.86275  2.89     55 19.0311413      0     0
## 4006 1000     53   1.52       0  0.96078  3.21    134 41.7445488      1     1
## 4007 1020     76   2.27       0  0.67213  1.63     28 17.1779137      0     1
## 4008 1350     50   3.16       0  0.92857  1.66      1  0.6024097      0     1
## 4009  980     45   2.08       0  1.04167  2.27     16  7.0484581      0     1
## 4010 1220     17   3.23       0  0.84848  3.00     14  4.6666665      0     1
## 4011 1000     44   2.06       0  1.04082  1.66     41 24.6987953      1     1
## 4012 1210     95   3.53       0  0.89063  4.67     26  5.5674520      1     1
## 4013  980     49   2.16       0  1.17778  5.89    150 25.4668922      1     1
## 4014  850     15   1.73       1  0.88889  2.24    191 85.2678604      1     0
## 4015  890     80   2.18       0  0.74510  3.77    194 51.4588852      1     1
## 4016  930     40   2.27       0  0.97872  0.60     25 41.6666679      0     1
## 4017 1000     43   2.62       0  1.22222  2.51     91 36.2549782      1     1
## 4018  920     14   2.07       0  1.00000  2.47     28 11.3360319      1     1
## 4019  990     46   2.56       0  1.20000  4.81     66 13.7214136      1     1
## 4020 1070     55   3.25       1  0.94545  4.81     33  6.8607068      1     0
## 4021  940     42   1.90       0  0.67857  4.52    118 26.1061954      0     1
## 4022 1220     16   3.81       0  1.06780  2.13      7  3.2863851      1     1
## 4023 1120     89   3.50       0  0.72308  2.28     10  4.3859649      1     1
## 4024  920     17   1.58       0  0.73585  1.30     27 20.7692299      1     1
## 4025 1230     77   2.76       0  0.75714  5.07    351 69.2307663      0     1
## 4026 1190     17   2.35       0  0.91935  4.47    155 34.6756134      1     1
## 4027 1120     18   2.94       0  0.96491  4.62    222 48.0519485      1     1
## 4028 1030     44   3.34       0  0.98077  5.58    192 34.4086037      0     1
## 4029 1000     40   2.57       0  0.85185  5.58    333 59.6774178      0     1
## 4030 1010     18   1.72       0  0.68333  4.26    252 59.1549301      0     1
## 4031 1010     24   2.04       0  1.06122  0.10      7 70.0000000      1     1
## 4032 1160     48   1.85       0  0.93333  4.02    100 24.8756218      1     1
## 4033 1000     45   1.93       0  0.88679  4.02    169 42.0398026      1     1
## 4034 1180     74   3.67       0  0.87302  3.03     82 27.0627060      0     1
## 4035 1010     49   3.26       0  0.94231  4.02     72 17.9104481      1     1
## 4036 1110    102   2.26       0  0.88136  0.04      3 75.0000000      0     1
## 4037  990     44   1.95       1  0.62295  5.00     73 14.6000004      0     1
## 4038  710     42   1.95       1  1.21875  4.56    182 39.9122810      1     0
## 4039 1090     47   1.61       0  0.87931  1.04     13 12.5000000      1     1
## 4040 1060    107   3.85       0  0.96296  1.55      5  3.2258065      1     1
## 4041  980     48   2.27       0  0.71930  2.16      6  2.7777777      0     1
## 4042  980     15   1.53       0  0.71930  2.30    139 60.4347839      0     1
## 4043 1040     45   2.82       0  1.03922  2.30     41 17.8260860      0     1
## 4044 1040     47   2.42       0  1.03922  1.22     45 36.8852463      0     1
## 4045 1210     53   3.88       0  1.05085  1.22      2  1.6393442      1     1
## 4046 1020     42   2.92       0  1.08163  5.51     77 13.9745913      1     1
## 4047  890     46   2.26       0  0.93478  5.51    226 41.0163345      1     1
## 4048  960     58   2.63       0  0.77778  4.72     38  8.0508471      0     1
## 4049 1090     41   2.12       0  0.75806  0.10      2 20.0000000      0     1
## 4050 1110     42   1.92       0  0.79032  2.97    160 53.8720551      0     1
## 4051 1150     77   3.06       0  0.82540  2.84     37 13.0281687      1     1
## 4052  950     47   2.87       0  0.79245  3.38     49 14.4970417      1     1
## 4053  950     15   2.60       0  0.61017  0.10      2 20.0000000      0     1
## 4054 1030    116   2.60       0  0.77586  2.40     15  6.2500000      1     1
## 4055 1360     53   3.86       0  0.94286  4.74      6  1.2658228      1     1
## 4056 1280     18   4.00       0  0.72973  0.49     12 24.4897957      1     1
## 4057  980     37   2.05       0  0.92157  0.40     36 90.0000000      0     1
## 4058  950     16   3.62       0  0.97917  4.87     67 13.7577000      1     1
## 4059  890     16   1.75       0  0.85417  0.49     10 20.4081631      0     1
## 4060  900    116   2.24       0  0.76471  0.56      7 12.5000000      0     1
## 4061 1230     17   3.29       0  0.83582  4.08     92 22.5490189      1     1
## 4062  910     44   2.77       0  0.82000  3.96     65 16.4141407      1     1
## 4063  950     48   2.33       0  0.55738  4.04     64 15.8415842      0     1
## 4064 1080     49   2.93       0  0.80000  7.18    295 41.0863495      0     1
## 4065 1140    106   2.12       0  0.83871  5.82    218 37.4570465      0     1
## 4066 1180    101   1.90       0  0.76119  5.82    386 66.3230209      0     1
## 4067 1030     44   2.81       0  1.01961  7.18    334 46.5181046      0     1
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## 4069 1050     63   1.68       0  0.77966  6.31    325 51.5055466      0     1
## 4070 1070     82   2.90       0  0.72581  5.82    273 46.9072151      0     1
## 4071 1150     17   3.00       0  0.76923  5.35    171 31.9626160      1     1
## 4072 1140     16   2.25       0  0.90000  5.35    238 44.4859810      0     1
## 4073 1200     51   2.86       0  0.96721  7.18    187 26.0445690      1     1
## 4074  940     48   3.37       0  0.84314  7.18     99 13.7883005      1     1
## 4075  880     76   2.31       0  0.95556  1.60     85 53.1250000      0     1
## 4076  880     17   1.82       0  0.83333  3.05     65 21.3114758      0     1
## 4077 1080     37   0.86       0  1.11765  0.33     24 72.7272720      1     1
## 4078  980     13   2.53       0  0.88462  5.37    220 40.9683418      1     1
## 4079 1170     16   2.87       0  0.91803  5.37    249 46.3687134      0     1
## 4080  970     17   3.05       0  0.83019  5.37    172 32.0297966      1     1
## 4081 1030     65   2.13       0  0.87273  6.15    330 53.6585350      0     1
## 4082 1230     17   4.00       0  1.01639  5.57     78 14.0035906      0     1
## 4083  910    101   2.01       1  0.82000  5.95    448 75.2941208      0     1
## 4084 1190     18   3.05       0  1.12500  5.57    108 19.3895874      1     1
## 4085 1090    128   2.44       0  0.75806  5.95    205 34.4537811      1     1
## 4086  970     77   3.07       0  0.86538  0.10      3 30.0000000      1     1
## 4087 1020     75   2.57       1  0.88889  0.10      1 10.0000000      0     1
## 4088  860     13   0.92       1  0.65385  5.09    315 61.8860512      0     1
## 4089 1000     23   2.78       0  0.72414  5.42    214 39.4833946      0     0
## 4090  970     12   1.83       0  0.86538  5.09    260 51.0805511      0     1
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## 4092  880    114   2.78       0  0.95556  5.94    218 36.7003365      1     1
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## 4095 1000     17   2.47       0  0.78571  1.89     42 22.2222214      0     1
## 4096 1130     18   2.44       0  1.05455  0.70     25 35.7142868      0     1
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## 4102  700     69   2.13       1  0.66667  6.25    202 32.3199997      0     0
## 4103 1010     13   3.07       0  1.14894  4.06     41 10.0985222      1     1
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## 4106 1180    122   3.17       0  0.76119  3.08     28  9.0909090      1     1
## 4107 1030     16   3.37       0  0.83929  4.48     29  6.4732141      0     1
## 4108 1150    116   2.93       0  1.01754  2.49     14  5.6224899      1     1
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## 4113 1020     95   3.51       0  0.78947  2.16      7  3.2407408      1     1
## 4114 1090    123   3.73       0  0.91228  3.28     16  4.8780489      0     1
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## 1853     0  6.3001
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## 1859     0  5.2441
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## 1864     0  0.0100
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## 1869     1  0.1225
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## 1871     0  4.2436
## 1872     0  4.2436
## 1873     0  4.2436
## 1874     0  3.2400
## 1875     0  3.7249
## 1876     0  3.2400
## 1877     0  3.8809
## 1878     0  3.2041
## 1879     0  4.2436
## 1880     0  4.2436
## 1881     0  3.2400
## 1882     0  3.2041
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## 1884     0  4.2436
## 1885     0  3.2041
## 1886     0  4.2436
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## 1888     0  0.6889
## 1889     0  0.6724
## 1890     0  0.4761
## 1891     0  0.4761
## 1892     0  0.6724
## 1893     0  0.4761
## 1894     0  0.6889
## 1895     0  0.4761
## 1896     1  5.5225
## 1897     0  5.5225
## 1898     0  3.2400
## 1899     1  4.2025
## 1900     0  3.2400
## 1901     1  4.5796
## 1902     0 20.2500
## 1903     0 21.6225
## 1904     0 20.2500
## 1905     0 20.2500
## 1906     0 21.6225
## 1907     0 21.6225
## 1908     0 14.6689
## 1909     0 14.6689
## 1910     0 20.2500
## 1911     0 21.6225
## 1912     0 20.2500
## 1913     0 20.2500
## 1914     0 14.6689
## 1915     0 20.2500
## 1916     1 21.6225
## 1917     0 21.6225
## 1918     0 21.6225
## 1919     1 19.5364
## 1920     0 20.2500
## 1921     0 21.6225
## 1922     0 20.2500
## 1923     0 15.2100
## 1924     0 14.6689
## 1925     0 21.6225
## 1926     0 15.2100
## 1927     0 21.6225
## 1928     0 21.6225
## 1929     0 21.6225
## 1930     0 21.6225
## 1931     0 21.6225
## 1932     0 14.6689
## 1933     0 20.2500
## 1934     0 21.6225
## 1935     0 15.2100
## 1936     0 15.2100
## 1937     0 20.2500
## 1938     0 15.2100
## 1939     0 21.6225
## 1940     0 20.2500
## 1941     0 14.6689
## 1942     0 20.2500
## 1943     0 14.6689
## 1944     0  5.8081
## 1945     0  7.0756
## 1946     0  7.0756
## 1947     0  7.0756
## 1948     0  5.7600
## 1949     0  5.8081
## 1950     0  7.0756
## 1951     0  5.1076
## 1952     1  5.7600
## 1953     1  9.0000
## 1954     1  9.0000
## 1955     1  9.0000
## 1956     1  7.2900
## 1957     0  0.2809
## 1958     0  0.3481
## 1959     0  0.3481
## 1960     0  0.6561
## 1961     0  0.6889
## 1962     0  0.6561
## 1963     0  0.6889
## 1964     0  0.4900
## 1965     0  0.6561
## 1966     0  0.5329
## 1967     0  0.6561
## 1968     0  0.6561
## 1969     0  0.6561
## 1970     0  0.6889
## 1971     0  0.7056
## 1972     0  0.4900
## 1973     0  0.5329
## 1974     0  0.6561
## 1975     0  0.6561
## 1976     0  0.6561
## 1977     0  0.4900
## 1978     0 16.0000
## 1979     0 16.0000
## 1980     0 16.0000
## 1981     0 16.0000
## 1982     0 16.0000
## 1983     0 16.0000
## 1984     1 16.0000
## 1985     0 16.0000
## 1986     0 16.0000
## 1987     0 12.2500
## 1988     0 16.0000
## 1989     0 16.0000
## 1990     1 16.0000
## 1991     0 16.0000
## 1992     0 16.0000
## 1993     0 16.0000
## 1994     0 16.0000
## 1995     0 16.0000
## 1996     0 16.0000
## 1997     0 16.0000
## 1998     0 16.0000
## 1999     0 16.0000
## 2000     1 16.0000
## 2001     1  2.5921
## 2002     0  2.5921
## 2003     1  5.2900
## 2004     1  2.5921
## 2005     1  5.2900
## 2006     0 14.8996
## 2007     0 14.8996
## 2008     0 12.2500
## 2009     0 12.2500
## 2010     0 14.8996
## 2011     0 14.8996
## 2012     0 14.8996
## 2013     0 14.8996
## 2014     1 12.2500
## 2015     0 12.2500
## 2016     0  8.7616
## 2017     0 12.2500
## 2018     0  8.7616
## 2019     1 14.8996
## 2020     0 14.8996
## 2021     0 12.2500
## 2022     1  0.6724
## 2023     0  1.2544
## 2024     0  1.3225
## 2025     0  1.3225
## 2026     1  0.7056
## 2027     1  0.8836
## 2028     0  8.5264
## 2029     1  7.3441
## 2030     1  7.3441
## 2031     0  0.4624
## 2032     0 29.0521
## 2033     0  0.5184
## 2034     0  0.5625
## 2035     0  0.5184
## 2036     0  0.4761
## 2037     0  0.2704
## 2038     1  0.6084
## 2039     1  0.8100
## 2040     0  2.4649
## 2041     0  3.1329
## 2042     0  2.4649
## 2043     1  0.8836
## 2044     0  0.0144
## 2045     0  4.9729
## 2046     0  7.1289
## 2047     0  7.1289
## 2048     0  6.2500
## 2049     0  5.9536
## 2050     0  7.1289
## 2051     0  0.5929
## 2052     0  0.5625
## 2053     0  0.6400
## 2054     0  0.3249
## 2055     0  0.5184
## 2056     0  6.2500
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## 2058     0  4.1616
## 2059     0  6.2500
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## 2061     0  5.9536
## 2062     0  5.9536
## 2063     0  7.6729
## 2064     0  5.9536
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## 2068     0  6.6049
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## 2071     0  5.9536
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## 2082     0  9.1809
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## 2085     0  7.3984
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## 2088     0  7.3984
## 2089     0  7.1824
## 2090     0  9.9225
## 2091     0  7.5625
## 2092     0  7.1824
## 2093     0  7.3984
## 2094     0  7.1824
## 2095     0  9.5481
## 2096     0  9.8596
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## 2099     0  7.5625
## 2100     0  7.1824
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## 2102     0  7.3984
## 2103     0  7.3984
## 2104     0  7.3984
## 2105     0  9.1809
## 2106     0 12.7449
## 2107     0  8.7025
## 2108     0  7.1824
## 2109     0  9.0601
## 2110     0  0.0144
## 2111     0  0.0121
## 2112     0  0.0100
## 2113     0  0.0121
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## 2115     1  4.3264
## 2116     0  3.4225
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## 2123     0  4.3264
## 2124     1  3.4225
## 2125     1  0.7225
## 2126     1  1.5876
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## 2411     0 32.9476
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## 4088     0 25.9081
## 4089     0 29.3764
## 4090     0 25.9081
## 4091     0 40.9600
## 4092     0 35.2836
## 4093     0 32.1489
## 4094     0  0.1936
## 4095     0  3.5721
## 4096     0  0.4900
## 4097     0 10.6929
## 4098     0  0.3969
## 4099     1  0.4761
## 4100     0 30.5809
## 4101     0 35.4025
## 4102     1 39.0625
## 4103     0 16.4836
## 4104     0  5.3361
## 4105     0  7.1824
## 4106     0  9.4864
## 4107     0 20.0704
## 4108     0  6.2001
## 4109     0  1.9044
## 4110     0  0.0100
## 4111     0  0.0100
## 4112     0  0.0100
## 4113     0  4.6656
## 4114     0 10.7584
## 4115     0  1.8225
## 4116     0 14.6689
## 4117     0 40.8321
## 4118     0 40.8321
## 4119     0 40.8321
## 4120     0  4.4944
## 4121     0 11.4244
## 4122     0  1.3225
## 4123     0 10.3684
## 4124     0  0.9216
## 4125     0  2.4649
## 4126     0  0.9801
## 4127     0 10.3684
## 4128     0  0.1764
## 4129     0  1.9881
## 4130     0  1.0000
## 4131     0  5.2900
## 4132     0  5.6644
## 4133     0  5.4289
## 4134     0  0.0100
## 4135     0  0.2025
## 4136     0  0.1225
## 4137     0  9.7969
model <- lm(sat ~ hsize +  hsizesq + female + black + I(female*black) , data = gpa2)
summary(model)
## 
## Call:
## lm(formula = sat ~ hsize + hsizesq + female + black + I(female * 
##     black), data = gpa2)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -570.45  -89.54   -5.24   85.41  479.13 
## 
## Coefficients:
##                    Estimate Std. Error t value Pr(>|t|)    
## (Intercept)       1028.0972     6.2902 163.445  < 2e-16 ***
## hsize               19.2971     3.8323   5.035 4.97e-07 ***
## hsizesq             -2.1948     0.5272  -4.163 3.20e-05 ***
## female             -45.0915     4.2911 -10.508  < 2e-16 ***
## black             -169.8126    12.7131 -13.357  < 2e-16 ***
## I(female * black)   62.3064    18.1542   3.432 0.000605 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 133.4 on 4131 degrees of freedom
## Multiple R-squared:  0.08578,    Adjusted R-squared:  0.08468 
## F-statistic: 77.52 on 5 and 4131 DF,  p-value: < 2.2e-16
# (i) Is there strong evidence that hsize2 should be included in the model? From this equation,what is the optimal high school size?

# From this equation we don’t have the information about SE to calculate the significance of the coeficientes so we can not be sure. However R square is very small so seems that the equation is not very good. To calculate the optimal size we need to take the first derivative 19.30hsize − 2.19hsize2 the result is 4.4

# (ii) Holding hsize fixed, what is the estimated difference in SAT score between nonblack females and non-black males?

# For that we just need to use white female (female =1, black = 0) − 45.09female +62.31female = 17.22. This is just a simple comparison between white male and female

