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#include "stats.h" |
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#include |
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3
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4
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#ifndef M_PI |
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# define M_PI 3.14159265 |
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#endif |
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7
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8
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#define SWAP(a,b) tmp=(a);(a)=(b);(b)=tmp; |
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9
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10
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double |
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11
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69
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cs_select(double* sample, I32 n, U32 k) { |
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12
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U32 i, ir, j, l, mid; |
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13
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double a, tmp; |
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14
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15
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69
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l = 0; |
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16
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69
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ir = n-1; |
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while(1) { |
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18
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170
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100
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if (ir <= l+1) { |
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19
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69
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100
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if (ir == l+1 && sample[ir] < sample[l]) { |
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100
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20
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7
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SWAP(sample[l], sample[ir]); |
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21
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} |
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22
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69
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return sample[k]; |
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23
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} |
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24
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else { |
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25
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101
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mid = (l+ir) >> 1; |
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26
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101
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SWAP(sample[mid], sample[l+1]); |
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27
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101
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100
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if (sample[l] > sample[ir]) { |
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28
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40
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SWAP(sample[l], sample[ir]); |
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29
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} |
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30
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101
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100
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if (sample[l+1] > sample[ir]) { |
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31
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19
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SWAP(sample[l+1], sample[ir]); |
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32
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} |
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33
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101
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100
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if (sample[l] > sample[l+1]) { |
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34
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26
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SWAP(sample[l], sample[l+1]); |
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35
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} |
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36
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101
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i = l+1; |
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37
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101
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j = ir; |
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38
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101
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a = sample[l+1]; |
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39
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86
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while(1) { |
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40
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333
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100
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do i++; while (sample[i] < a); |
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41
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310
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100
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do j--; while (sample[j] > a); |
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42
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187
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100
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if (j < i) |
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43
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101
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break; |
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44
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86
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SWAP(sample[i], sample[j]); |
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45
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} |
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46
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101
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sample[l+1] = sample[j]