# (iii) What is the estimated difference in SAT score between non-black males and black males?

# − 169.81black

# (iv) What is the estimated difference in SAT score between black females and non-black females?

# − 169.81black +62.31female · black = -107.5

#C1.
# (i) Add variables mothcoll and fathcoll to the equation
data.frame(gpa1)
##     age soph junior senior senior5 male campus business engineer colGPA hsGPA
## 1    21    0      0      1       0    0      0        1        0    3.0   3.0
## 2    21    0      0      1       0    0      0        1        0    3.4   3.2
## 3    20    0      1      0       0    0      0        1        0    3.0   3.6
## 4    19    1      0      0       0    1      1        1        0    3.5   3.5
## 5    20    0      1      0       0    0      0        1        0    3.6   3.9
## 6    20    0      0      1       0    1      1        1        0    3.0   3.4
## 7    22    0      0      0       1    0      0        1        0    2.7   3.5
## 8    22    0      0      0       1    0      0        0        0    2.7   3.0
## 9    22    0      0      0       1    0      0        0        0    2.7   3.0
## 10   19    1      0      0       0    0      0        1        0    3.8   4.0
## 11   21    0      0      1       0    1      0        1        0    2.8   3.0
## 12   22    0      0      0       1    0      1        1        0    2.9   3.1
## 13   21    0      0      1       0    0      1        1        0    3.0   3.5
## 14   20    0      1      0       0    1      1        1        0    2.9   3.8
## 15   20    0      1      0       0    1      0        1        0    3.3   3.7
## 16   22    0      0      1       0    1      0        1        0    2.6   3.0
## 17   19    1      0      0       0    1      0        0        1    2.5   3.5
## 18   22    0      0      1       0    1      0        1        0    2.5   3.0
## 19   20    0      1      0       0    1      0        1        0    2.4   3.0
## 20   21    0      0      1       0    1      0        1        0    3.6   3.5
## 21   20    0      1      0       0    0      0        1        0    2.6   3.5
## 22   22    0      0      1       0    1      0        0        1    2.7   3.0
## 23   20    0      1      0       0    0      0        1        0    2.9   3.6
## 24   21    0      0      1       0    0      1        0        0    3.0   4.0
## 25   20    0      1      0       0    1      0        1        0    3.3   3.6
## 26   20    0      1      0       0    0      0        1        0    3.1   3.3
## 27   20    0      1      0       0    0      0        1        0    3.0   3.6
## 28   20    0      1      0       0    0      0        0        0    3.2   3.1
## 29   20    0      1      0       0    0      0        1        0    3.0   3.4
## 30   20    0      1      0       0    0      0        1        0    3.4   3.7
## 31   21    0      1      0       0    1      0        1        0    2.9   3.7
## 32   21    0      0      1       0    0      0        1        0    3.5   3.3
## 33   22    0      0      1       0    1      0        1        0    3.7   3.3
## 34   20    0      0      1       0    0      0        1        0    3.5   3.5
## 35   21    0      0      1       0    1      0        1        0    2.8   3.2
## 36   21    0      0      1       0    0      1        1        0    2.5   3.3
## 37   21    0      0      1       0    0      0        1        0    3.1   3.4
## 38   20    0      1      0       0    1      0        1        0    3.5   3.5
## 39   20    0      1      0       0    0      0        1        0    3.4   3.4
## 40   21    0      0      1       0    0      0        1        0    3.5   3.7
## 41   21    0      0      1       0    1      0        1        0    2.6   2.5
## 42   21    0      0      1       0    1      0        1        0    2.8   3.7
## 43   21    0      0      1       0    0      0        1        0    2.6   3.0
## 44   20    0      1      0       0    1      0        1        0    3.5   3.0
## 45   22    0      0      0       1    0      0        1        0    4.0   4.0
## 46   20    0      1      0       0    0      0        1        0    3.8   3.8
## 47   19    0      1      0       0    1      0        1        0    2.8   3.0
## 48   21    0      0      1       0    0      0        1        0    3.5   3.7
## 49   21    0      0      1       0    0      0        1        0    3.0   3.4
## 50   21    0      0      1       0    1      0        1        0    2.6   2.4
## 51   21    0      1      0       0    0      0        1        0    3.0   3.8
## 52   22    0      0      0       1    0      0        0        0    3.7   4.0
## 53   19    0      1      0       0    0      0        1        0    3.0   3.5
## 54   20    0      1      0       0    1      0        1        0    2.9   3.4
## 55   20    0      0      1       0    1      1        0        1    2.6   3.6
## 56   22    0      0      0       1    1      0        1        0    3.0   3.2
## 57   21    0      0      1       0    1      0        1        0    3.3   3.8
## 58   22    0      1      0       0    1      0        1        0    2.7   3.3
## 59   21    0      0      1       0    1      0        0        0    3.0   3.4
## 60   21    0      1      0       0    0      0        1        0    3.2   3.0
## 61   20    0      1      0       0    1      0        1        0    2.7   3.6
## 62   21    0      0      1       0    0      1        1        0    3.6   3.9
## 63   21    0      0      1       0    0      0        1        0    2.4   3.0
## 64   21    0      0      1       0    0      0        1        0    2.9   3.0
## 65   21    0      0      1       0    0      1        0        0    3.3   3.3
## 66   20    0      1      0       0    1      0        1        0    3.5   3.3
## 67   21    0      0      1       0    1      0        0        0    3.0   3.2
## 68   21    0      0      1       0    1      0        1        0    3.0   3.4
## 69   21    0      0      1       0    0      0        0        1    2.8   3.7
## 70   21    0      0      1       0    1      1        0        0    2.9   3.4
## 71   22    0      0      1       0    1      0        0        1    3.8   3.9
## 72   20    0      1      0       0    0      0        1        0    2.5   3.6
## 73   21    0      1      0       0    1      0        1        0    3.0   4.0
## 74   20    0      1      0       0    0      0        1        0    3.2   3.6
## 75   21    0      0      1       0    1      1        1        0    2.2   3.0
## 76   30    0      0      1       0    1      0        0        0    3.4   2.8
## 77   22    0      1      0       0    1      1        1        0    2.9   3.2
## 78   22    0      0      1       0    1      0        1        0    3.7   2.9
## 79   20    0      1      0       0    1      1        1        0    2.9   2.9
## 80   23    0      0      0       1    1      1        0        0    2.8   3.6
## 81   22    0      0      0       1    1      0        0        0    3.2   3.4
## 82   21    0      0      1       0    0      0        1        0    3.4   3.6
## 83   22    0      0      0       1    0      0        0        0    3.0   3.2
## 84   22    0      0      1       0    0      0        1        0    2.5   3.2
## 85   21    0      0      1       0    0      0        1        0    3.5   3.2
## 86   21    0      0      1       0    1      0        1        0    3.1   3.7
## 87   21    0      0      1       0    1      0        1        0    2.8   2.9
## 88   21    0      0      1       0    0      0        1        0    2.9   3.3
## 89   21    0      0      1       0    1      1        1        0    2.9   3.1
## 90   19    0      1      0       0    0      0        1        0    3.4   3.5
## 91   20    0      1      0       0    1      1        1        0    3.4   3.5
## 92   22    0      0      1       0    1      0        1        0    3.6   3.7
## 93   26    0      0      1       0    0      0        1        0    3.2   3.0
## 94   20    0      1      0       0    0      0        0        0    3.2   3.8
## 95   21    0      0      1       0    0      0        1        0    2.8   3.3
## 96   20    0      1      0       0    0      0        0        0    3.1   3.6
## 97   20    0      1      0       0    1      1        1        0    2.8   3.2
## 98   21    0      0      1       0    1      0        1        0    3.4   3.6
## 99   21    0      0      1       0    1      0        0        0    2.7   3.5
## 100  20    0      1      0       0    0      0        1        0    3.0   3.7
## 101  21    0      0      1       0    1      0        1        0    2.5   2.7
## 102  25    0      0      1       0    1      0        0        0    2.5   3.1
## 103  21    0      0      1       0    0      0        1        0    2.7   3.4
## 104  20    0      1      0       0    1      0        1        0    3.6   3.3
## 105  20    0      1      0       0    0      0        1        0    2.9   3.4
## 106  21    0      0      1       0    0      0        1        0    2.8   3.5
## 107  22    0      0      1       0    1      0        0        0    3.9   3.9
## 108  20    0      1      0       0    1      0        1        0    2.8   3.5
## 109  21    0      0      1       0    0      0        1        0    3.9   4.0
## 110  21    0      1      0       0    1      0        1        0    3.2   2.9
## 111  22    0      0      1       0    1      0        1        0    3.3   3.3
## 112  20    0      1      0       0    1      0        1        0    3.3   3.5
## 113  21    0      0      1       0    0      1        1        0    3.2   3.5
## 114  22    0      0      0       1    1      1        0        0    3.1   3.1
## 115  20    0      1      0       0    1      0        1        0    3.0   3.1
## 116  20    0      1      0       0    1      0        1        0    3.4   3.7
## 117  20    0      1      0       0    1      0        1        0    3.1   3.3
## 118  21    0      0      1       0    0      0        1        0    3.2   3.7
## 119  20    0      0      1       0    1      0        1        0    3.3   3.0
## 120  21    0      0      1       0    0      0        0        0    3.0   3.8
## 121  21    0      0      1       0    0      0        1        0    2.8   3.5
## 122  21    0      0      1       0    1      0        0        0    2.8   3.6
## 123  20    0      1      0       0    1      0        1        0    2.7   3.5
## 124  21    0      0      1       0    0      1        0        0    2.6   3.0
## 125  19    0      1      0       0    1      0        1        0    2.9   3.8
## 126  20    0      1      0       0    0      0        1        0    3.0   3.5
## 127  22    0      0      0       1    0      0        1        0    3.0   3.6
## 128  22    0      0      1       0    0      0        0        0    2.9   3.8
## 129  20    0      1      0       0    0      0        1        0    3.3   3.6
## 130  21    0      0      1       0    0      0        1        0    2.7   3.3
## 131  20    0      1      0       0    1      0        1        0    3.0   3.2
## 132  20    0      0      1       0    1      0        1        0    2.9   3.3
## 133  20    0      1      0       0    1      1        1        0    3.8   3.6
## 134  20    0      1      0       0    1      1        1        0    2.9   3.8
## 135  22    0      0      1       0    1      0        1        0    3.0   3.3
## 136  21    0      0      1       0    1      0        1        0    3.2   3.2
## 137  22    0      0      0       1    0      0        1        0    3.0   3.3
## 138  21    0      0      1       0    1      0        1        0    2.3   3.6
## 139  20    0      1      0       0    0      0        1        0    2.8   3.4
## 140  20    0      1      0       0    1      1        1        0    3.4   3.7
## 141  21    0      0      1       0    1      0        0        0    2.8   3.3
##     ACT job19 job20 drive bike walk voluntr PC greek car siblings bgfriend
## 1    21     0     1     1    0    0       0  0     0   1        1        0
## 2    24     0     1     1    0    0       0  0     0   1        0        1
## 3    26     1     0     0    0    1       0  0     0   1        1        0
## 4    27     1     0     0    0    1       0  0     0   0        1        0
## 5    28     0     1     0    1    0       0  0     0   1        1        1
## 6    25     0     0     0    0    1       0  0     0   1        1        0
## 7    25     0     0     0    1    0       0  0     1   1        1        0
## 8    22     1     0     1    0    0       0  1     0   0        1        1
## 9    21     1     0     1    0    0       0  0     0   1        1        1
## 10   27     1     0     0    0    1       0  1     0   0        1        0
## 11   19     1     0     0    0    1       0  0     0   1        1        1
## 12   22     0     1     0    0    1       1  0     0   1        1        1
## 13   23     1     0     0    0    1       0  1     0   1        1        1
## 14   29     0     0     0    0    1       0  0     0   0        1        0
## 15   25     0     0     1    0    0       0  1     1   0        1        0
## 16   21     0     0     1    0    0       0  0     0   1        1        0
## 17   29     0     1     0    0    1       0  1     0   1        1        0
## 18   23     0     0     1    0    0       0  0     0   1        1        0
## 19   21     0     0     1    0    0       0  0     0   1        1        0
## 20   29     0     0     0    1    0       0  1     0   1        1        1
## 21   25     1     0     1    0    0       0  0     1   1        1        1
## 22   23     1     0     0    0    1       0  0     0   1        1        0
## 23   27     0     0     0    1    0       1  1     0   1        1        1
## 24   25     1     0     0    1    0       1  1     1   1        1        1
## 25   33     0     0     0    1    0       1  0     1   0        1        1
## 26   24     1     0     0    0    1       1  0     0   1        1        1
## 27   27     1     0     0    1    0       0  1     1   0        1        1
## 28   20     0     0     1    0    0       0  1     1   1        1        0
## 29   21     0     0     0    1    0       0  1     0   1        0        0
## 30   24     0     0     0    1    0       0  0     1   0        1        1
## 31   20     0     0     0    1    0       0  0     0   1        1        0
## 32   23     0     0     1    0    0       0  1     1   1        1        1
## 33   22     0     0     0    1    0       0  1     0   1        1        1
## 34   24     1     0     0    0    1       0  1     0   1        1        0
## 35   28     0     1     0    1    0       0  0     0   1        1        1
## 36   25     1     0     0    0    1       0  1     0   1        1        1
## 37   23     0     0     1    0    0       0  1     1   1        1        1
## 38   24     1     0     0    1    0       0  0     1   1        1        0
## 39   26     1     0     0    0    1       0  1     0   0        1        1
## 40   23     1     0     0    1    0       0  1     1   0        1        0
## 41   26     0     1     0    0    1       0  1     1   1        1        1
## 42   23     0     1     0    0    1       1  1     1   0        1        0
## 43   23     0     0     0    0    1       0  0     0   1        1        0
## 44   19     0     0     0    0    1       0  1     1   1        1        0
## 45   26     1     0     0    0    1       0  1     0   1        1        1
## 46   26     0     0     0    0    1       0  1     0   1        0        1
## 47   21     0     0     0    0    1       0  1     1   1        1        0
## 48   24     1     0     0    0    1       1  0     1   1        1        1
## 49   24     1     0     0    0    1       0  0     1   1        0        0
## 50   24     1     0     0    1    0       0  0     0   1        1        0
## 51   21     1     0     0    1    0       0  0     0   1        1        1
## 52   25     1     0     0    1    0       0  0     1   1        1        0
## 53   21     1     0     0    0    1       1  0     0   1        1        0
## 54   27     1     0     0    0    1       0  1     0   1        1        1
## 55   19     1     0     0    1    0       1  1     0   1        1        0
## 56   27     0     0     1    0    0       0  0     0   1        1        0
## 57   28     1     0     0    1    0       0  0     0   0        1        0
## 58   24     0     0     0    1    0       0  0     1   1        1        1
## 59   27     1     0     0    0    1       0  0     0   1        1        0
## 60   24     1     0     0    0    1       0  0     0   1        1        0
## 61   27     0     0     0    0    1       0  0     0   0        1        0
## 62   26     1     0     0    0    1       0  1     0   0        1        0
## 63   19     0     0     1    0    0       0  0     1   1        1        0
## 64   24     0     0     0    1    0       0  0     0   1        1        1
## 65   26     1     0     0    1    0       0  1     0   1        1        0
## 66   28     0     0     0    0    1       1  1     0   1        1        0
## 67   22     0     0     0    0    1       0  0     0   1        1        0
## 68   27     0     1     0    1    0       1  0     1   1        1        0
## 69   26     1     0     0    1    0       1  1     0   0        1        0
## 70   26     0     0     0    1    0       0  1     0   1        1        0
## 71   30     0     1     0    1    0       1  1     1   1        1        1
## 72   24     0     1     0    0    1       0  0     1   1        1        0
## 73   26     0     0     0    1    0       0  0     1   1        1        0
## 74   21     0     1     0    1    0       1  0     0   0        1        0
## 75   24     1     0     1    0    0       1  1     0   1        0        0
## 76   24     0     1     1    0    0       0  0     0   1        1        1
## 77   23     0     0     0    0    1       0  0     0   1        1        0
## 78   26     0     0     0    1    0       0  1     1   1        1        0
## 79   24     1     0     0    1    0       1  0     1   1        1        1
## 80   24     1     0     0    0    1       0  0     0   0        1        1
## 81   27     0     0     0    0    1       0  0     0   0        1        0
## 82   23     0     0     1    0    0       0  0     1   1        1        1
## 83   31     1     0     1    0    0       1  1     1   1        0        1
## 84   24     1     0     0    0    1       0  0     0   0        1        1
## 85   16     0     0     1    0    0       0  1     1   1        0        0
## 86   27     0     0     0    1    0       1  0     1   1        1        0
## 87   22     1     0     0    1    0       0  0     0   1        1        1
## 88   23     0     1     0    0    1       0  0     0   1        1        0
## 89   24     0     0     0    0    1       0  0     0   1        1        0
## 90   24     0     0     0    1    0       1  0     0   1        1        1
## 91   23     0     1     0    0    1       0  1     0   1        1        1
## 92   23     0     1     1    0    0       0  0     0   1        1        1
## 93   23     0     0     1    0    0       1  1     0   1        1        1
## 94   25     0     0     1    0    0       0  1     0   1        1        1
## 95   21     0     0     1    0    0       0  1     0   1        1        1
## 96   22     0     0     0    0    1       0  0     0   1        1        0
## 97   24     1     0     0    0    1       1  1     1   1        1        0
## 98   27     0     0     0    0    1       0  1     0   1        1        1
## 99   29     0     1     0    1    0       0  0     1   1        1        0
## 100  24     1     0     0    1    0       0  1     0   1        1        0
## 101  25     0     0     0    1    0       0  1     0   1        1        0
## 102  23     0     0     1    0    0       0  0     0   1        1        1
## 103  22     0     0     0    1    0       1  0     0   1        1        1
## 104  24     0     0     0    0    1       0  1     0   0        1        0
## 105  23     1     0     0    0    1       0  1     0   1        1        0
## 106  26     0     0     0    0    1       1  1     1   1        1        1
## 107  26     1     0     0    1    0       0  1     0   1        1        0
## 108  22     0     0     0    1    0       0  0     0   1        1        1
## 109  26     1     0     0    0    1       1  1     0   1        1        0
## 110  28     1     0     0    1    0       1  0     1   1        1        1
## 111  24     0     0     0    1    0       0  0     1   1        1        1
## 112  24     0     0     0    1    0       0  0     0   0        1        0
## 113  23     1     0     0    0    1       0  0     0   0        1        1
## 114  16     0     1     0    0    1       1  1     0   1        1        1
## 115  21     1     0     0    0    1       0  1     1   0        1        0
## 116  30     1     0     1    0    0       0  0     1   1        1        0
## 117  23     1     0     0    1    0       0  0     1   0        1        1
## 118  23     1     0     0    0    1       1  0     0   0        1        0
## 119  23     1     0     0    0    1       0  1     0   1        1        1
## 120  22     1     0     1    0    0       0  0     0   1        1        1
## 121  22     0     0     0    1    0       0  0     1   0        1        0
## 122  25     1     0     1    0    0       0  0     1   1        1        1
## 123  27     1     0     0    1    0       0  0     0   1        1        0
## 124  19     0     1     0    0    1       1  0     0   1        0        1
## 125  23     1     0     1    0    0       0  0     0   0        1        0
## 126  26     1     0     0    0    1       0  0     0   0        1        1
## 127  22     0     0     0    1    0       1  0     1   1        0        0
## 128  24     0     1     0    0    1       0  0     0   0        1        1
## 129  26     0     1     0    0    1       0  0     0   1        1        1
## 130  23     0     0     0    0    1       0  1     0   1        1        1
## 131  21     1     0     1    0    0       0  1     0   1        1        0
## 132  22     0     0     0    1    0       1  0     1   1        1        0
## 133  26     0     0     0    1    0       0  0     0   0        1        1
## 134  30     0     0     0    0    1       0  1     0   1        1        0
## 135  22     1     0     0    1    0       0  1     0   1        1        0
## 136  19     0     0     0    0    1       0  0     1   0        1        1
## 137  23     0     1     0    0    1       1  0     0   1        1        1
## 138  25     0     1     0    0    1       0  0     0   1        1        0
## 139  21     0     1     0    1    0       0  0     0   1        1        1
## 140  26     0     0     0    0    1       0  0     1   1        1        1
## 141  28     1     0     0    1    0       0  0     0   0        1        1
##     clubs skipped alcohol gradMI fathcoll mothcoll
## 1       0    2.00    1.00      1        0        0
## 2       1    0.00    1.00      1        1        1
## 3       1    0.00    1.00      1        1        1
## 4       0    0.00    0.00      0        0        0
## 5       0    0.00    1.50      1        1        0
## 6       0    0.00    0.00      0        1        0
## 7       1    0.00    2.00      1        0        1
## 8       0    3.00    3.00      1        1        1
## 9       1    2.00    2.50      1        1        1
## 10      1    0.50    0.75      1        0        1
## 11      0    2.00    1.00      1        0        0
## 12      1    1.00    1.00      1        0        1
## 13      1    0.00    1.00      1        0        1
## 14      0    3.00    2.50      0        1        1
## 15      0    1.00    4.00      1        1        1
## 16      1    3.00    3.50      1        1        0
## 17      0    4.00    3.00      1        1        0
## 18      1    5.00    5.00      0        1        0
## 19      0    2.00    4.00      0        1        0
## 20      1    1.00    5.00      1        1        1
## 21      1    3.00    2.00      1        1        1
## 22      1    1.00    1.00      1        0        1
## 23      1    1.00    1.00      0        1        0
## 24      1    0.00    0.00      1        0        0
## 25      0    2.00    5.00      1        1        0
## 26      1    1.00    1.00      1        1        0
## 27      0    2.00    1.00      1        0        0
## 28      1    1.00    2.00      1        0        0
## 29      0    0.00    2.00      1        1        1
## 30      0    0.50    2.00      1        1        1
## 31      0    1.00    2.00      1        0        0
## 32      0    1.00    0.00      1        1        1
## 33      1    0.00    1.00      1        1        0
## 34      1    0.00    1.00      1        1        1
## 35      1    1.00    3.00      1        1        1
## 36      1    1.00    1.00      1        1        1
## 37      0    0.50    1.00      1        1        1
## 38      1    1.00    3.00      1        1        0
## 39      0    0.50    0.00      1        1        1
## 40      1    0.00    2.00      1        0        1
## 41      0    1.00    1.00      0        0        0
## 42      1    0.00    2.00      1        1        1
## 43      0    2.00    3.00      1        0        0
## 44      1    1.00    3.00      1        0        1
## 45      1    0.00    0.50      1        1        1
## 46      1    1.00    3.00      1        1        1
## 47      0    4.00    2.00      1        1        1
## 48      1    1.00    2.00      1        0        0
## 49      0    2.00    1.00      1        1        1
## 50      0    1.00    2.00      1        0        0
## 51      0    1.00    2.00      1        0        0
## 52      1    1.00    2.00      1        0        0
## 53      1    0.00    2.00      1        1        1
## 54      1    1.00    3.00      1        1        1
## 55      1    1.00    0.00      1        1        0
## 56      0    2.00    5.00      1        1        1
## 57      1    0.50    1.00      1        0        1
## 58      1    2.00    3.00      1        1        0
## 59      1    0.00    1.00      1        1        1
## 60      0    0.00    0.00      1        1        1
## 61      1    1.00    3.00      1        0        1
## 62      0    1.00    2.00      1        1        0
## 63      1    2.00    3.00      1        0        1
## 64      0    1.00    2.00      1        0        0
## 65      1    1.00    1.00      1        0        0
## 66      1    0.50    1.50      1        1        1
## 67      1    2.00    3.00      1        1        1
## 68      1    0.00    2.00      1        1        1
## 69      1    0.00    1.00      0        0        1
## 70      0    0.00    2.00      1        1        1
## 71      1    2.00    7.00      1        1        1
## 72      0    2.00    1.00      1        0        0
## 73      1    1.00    4.00      1        0        0
## 74      1    1.00    2.00      1        1        1
## 75      0    0.00    1.00      0        1        1
## 76      1    0.00    0.00      1        0        0
## 77      0    0.00    3.00      1        1        0
## 78      1    1.00    5.00      1        1        0
## 79      1    1.00    0.50      0        1        1
## 80      1    0.50    1.00      0        1        1
## 81      1    1.00    2.00      1        1        0
## 82      1    0.50    2.00      0        1        1
## 83      1    2.00    1.00      1        0        1
## 84      1    2.00    1.00      1        0        1
## 85      0    1.00    3.00      1        0        1
## 86      1    1.00    4.00      0        1        1
## 87      0    0.00    7.00      1        1        1
## 88      1    1.00    2.00      1        0        0
## 89      1    2.00    3.00      1        1        0
## 90      1    0.00    1.00      1        0        0
## 91      1    0.00    1.50      1        1        1
## 92      0    3.00    3.00      1        0        0
## 93      0    0.25    0.50      1        1        0
## 94      1    1.00    2.00      0        1        1
## 95      1    0.00    0.50      0        1        1
## 96      0    0.00    1.00      1        0        0
## 97      1    1.00    2.00      1        0        0
## 98      1    3.00    3.00      1        1        0
## 99      0    0.00    3.00      1        1        1
## 100     0    0.00    2.00      1        0        0
## 101     0    0.50    3.00      1        0        1
## 102     0    1.00    1.00      1        0        0
## 103     1    1.00    2.00      1        1        0
## 104     1    0.00    3.00      1        1        1
## 105     1    1.00    0.50      1        1        1
## 106     0    1.00    2.00      1        1        1
## 107     0    0.00    0.50      1        0        0
## 108     1    2.00    2.00      1        0        0
## 109     1    0.00    2.00      1        1        1
## 110     1    1.00    2.50      1        1        0
## 111     0    2.00    4.00      0        1        1
## 112     1    2.00    2.00      1        0        0
## 113     1    0.00    1.00      1        1        0
## 114     1    0.00    0.00      1        1        0
## 115     0    1.00    0.50      1        0        1
## 116     0    5.00    3.00      1        0        0
## 117     1    2.00    1.00      1        1        1
## 118     1    2.00    0.00      1        0        0
## 119     0    0.00    3.00      1        1        1
## 120     0    1.00    3.00      1        1        1
## 121     0    1.00    2.00      1        1        1
## 122     0    3.00    0.00      1        0        0
## 123     0    4.00    3.00      1        0        0
## 124     1    1.00    0.00      1        0        1
## 125     1    1.00    2.00      0        1        1
## 126     0    2.00    1.00      1        0        1
## 127     1    0.00    2.00      1        1        1
## 128     1    2.00    1.00      0        0        0
## 129     1    0.00    0.00      1        0        1
## 130     1    1.00    3.00      1        0        0
## 131     1    1.00    1.00      1        1        1
## 132     0    2.00    1.00      1        1        0
## 133     1    0.00    0.00      1        1        1
## 134     1    0.00    1.00      1        1        0
## 135     1    0.00    3.00      1        1        0
## 136     0    0.00    3.00      1        0        0
## 137     1    0.00    0.00      1        0        0
## 138     0    1.00    1.00      1        0        0
## 139     0    0.00    0.30      1        0        0
## 140     1    3.00    4.00      1        0        1
## 141     1    3.00    2.00      1        1        1
model <- lm(hsGPA ~ mothcoll + fathcoll, data = gpa1)

# Add mothcoll and fathcoll to the model
model_updated <- update(model, . ~ . + mothcoll + fathcoll)

# View the results
summary(model_updated)
## 
## Call:
## lm(formula = hsGPA ~ mothcoll + fathcoll, data = gpa1)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -0.99342 -0.20982  0.00926  0.20926  0.60658 
## 
## Coefficients:
##              Estimate Std. Error t value Pr(>|t|)    
## (Intercept)  3.393421   0.046719  72.635   <2e-16 ***
## mothcoll     0.019080   0.057555   0.332    0.741    
## fathcoll    -0.002679   0.058303  -0.046    0.963    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.3221 on 138 degrees of freedom
## Multiple R-squared:  0.0008268,  Adjusted R-squared:  -0.01365 
## F-statistic: 0.0571 on 2 and 138 DF,  p-value: 0.9445
# (ii) Test for joint significance of mothcoll and fathcoll
# Calculate F-statistic manually
joint_test <- summary(model)$fstatistic
p_value_joint_test <- pf(joint_test[1], joint_test[2], joint_test[3], lower.tail = FALSE)
p_value_joint_test
##     value 
## 0.9445229
# (iii) Add hsGPA to the model and compare models
model_iii <- lm(PC ~ mothcoll + fathcoll + hsGPA, data = gpa1)
anova(model, model_iii)
## Warning in anova.lmlist(object, ...): models with response '"PC"' removed
## because response differs from model 1
## Analysis of Variance Table
## 
## Response: hsGPA
##            Df  Sum Sq  Mean Sq F value Pr(>F)
## mothcoll    1  0.0116 0.011629  0.1121 0.7383
## fathcoll    1  0.0002 0.000219  0.0021 0.9634
## Residuals 138 14.3175 0.103750
#C3.)
data.frame(wage2)
##     wage hours  IQ KWW educ exper tenure age married black south urban sibs
## 1    769    40  93  35   12    11      2  31       1     0     0     1    1
## 2    808    50 119  41   18    11     16  37       1     0     0     1    1
## 3    825    40 108  46   14    11      9  33       1     0     0     1    1
## 4    650    40  96  32   12    13      7  32       1     0     0     1    4
## 5    562    40  74  27   11    14      5  34       1     0     0     1   10
## 6   1400    40 116  43   16    14      2  35       1     1     0     1    1
## 7    600    40  91  24   10    13      0  30       0     0     0     1    1
## 8   1081    40 114  50   18     8     14  38       1     0     0     1    2
## 9   1154    45 111  37   15    13      1  36       1     0     0     0    2
## 10  1000    40  95  44   12    16     16  36       1     0     0     1    1
## 11   930    43 132  44   18     8     13  38       1     0     0     0    1
## 12   921    38 102  45   14     9     11  33       1     0     0     0    1
## 13   900    45 125  40   15     4      3  30       0     0     0     0    2
## 14  1318    38 119  24   16     7      2  28       1     0     0     1    3
## 15  1792    40 118  47   16     9      9  34       1     0     0     1    1
## 16   958    50 105  37   10    17      2  35       1     0     0     1    1
## 17  1360    45 109  39   15     6      9  36       1     0     0     1    3
## 18   850    40  72  36   11    19     10  38       1     0     0     1    2
## 19   830    44 105  29   14     4      7  29       1     0     0     1    3
## 20   471    44 101  34   12    13      7  31       1     0     0     1    3
## 21  1275    40 123  37   14     9      1  31       1     0     0     1    0
## 22  1615    50 113  49   16    10      4  36       1     0     0     1    2
## 23   873    65  95  36   12    14      3  38       1     0     0     1    5
## 24  2137    45 145  50   16    17      8  38       1     0     0     1    2
## 25  1053    38 114  35   16    12      7  32       1     0     0     1    0
## 26  1602    60 124  32   16     8      9  29       1     0     0     1    3
## 27  1188    40  93  40   13    16      5  35       1     0     0     1    2
## 28   800    40 115  39   18    11      1  35       1     0     1     1    0
## 29  1417    48 125  41   17     9      4  34       1     0     0     1    3
## 30   635    40 128  35   18     8     13  36       0     0     0     1    2
## 31  1000    40 103  40   12    17      2  34       1     0     0     1    1
## 32  1424    50  98  41   14    15      4  35       1     0     0     1    1
## 33  2668    75 108  41   13    12      2  32       1     0     1     1    1
## 34   666    75 129  40   18     8     12  38       1     0     0     0    2
## 35  1779    40 132  42   17     8      9  32       1     0     0     1    1
## 36   782    40  92  24   13     9     10  31       1     0     0     1    3
## 37  1572    35 108  39   14     7      5  28       1     1     0     1    1
## 38  1274    40 106  35   13    11     12  31       1     0     0     1    0
## 39   714    35 105  37   16     9      2  29       1     0     0     1    1
## 40  1081    40 123  46   18    11      7  36       1     0     0     0    1
## 41   692    40 108  48   12    21     11  38       1     0     0     1    3
## 42  1318    38 122  47   17    10      9  33       1     0     0     1    1
## 43  1239    45 109  44   12    16      4  38       1     0     0     1    3
## 44  1027    27 100  40   13    12     15  38       1     0     0     1    3
## 45  1748    55 125  50   18    12     12  34       1     0     0     1    1
## 46   981    40 122  41   14     9     15  35       0     0     0     1    3
## 47   770    40 105  34   17     7     11  30       1     0     0     1    3
## 48  1154    50  94  37   16    11      5  33       1     0     0     1    1
## 49  1155    40 102  36   12    16      5  34       1     0     0     1    1
## 50   808    60 109  47   13    14     12  38       1     0     0     1    2
## 51  1100    40 105  45   12    22     14  38       1     0     0     1    1
## 52  1154    40 134  46   18    10     10  37       1     0     1     1    2
## 53  1749    40 108  32   12    13      9  29       0     0     0     1    7
## 54  1000    50 104  36   16    11      8  30       1     0     0     1    1
## 55   462    40 112  35   12    11      1  29       1     0     0     1    8
## 56   769    55 120  49   18     8     12  32       0     0     0     1    1
## 57   875    50 124  40   16     9      3  31       0     0     0     0    2
## 58  1375    40 103  34   12    12      7  29       1     0     0     1    4
## 59  1452    45 115  45   17     1      7  30       1     0     0     1    3
## 60   800    40  96  33   12    17     12  35       1     0     0     1    1
## 61  1748    55 123  48   17    10      7  36       1     0     0     1    1
## 62  1151    40  98  34   12    12     12  29       1     0     0     1    3
## 63   840    50  96  34   12    18     13  35       1     0     0     1    2
## 64   978    45  89  47   12    17      2  38       1     0     0     1    0
## 65   963    40 109  43   12    15     15  37       0     0     0     0    5
## 66   619    42  93  20   12    10     10  28       0     0     0     1    8
## 67   442    60  82  32   12    12      0  33       1     0     0     1    2
## 68   600    40 120  45   15    12      1  38       1     0     0     0    3
## 69  1366    38 122  38   12    15     15  32       1     0     0     1    1
## 70  1643    48 117  48   18     8      2  33       1     0     0     1    2
## 71  1455    40 109  44   16     8     13  36       1     0     0     1    1
## 72  2310    40 114  55   18    12      7  38       1     0     0     1    2
## 73  1682    45 126  40   16    10     11  31       1     0     0     1    1
## 74  1235    40  82  45   12    10      2  33       1     0     0     1    1
## 75   855    45 119  45   16    11      4  32       1     0     0     1    3
## 76  1072    42 104  37   16     6      8  35       1     0     0     1    2
## 77  1040    40 115  49   15     8     15  35       1     0     0     1    3
## 78  1000    50  97  45   12    17     15  36       1     0     0     1    1
## 79   675    40 105  27   15     8      2  31       1     0     0     0    3
## 80  1100    37 100  32   12    14      1  30       1     0     0     1    1
## 81   996    50 114  41   12     5     14  31       1     0     0     1    2
## 82   732    40  73  28   10    17      5  36       1     0     0     1    5
## 83  1200    40  96  48   11    15      3  37       1     0     0     1    4
## 84  1694    30 113  30   15     9      8  29       0     0     0     1    3
## 85   686    55 106  38   10    15      3  36       1     0     1     1    4
## 86   754    40 104  37   13     9      5  32       1     0     0     1    1
## 87   857    35  80  39   10    14     15  33       1     0     0     1    2
## 88   832    50 104  30   13     4      2  30       1     0     0     1    1
## 89   579    44 122  36   13     8      1  30       1     0     0     0    4
## 90   672    61  96  38   12    13      3  34       1     0     0     1    2
## 91  2500    40  95  51   15    12      9  36       1     0     0     1    3
## 92  1076    45 105  24   12     5      8  31       0     0     0     1    1
## 93   750    40  94  18   12    16      3  37       1     1     0     1    7
## 94  1186    30  91  41   17     8      9  33       1     0     0     1    1
## 95   833    48  96  37   16     9      7  31       1     0     0     1    4
## 96   650    40  69  37   12    14     11  30       1     1     0     1    3
## 97  1250    46 110  37   12     5     16  38       1     0     0     0    1
## 98  1122    48 111  44   15    12      9  31       1     0     0     1    3
## 99   865    40 110  35   16     1     11  31       1     0     0     1    3
## 100  808    40  97  37   16    10      7  29       1     0     0     1    3
## 101 1299    60 125  44   18     6     12  35       0     0     0     1    1
## 102  903    40  91  39   12     6     12  36       1     0     0     1    5
## 103  900    40  86  28   12    17     15  37       1     0     0     1    5
## 104  625    40 110  32   12    18      0  35       1     0     0     1    4
## 105 1586    40  92  47   14    16      1  36       1     0     1     1    4
## 106  962    40  85  41   10    15     16  38       1     0     0     1    1
## 107 1539    45 120  36   17     7      8  34       1     0     0     1    1
## 108 1110    52 106  42   12    11      6  33       1     0     0     0    5
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## 588  586    56  98  41   11    18     16  35       1     0     1     1    2
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## 639  779    40  85  30   12    14      7  37       1     1     1     1    7
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## 641  560    44  70  34   12    16     11  35       1     1     1     1    2
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## 643  453    50  94  34   12     9      2  30       1     0     1     0    6
## 644 1386    40  97  38   10    17      9  37       1     0     1     1    1
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## 895  751    40 104  32   12    15      4  34       1     0     1     1    4
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## 898  753    46  70  34   10    21      7  38       1     0     1     1    4
## 899 1065    65 104  39   16    10     11  34       1     0     1     1    2
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## 918  629    60  93  32   12     6      1  30       1     1     1     0    8
## 919  492    60  67  38   12    15      2  34       1     1     1     0    3
## 920 1562    40  97  28   17     7      2  32       1     0     1     1    5
## 921  357    70  97  34   14     6      3  28       1     0     1     0    1
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## 923  566    45 104  46   16     5      2  32       1     0     1     0    1
## 924  481    40  82  27   12     9      2  32       1     0     1     0    2
## 925 1442    40 113  45   16     8     10  35       1     0     1     1    2
## 926  645    45  93  39   12    11      3  35       1     0     1     0    7
## 927  788    40 100  23   11    15      6  32       1     1     1     0    5
## 928  644    42 101  38   12    11      5  33       1     0     1     0    4
## 929  477    45 100  33   12     9      3  31       1     0     1     0    3
## 930  664    60  82  30   16    10      9  34       1     1     1     1    3
## 931  520    40  79  28   16     6      1  30       1     1     1     0    0
## 932 1202    40 102  32   13    10      3  31       1     0     1     1    7
## 933  538    45  77  22   12    12     10  28       1     1     1     0    9
## 934  873    44 109  25   12    12     12  28       1     0     1     0    1
## 935 1000    40 107  32   12    17     18  35       1     0     1     0    5
##     brthord meduc feduc    lwage
## 1         2     8     8 6.645091
## 2        NA    14    14 6.694562
## 3         2    14    14 6.715384
## 4         3    12    12 6.476973
## 5         6     6    11 6.331502
## 6         2     8    NA 7.244227
## 7         2     8     8 6.396930
## 8         3     8    NA 6.985642
## 9         3    14     5 7.050990
## 10        1    12    11 6.907755
## 11        1    13    14 6.835185
## 12        2    16    NA 6.825460
## 13       NA    12    12 6.802395
## 14        1    10    10 7.183871
## 15        1    12    12 7.491087
## 16        2     6     8 6.864848
## 17        3    12    10 7.215240
## 18        3    10     8 6.745236
## 19        1    12    NA 6.721426
## 20        2     8    NA 6.154858
## 21        1    12    NA 7.150702
## 22        1    12    12 7.387090
## 23        1    10    10 6.771935
## 24        1    12    12 7.667158
## 25        1    11    11 6.959399
## 26        1    16    16 7.379008
## 27        1    12     8 7.080027
## 28        1     8     8 6.684612
## 29        1    13    12 7.256297
## 30        1    16    16 6.453625
## 31        1     8    NA 6.907755
## 32        1    12    12 7.261225
## 33        2    12    12 7.889084
## 34        1    18    18 6.501290
## 35        1    17    14 7.483807
## 36        3     8    NA 6.661855
## 37       NA    12     8 7.360104
## 38        1    15    12 7.149917
## 39        2    13    12 6.570883
## 40        1    12    12 6.985642
## 41        1     8     7 6.539586
## 42       NA    12     8 7.183871
## 43        3    12    NA 7.122060
## 44        3    10     9 6.934397
## 45        2    14    15 7.466228
## 46        2    12    NA 6.888573
## 47        1    12    12 6.646390
## 48       NA    12    12 7.050990
## 49        2    12    NA 7.051856
## 50        2    12    10 6.694562
## 51        1    12    12 7.003066
## 52        1    12    12 7.050990
## 53        1    12     9 7.466799
## 54        1    12    11 6.907755
## 55        3    12    NA 6.135565
## 56        1    11     8 6.645091
## 57        2    17    16 6.774224
## 58        2    12    10 7.226209
## 59        1    12    14 7.280697
## 60        2     6     8 6.684612
## 61        1    12    12 7.466228
## 62        4    12     8 7.048387
## 63        1    12     8 6.733402
## 64        1    12    NA 6.885509
## 65       NA    NA     7 6.870053
## 66       NA     9    11 6.428105
## 67        3    12     9 6.091310
## 68        4    12    NA 6.396930
## 69        2    12    NA 7.219642
## 70        2    12    18 7.404279
## 71        2     8     8 7.282761
## 72       NA    12    16 7.745003
## 73        1    12    16 7.427739
## 74        1    11    11 7.118826
## 75        1    12     9 6.751101
## 76        2    12     6 6.977282
## 77        4    NA    11 6.946976
## 78        2    12    12 6.907755
## 79       NA    14    12 6.514713
## 80        2     7     7 7.003066
## 81        1    12    10 6.903747
## 82        6    NA    NA 6.595780
## 83        3     8     8 7.090077
## 84        1    12    16 7.434848
## 85        5    14    10 6.530878
## 86        2     8    NA 6.625392
## 87        1    NA    12 6.753438
## 88        2    12     8 6.723833
## 89        1    16    16 6.361302
## 90       NA    12    13 6.510258
## 91        1    16    16 7.824046
## 92        1    16    17 6.981006
## 93        3     8     8 6.620073
## 94        1    12    14 7.078341
## 95        4    12    14 6.725034
## 96        4    10     9 6.476973
## 97        1    NA    12 7.130899
## 98        1     9    12 7.022868
## 99        1     9    12 6.762730
## 100       3     9    12 6.694562
## 101       2     8     8 7.169350
## 102       4     9    10 6.805723
## 103       3     8    10 6.802395
## 104       1     9     8 6.437752
## 105       4    12    NA 7.368970
## 106       2     9    12 6.869014
## 107       1     8     8 7.338888
## 108       2    12    12 7.012115
## 109       2    12    12 7.156177
## 110       2    10     8 6.646390
## 111       3    10    12 6.907755
## 112      NA    NA    12 6.796824
## 113       5     8    NA 7.094235
## 114      NA    12    12 6.620073
## 115       3    12     9 6.483108
## 116       1    12    12 6.398595
## 117      NA     8     7 6.396930
## 118       1    12    11 6.070738
## 119       1    12    10 7.080027
## 120       2    10    NA 6.453625
## 121       1    12     9 7.110696
## 122       1    12     8 7.048387
## 123       1     9     8 6.762730
## 124       2    12    12 6.938284
## 125       2    12    10 6.955593
## 126       3    12    10 6.907755
## 127       1    16    15 7.007601
## 128       1    16    18 7.562161
## 129       1    12    12 7.204893
## 130       1    12    12 6.695799
## 131       1     9     8 7.309882
## 132       1    10     9 7.204893
## 133       1    12    12 7.090077
## 134       4    12    12 6.214608
## 135       2    12     8 7.189168
## 136       1     7     6 6.802395
## 137       4     7    NA 6.684612
## 138       2     2     5 6.684612
## 139      10    14    11 6.941190
## 140      NA     6     9 6.887553
## 141       1     7    10 6.784457
## 142       1     8     6 6.173786
## 143       1    12    12 6.827629
## 144       1    12     8 6.240276
## 145       2     8     8 7.007601
## 146       1    12    NA 7.084227
## 147       3    16    16 7.926963
## 148       1     8    12 6.658011
## 149       1    12    12 6.856462
## 150       1    13    12 7.239933
## 151       3    12     8 7.309882
## 152       2     9    11 6.476973
## 153      NA    12    12 6.507277
## 154       1    12    10 7.026427
## 155       1    11     4 6.109248
## 156       4    12    NA 6.935370
## 157       1    12    12 7.784889
## 158       1    10    NA 7.549083
## 159       1    12    12 6.629363
## 160       2    12    12 7.130899
## 161       2    12    NA 7.057898
## 162       1    14    12 6.932448
## 163       1    12    10 7.003066
## 164       1    10    10 6.570883
## 165       1     8    12 7.183871
## 166       2    12    16 7.252054
## 167       1    12    12 7.678789
## 168       1    12    NA 7.149132
## 169       2    11     6 7.038784
## 170      NA    12    11 6.359574
## 171       5    NA    NA 6.848005
## 172       1    12    NA 6.964136
## 173       2    11    10 6.620073
## 174       1    10    10 6.907755
## 175       5    12     9 6.857514
## 176       2     7     7 6.453625
## 177       1    11     5 7.130899
## 178       1     7    NA 6.514713
## 179      NA     7    12 5.991465
## 180      NA    12     8 6.357842
## 181       2    12    12 6.380123
## 182       2     8     8 6.827629
## 183       2    11     8 7.130899
## 184       3     8    10 7.003066
## 185       2    10    10 7.029973
## 186       2     9     9 6.480044
## 187       2     8    12 6.426488
## 188       2     9    11 6.869014
## 189       1    12     8 6.270988
## 190       1    12    12 6.705639
## 191       1    18    NA 6.869014
## 192       1    12     8 6.733402
## 193      NA    12    12 6.763885
## 194       5     8    10 7.784889
## 195       1     9    12 7.026427
## 196       1    12    11 7.056175
## 197       1     9    NA 6.583409
## 198       1    11    12 7.483244
## 199       1    11    11 7.551187
## 200       5    14    NA 6.917706
## 201       2    16     8 6.878326
## 202       1    10     8 6.263398
## 203       1    10    12 6.263398
## 204       2    12    NA 6.507277
## 205       1    12     6 6.214608
## 206       3    NA    NA 6.964136
## 207       1    12    11 6.309918
## 208       2    12    11 6.214608
## 209      NA    12    12 6.588926
## 210       3     8     8 6.762730
## 211       4    12    10 6.985642
## 212       1    13    12 7.173192
## 213       2    13    12 6.354370
## 214       1    12    12 6.434546
## 215       2    12    12 6.244167
## 216       1     8    12 7.149132
## 217       1    16    16 6.897705
## 218       6     8     4 6.396930
## 219       2    16    12 7.056175
## 220       5    10    12 6.214608
## 221       2    10    12 6.678342
## 222       1    NA    NA 6.214608
## 223       1    NA     9 6.606650
## 224       1    12    14 7.130899
## 225       2    12    14 6.921658
## 226       3     9    NA 7.130899
## 227       4     9    NA 6.816736
## 228      NA    11    12 7.204893
## 229       5    NA    NA 6.098074
## 230       2    NA    NA 5.579730
## 231       2    12    12 7.130899
## 232       1    NA    NA 7.382124
## 233       6    10    10 7.280697
## 234       2    11     9 7.237778
## 235       6     8     8 6.710523
## 236       2    11     9 6.677083
## 237       3    NA    NA 6.214608
## 238       1    12    14 6.253829
## 239       2    12     8 7.455877
## 240       1    16    18 7.562161
## 241       3    14    18 7.051856
## 242       1    12    17 7.678789
## 243       2     8    NA 6.827629
## 244       1     8    NA 7.016610
## 245      NA    NA    NA 6.107023
## 246       3    12     7 7.313221
## 247       4     8     6 6.716595
## 248       2    12     6 6.842683
## 249       6     6    NA 6.885509
## 250       6    14    12 6.938284
## 251       3    12    12 7.148346
## 252       3    12    12 7.035269
## 253       8    NA    NA 6.684612
## 254       1    12    11 7.199678
## 255       2     8    12 6.968851
## 256       2     8     7 6.840547
## 257       1     9     8 6.694562
## 258       2     8     5 5.926926
## 259       1    11    NA 6.285998
## 260       2    11    NA 6.986567
## 261      NA     8    NA 6.835185
## 262       3    12     8 7.051856
## 263       2    11    NA 6.306275
## 264       1    12    12 6.432940
## 265       1    12    12 6.734591
## 266       3     9     5 6.645091
## 267       3    12    NA 6.375025
## 268       1    12    12 7.562161
## 269      NA     8     6 6.964136
## 270       2    12     6 6.033086
## 271       3    16    16 7.091742
## 272      NA    10    14 7.050990
## 273       1    NA    NA 6.975414
## 274       3    12    12 7.091742
## 275      NA    10    16 6.566672
## 276       1    11     9 7.091742
## 277       2     8    12 6.745236
## 278       2    10    12 6.907755
## 279      NA    12     9 6.194406
## 280       1    12    10 6.907755
## 281       5     8     5 6.762730
## 282       1    11     8 7.226209
## 283       4    16    16 7.368970
## 284       1     8    NA 7.379008
## 285       2    12    NA 8.032035
## 286       4    16    14 6.800170
## 287       1    12    12 6.809039
## 288       1     8    10 6.858565
## 289       5     8     9 6.347389
## 290       2     5    11 6.098074
## 291       3     5    11 5.666427
## 292       2    17    13 7.275172
## 293       1     8     8 6.869014
## 294       3    11    11 6.980076
## 295       3    NA    NA 6.812345
## 296       1    11    13 7.130899
## 297       5    NA    NA 6.429719
## 298       9    11    NA 6.923629
## 299       1    11     8 6.684612
## 300       2    12    13 6.956545
## 301       5     8    NA 6.983790
## 302       2    11    12 6.483108
## 303       2    12     8 6.660575
## 304       1    12    15 6.945051
## 305       1    16    18 7.562161
## 306       2    12    12 7.091742
## 307       1    NA    NA 6.501290
## 308       4     8     8 6.807935
## 309       1    12    12 6.791222
## 310       2    16    16 6.705639
## 311       2    12    12 6.699501
## 312       3    14    12 6.357842
## 313       2    12    12 6.628041
## 314       1    NA    NA 6.918695
## 315       1    12    12 7.051856
## 316       4    12    10 6.932448
## 317       3    NA    NA 7.207860
## 318       1     8    10 6.908755
## 319       1    11    NA 6.679599
## 320       2    10    11 7.114769
## 321      NA    NA    NA 6.625392
## 322       3    12    12 6.570883
## 323       4    12    NA 6.907755
## 324       1    14    12 7.633853
## 325       2    14    12 6.815640
## 326       3     8     8 6.396930
## 327       4     9    NA 6.857514
## 328       2    13    12 6.566672
## 329       1    12    12 7.048387
## 330       3    13    12 6.907755
## 331       6     8    NA 6.734591
## 332       2     5     8 5.991465
## 333       1    16     4 7.069024
## 334       1    12    12 7.091742
## 335       3    12    10 7.273787
## 336       2    13    NA 6.287858
## 337       1     9     8 6.660575
## 338       2    11     9 6.620073
## 339       1    12    12 6.734591
## 340       2    11    14 6.551080
## 341       2    12    10 7.204893
## 342       4    10     8 6.684612
## 343       1    16    NA 7.130899
## 344       1    12    12 7.007601
## 345       1     8    10 6.163315
## 346       1    11    12 6.635947
## 347      NA     8     8 6.869014
## 348       3     8     8 6.580639
## 349       1     8     8 6.684612
## 350       1    13    16 6.489205
## 351       1    12    12 7.146772
## 352      NA    12    NA 7.180070
## 353       1    12    11 6.714170
## 354       1    16    12 7.273787
## 355       1    12    14 7.244227
## 356       3    12     8 6.945051
## 357       3     8     7 6.504288
## 358       3     8     8 7.003066
## 359       1    12    10 6.907755
## 360       1    14    NA 6.259582
## 361       3    14    12 7.013016
## 362       3    12     8 6.869014
## 363       3     8     6 6.591674
## 364       2     8    NA 6.536692
## 365       1     9     6 6.917706
## 366       3     8     8 6.396930
## 367       3     8     8 6.390241
## 368       2    NA    NA 6.745236
## 369       3    10     8 6.507277
## 370       5     8     8 6.675823
## 371       3    12     6 7.273787
## 372       1    11     7 6.507277
## 373       1    12    12 6.775366
## 374       4    16    12 6.734591
## 375       1    12    12 6.882438
## 376       1    12    10 7.109062
## 377       3    12    14 6.813445
## 378       2    15    12 6.278522
## 379       1    12    12 6.620073
## 380       1    12    12 7.095064
## 381       3    13     8 6.613384
## 382       3     8     6 6.802395
## 383       4     8    12 7.064759
## 384       4     6    12 6.291569
## 385       1    NA    NA 6.309918
## 386       3    12    12 6.421622
## 387       1    12    12 6.812345
## 388       2     8     8 6.645091
## 389       1    15     8 6.891626
## 390       2    12    NA 6.725034
## 391       2    12    16 6.778785
## 392       3     8     5 6.934397
## 393       1    NA    NA 6.907755
## 394       3    11    11 6.142037
## 395       6    12    NA 7.003066
## 396       1    12    11 6.463029
## 397       2    11     8 6.942157
## 398       7     8     9 7.100027
## 399       4    12    12 6.856462
## 400       1     8    NA 6.843750
## 401       3     2     8 7.130899
## 402       1    12    11 6.373320
## 403       2    12    12 6.541030
## 404       1    12    12 6.331502
## 405       1    12     8 5.926926
## 406       1     6    NA 6.511745
## 407       1    12    10 6.483108
## 408       4     8    NA 6.539586
## 409       1    12    15 7.013016
## 410       2    16    16 7.221105
## 411       2    12    12 7.156177
## 412       2    NA    NA 7.130899
## 413       1    12    10 7.204893
## 414       3    NA    NA 7.261225
## 415       3    12    16 6.749931
## 416       2    12    10 6.788972
## 417       6    10    NA 7.057037
## 418       2    12     9 6.368187
## 419       1    12    13 7.138867
## 420       2     9    12 6.853299
## 421      NA    10    10 7.522941
## 422       3    10    10 7.362010
## 423       2    12    12 6.630683
## 424       2    10     8 7.273787
## 425       2    NA    NA 6.192362
## 426       5     9    10 7.026427
## 427      NA     8     8 6.907755
## 428       1     6     6 6.214608
## 429       2     6     6 7.090077
## 430       4    NA    NA 6.336826
## 431       1    12     8 7.560081
## 432       1    12    12 6.527958
## 433       1    12     7 6.651572
## 434      NA    12     8 5.451038
## 435       3    12    13 6.882438
## 436       3    12    12 7.219642
## 437       3    12    12 7.667158
## 438       1    12    12 6.551080
## 439       2     8    NA 7.090077
## 440       1    12     8 7.057037
## 441       1    12     6 6.591674
## 442       2    10     5 6.620073
## 443       2    NA    NA 6.933423
## 444       1    11    10 7.013016
## 445       3    12    NA 6.437752
## 446       1    10    11 7.090077
## 447       3    12    11 7.340187
## 448       1    13    16 7.050990
## 449       1    14     8 5.736572
## 450       2     7     6 6.413459
## 451       2    12     8 7.466799
## 452       2    12     7 6.907755
## 453       1     9     7 5.857933
## 454       6     4     6 6.639876
## 455       5     6     5 6.672033
## 456       1     8     4 6.706862
## 457       2    11     5 6.167517
## 458       1    12    11 6.843750
## 459       1    12    12 7.649216
## 460       2    10    13 5.857933
## 461       2    12     8 6.845880
## 462       2    10    NA 7.091742
## 463       1    12    NA 6.109248
## 464       4    12     4 6.964136
## 465       5     8     9 6.907755
## 466      NA     7     5 5.762052
## 467      NA     8     8 6.320768
## 468       1    12    11 6.864848
## 469       3     7     4 6.902743
## 470      NA     9    10 7.377759
## 471      NA    12    12 6.406880
## 472       2    11    12 6.236370
## 473       1    12     9 7.252054
## 474       1     8    14 7.204893
## 475       2    12    10 7.327781
## 476       1    12    10 6.980076
## 477       4    10     8 7.090077
## 478       2    11    10 7.227663
## 479       1    13    16 6.773080
## 480      NA    12    16 6.437752
## 481       1    14    10 7.130899
## 482       2     8    11 6.986567
## 483       2     8     8 6.541030
## 484       1    12    11 6.588926
## 485       3    12    14 6.421622
## 486       3    12    NA 6.816736
## 487       1    12    18 6.784457
## 488       3     8     8 6.548219
## 489       3     8    12 6.684612
## 490       1    12    12 6.699501
## 491      NA    12     8 6.907755
## 492       2     8     8 6.308098
## 493       2    11    NA 7.170120
## 494       4     9     8 6.827629
## 495       1    NA    10 7.338888
## 496       2    12    10 6.580639
## 497       1    12    10 6.703188
## 498      10     8    NA 6.396930
## 499       3    11    13 7.003066
## 500       1     9    12 6.964136
## 501       2     9    12 6.869014
## 502       2     8     7 6.070738
## 503       3    NA    NA 6.845880
## 504       1    12    12 7.256297
## 505       1    12     8 6.907755
## 506       4    12     8 6.214608
## 507       4    12    10 6.684612
## 508       3    NA     6 6.641182
## 509       1    11    12 6.620073
## 510       3     8     8 6.309918
## 511       1    NA    NA 6.678342
## 512       6    12     6 6.583409
## 513       2    16    14 6.946014
## 514       2    12     5 5.298317
## 515       3     8    NA 5.991465
## 516       1    12     7 6.354370
## 517       1    12     6 6.745236
## 518       1    10    NA 6.230482
## 519       3    15    NA 7.057898
## 520       1     8    NA 7.089243
## 521       4    16    17 7.146772
## 522       2    11    12 5.857933
## 523       1     7    NA 6.870053
## 524       4    12    12 7.288244
## 525       6     9    12 6.687109
## 526       2     6     6 6.464588
## 527       2    12    10 6.621406
## 528      NA    12    16 6.190315
## 529       1     6     2 7.244227
## 530       2     8    12 6.845880
## 531       1    12    NA 6.763885
## 532       2    12     6 6.514713
## 533       1    13    NA 5.926926
## 534      NA    16    NA 5.783825
## 535      NA    12     5 5.846439
## 536       1     8    12 7.273787
## 537       1     8     2 6.327937
## 538       2    12    12 6.309918
## 539       2    10    NA 6.856462
## 540       1    12    14 6.527958
## 541       1    18    NA 7.186901
## 542       3    NA     3 7.398786
## 543       4     8     7 6.033086
## 544       6     6     6 6.156979
## 545       1     9    NA 6.501290
## 546       2    12    16 7.425954
## 547       5     8     8 6.946014
## 548       6     7    NA 7.130899
## 549       1    12     7 6.633318
## 550       2    12     7 7.050990
## 551       1    14    12 7.379008
## 552       2     7     9 7.273787
## 553       2     8    12 6.762730
## 554       2    NA    NA 6.558198
## 555       1    12    NA 6.907755
## 556       7     9    NA 6.747587
## 557       2    12    12 6.646390
## 558       4    12    12 6.907755
## 559       1    12    12 7.192182
## 560       2    12    17 7.427739
## 561       2     8     8 6.357842
## 562       6     8     3 6.529419
## 563       1    18    18 6.357842
## 564       1    11    12 6.946976
## 565       1    12    10 7.130899
## 566       5     5    NA 6.396930
## 567       5    11    10 6.173786
## 568       3    12    12 6.907755
## 569       2     8     8 6.895683
## 570       1     9     9 6.169611
## 571       3     9     4 6.086775
## 572       6    NA    NA 6.184149
## 573       1    NA    NA 6.558198
## 574       4     9    10 7.346010
## 575       2     6     9 6.866933
## 576       3    12    12 6.907755
## 577       1    15    15 6.437752
## 578       1    12    16 7.204893
## 579       5    NA     8 6.867974
## 580       4    NA    NA 6.171700
## 581       5    11     2 7.090910
## 582       3    NA    NA 7.204893
## 583       3    12     7 7.022868
## 584       2     6    NA 6.297109
## 585       2     7    NA 6.109248
## 586       2    13    16 6.228511
## 587       5    NA    NA 6.304449
## 588       2    NA     6 6.373320
## 589      NA     8     3 6.135565
## 590      NA    NA    NA 6.558198
## 591       2    11    NA 7.356280
## 592       2     8     8 7.398786
## 593       3    16    16 7.156177
## 594       1    12    12 6.320768
## 595       1    11    12 7.090077
## 596       3     3     3 6.751101
## 597       1    11    11 6.959399
## 598       1    12     7 6.907755
## 599       2     8    NA 6.802395
## 600      NA    16    12 7.379008
## 601       1    16    13 6.230482
## 602      NA    12    10 7.313221
## 603       1    12    12 7.427739
## 604      NA    12    16 6.620073
## 605       1    16    16 6.736967
## 606       1    NA    NA 6.013715
## 607       1    12    NA 6.911747
## 608       2    12    10 6.476973
## 609       1    NA    NA 6.694562
## 610       1    12    12 7.667158
## 611       1    12     5 6.634634
## 612       1    11     8 6.645091
## 613       2    NA    NA 5.843544
## 614       1    NA     7 6.204558
## 615       4     4    NA 6.894670
## 616       3     8     5 7.824046
## 617       2    12    NA 7.001245
## 618       1    12     8 7.100027
## 619       2    10     7 6.357842
## 620       3     7     6 5.966147
## 621       1    12    14 7.313221
## 622       2    12    12 6.368187
## 623       6    NA    NA 6.131227
## 624       2     8    NA 6.851185
## 625       2    12    10 7.273787
## 626       2    12     4 7.195187
## 627       1    12    18 7.313221
## 628       1    NA    NA 7.195187
## 629      NA     9    NA 6.551080
## 630       1     6     9 6.880384
## 631       1    10    10 7.678789
## 632       2     7     8 6.680855
## 633       7     7     6 5.991465
## 634       2     9     5 6.922644
## 635       1    12    16 7.463937
## 636       1    11     5 6.445720
## 637       1     6     8 6.098074
## 638       1    12    12 6.492240
## 639       4    12    NA 6.658011
## 640       1    12    12 5.932245
## 641       1     8    NA 6.327937
## 642       2    12    11 7.022868
## 643       4     7     7 6.115892
## 644       2    12     8 7.234177
## 645       1    12    16 7.338888
## 646       5    17    18 7.050990
## 647       4     8     4 6.869014
## 648       2     8    NA 6.582025
## 649       3    10    11 6.173786
## 650       2    17    12 6.694562
## 651       1    12    12 7.273787
## 652       1    12    NA 6.994850
## 653       1    12    NA 5.857933
## 654       1     7    NA 6.214608
## 655       2    16    14 6.933423
## 656       2    13    16 6.357842
## 657       2    12    12 7.195187
## 658      NA    10    NA 6.818924
## 659       1    11    10 7.007601
## 660      NA     9     3 6.813445
## 661       7     1     4 6.907755
## 662       6     3     4 7.056175
## 663       8     3     4 6.908755
## 664       4    NA    NA 6.569481
## 665       1    12    12 6.834109
## 666       1     6     2 5.991465
## 667       3    12    12 7.123673
## 668       1    12    NA 6.970730
## 669      NA    12    12 5.998937
## 670       2    NA    NA 6.845880
## 671       2     8     3 6.699501
## 672      NA     6    10 6.551080
## 673      NA    NA    NA 6.354370
## 674       6    12    12 6.109248
## 675       3     8     6 6.431331
## 676       4     8     6 6.089045
## 677       1    NA    NA 6.437752
## 678       2     6    NA 6.587550
## 679       6     6    NA 6.214608
## 680       1    17    18 6.907755
## 681       1     8     7 5.973810
## 682       2     9    12 6.396930
## 683       1     6    NA 6.869014
## 684       1    10     8 6.869014
## 685       4     0    10 6.762730
## 686       1    16    14 7.050990
## 687       1     4    14 7.234177
## 688       2    NA    NA 6.595780
## 689       3     8     8 6.762730
## 690       6     8     4 6.551080
## 691      NA     5     4 6.882438
## 692       3    12    12 7.170120
## 693       1    12    12 6.802395
## 694       5     8     8 6.720220
## 695      NA    12    NA 6.907755
## 696       1    16    12 6.717805
## 697      NA    12    NA 6.214608
## 698       2    12    12 7.051856
## 699      NA    12    12 6.856462
## 700       5     8    NA 6.551080
## 701       1    12    NA 7.444249
## 702       1    11    12 6.278522
## 703       1    12    12 7.602901
## 704       2     7     7 6.791222
## 705       2    12    12 8.032035
## 706       2    12    16 7.338888
## 707      NA    NA    NA 6.230482
## 708       1    16    16 7.210818
## 709       1    12    12 7.041412
## 710       1    10    10 6.869014
## 711       1    12    12 7.130899
## 712       1     8     8 6.897705
## 713       5    12    12 6.807935
## 714       5     0     2 6.830874
## 715       4     8     8 7.351800
## 716       1    12     8 7.179308
## 717       1     7    NA 6.827629
## 718       2    13    13 6.778785
## 719       1    12    10 6.684612
## 720       3    12    10 6.955593
## 721       4    12    10 6.309918
## 722       1    12    14 7.081708
## 723       1    12    12 6.368187
## 724       1     6     7 7.090077
## 725       2    14    17 6.680855
## 726       2    16    12 7.223296
## 727      NA    12     8 5.886104
## 728       2    12    12 7.146772
## 729       2     8    12 7.513164
## 730       3    12     7 6.812345
## 731       3    12    12 7.465083
## 732       5    12    12 6.253829
## 733       6    12    12 6.694562
## 734       3    12    NA 7.667158
## 735       1     8     8 6.539586
## 736       2    12    12 6.836259
## 737       2    12     8 6.699501
## 738       1    12    12 6.763885
## 739       5    12    12 7.273787
## 740       2    11     6 6.214608
## 741       1    12    13 7.232733
## 742       5    12    12 6.269096
## 743       3    12    NA 6.781058
## 744       1    14    17 6.933423
## 745      NA    12    10 7.100027
## 746       2    10    NA 7.390182
## 747       2    12    NA 7.519150
## 748       2    12    12 7.379008
## 749       2     8    14 6.907755
## 750       4    10    NA 6.602588
## 751       3    12    12 7.437795
## 752       2    12     8 7.437795
## 753       3    NA    12 6.932448
## 754       3    11    12 7.009409
## 755       4    12    12 6.437752
## 756       2    11    11 6.579251
## 757       2    12    12 6.751101
## 758       2    12    12 7.130899
## 759       2    18    15 7.029973
## 760      NA    13    13 6.802395
## 761       1     4    NA 7.562161
## 762       1    12    16 6.869014
## 763      NA    NA    NA 7.535830
## 764       3    11     8 7.360740
## 765       2    12    10 6.845880
## 766       2    12    12 6.802395
## 767       3     8    10 6.782192
## 768       1    12    12 7.444249
## 769       2     9     8 7.138867
## 770       1    10     8 6.621406
## 771       1    12    11 7.000334
## 772       6    12    NA 6.908755
## 773       1    12     9 7.050990
## 774       4    12     8 6.907755
## 775      NA     6     2 7.130899
## 776       1     8     8 6.753438
## 777       2    16    12 7.099202
## 778      NA    16    12 6.842683
## 779      NA    12    NA 6.806829
## 780       1    12    18 6.770790
## 781       3    NA     8 7.090077
## 782       1     6     8 7.139660
## 783       1     8     2 6.856462
## 784       6    10    11 4.744932
## 785       5    16    12 6.511745
## 786       2    16    16 6.988413
## 787       1    15     9 6.964136
## 788       6     7     8 6.684612
## 789       4    NA    NA 5.910797
## 790       1    12    NA 7.562161
## 791       1     7     6 6.751101
## 792       1    12    12 6.761573
## 793       4    13    13 6.995766
## 794      NA    10    12 6.932448
## 795       2    17    NA 6.745236
## 796       2    12    12 6.511745
## 797       2    10    12 6.684612
## 798       3    10    12 6.955593
## 799       2    14     9 6.784457
## 800       3    12     8 6.684612
## 801       1     8     8 7.090077
## 802       6    12    12 6.498282
## 803       3    NA    NA 7.013016
## 804       2    NA    NA 6.745236
## 805       2     8    12 6.907755
## 806      NA    14    14 6.774224
## 807       2    12    12 7.091742
## 808       3    12    12 6.501290
## 809       1    12     7 6.827629
## 810       5    10     3 6.669498
## 811       9    NA     6 6.856462
## 812       4    NA    NA 7.273787
## 813       5     6     0 6.763885
## 814       7     4    NA 6.437752
## 815       1     6     7 6.522093
## 816       2    12     8 6.541030
## 817       9     6    NA 6.774224
## 818       1    12    13 7.744137
## 819       3    10     6 7.086738
## 820      NA     2     8 6.551080
## 821       2    12     4 6.580639
## 822       3    12     8 7.313221
## 823       1    16     9 6.956545
## 824       1    NA    NA 6.685861
## 825      NA    NA    NA 6.461468
## 826       2    12    12 7.088409
## 827      NA    16    13 5.966147
## 828       2     9    12 6.790097
## 829       1    12     9 6.981006
## 830       2    14    12 7.027315
## 831       1    12     9 6.620073
## 832       1    NA    12 6.751101
## 833       1    10    12 6.263398
## 834       2    10    12 7.006695
## 835       2     8     9 6.315358
## 836       1    10    10 6.684612
## 837       1    13    14 7.232733
## 838       1    14    12 6.052089
## 839       6     2    10 6.234411
## 840       2     3     4 5.913503
## 841       8     2     8 6.390241
## 842       2    NA    10 5.996452
## 843       1     9    10 6.035481
## 844       1    12    NA 7.032624
## 845      NA     9    10 6.523562
## 846       4    10     6 6.856462
## 847       1     5     6 6.396930
## 848       2    NA     5 6.493754
## 849       2     6    NA 6.829794
## 850       1     5     5 6.309918
## 851       4     3     7 6.406880
## 852       4     3     7 6.052089
## 853       3     8    18 5.828946
## 854       2     7     5 6.539586
## 855       2     8    12 6.354370
## 856       1     8     6 6.347389
## 857       2     0     5 6.705639
## 858       2    12    12 6.894670
## 859       5     9    NA 6.423247
## 860       1    14    10 6.933423
## 861       2     8     7 6.694562
## 862       2    15    15 6.694562
## 863       1    12    12 6.669498
## 864       1    12     9 6.745236
## 865      NA     3     2 6.802395
## 866       3     8     8 7.257003
## 867       3    NA    NA 5.560682
## 868       1     5     5 6.495265
## 869       1    12    11 6.331502
## 870      NA    12    12 6.331502
## 871       7    NA    NA 5.877736
## 872       1    12    10 6.916715
## 873       1     9    12 7.273787
## 874       7    10    11 6.478509
## 875      NA     3    NA 6.620073
## 876       1    10    NA 6.625392
## 877       3    NA    NA 6.551080
## 878      NA     9     9 6.220590
## 879       2    12     9 6.842683
## 880       3    10     6 6.436151
## 881       1    10     6 6.620073
## 882       2    10     6 6.802395
## 883      NA    10     7 6.291569
## 884      10     4    10 6.464588
## 885      NA    12    NA 5.991465
## 886       3    12    10 6.802395
## 887       2    12    10 6.240276
## 888       8     9     8 6.795706
## 889       2    12    18 7.156177
## 890       3    12    18 6.184149
## 891       2    10    13 5.783825
## 892       1     7     7 6.645091
## 893       8     7     4 6.426488
## 894       7     7     3 6.946976
## 895       3     8     3 6.621406
## 896       1     7     7 5.940171
## 897       1     3    NA 5.703783
## 898       2    12     7 6.624065
## 899       3    11    12 6.970730
## 900       2    14    12 6.975414
## 901       1    14    18 7.360740
## 902       1    12     9 6.476973
## 903       2    10    10 6.551080
## 904      NA    NA    NA 6.202536
## 905       1    NA    NA 6.791222
## 906       1     6    NA 6.253829
## 907       5    12     9 6.792345
## 908       3    12    NA 6.345636
## 909       1    11     9 7.275172
## 910       3    NA    NA 6.175867
## 911      NA    12     7 6.214608
## 912       2    12    14 7.295056
## 913       4    10    12 6.688354
## 914       1    12    12 6.869014
## 915       1    11    NA 6.907755
## 916       1    12    12 6.396930
## 917       3     8     8 6.109248
## 918       3    10     6 6.444131
## 919      NA     8    NA 6.198479
## 920       1    12    13 7.353722
## 921       2    13    16 5.877736
## 922      NA    10    NA 6.866933
## 923       2    12    12 6.338594
## 924       2    12     8 6.175867
## 925       2     8     8 7.273787
## 926       7     7     8 6.469250
## 927      NA     9    NA 6.669498
## 928       3    12    NA 6.467699
## 929       3     7     7 6.167517
## 930       4    16    16 6.498282
## 931       1    11    NA 6.253829
## 932       7     8     6 7.091742
## 933      NA     7    NA 6.287858
## 934       1    NA    11 6.771935
## 935       1    NA    NA 6.907755
## (i) Estimate the model

# Fit the regression model
model <- lm(log(wage) ~ educ + exper + tenure + married + black + south + urban, data = wage2)

# Print the regression results
summary(model)
## 
## Call:
## lm(formula = log(wage) ~ educ + exper + tenure + married + black + 
##     south + urban, data = wage2)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -1.98069 -0.21996  0.00707  0.24288  1.22822 
## 
## Coefficients:
##              Estimate Std. Error t value Pr(>|t|)    
## (Intercept)  5.395497   0.113225  47.653  < 2e-16 ***
## educ         0.065431   0.006250  10.468  < 2e-16 ***
## exper        0.014043   0.003185   4.409 1.16e-05 ***
## tenure       0.011747   0.002453   4.789 1.95e-06 ***
## married      0.199417   0.039050   5.107 3.98e-07 ***
## black       -0.188350   0.037667  -5.000 6.84e-07 ***
## south       -0.090904   0.026249  -3.463 0.000558 ***
## urban        0.183912   0.026958   6.822 1.62e-11 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.3655 on 927 degrees of freedom
## Multiple R-squared:  0.2526, Adjusted R-squared:  0.2469 
## F-statistic: 44.75 on 7 and 927 DF,  p-value: < 2.2e-16
## (ii) Add the variables exper and tenure? to the equation and show that they are jointly insignificant at even the 20% level.

# Extend the model with exper and tenure
extended_model <- lm(log(wage) ~ educ + exper + tenure + married + black + south + urban + exper + tenure, data = wage2)

# Test joint insignificance of exper and tenure
anova(model, extended_model)
## Analysis of Variance Table
## 
## Model 1: log(wage) ~ educ + exper + tenure + married + black + south + 
##     urban
## Model 2: log(wage) ~ educ + exper + tenure + married + black + south + 
##     urban + exper + tenure
##   Res.Df    RSS Df Sum of Sq F Pr(>F)
## 1    927 123.82                      
## 2    927 123.82  0         0
## (iii) Extend the original model to allow the return to education to depend on race and test whether the return to education does depend on race.

# Extend the original model to allow the return to education to depend on race
extended_model_race <- lm(log(wage) ~ educ * black + exper + tenure + married + south + urban, data = wage2)

# Test whether the return to education depends on race
summary(extended_model_race)
## 
## Call:
## lm(formula = log(wage) ~ educ * black + exper + tenure + married + 
##     south + urban, data = wage2)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -1.97782 -0.21832  0.00475  0.24136  1.23226 
## 
## Coefficients:
##              Estimate Std. Error t value Pr(>|t|)    
## (Intercept)  5.374817   0.114703  46.859  < 2e-16 ***
## educ         0.067115   0.006428  10.442  < 2e-16 ***
## black        0.094809   0.255399   0.371 0.710561    
## exper        0.013826   0.003191   4.333 1.63e-05 ***
## tenure       0.011787   0.002453   4.805 1.80e-06 ***
## married      0.198908   0.039047   5.094 4.25e-07 ***
## south       -0.089450   0.026277  -3.404 0.000692 ***
## urban        0.183852   0.026955   6.821 1.63e-11 ***
## educ:black  -0.022624   0.020183  -1.121 0.262603    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.3654 on 926 degrees of freedom
## Multiple R-squared:  0.2536, Adjusted R-squared:  0.2471 
## F-statistic: 39.32 on 8 and 926 DF,  p-value: < 2.2e-16
# (iv) What is the estimated wage differential between married blacks and married nonblacks?
wage2$educ <- ifelse(is.na(wage2$educ), mean(wage2$educ, na.rm = TRUE), wage2$educ)

# Fit the original model after handling missing values
model_original <- lm(log(wage) ~ educ + exper + tenure + married + black + south + urban, data = wage2)

# Print the regression results
summary(model_original)
## 
## Call:
## lm(formula = log(wage) ~ educ + exper + tenure + married + black + 
##     south + urban, data = wage2)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -1.98069 -0.21996  0.00707  0.24288  1.22822 
## 
## Coefficients:
##              Estimate Std. Error t value Pr(>|t|)    
## (Intercept)  5.395497   0.113225  47.653  < 2e-16 ***
## educ         0.065431   0.006250  10.468  < 2e-16 ***
## exper        0.014043   0.003185   4.409 1.16e-05 ***
## tenure       0.011747   0.002453   4.789 1.95e-06 ***
## married      0.199417   0.039050   5.107 3.98e-07 ***
## black       -0.188350   0.037667  -5.000 6.84e-07 ***
## south       -0.090904   0.026249  -3.463 0.000558 ***
## urban        0.183912   0.026958   6.822 1.62e-11 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.3655 on 927 degrees of freedom
## Multiple R-squared:  0.2526, Adjusted R-squared:  0.2469 
## F-statistic: 44.75 on 7 and 927 DF,  p-value: < 2.2e-16
# Allow wages to differ across four groups
model_groups <- lm(log(wage) ~ educ + exper + tenure + married * black + south + urban, data = wage2)

# Extract estimated wage differential between married blacks and married nonblacks
married_black_diff <- coef(model_groups)["marriedTRUE:blackTRUE"]

# Print the result
married_black_diff
## <NA> 
##   NA
#Chapter 8

#1
#Which of the following are consequences of heteroskedasticity?
# (i) The OLS estimators, b^ j, are inconsistent.
# (ii) The usual F statistic no longer has an F distribution.
# (iii) The OLS estimators are no longer BLUE.
# All three statements are consequences of heteroskedasticity. It is important to detect and address heteroskedasticity to obtain valid and efficient inference in regression analysis. Common remedies include using heteroskedasticity-robust standard errors or transforming the data to stabilize the variance.

#5
# (i) Comparison of usual and robust standard errors
# Assuming the provided standard errors are listed in parentheses (usual) and brackets (robust)
# Check the differences in standard errors using the model output

# (ii) Impact of education on estimated probability of smoking
# Calculate the change in estimated probability when education increases by four years
change_education <- -0.029 * 4  # Assuming 'educ' coefficient as -0.029

# (iii) Impact of age on probability of smoking
# Calculate the age at which another year decreases the probability of smoking
age_effect <- 0.020 / (2 * 0.00026)  # Coefficient of 'age' / (2 * coefficient of 'age²')

# (iv) Interpretation of the 'restaurn' coefficient
# The coefficient on 'restaurn' represents the change in the probability of smoking for someone residing in a state with restaurant smoking restrictions compared to someone in a state without restrictions, holding other variables constant.

# (v) Predicted probability of smoking for person number 206
# Define the characteristics of person number 206
cigpric_206 <- 67.44
income_206 <- 6500
educ_206 <- 16
age_206 <- 77
restaurn_206 <- 0
white_206 <- 0

# Calculate the predicted probability of smoking for person number 206 using the provided model coefficients
predicted_smoking_206 <- 0.656 - 0.069 * log(cigpric_206) + 0.012 * log(income_206) - 0.029 * educ_206 + 0.020 * age_206 - 0.00026 * age_206^2 - 0.101 * restaurn_206 - 0.026 * white_206

# Display the results
cat("Change in estimated probability for a 4-year increase in education:", change_education, "\n")
## Change in estimated probability for a 4-year increase in education: -0.116
cat("Age at which another year reduces probability of smoking:", age_effect, "\n")
## Age at which another year reduces probability of smoking: 38.46154
cat("Predicted probability of smoking for person 206:", predicted_smoking_206, "\n")
## Predicted probability of smoking for person 206: 0.005239246
#C4
# Load necessary libraries
library(wooldridge)
library(lmtest)
## Loading required package: zoo
## 
## Attaching package: 'zoo'
## The following objects are masked from 'package:base':
## 
##     as.Date, as.Date.numeric
library(sandwich)

# Load the dataset
data.frame("vote1")
##   X.vote1.
## 1    vote1
# (i) Estimate a model and obtain OLS residuals
model_voteA <- lm(voteA ~ prtystrA + democA + log(expendA) + log(expendB), data = vote1)
residuals_voteA <- resid(model_voteA)

# Regress residuals on independent variables
residuals_model <- lm(residuals_voteA ~ prtystrA + democA + log(expendA) + log(expendB), data = vote1)

# Obtain summary to explain R-squared = 0
summary(residuals_model)
## 
## Call:
## lm(formula = residuals_voteA ~ prtystrA + democA + log(expendA) + 
##     log(expendB), data = vote1)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -18.576  -4.864  -1.146   4.903  24.566 
## 
## Coefficients:
##                Estimate Std. Error t value Pr(>|t|)
## (Intercept)   6.029e-15  4.736e+00       0        1
## prtystrA      3.001e-17  7.129e-02       0        1
## democA       -2.151e-15  1.407e+00       0        1
## log(expendA)  7.193e-17  3.918e-01       0        1
## log(expendB) -1.305e-15  3.975e-01       0        1
## 
## Residual standard error: 7.573 on 168 degrees of freedom
## Multiple R-squared:  8.097e-32,  Adjusted R-squared:  -0.02381 
## F-statistic: 3.401e-30 on 4 and 168 DF,  p-value: 1
# (ii) Compute Breusch-Pagan test for heteroskedasticity (F statistic version)
bptest_model <- lm(residuals_voteA^2 ~ prtystrA + democA + log(expendA) + log(expendB), data = vote1)
summary(bptest_model)
## 
## Call:
## lm(formula = residuals_voteA^2 ~ prtystrA + democA + log(expendA) + 
##     log(expendB), data = vote1)
## 
## Residuals:
##    Min     1Q Median     3Q    Max 
## -94.88 -46.16 -23.51  15.84 508.32 
## 
## Coefficients:
##              Estimate Std. Error t value Pr(>|t|)  
## (Intercept)  113.9635    50.8150   2.243   0.0262 *
## prtystrA      -0.2993     0.7649  -0.391   0.6961  
## democA        15.6192    15.0912   1.035   0.3022  
## log(expendA) -10.3057     4.2040  -2.451   0.0153 *
## log(expendB)  -0.0514     4.2645  -0.012   0.9904  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 81.25 on 168 degrees of freedom
## Multiple R-squared:  0.05256,    Adjusted R-squared:   0.03 
## F-statistic:  2.33 on 4 and 168 DF,  p-value: 0.05806
# (iii) Compute White test for heteroskedasticity (F statistic form)
bptest(model_voteA, studentize = FALSE)
## 
##  Breusch-Pagan test
## 
## data:  model_voteA
## BP = 9.9195, df = 4, p-value = 0.04181
#C13
library(sandwich)
library(lmtest)

# Assuming 'children', 'age', 'age_squared', 'educ', 'electric', 'urban' are columns in the dataset
model <- lm(children ~ age + I(age^2) + educ + electric + urban, data = fertil2)

# Calculate robust standard errors
robust_se <- sqrt(diag(vcovHC(model)))

# Combine non-robust and robust standard errors
summary_with_robust_se <- cbind(coef(model), "Robust SE" = robust_se)
summary(model)
## 
## Call:
## lm(formula = children ~ age + I(age^2) + educ + electric + urban, 
##     data = fertil2)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -5.9012 -0.7136 -0.0039  0.7119  7.4318 
## 
## Coefficients:
##               Estimate Std. Error t value Pr(>|t|)    
## (Intercept) -4.2225162  0.2401888 -17.580  < 2e-16 ***
## age          0.3409255  0.0165082  20.652  < 2e-16 ***
## I(age^2)    -0.0027412  0.0002718 -10.086  < 2e-16 ***
## educ        -0.0752323  0.0062966 -11.948  < 2e-16 ***
## electric    -0.3100404  0.0690045  -4.493 7.20e-06 ***
## urban       -0.2000339  0.0465062  -4.301 1.74e-05 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 1.452 on 4352 degrees of freedom
##   (3 observations deleted due to missingness)
## Multiple R-squared:  0.5734, Adjusted R-squared:  0.5729 
## F-statistic:  1170 on 5 and 4352 DF,  p-value: < 2.2e-16
print(summary_with_robust_se)
##                             Robust SE
## (Intercept) -4.222516228 0.2443961935
## age          0.340925520 0.0192199445
## I(age^2)    -0.002741209 0.0003513959
## educ        -0.075232323 0.0063159137
## electric    -0.310040409 0.0640737262
## urban       -0.200033857 0.0455162364
# Assuming 'relig1', 'relig2', and 'relig3' are the religious dummy variables in the dataset
joint_test <- coeftest(model, vcov = vcovHC)
print(joint_test[, "Pr(>|t|)"])
##  (Intercept)          age     I(age^2)         educ     electric        urban 
## 9.635281e-65 5.015759e-68 7.640643e-15 3.247461e-32 1.351408e-06 1.135260e-05
# Obtain fitted values and residuals
fitted_values <- fitted(model)
residuals <- resid(model)

# Regression of residuals on fitted values
hetero_test <- lm(residuals^2 ~ fitted_values)
summary(hetero_test)
## 
## Call:
## lm(formula = residuals^2 ~ fitted_values)
## 
## Residuals:
##    Min     1Q Median     3Q    Max 
## -6.336 -1.897 -0.321  0.682 49.275 
## 
## Coefficients:
##               Estimate Std. Error t value Pr(>|t|)    
## (Intercept)   -0.54042    0.09451  -5.718 1.15e-08 ***
## fitted_values  1.16693    0.03347  34.863  < 2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 3.717 on 4356 degrees of freedom
## Multiple R-squared:  0.2182, Adjusted R-squared:  0.218 
## F-statistic:  1215 on 1 and 4356 DF,  p-value: < 2.2e-16
#Chapter 9
# 1.) Problem 11 in Chapter 4:
data.frame(ceosal2)
##     salary age college grad comten ceoten sales profits mktval  lsalary
## 1     1161  49       1    1      9      2  6200     966  23200 7.057037
## 2      600  43       1    1     10     10   283      48   1100 6.396930
## 3      379  51       1    1      9      3   169      40   1100 5.937536
## 4      651  55       1    0     22     22  1100     -54   1000 6.478509
## 5      497  44       1    1      8      6   351      28    387 6.208590
## 6     1067  64       1    1      7      7 19000     614   3900 6.972606
## 7      945  59       1    0     35     10   536      24    623 6.851185
## 8     1261  63       1    1     32      8  4800     191   2100 7.139660
## 9      503  47       1    1      4      4   610       7    454 6.220590
## 10    1094  64       1    1     39      5  2900     230   3900 6.997596
## 11     601  54       1    1     26      7  1200      34    533 6.398595
## 12     355  66       1    0     39      8   560       8    477 5.872118
## 13    1200  72       1    0     37     37   796      35    678 7.090077
## 14     697  51       1    0     25      1  8200     234   5700 6.546785
## 15    1041  63       1    1     21     11  4300      91   1400 6.947937
## 16     245  44       1    1      7      7   135      24    558 5.501258
## 17     817  68       1    0     38      4  1300      55    847 6.705639
## 18    1675  71       0    0     31     12   674     115   1200 7.423568
## 19     971  72       1    1     33     24  1400      69    609 6.878326
## 20     609  58       1    0     36      1  1100      69    880 6.411819
## 21     470  60       1    1     20      6  2300     210   2200 6.152733
## 22     867  59       1    0     36     14   884      81   1500 6.765039
## 23     752  54       1    0     32      4  1600     193   3200 6.622736
## 24     246  51       1    0      8      8    78      13    458 5.505332
## 25     825  56       1    1      4      4 10700     295   5900 6.715384
## 26     358  50       1    1     23      4    99      25   2300 5.880533
## 27    1162  58       1    0     24      6  3800     226   1800 7.057898
## 28     270  43       1    0     15      2   150      28    713 5.598422
## 29     829  56       1    0     14      8  2200     184   1500 6.720220
## 30     300  77       0    0     45     26  6900     483   4700 5.703783
## 31    1627  62       1    1     13      4  8300     596   9100 7.394493
## 32    1237  63       1    1     37      9  4600     108   6200 7.120444
## 33     540  61       1    1     37      1  5200     549   5600 6.291569
## 34    1798  66       1    1     21     14 24300     338  12500 7.494430
## 35     474  40       1    0     18      1  2700     117   2000 6.161207
## 36    1336  60       1    1     21     13  4500     562   4300 7.197435
## 37     541  51       1    0     30      4  1400      82   1200 6.293419
## 38     129  66       1    1      4      4    59      28    412 4.859812
## 39    1700  54       1    1     21      5  6800    1200  20400 7.438384
## 40    1750  66       1    1     31     24 16200    1400  17900 7.467371
## 41     624  61       1    1     21     13  1100     109    934 6.436151
## 42     791  66       1    0     14      8  2300     -60    487 6.673298
## 43    1487  51       1    0      3      3 22200     182   2800 7.304516
## 44    2021  56       1    0     34      3 51300    2700  42900 7.611348
## 45    1550  47       1    1     19      3  1100     120   4900 7.346010
## 46     401  64       1    0     44      8   571      57    670 5.993961
## 47    1295  62       1    0      8      8 10700    1300  16400 7.166266
## 48     449  56       1    0     31      1   661      37    538 6.107023
## 49     456  56       1    1      9      3   381      34   6700 6.122493
## 50    1142  53       1    1     30      1 28000    1900  26300 7.040536
## 51     577  64       1    0     26      2  3000     287   5700 6.357842
## 52     600  56       1    1     18      7 11700     -40   4000 6.396930
## 53     649  44       1    1      4      4   336      17    475 6.475433
## 54     822  60       1    0     22     20   896      77    752 6.711740
## 55    1080  52       1    0     18      5   388      55   1600 6.984716
## 56    1738  54       0    0     34     12 10700     842  15400 7.460490
## 57     581  54       1    0     19     19   408      23    403 6.364751
## 58     912  54       1    0      9      9  2600     239   2400 6.815640
## 59     650  69       1    0     37     13   261      40    817 6.476973
## 60    2199  52       1    1      8      8  5600     475   6300 7.695758
## 61     609  53       1    1     15     15   567      34    498 6.411819
## 62    1946  73       1    0     25     21  7800     484   8000 7.573531
## 63     552  52       1    0     30      1  2800     308   3500 6.313548
## 64     481  59       1    1     26      4   611      90    667 6.175867
## 65     526  45       1    0      8      7  2400     106   2000 6.265301
## 66     471  60       1    0      3      2   160       7    425 6.154858
## 67     630  56       1    0     29      1  1700     -55    420 6.445720
## 68     622  57       1    0     35      4  2500     143   1200 6.432940
## 69     999  52       1    0     28     17   159      21    398 6.906755
## 70     585  60       1    1     36     10  1700      33    449 6.371612
## 71    1107  57       1    0     17      6  2200     149   1100 7.009409
## 72    1099  59       1    0     34     10  8600     182   1800 7.002156
## 73     425  86       1    1     13     13    36      11    644 6.052089
## 74    2792  40       1    0     11     11   534      35    888 7.934514
## 75     350  54       1    0     31      4  1000      46    812 5.857933
## 76     363  58       1    1     36      6   717      80    880 5.894403
## 77    2265  63       1    1     35      6 18000    1700  18800 7.725330
## 78     377  45       1    0      7      5   238      57   1200 5.932245
## 79     879  63       1    1     21      9  1700     212   4900 6.778785
## 80     720  49       1    0     12     12   672      23   1400 6.579251
## 81     950  63       1    0     27     14  2600       6   1500 6.856462
## 82    1143  67       0    0     23      3  1800      56    918 7.041412
## 83    1064  58       1    0     27      3  3500     195   2600 6.969790
## 84    1253  60       1    1     36      5  2600     142   3700 7.133296
## 85     462  58       1    1     23      0  1400      50    769 6.135565
## 86     174  69       1    0     13     13    29       6    390 5.159055
## 87     474  63       1    0     41      4  2200     175   2600 6.161207
## 88    1248  48       1    1     21      7  3500     423   7300 7.129298
## 89    1101  62       1    1     32      3   954      96   1200 7.003974
## 90     348  43       1    1     12     10   586      79   1400 5.852202
## 91     650  55       1    1     28      5  5700    -438    817 6.476973
## 92     875  58       1    1     32     10  5300     308   2200 6.774224
## 93    1600  61       1    0      4      1 12300     877   9400 7.377759
## 94    1500  55       1    1     30      4  7900     665   4800 7.313221
## 95     323  39       1    1     15      3   637      63    517 5.777652
## 96     459  59       1    0     33      3   785      40   1400 6.129050
## 97     925  56       1    1     26     12  3300      67   2200 6.829794
## 98     375  46       1    1      4      4   599      20    501 5.926926
## 99     447  53       1    0      4      1   143      16    527 6.102559
## 100   1340  55       1    0     13     10  1400     131   2900 7.200425
## 101   1749  57       1    1     26     11  8100      40  10000 7.466799
## 102    491  43       1    1     21      2   561      54    521 6.196444
## 103   5299  64       1    0     42     13  2400     119   1500 8.575274
## 104    431  58       1    1     33      3   815      36    550 6.066108
## 105    729  50       1    1     15      3  2000     182   2600 6.591674
## 106   1284  54       1    1     32      3 12300    1300  19600 7.157735
## 107   1373  57       1    0     36      8 14300    1600  23600 7.224753
## 108    989  40       1    0     18      5   439      30    582 6.896694
## 109    515  52       1    1     27      1  1100      51    889 6.244167
## 110   1301  50       1    1     19     15  1800     130   1600 7.170888
## 111    834  58       1    0     35      1  4400      63    890 6.726233
## 112    849  46       1    1     24     24   538      36    473 6.744059
## 113    100  61       1    1     26     26  2700     394  10100 4.605170
## 114    679  62       1    0     40      6  4900    -463   1400 6.520621
## 115    567  56       1    0     31     10   597      65   1700 6.340359
## 116    559  54       1    0     22      2  2100      13    686 6.326149
## 117    704  52       1    1      6      6    50       8    903 6.556778
## 118    308  45       1    1     14     14   210      39   1900 5.730100
## 119   1392  48       1    1      6      6  4800      51   1100 7.238497
## 120    389  55       1    0     29      4   478      38    420 5.963579
## 121    790  69       1    0     45     37  1200     140   3200 6.672033
## 122    396  80       1    0     58     28   513      53    963 5.981414
## 123    398  54       1    0      4      4   633      69   1800 5.986452
## 124    707  46       1    1      6      1   130      26   1200 6.561031
## 125    984  60       1    0      7      4  1500     135   1700 6.891626
## 126    410  55       1    0     36     20   501      34    590 6.016157
## 127   1095  60       1    1     33      5 27600    1400  17100 6.998509
## 128    694  61       1    1     35     19  4200      75   1000 6.542472
## 129    834  61       1    1     32      0  7600     364   5300 6.726233
## 130   1630  39       1    1      8      8   227      27    822 7.396335
## 131    493  55       1    1      4      1  1300      80    834 6.200509
## 132    625  57       0    0     36      9  1400      87    979 6.437752
## 133    483  52       1    1     18     14  1000      35    548 6.180017
## 134    733  60       1    0      8      8   347      18    778 6.597146
## 135   2102  67       1    1     41     20 10300    1700  45400 7.650645
## 136    853  58       1    0     34     34   818      33    411 6.748760
## 137    345  54       1    1     33      0   994      56    781 5.843544
## 138    800  57       1    1     12      9  1800      32    479 6.684612
## 139    764  55       1    1     31     16  1100     145   2100 6.638568
## 140    806  59       1    1      3      3  3000     257   3900 6.692084
## 141    310  40       1    0     18      1  2400      60   1300 5.736572
## 142   1119  61       1    0     34      9  2500      71   1200 7.020191
## 143   1287  59       1    1      4      3  4700     222   2700 7.160069
## 144   1170  57       1    1      9      3  1900     208   5600 7.064759
## 145    880  62       1    0     36     12  5300     229   4000 6.779922
## 146   1091  33       1    0      9      9   181      36   1300 6.994850
## 147   1100  65       1    0     18      6   563    -271    544 7.003066
## 148    650  53       1    1      5      4  1482      40    557 6.476973
## 149    607  38       1    1      7      3   231      38    599 6.408529
## 150   1133  63       1    0      9      9   870      37    686 7.032624
## 151    393  58       1    1     36      6   285      40    956 5.973810
## 152    605  53       1    0     16      4   422      30    505 6.405229
## 153   1444  59       1    1      2      2  6204     401  10700 7.275172
## 154   1033  62       1    1     30      1  5400     478   7300 6.940222
## 155   1142  50       1    1     11      3  2600     166   2200 7.040536
## 156    537  46       1    1     20     20  1200      17    669 6.285998
## 157    693  42       1    0     17     12  1400     206   3000 6.541030
## 158    439  57       1    1     26     12  2600     280   3800 6.084499
## 159    358  64       1    0     43     11   584      45    423 5.880533
## 160   1276  64       1    0     41     17   635      52   1300 7.151485
## 161    873  41       1    1      2      2   149      21    567 6.771935
## 162    537  57       1    1     35      1 11400     210   4800 6.285998
## 163    713  57       1    1     12      2  1600      55   1300 6.569481
## 164   1350  68       1    1      5      5  3300      92   2100 7.207860
## 165   1268  47       1    0     20      4  1100      47   2500 7.145196
## 166    465  64       1    1     31      3  2400     326   2400 6.142037
## 167    693  46       1    1      7      3  2200      44    533 6.541030
## 168    369  49       1    1      4      1    65    -132   1200 5.910797
## 169    381  54       1    0     30      2  2700     386   4500 5.942800
## 170    467  49       1    1     13      0   513      49    534 6.146329
## 171    559  57       1    1     34     16   605      56    653 6.326149
## 172    218  57       1    1     33      5   504      41    421 5.384495
## 173    264  63       1    0     42      3   334      43    480 5.575949
## 174    185  58       1    0     39      1   766      49    560 5.220356
## 175    387  71       1    1     32     13   432      28    477 5.958425
## 176   2220  63       1    1     18     18   277     -80    540 7.705263
## 177    445  69       1    0     23      0   249      31    828 6.098074
##        lsales   lmktval comtensq ceotensq     profmarg
## 1    8.732305 10.051908       81        4   15.5806456
## 2    5.645447  7.003066      100      100   16.9611301
## 3    5.129899  7.003066       81        9   23.6686382
## 4    7.003066  6.907755      484      484   -4.9090910
## 5    5.860786  5.958425       64       36    7.9772081
## 6    9.852194  8.268732       49       49    3.2315791
## 7    6.284134  6.434546     1225      100    4.4776120
## 8    8.476371  7.649693     1024       64    3.9791667
## 9    6.413459  6.118097       16       16    1.1475409
## 10   7.972466  8.268732     1521       25    7.9310346
## 11   7.090077  6.278522      676       49    2.8333333
## 12   6.327937  6.167517     1521       64    1.4285715
## 13   6.679599  6.519147     1369     1369    4.3969851
## 14   9.011889  8.648221      625        1    2.8536584
## 15   8.366370  7.244227      441      121    2.1162791
## 16   4.905275  6.324359       49       49   17.7777786
## 17   7.170120  6.741701     1444       16    4.2307692
## 18   6.513230  7.090077      961      144   17.0623150
## 19   7.244227  6.411819     1089      576    4.9285712
## 20   7.003066  6.779922     1296        1    6.2727275
## 21   7.740664  7.696213      400       36    9.1304350
## 22   6.784457  7.313221     1296      196    9.1628962
## 23   7.377759  8.070906     1024       16   12.0625000
## 24   4.356709  6.126869       64       64   16.6666660
## 25   9.277999  8.682708       16       16    2.7570093
## 26   4.595120  7.740664      529       16   25.2525253
## 27   8.242756  7.495542      576       36    5.9473686
## 28   5.010635  6.569481      225        4   18.6666660
## 29   7.696213  7.313221      196       64    8.3636360
## 30   8.839276  8.455317     2025      676    7.0000000
## 31   9.024011  9.116030      169       16    7.1807227
## 32   8.433811  8.732305     1369       81    2.3478260
## 33   8.556414  8.630522     1369        1   10.5576925
## 34  10.098231  9.433484      441      196    1.3909465
## 35   7.901007  7.600903      324        1    4.3333335
## 36   8.411833  8.366370      441      169   12.4888887
## 37   7.244227  7.090077      900       16    5.8571429
## 38   4.077538  6.021023       16       16   47.4576263
## 39   8.824677  9.923290      441       25   17.6470585
## 40   9.692766  9.792556      961      576    8.6419754
## 41   7.003066  6.839477      441      169    9.9090910
## 42   7.740664  6.188264      196       64   -2.6086957
## 43  10.007848  7.937375        9        9    0.8198198
## 44  10.845446 10.666627     1156        9    5.2631578
## 45   7.003066  8.496990      361        9   10.9090910
## 46   6.347389  6.507277     1936       64    9.9824867
## 47   9.277999  9.705036       64       64   12.1495323
## 48   6.493754  6.287858      961        1    5.5975795
## 49   5.942800  8.809863       81        9    8.9238844
## 50  10.239960 10.177324      900        1    6.7857141
## 51   8.006368  8.648221      676        4    9.5666666
## 52   9.367344  8.294049      324       49   -0.3418804
## 53   5.817111  6.163315       16       16    5.0595236
## 54   6.797940  6.622736      484      400    8.5937500
## 55   5.961005  7.377759      324       25   14.1752577
## 56   9.277999  9.642123     1156      144    7.8691587
## 57   6.011267  5.998937      361      361    5.6372547
## 58   7.863267  7.783224       81       81    9.1923075
## 59   5.564520  6.705639     1369      169   15.3256702
## 60   8.630522  8.748305       64       64    8.4821424
## 61   6.340359  6.210600      225      225    5.9964728
## 62   8.961879  8.987197      625      441    6.2051282
## 63   7.937375  8.160519      900        1   11.0000000
## 64   6.415097  6.502790      676       16   14.7299509
## 65   7.783224  7.600903       64       49    4.4166665
## 66   5.075174  6.052089        9        4    4.3750000
## 67   7.438384  6.040255      841        1   -3.2352941
## 68   7.824046  7.090077     1225       16    5.7199998
## 69   5.068904  5.986452      784      289   13.2075472
## 70   7.438384  6.107023     1296      100    1.9411764
## 71   7.696213  7.003066      289       36    6.7727275
## 72   9.059518  7.495542     1156      100    2.1162791
## 73   3.583519  6.467699      169      169   30.5555553
## 74   6.280396  6.788972      121      121    6.5543070
## 75   6.907755  6.699501      961       16    4.5999999
## 76   6.575076  6.779922     1296       36   11.1576014
## 77   9.798127  9.841612     1225       36    9.4444447
## 78   5.472270  7.090077       49       25   23.9495792
## 79   7.438384  8.496990      441       81   12.4705887
## 80   6.510258  7.244227      144      144    3.4226191
## 81   7.863267  7.313221      729      196    0.2307692
## 82   7.495542  6.822197      529        9    3.1111112
## 83   8.160519  7.863267      729        9    5.5714288
## 84   7.863267  8.216088     1296       25    5.4615383
## 85   7.244227  6.645091      529        0    3.5714285
## 86   3.367296  5.966147      169      169   20.6896553
## 87   7.696213  7.863267     1681       16    7.9545455
## 88   8.160519  8.895630      441       49   12.0857143
## 89   6.860664  7.090077     1024        9   10.0628929
## 90   6.373320  7.244227      144      100   13.4812288
## 91   8.648221  6.705639      784       25   -7.6842103
## 92   8.575462  7.696213     1024      100    5.8113208
## 93   9.417355  9.148465       16        1    7.1300812
## 94   8.974618  8.476371      900       16    8.4177217
## 95   6.456769  6.248043      225        9    9.8901100
## 96   6.665684  7.244227     1089        9    5.0955415
## 97   8.101678  7.696213      676      144    2.0303030
## 98   6.395262  6.216606       16       16    3.3388982
## 99   4.962845  6.267200       16        1   11.1888113
## 100  7.244227  7.972466      169      100    9.3571424
## 101  8.999619  9.210340      676      121    0.4938272
## 102  6.329721  6.255750      441        4    9.6256685
## 103  7.783224  7.313221     1764      169    4.9583335
## 104  6.703188  6.309918     1089        9    4.4171777
## 105  7.600903  7.863267      225        9    9.1000004
## 106  9.417355  9.883285     1024        9   10.5691061
## 107  9.568015 10.069002     1296       64   11.1888113
## 108  6.084499  6.366470      324       25    6.8337131
## 109  7.003066  6.790097      729        1    4.6363635
## 110  7.495542  7.377759      361      225    7.2222223
## 111  8.389359  6.791222     1225        1    1.4318181
## 112  6.287858  6.159095      576      576    6.6914496
## 113  7.901007  9.220291      676      676   14.5925922
## 114  8.496990  7.244227     1600       36   -9.4489794
## 115  6.391917  7.438384      961      100   10.8877726
## 116  7.649693  6.530878      484        4    0.6190476
## 117  3.912023  6.805723       36       36   16.0000000
## 118  5.347107  7.549609      196      196   18.5714283
## 119  8.476371  7.003066       36       36    1.0625000
## 120  6.169611  6.040255      841       16    7.9497910
## 121  7.090077  8.070906     2025     1369   11.6666670
## 122  6.240276  6.870053     3364      784   10.3313837
## 123  6.450470  7.495542       16       16   10.9004736
## 124  4.867535  7.090077       36        1   20.0000000
## 125  7.313221  7.438384       49       16    9.0000000
## 126  6.216606  6.380123     1296      400    6.7864270
## 127 10.225571  9.746834     1089       25    5.0724640
## 128  8.342840  6.907755     1225      361    1.7857143
## 129  8.935904  8.575462     1024        0    4.7894735
## 130  5.424950  6.711740       64       64   11.8942728
## 131  7.170120  6.726233       16        1    6.1538463
## 132  7.244227  6.886532     1296       81    6.2142859
## 133  6.907755  6.306275      324      196    3.5000000
## 134  5.849325  6.656726       64       64    5.1873198
## 135  9.239900 10.723268     1681      400   16.5048542
## 136  6.706862  6.018593     1156     1156    4.0342298
## 137  6.901737  6.660575     1089        0    5.6338029
## 138  7.495542  6.171700      144       81    1.7777778
## 139  7.003066  7.649693      961      256   13.1818180
## 140  8.006368  8.268732        9        9    8.5666666
## 141  7.783224  7.170120      324        1    2.5000000
## 142  7.824046  7.090077     1156       81    2.8399999
## 143  8.455317  7.901007       16        9    4.7234044
## 144  7.549609  8.630522       81        9   10.9473686
## 145  8.575462  8.294049     1296      144    4.3207545
## 146  5.198497  7.170120       81       81   19.8895035
## 147  6.333280  6.298949      324       36  -48.1349907
## 148  7.301148  6.322565       25       16    2.6990554
## 149  5.442418  6.395262       49        9   16.4502163
## 150  6.768493  6.530878       81       81    4.2528734
## 151  5.652489  6.862758     1296       36   14.0350876
## 152  6.045005  6.224558      256       16    7.1090050
## 153  8.732949  9.277999        4        4    6.4635720
## 154  8.594154  8.895630      900        1    8.8518515
## 155  7.863267  7.696213      121        9    6.3846154
## 156  7.090077  6.505784      400      400    1.4166666
## 157  7.244227  8.006368      289      144   14.7142859
## 158  7.863267  8.242756      676      144   10.7692308
## 159  6.369901  6.047372     1849      121    7.7054796
## 160  6.453625  7.170120     1681      289    8.1889763
## 161  5.003946  6.340359        4        4   14.0939598
## 162  9.341369  8.476371     1225        1    1.8421053
## 163  7.377759  7.170120      144        4    3.4375000
## 164  8.101678  7.649693       25       25    2.7878788
## 165  7.003066  7.824046      400       16    4.2727275
## 166  7.783224  7.783224      961        9   13.5833330
## 167  7.696213  6.278522       49        9    2.0000000
## 168  4.174387  7.090077       16        1 -203.0769196
## 169  7.901007  8.411833      900        4   14.2962961
## 170  6.240276  6.280396      169        0    9.5516567
## 171  6.405229  6.481577     1156      256    9.2561979
## 172  6.222576  6.042633     1089       25    8.1349211
## 173  5.811141  6.173786     1764        9   12.8742514
## 174  6.641182  6.327937     1521        1    6.3968668
## 175  6.068426  6.167517     1024      169    6.4814816
## 176  5.624018  6.291569      324      324  -28.8808670
## 177  5.517453  6.719013      529        0   12.4497995
# Original model
original_model <- lm(log(salary) ~ log(sales) + log(mktval) + profmarg + ceoten + comten, data = ceosal2)
original_r_squared <- summary(original_model)$r.squared  # R-squared for the original model

# Model with additional variables
model_with_additional <- lm(log(salary) ~ log(sales) + log(mktval) + profmarg + ceoten + comten + ceoten^2 + comten^2, data = ceosal2)
additional_r_squared <- summary(model_with_additional)$r.squared  # R-squared for the model with additional variables

# Check for change in R-squared to assess functional form misspecification
change_in_r_squared <- additional_r_squared - original_r_squared
if (change_in_r_squared > 0) {
  cat("The addition of ceoten² and comten² slightly improved R-squared, indicating a slight improvement in model fit.\n")
} else {
  cat("The change in R-squared suggests no significant improvement in model fit with the added variables.\n")
}
## The change in R-squared suggests no significant improvement in model fit with the added variables.
# 5.) Example 4.4:
# Load the 'wooldridge' package
library(wooldridge)

# Load the 'campus' dataset
data.frame("campus")
##   X.campus.
## 1    campus
# Given estimated coefficients and standard errors
b0 <- -6.63
se_b0 <- 1.03
b1 <- 1.27
se_b1 <- 0.11
n <- nrow(campus)

# Extracting estimated coefficients from the dataset (if they're not provided)
# b0 <- coef(model)[1]  # Replace 'model' with the linear regression model of log(crime) ~ log(enroll)
# se_b0 <- sqrt(diag(vcov(model)))[1]  # Standard error of b0
# b1 <- coef(model)[2]  # Replace 'model' with the linear regression model of log(crime) ~ log(enroll)
# se_b1 <- sqrt(diag(vcov(model)))[2]  # Standard error of b1

# Calculate t-statistic
t_stat <- (b1 - 1) / se_b1

# Degrees of freedom
df <- n - 2

# Calculate critical value at alpha = 0.05
critical_value <- qt(0.95, df)

# Perform the test
if (t_stat > critical_value) {
  cat("Reject the null hypothesis H0: B1 = 1 in favor of H1: B1 > 1 at the 5% level.\n")
} else {
  cat("Fail to reject the null hypothesis H0: B1 = 1 at the 5% level.\n")
}
## Reject the null hypothesis H0: B1 = 1 in favor of H1: B1 > 1 at the 5% level.
cat("The concept of exogenous sample selection refers to the process where the selection of data points is unrelated to the variables under study. In the context of Example 4.4, the absence of reporting campus crimes by many schools in 1992 could potentially be considered as exogenous sample selection under certain circumstances.\n\n")
## The concept of exogenous sample selection refers to the process where the selection of data points is unrelated to the variables under study. In the context of Example 4.4, the absence of reporting campus crimes by many schools in 1992 could potentially be considered as exogenous sample selection under certain circumstances.
cat("However, whether the failure to report crimes can be viewed as exogenous depends on the reasons behind the non-reporting. If the non-reporting is influenced by factors unrelated to the actual occurrence of crimes on campuses, it could be deemed exogenous. For instance:\n\n")
## However, whether the failure to report crimes can be viewed as exogenous depends on the reasons behind the non-reporting. If the non-reporting is influenced by factors unrelated to the actual occurrence of crimes on campuses, it could be deemed exogenous. For instance:
cat("1. Administrative or Reporting Policies: If colleges didn't report crimes due to administrative or policy reasons, such as lacking standardized reporting systems or confusion about reporting requirements, it might be considered exogenous.\n\n")
## 1. Administrative or Reporting Policies: If colleges didn't report crimes due to administrative or policy reasons, such as lacking standardized reporting systems or confusion about reporting requirements, it might be considered exogenous.
cat("2. Fear of Reputation Damage: Schools might avoid reporting crimes to maintain a positive public image or avoid negative publicity. If this motivation doesn’t correlate with the actual crime rates, it could be seen as exogenous.\n\n")
## 2. Fear of Reputation Damage: Schools might avoid reporting crimes to maintain a positive public image or avoid negative publicity. If this motivation doesn’t correlate with the actual crime rates, it could be seen as exogenous.
cat("However, if non-reporting is correlated with the underlying crime rates (e.g., schools with higher crime rates intentionally not reporting), it may not be considered exogenous. For instance, if higher-crime schools purposefully avoid reporting, this correlation could bias the analysis.\n\n")
## However, if non-reporting is correlated with the underlying crime rates (e.g., schools with higher crime rates intentionally not reporting), it may not be considered exogenous. For instance, if higher-crime schools purposefully avoid reporting, this correlation could bias the analysis.
cat("In summary, whether the failure to report crimes constitutes exogenous sample selection depends on the underlying reasons for non-reporting. If the decision not to report is independent of the actual crime occurrences, it might be viewed as exogenous. Otherwise, it could introduce bias and affect the interpretation of the analysis.\n")
## In summary, whether the failure to report crimes constitutes exogenous sample selection depends on the underlying reasons for non-reporting. If the decision not to report is independent of the actual crime occurrences, it might be viewed as exogenous. Otherwise, it could introduce bias and affect the interpretation of the analysis.
#C4

# Load the 'wooldridge' package
library(wooldridge)

# Load the 'infmrt' dataset
data.frame("infmrt")
##   X.infmrt.
## 1    infmrt
# Filter the dataset for the year 1990
infmrt_1990 <- subset(infmrt, year == 1990)

# Re-estimate equation 9.43 including a dummy variable for the observation on the District of Columbia (DC)
model_with_dummy <- lm(infmort ~ log(pcinc) + log(physic) + log(popul) + DC, data = infmrt_1990)

# Print the summary of the model
summary(model_with_dummy)
## 
## Call:
## lm(formula = infmort ~ log(pcinc) + log(physic) + log(popul) + 
##     DC, data = infmrt_1990)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -2.4964 -0.8076  0.0000  0.9358  2.6077 
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)    
## (Intercept)  23.9548    12.4195   1.929  0.05994 .  
## log(pcinc)   -0.5669     1.6412  -0.345  0.73135    
## log(physic)  -2.7418     1.1908  -2.303  0.02588 *  
## log(popul)    0.6292     0.1911   3.293  0.00191 ** 
## DC           16.0350     1.7692   9.064 8.43e-12 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 1.246 on 46 degrees of freedom
## Multiple R-squared:  0.691,  Adjusted R-squared:  0.6641 
## F-statistic: 25.71 on 4 and 46 DF,  p-value: 3.146e-11
#Chapter 10
# Load required libraries
library(wooldridge)

# Load the intdef dataset
data.frame(intdef)
##    year    i3  inf  rec  out        def  i3_1 inf_1      def_1         ci3
## 1  1948  1.04  8.1 16.2 11.6 -4.6000004    NA    NA         NA          NA
## 2  1949  1.10 -1.2 14.5 14.3 -0.1999998  1.04   8.1 -4.6000004  0.06000006
## 3  1950  1.22  1.3 14.4 15.6  1.2000008  1.10  -1.2 -0.1999998  0.12000000
## 4  1951  1.55  7.9 16.1 14.2 -1.9000006  1.22   1.3  1.2000008  0.32999992
## 5  1952  1.77  1.9 19.0 19.4  0.3999996  1.55   7.9 -1.9000006  0.22000003
## 6  1953  1.93  0.8 18.7 20.4  1.6999989  1.77   1.9  0.3999996  0.15999997
## 7  1954  0.95  0.7 18.5 18.8  0.2999992  1.93   0.8  1.6999989 -0.97999996
## 8  1955  1.75 -0.4 16.5 17.3  0.7999992  0.95   0.7  0.2999992  0.80000001
## 9  1956  2.66  1.5 17.5 16.5 -1.0000000  1.75  -0.4  0.7999992  0.91000009
## 10 1957  3.27  3.3 17.7 17.0 -0.7000008  2.66   1.5 -1.0000000  0.60999990
## 11 1958  1.84  2.8 17.3 17.9  0.6000004  3.27   3.3 -0.7000008 -1.42999995
## 12 1959  3.41  0.7 16.2 18.8  2.5999985  1.84   2.8  0.6000004  1.57000005
## 13 1960  2.93  1.7 17.8 17.8  0.0000000  3.41   0.7  2.5999985 -0.48000002
## 14 1961  2.38  1.0 17.8 18.4  0.6000004  2.93   1.7  0.0000000 -0.54999995
## 15 1962  2.78  1.0 17.6 18.8  1.1999989  2.38   1.0  0.6000004  0.39999986
## 16 1963  3.16  1.3 17.8 18.6  0.8000011  2.78   1.0  1.1999989  0.38000011
## 17 1964  3.55  1.3 17.6 18.5  0.8999996  3.16   1.3  0.8000011  0.38999987
## 18 1965  3.95  1.6 17.0 17.2  0.2000008  3.55   1.3  0.8999996  0.40000010
## 19 1966  4.88  2.9 17.3 17.8  0.5000000  3.95   1.6  0.2000008  0.93000007
## 20 1967  4.32  3.1 18.4 19.4  1.0000000  4.88   2.9  0.5000000 -0.55999994
## 21 1968  5.34  4.2 17.6 20.5  2.8999996  4.32   3.1  1.0000000  1.01999998
## 22 1969  6.68  5.5 19.7 19.4 -0.3000011  5.34   4.2  2.8999996  1.33999968
## 23 1970  6.46  5.7 19.0 19.3  0.2999992  6.68   5.5 -0.3000011 -0.21999979
## 24 1971  4.35  4.4 17.3 19.5  2.2000008  6.46   5.7  0.2999992 -2.11000013
## 25 1972  4.07  3.2 17.6 19.6  2.0000000  4.35   4.4  2.2000008 -0.27999973
## 26 1973  7.04  6.2 17.6 18.7  1.1000004  4.07   3.2  2.0000000  2.96999979
## 27 1974  7.89 11.0 18.3 18.7  0.4000015  7.04   6.2  1.1000004  0.84999990
## 28 1975  5.84  9.1 17.9 21.3  3.3999996  7.89  11.0  0.4000015 -2.04999971
## 29 1976  4.99  5.8 17.1 21.4  4.2999992  5.84   9.1  3.3999996 -0.85000038
## 30 1977  5.27  6.5 18.0 20.7  2.7000008  4.99   5.8  4.2999992  0.28000021
## 31 1978  7.22  7.6 18.0 20.7  2.7000008  5.27   6.5  2.7000008  1.94999981
## 32 1979 10.04 11.3 18.5 20.1  1.6000004  7.22   7.6  2.7000008  2.82000017
## 33 1980 11.51 13.5 19.0 21.7  2.7000008 10.04  11.3  1.6000004  1.47000027
## 34 1981 14.03 10.3 19.6 22.2  2.6000004 11.51  13.5  2.7000008  2.51999950
## 35 1982 10.69  6.2 19.2 23.1  3.8999996 14.03  10.3  2.6000004 -3.34000015
## 36 1983  8.63  3.2 17.4 23.5  6.1000004 10.69   6.2  3.8999996 -2.05999947
## 37 1984  9.58  4.3 17.3 22.1  4.8000011  8.63   3.2  6.1000004  0.94999981
## 38 1985  7.48  3.6 17.7 22.8  5.0999985  9.58   4.3  4.8000011 -2.09999990
## 39 1986  5.98  1.9 17.5 22.5  5.0000000  7.48   3.6  5.0999985 -1.50000000
## 40 1987  5.82  3.6 18.4 21.6  3.2000008  5.98   1.9  5.0000000 -0.15999985
## 41 1988  6.69  4.1 18.1 21.2  3.1000004  5.82   3.6  3.2000008  0.86999989
## 42 1989  8.12  4.8 18.3 21.2  2.9000015  6.69   4.1  3.1000004  1.42999983
## 43 1990  7.51  5.4 18.0 21.8  3.7999992  8.12   4.8  2.9000015 -0.60999966
## 44 1991  5.42  4.2 17.8 22.3  4.5000000  7.51   5.4  3.7999992 -2.09000015
## 45 1992  3.45  3.0 17.5 22.1  4.6000004  5.42   4.2  4.5000000 -1.97000003
## 46 1993  3.02  3.0 17.5 21.4  3.8999996  3.45   3.0  4.6000004 -0.43000007
## 47 1994  4.29  2.6 18.1 21.0  2.8999996  3.02   3.0  3.8999996  1.26999998
## 48 1995  5.51  2.8 18.5 20.7  2.2000008  4.29   2.6  2.8999996  1.22000027
## 49 1996  5.02  3.0 18.9 20.3  1.3999996  5.51   2.8  2.2000008 -0.49000025
## 50 1997  5.07  2.3 19.3 19.6  0.3000011  5.02   3.0  1.3999996  0.05000019
## 51 1998  4.81  1.6 20.0 19.2 -0.7999992  5.07   2.3  0.3000011 -0.26000023
## 52 1999  4.66  2.2 20.0 18.6 -1.3999996  4.81   1.6 -0.7999992 -0.15000010
## 53 2000  5.85  3.4 20.9 18.4 -2.5000000  4.66   2.2 -1.3999996  1.19000006
## 54 2001  3.45  2.8 19.8 18.6 -1.1999989  5.85   3.4 -2.5000000 -2.39999986
## 55 2002  1.62  1.6 17.9 19.4  1.5000000  3.45   2.8 -1.1999989 -1.83000004
## 56 2003  1.02  2.3 16.5 19.9  3.3999996  1.62   1.6  1.5000000 -0.60000002
##          cinf        cdef y77
## 1          NA          NA   0
## 2  -9.3000002  4.40000057   0
## 3   2.5000000  1.40000057   0
## 4   6.6000004 -3.10000134   0
## 5  -6.0000000  2.30000019   0
## 6  -1.0999999  1.29999924   0
## 7  -0.1000000 -1.39999962   0
## 8  -1.1000000  0.50000000   0
## 9   1.9000000 -1.79999924   0
## 10  1.8000000  0.29999924   0
## 11 -0.5000000  1.30000114   0
## 12 -2.0999999  1.99999809   0
## 13  1.0000000 -2.59999847   0
## 14 -0.7000000  0.60000038   0
## 15  0.0000000  0.59999847   0
## 16  0.3000000 -0.39999771   0
## 17  0.0000000  0.09999847   0
## 18  0.3000001 -0.69999886   0
## 19  1.3000001  0.29999924   0
## 20  0.1999998  0.50000000   0
## 21  1.0999999  1.89999962   0
## 22  1.3000002 -3.20000076   0
## 23  0.1999998  0.60000038   0
## 24 -1.2999997  1.90000153   0
## 25 -1.2000000 -0.20000076   0
## 26  2.9999998 -0.89999962   0
## 27  4.8000002 -0.69999886   0
## 28 -1.8999996  2.99999809   0
## 29 -3.3000002  0.89999962   0
## 30  0.6999998 -1.59999847   1
## 31  1.0999999  0.00000000   1
## 32  3.7000003 -1.10000038   1
## 33  2.1999998  1.10000038   1
## 34 -3.1999998 -0.10000038   1
## 35 -4.1000004  1.29999924   1
## 36 -2.9999998  2.20000076   1
## 37  1.1000001 -1.29999924   1
## 38 -0.7000003  0.29999733   1
## 39 -1.6999999 -0.09999847   1
## 40  1.6999999 -1.79999924   1
## 41  0.5000000 -0.10000038   1
## 42  0.7000003 -0.19999886   1
## 43  0.5999999  0.89999771   1
## 44 -1.2000003  0.70000076   1
## 45 -1.1999998  0.10000038   1
## 46  0.0000000 -0.70000076   1
## 47 -0.4000001 -1.00000000   1
## 48  0.2000000 -0.69999886   1
## 49  0.2000000 -0.80000114   1
## 50 -0.7000000 -1.09999847   1
## 51 -0.6999999 -1.10000038   1
## 52  0.6000000 -0.60000038   1
## 53  1.2000000 -1.10000038   1
## 54 -0.6000001  1.30000114   1
## 55 -1.1999999  2.69999886   1
## 56  0.6999999  1.89999962   1
# 1. Answering Statements
# (i) Independently distributed time series observations
independence_statement <- "Disagree"
independence_explanation <- "Time series data often exhibits autocorrelation, violating independence assumptions."

# (ii) Unbiased OLS estimator in time series regression
ols_statement <- "Disagree"
ols_explanation <- "Time series often violates OLS assumptions, leading to bias."

# (iii) Trending variable as dependent in multiple regression
trending_statement <- "Disagree"
trending_explanation <- "Trending variables can be used but require attention to stationarity."

# (iv) Seasonality in annual time series observations
seasonality_statement <- "Disagree"
seasonality_explanation <- "Seasonality can exist in annual data, affecting analysis."

# 5. Model for Housing Starts
# Assuming data frame 'data' contains columns: housing_starts, interest_rates, real_income, and date
#model_housing_starts <- lm(housing_starts ~ trend_variable + seasonality_variable + interest_rates + real_income, data = data)

# C1. Using a Dummy Variable for Federal Reserve Policy Change
# Create a dummy variable for the policy change after 1979
intdef$dummy <- ifelse(intdef$year > 1979, 1, 0)

# Equation with dummy variable
model_with_dummy <- lm(inf ~ dummy + ci3 + cdef + cinf, data = intdef)
summary(model_with_dummy)
## 
## Call:
## lm(formula = inf ~ dummy + ci3 + cdef + cinf, data = intdef)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -4.1867 -1.8047 -0.8382  0.9943  6.7831 
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)    
## (Intercept)   3.3937     0.5193   6.535 3.21e-08 ***
## dummy         0.9400     0.7977   1.178  0.24423    
## ci3           0.4391     0.3172   1.385  0.17233    
## cdef          0.4382     0.3370   1.300  0.19954    
## cinf          0.5707     0.2103   2.714  0.00909 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 2.799 on 50 degrees of freedom
##   (1 observation deleted due to missingness)
## Multiple R-squared:  0.2012, Adjusted R-squared:  0.1373 
## F-statistic: 3.148 on 4 and 50 DF,  p-value: 0.02196
# Conclusion
cat("Conclusion regarding the model:\n")
## Conclusion regarding the model:
cat("From the regression results:\n")
## From the regression results:
cat("- The policy change after 1979 represented by the 'dummy' variable doesn't appear to have a statistically significant impact on CPI inflation rates (p-value = 0.24423).\n")
## - The policy change after 1979 represented by the 'dummy' variable doesn't appear to have a statistically significant impact on CPI inflation rates (p-value = 0.24423).
cat("- Among additional variables, only 'cinf' (change in federal outlays minus federal receipts) shows a statistically significant relationship with CPI inflation rates (p-value = 0.00909).\n")
## - Among additional variables, only 'cinf' (change in federal outlays minus federal receipts) shows a statistically significant relationship with CPI inflation rates (p-value = 0.00909).
cat("- The overall model explains a small proportion of the variance in CPI inflation rates (Adjusted R-squared = 0.1373).\n")
## - The overall model explains a small proportion of the variance in CPI inflation rates (Adjusted R-squared = 0.1373).
cat("Therefore, while 'cinf' seems to be related to CPI inflation rates, the policy change after 1979, as represented by the 'dummy' variable, does not show a significant impact in this model.")
## Therefore, while 'cinf' seems to be related to CPI inflation rates, the policy change after 1979, as represented by the 'dummy' variable, does not show a significant impact in this model.
#C9
data <- as.data.frame(volat)

# Step 1: Hypothesize the signs of β1 and β2
# β1 (pcip): Positive (higher industrial production growth likely boosts stock returns)
# β2 (i3): Negative (higher T-bill rates may decrease stock returns due to opportunity cost)

# Step 2: Estimate the equation rsp500 = β0 + β1*pcip + β2*i3 + u_t
model <- lm(rsp500 ~ pcip + i3, data = data)

# Summarize the regression results
summary(model)
## 
## Call:
## lm(formula = rsp500 ~ pcip + i3, data = data)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -157.871  -22.580    2.103   25.524  138.137 
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)    
## (Intercept) 18.84306    3.27488   5.754 1.44e-08 ***
## pcip         0.03642    0.12940   0.281   0.7785    
## i3          -1.36169    0.54072  -2.518   0.0121 *  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 40.13 on 554 degrees of freedom
##   (1 observation deleted due to missingness)
## Multiple R-squared:  0.01189,    Adjusted R-squared:  0.008325 
## F-statistic: 3.334 on 2 and 554 DF,  p-value: 0.03637
# Step 3: Identify statistically significant variables
# Check the p-values from the regression summary (p < 0.05 indicates significance)

# Step 4: Assess predictability of the S&P 500 returns
# Use the R-squared value and significance of predictors
cat("R-squared value:", summary(model)$r.squared, "\n")
## R-squared value: 0.01189219
 #Chapter 11

 #C7

# Load necessary libraries
library(wooldridge)  # Contains the CONSUMP dataset
library(lmtest)      # For hypothesis testing
library(car)         # For F-tests and other diagnostics
## Loading required package: carData
# Load the CONSUMP dataset
data("consump")

# Calculate growth rates for consumption and income (using diff() on logs)
gc <- diff(log(consump$c))  # Growth in real per capita consumption
gy <- diff(log(consump$y))  # Growth in real per capita income

# Create lagged variables (lag by 1 period) and ensure alignment
gc_lag <- c(NA, gc[-length(gc)])  # Lagged gc (align with the time series)
gy_lag <- c(NA, gy[-length(gy)])  # Lagged gy (align with the time series)
i3_lag <- consump$i3[-1]  # Lagged interest rate
inf_lag <- consump$inf[-1]  # Lagged inflation

# Remove the first row of the original variables for alignment with lagged variables
# Remove the first element of the variables that were changed by diff() (i.e., gc, gy, etc.)
gc <- gc[-1]  # Remove the first element of gc (to match the lagged variables)
gc_lag <- gc_lag[-1]  # Remove the first element of gc_lag (to match the length of gc)
gy_lag <- gy_lag[-1]  # Remove the first element of gy_lag
i3_lag <- i3_lag[-1]  # Remove the first element of i3_lag
inf_lag <- inf_lag[-1]  # Remove the first element of inf_lag

# Check lengths of all variables to ensure they are now the same
length(gc)
## [1] 35
length(gc_lag)
## [1] 35
length(gy_lag)
## [1] 35
length(i3_lag)
## [1] 35
length(inf_lag)
## [1] 35
# Now, all variables (gc, gc_lag, gy_lag, i3_lag, inf_lag) should have the same length
# Proceed with regression (i) and (ii)

# (i) Test the PIH by estimating: gc_t = B0 + B1 * gc_t-1 + u_t
model_i <- lm(gc ~ gc_lag)
summary(model_i)
## 
## Call:
## lm(formula = gc ~ gc_lag)
## 
## Residuals:
##       Min        1Q    Median        3Q       Max 
## -0.027878 -0.005974 -0.001451  0.007142  0.020227 
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)   
## (Intercept) 0.011431   0.003778   3.026  0.00478 **
## gc_lag      0.446141   0.156047   2.859  0.00731 **
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.01161 on 33 degrees of freedom
## Multiple R-squared:  0.1985, Adjusted R-squared:  0.1742 
## F-statistic: 8.174 on 1 and 33 DF,  p-value: 0.00731
# (ii) Add variables gy_t-1, i3_t-1, and inf_t-1 to the regression
model_ii <- lm(gc ~ gc_lag + gy_lag + i3_lag + inf_lag)
summary(model_ii)
## 
## Call:
## lm(formula = gc ~ gc_lag + gy_lag + i3_lag + inf_lag)
## 
## Residuals:
##        Min         1Q     Median         3Q        Max 
## -0.0262464 -0.0076663  0.0009074  0.0063952  0.0174974 
## 
## Coefficients:
##               Estimate Std. Error t value Pr(>|t|)   
## (Intercept)  2.007e-02  5.839e-03   3.438  0.00174 **
## gc_lag       5.398e-01  2.604e-01   2.073  0.04689 * 
## gy_lag      -1.017e-01  1.791e-01  -0.567  0.57464   
## i3_lag      -2.525e-05  1.028e-03  -0.025  0.98057   
## inf_lag     -1.701e-03  8.825e-04  -1.928  0.06341 . 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.01069 on 30 degrees of freedom
## Multiple R-squared:  0.3819, Adjusted R-squared:  0.2995 
## F-statistic: 4.635 on 4 and 30 DF,  p-value: 0.004937
# (iii) Check the p-value for gc_lag in model_ii to see if it remains significant
gc_lag_p_value <- summary(model_ii)$coefficients["gc_lag", "Pr(>|t|)"]
gc_lag_p_value
## [1] 0.04688851
# (iv) Perform an F-test for the joint significance of the four explanatory variables
anova(model_ii)
## Analysis of Variance Table
## 
## Response: gc
##           Df    Sum Sq    Mean Sq F value  Pr(>F)   
## gc_lag     1 0.0011009 0.00110093  9.6360 0.00414 **
## gy_lag     1 0.0000647 0.00006471  0.5664 0.45756   
## i3_lag     1 0.0005279 0.00052785  4.6201 0.03979 * 
## inf_lag    1 0.0004245 0.00042455  3.7159 0.06341 . 
## Residuals 30 0.0034275 0.00011425                   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
# Load necessary libraries
library(tidyverse)
## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
## ✔ dplyr     1.1.4     ✔ readr     2.1.5
## ✔ forcats   1.0.0     ✔ stringr   1.5.0
## ✔ ggplot2   3.5.1     ✔ tibble    3.2.1
## ✔ lubridate 1.9.3     ✔ tidyr     1.3.1
## ✔ purrr     1.0.2
## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag()    masks stats::lag()
## ✖ dplyr::recode() masks car::recode()
## ✖ purrr::some()   masks car::some()
## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errors
library(wooldridge)

# Load the MINWAGE dataset
data("minwage")

# (i) Find the first-order autocorrelation in gwage232
# Remove rows with missing values for gwage232
minwage_clean <- minwage %>% filter(!is.na(gwage232))

# Compute the first-order autocorrelation for gwage232
acf(minwage_clean$gwage232, lag.max = 1)

# Alternatively, manually compute the first-order autocorrelation
gwage232_lag <- lag(minwage_clean$gwage232, 1)  # Create lagged variable
autocorr <- cor(minwage_clean$gwage232[2:length(minwage_clean$gwage232)], gwage232_lag[2:length(gwage232_lag)])
cat("First-order autocorrelation: ", autocorr, "\n")
## First-order autocorrelation:  -0.03494393
# (ii) Estimate the dynamic model
# Create lagged variable for gwage232
minwage$gwage232_lag <- lag(minwage$gwage232, 1)

# Run the OLS regression using gwage232 as the dependent variable and lagged gwage232 + gmwage as predictors
model_1 <- lm(gwage232 ~ gwage232_lag + gmwage, data = minwage)

# Summary of the dynamic model
cat("Dynamic Model Summary: \n")
## Dynamic Model Summary:
summary(model_1)
## 
## Call:
## lm(formula = gwage232 ~ gwage232_lag + gmwage, data = minwage)
## 
## Residuals:
##       Min        1Q    Median        3Q       Max 
## -0.045409 -0.003720 -0.001807  0.004261  0.041463 
## 
## Coefficients:
##                Estimate Std. Error t value Pr(>|t|)    
## (Intercept)   0.0032276  0.0003466   9.312   <2e-16 ***
## gwage232_lag -0.0660287  0.0343392  -1.923    0.055 .  
## gmwage        0.1515466  0.0097208  15.590   <2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.007948 on 607 degrees of freedom
##   (2 observations deleted due to missingness)
## Multiple R-squared:  0.2868, Adjusted R-squared:  0.2844 
## F-statistic:   122 on 2 and 607 DF,  p-value: < 2.2e-16
# (iii) Estimate the static model (without the lagged variable)
model_2 <- lm(gwage232 ~ gmwage, data = minwage)

# Summary of the static model
cat("Static Model Summary: \n")
## Static Model Summary:
summary(model_2)
## 
## Call:
## lm(formula = gwage232 ~ gmwage, data = minwage)
## 
## Residuals:
##       Min        1Q    Median        3Q       Max 
## -0.045213 -0.002988 -0.001598  0.004503  0.041112 
## 
## Coefficients:
##              Estimate Std. Error t value Pr(>|t|)    
## (Intercept) 0.0029878  0.0003246   9.205   <2e-16 ***
## gmwage      0.1504800  0.0097189  15.483   <2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.00796 on 609 degrees of freedom
##   (1 observation deleted due to missingness)
## Multiple R-squared:  0.2825, Adjusted R-squared:  0.2813 
## F-statistic: 239.7 on 1 and 609 DF,  p-value: < 2.2e-16
# (iv) Compare the dynamic model to the static model
cat("\nComparison of Models:\n")
## 
## Comparison of Models:
cat("Adjusted R-squared (Dynamic Model): ", summary(model_1)$adj.r.squared, "\n")
## Adjusted R-squared (Dynamic Model):  0.2844435
cat("Adjusted R-squared (Static Model): ", summary(model_2)$adj.r.squared, "\n")
## Adjusted R-squared (Static Model):  0.2812796
cat("AIC (Dynamic Model): ", AIC(model_1), "\n")
## AIC (Dynamic Model):  -4162.391
cat("AIC (Static Model): ", AIC(model_2), "\n")
## AIC (Static Model):  -4168.376
cat("BIC (Dynamic Model): ", BIC(model_1), "\n")
## BIC (Dynamic Model):  -4144.737
cat("BIC (Static Model): ", BIC(model_2), "\n")
## BIC (Static Model):  -4155.131
# (v) Interpretation of the results
cat("\nInterpretation:\n")
## 
## Interpretation:
cat("In the dynamic model, the coefficient for gwage232_lag is: ", coef(model_1)["gwage232_lag"], "\n")
## In the dynamic model, the coefficient for gwage232_lag is:  -0.06602873
cat("This suggests that past values of gwage232 have a relationship with the current value of gwage232. \n")
## This suggests that past values of gwage232 have a relationship with the current value of gwage232.
cat("In the dynamic model, the coefficient for gmwage is: ", coef(model_1)["gmwage"], "\n")
## In the dynamic model, the coefficient for gmwage is:  0.1515466
cat("This shows the relationship between gmwage and gwage232.\n")
## This shows the relationship between gmwage and gwage232.
cat("In the static model, the coefficient for gmwage is: ", coef(model_2)["gmwage"], "\n")
## In the static model, the coefficient for gmwage is:  0.15048
cat("This shows the relationship between gmwage and gwage232 without considering past values of gwage232.\n")
## This shows the relationship between gmwage and gwage232 without considering past values of gwage232.
 #Chapter 12
#11

# Load necessary libraries
library(wooldridge)  
library(tseries)     
## Registered S3 method overwritten by 'quantmod':
##   method            from
##   as.zoo.data.frame zoo
library(lmtest)      
library(dplyr)       
library(ggplot2)     

# Load the NYSE dataset
data("nyse")  
returns <- nyse$return

# Remove NA values (if any) 
returns <- na.omit(returns)

# (i) Create aligned returns and lagged returns manually to avoid length mismatches
aligned_returns <- returns[2:length(returns)]  # Remove the first observation
lagged_returns <- returns[1:(length(returns) - 1)]  # Remove the last observation

# OLS model for: return_t = beta0 + beta1 * return_(t-1) + u_t
ols_model <- lm(aligned_returns ~ lagged_returns)
residuals_squared <- ols_model$residuals^2  # Squared residuals for heteroskedasticity model

# Compute mean, min, and max of squared residuals
mean_residual_squared <- mean(residuals_squared)
min_residual_squared <- min(residuals_squared)
max_residual_squared <- max(residuals_squared)

cat("Mean squared residuals:", mean_residual_squared, "\n")
## Mean squared residuals: 4.440839
cat("Min squared residuals:", min_residual_squared, "\n")
## Min squared residuals: 7.35465e-06
cat("Max squared residuals:", max_residual_squared, "\n")
## Max squared residuals: 232.8946
# (ii) ARCH model: Var(u_t) = delta_0 + delta_1 * return_(t-1) + delta_2 * return_(t-1)^2
arch_model <- lm(residuals_squared ~ lagged_returns + I(lagged_returns^2))
summary(arch_model)
## 
## Call:
## lm(formula = residuals_squared ~ lagged_returns + I(lagged_returns^2))
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -16.459  -3.011  -1.975   0.676 221.469 
## 
## Coefficients:
##                     Estimate Std. Error t value Pr(>|t|)    
## (Intercept)          3.25734    0.44085   7.389 4.32e-13 ***
## lagged_returns      -0.78946    0.19569  -4.034 6.09e-05 ***
## I(lagged_returns^2)  0.29666    0.03552   8.351 3.75e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 10.66 on 686 degrees of freedom
## Multiple R-squared:  0.1303, Adjusted R-squared:  0.1278 
## F-statistic:  51.4 on 2 and 686 DF,  p-value: < 2.2e-16
# (iii) Plot: Conditional variance vs lagged returns
data_plot <- data.frame(LaggedReturn = lagged_returns, ConditionalVariance = residuals_squared)

ggplot(data_plot, aes(x = LaggedReturn, y = ConditionalVariance)) +
  geom_point(color = "blue") +
  labs(title = "Conditional Variance vs Lagged Return",
       x = "Lagged Return", y = "Conditional Variance") +
  theme_minimal()

# (iv) Check for negative variance estimates
negative_variances <- any(arch_model$fitted.values < 0)
cat("Are there negative variance estimates? ", negative_variances, "\n")
## Are there negative variance estimates?  FALSE
# (v) ARCH(1) model using garch()
arch1_model <- garch(aligned_returns, order = c(1, 0))
## 
##  ***** ESTIMATION WITH ANALYTICAL GRADIENT ***** 
## 
## 
##      I     INITIAL X(I)        D(I)
## 
##      1     4.239685e+00     1.000e+00
##      2     5.000000e-02     1.000e+00
## 
##     IT   NF      F         RELDF    PRELDF    RELDX   STPPAR   D*STEP   NPRELDF
##      0    1  8.612e+02
##      1    4  8.612e+02  1.02e-05  3.35e-05  1.2e-03  2.9e+02  1.0e-02  4.86e-03
##      2    5  8.612e+02  1.86e-06  1.89e-06  4.6e-04  0.0e+00  4.4e-03  1.89e-06
##      3    6  8.612e+02  4.00e-10  1.60e-08  5.1e-04  2.3e-01  4.4e-03  1.66e-08
##      4    7  8.612e+02  3.12e-10  1.36e-08  2.5e-04  1.8e+00  2.2e-03  1.71e-07
##      5    8  8.612e+02  8.02e-11  6.77e-09  1.3e-04  2.0e+00  1.1e-03  2.61e-06
##      6    9  8.612e+02  6.68e-11  3.40e-09  6.3e-05  2.0e+00  5.5e-04  1.52e-05
##      7   14  8.612e+02  1.30e-11  9.01e-11  1.4e-06  1.3e+00  1.3e-05 -5.87e-06
##      8   18  8.612e+02  4.82e-14  2.09e-11  3.8e-07  1.3e+00  3.3e-06 -5.87e-06
##      9   19  8.612e+02  2.44e-14  1.04e-11  1.9e-07  1.3e+00  1.6e-06 -5.88e-06
##     10   20  8.612e+02  1.31e-14  5.20e-12  9.6e-08  1.3e+00  8.2e-07 -5.88e-06
##     11   21  8.612e+02  9.77e-15  2.60e-12  4.8e-08  1.3e+00  4.1e-07 -5.88e-06
##     12   22  8.612e+02  4.09e-15  1.30e-12  2.4e-08  1.3e+00  2.0e-07 -5.88e-06
##     13   23  8.612e+02  1.45e-15  6.49e-13  1.2e-08  1.3e+00  1.0e-07 -5.88e-06
##     14   24  8.612e+02  1.19e-15  3.25e-13  6.0e-09  1.3e+00  5.1e-08 -5.88e-06
##     15   25  8.612e+02  1.58e-15  1.62e-13  3.0e-09  1.3e+00  2.5e-08 -5.88e-06
##     16   26  8.612e+02  3.96e-16  8.12e-14  1.5e-09  1.3e+00  1.3e-08 -5.88e-06
##     17   31  8.612e+02  3.96e-16  1.86e-15  3.4e-11  1.3e+00  2.9e-10 -5.88e-06
##     18   35  8.612e+02  3.96e-16  2.48e-17  4.6e-13  4.2e+08  3.9e-12  2.15e-05
##     19   38  8.612e+02 -1.32e-16  4.97e-19  9.1e-15  1.3e+00  7.8e-14 -5.88e-06
## 
##  ***** FALSE CONVERGENCE *****
## 
##  FUNCTION     8.612015e+02   RELDX        9.134e-15
##  FUNC. EVALS      38         GRAD. EVALS      19
##  PRELDF       4.970e-19      NPRELDF     -5.879e-06
## 
##      I      FINAL X(I)        D(I)          G(I)
## 
##      1    4.229895e+00     1.000e+00     5.444e-03
##      2    5.954048e-02     1.000e+00    -7.006e-04
summary(arch1_model)
## 
## Call:
## garch(x = aligned_returns, order = c(1, 0))
## 
## Model:
## GARCH(1,0)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -7.2246 -0.5199  0.1546  0.7274  3.9838 
## 
## Coefficient(s):
##     Estimate  Std. Error  t value Pr(>|t|)
## a0   4.22990   153.77829    0.028    0.978
## b1   0.05954    34.19100    0.002    0.999
## 
## Diagnostic Tests:
##  Jarque Bera Test
## 
## data:  Residuals
## X-squared = 781.58, df = 2, p-value < 2.2e-16
## 
## 
##  Box-Ljung test
## 
## data:  Squared.Residuals
## X-squared = 87.669, df = 1, p-value < 2.2e-16
# Compare AIC for ARCH(1) vs custom ARCH model
cat("AIC of ARCH(1) model:", AIC(arch1_model), "\n")
## AIC of ARCH(1) model: 2990.862
cat("AIC of custom ARCH model:", AIC(arch_model), "\n")
## AIC of custom ARCH model: 5221.068
# (vi) ARCH(2) model using garch()
arch2_model <- garch(aligned_returns, order = c(2, 0))
## 
##  ***** ESTIMATION WITH ANALYTICAL GRADIENT ***** 
## 
## 
##      I     INITIAL X(I)        D(I)
## 
##      1     4.016544e+00     1.000e+00
##      2     5.000000e-02     1.000e+00
##      3     5.000000e-02     1.000e+00
## 
##     IT   NF      F         RELDF    PRELDF    RELDX   STPPAR   D*STEP   NPRELDF
##      0    1  8.604e+02
##      1    4  8.604e+02  5.44e-06  5.66e-05  8.7e-04  4.9e+02  1.0e-02  1.38e-02
##      2    5  8.604e+02  1.03e-05  1.04e-05  4.3e-04  1.9e+00  5.0e-03  1.07e-05
##      3    6  8.604e+02  2.28e-09  9.59e-08  6.1e-04  9.2e-01  5.0e-03  2.10e-07
##      4    7  8.604e+02  7.19e-10  5.40e-08  3.1e-04  1.9e+00  2.5e-03  2.12e-06
##      5    8  8.604e+02  9.30e-10  2.72e-08  1.5e-04  2.0e+00  1.2e-03  2.95e-06
##      6   13  8.604e+02  1.43e-11  4.87e-10  2.7e-06  9.1e+00  2.2e-05  3.63e-06
##      7   14  8.604e+02  4.71e-12  2.44e-10  1.4e-06  3.0e+04  1.1e-05  3.65e-06
##      8   15  8.604e+02  2.36e-12  1.22e-10  6.9e-07  9.0e+04  5.6e-06  5.49e-06
##      9   16  8.604e+02  1.18e-12  6.09e-11  3.4e-07  1.8e+05  2.8e-06  5.48e-06
##     10   17  8.604e+02  5.91e-13  3.05e-11  1.7e-07  3.6e+05  1.4e-06  5.48e-06
##     11   18  8.604e+02  2.95e-13  1.52e-11  8.6e-08  7.2e+05  7.0e-07  5.48e-06
##     12   19  8.604e+02  1.49e-13  7.61e-12  4.3e-08  1.4e+06  3.5e-07  5.47e-06
##     13   20  8.604e+02  7.41e-14  3.81e-12  2.2e-08  2.9e+06  1.8e-07  5.47e-06
##     14   21  8.604e+02  3.83e-14  1.90e-12  1.1e-08  5.7e+06  8.8e-08  5.47e-06
##     15   22  8.604e+02  1.66e-14  9.52e-13  5.4e-09  1.1e+07  4.4e-08  5.47e-06
##     16   23  8.604e+02  1.03e-14  4.76e-13  2.7e-09  2.3e+07  2.2e-08  5.47e-06
##     17   24  8.604e+02  3.83e-15  2.38e-13  1.3e-09  4.6e+07  1.1e-08  5.47e-06
##     18   25  8.604e+02  2.77e-15  1.19e-13  6.7e-10  9.2e+07  5.5e-09  5.47e-06
##     19   26  8.604e+02  1.72e-15  5.95e-14  3.4e-10  1.8e+08  2.7e-09  5.47e-06
##     20   27  8.604e+02  3.96e-16  2.97e-14  1.7e-10  3.7e+08  1.4e-09  5.47e-06
##     21   28  8.604e+02  1.32e-16  1.49e-14  8.4e-11  7.4e+08  6.9e-10  5.48e-06
##     22   29  8.604e+02  1.32e-16  7.44e-15  4.2e-11  1.5e+09  3.4e-10  5.47e-06
##     23   30  8.604e+02  1.32e-16  3.72e-15  2.1e-11  2.9e+09  1.7e-10  5.48e-06
##     24   33  8.604e+02  1.32e-16  3.27e-16  1.8e-12  3.3e+10  1.5e-11  5.47e-06
##     25   34  8.604e+02  2.64e-16  6.53e-16  3.7e-12  1.6e+10  3.0e-11  5.37e-06
##     26   37  8.604e+02  1.32e-16  2.17e-16  1.2e-12  5.1e+10  1.0e-11  5.50e-06
##     27   41  8.604e+02  0.00e+00  1.71e-18  9.7e-15  6.0e+12  7.9e-14  5.13e-06
## 
##  ***** FALSE CONVERGENCE *****
## 
##  FUNCTION     8.604279e+02   RELDX        9.701e-15
##  FUNC. EVALS      41         GRAD. EVALS      27
##  PRELDF       1.712e-18      NPRELDF      5.131e-06
## 
##      I      FINAL X(I)        D(I)          G(I)
## 
##      1    4.028323e+00     1.000e+00    -1.841e-02
##      2    5.240788e-02     1.000e+00     2.492e-03
##      3    5.291656e-02     1.000e+00     1.582e-03
## Warning in garch(aligned_returns, order = c(2, 0)): singular information
summary(arch2_model)
## 
## Call:
## garch(x = aligned_returns, order = c(2, 0))
## 
## Model:
## GARCH(2,0)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -7.2207 -0.5202  0.1519  0.7279  3.9817 
## 
## Coefficient(s):
##     Estimate  Std. Error  t value Pr(>|t|)
## a0   4.02832          NA       NA       NA
## b1   0.05241          NA       NA       NA
## b2   0.05292          NA       NA       NA
## 
## Diagnostic Tests:
##  Jarque Bera Test
## 
## data:  Residuals
## X-squared = 776.88, df = 2, p-value < 2.2e-16
## 
## 
##  Box-Ljung test
## 
## data:  Squared.Residuals
## X-squared = 87.793, df = 1, p-value < 2.2e-16
cat("AIC of ARCH(2) model:", AIC(arch2_model), "\n")
## AIC of ARCH(2) model: 2989.477

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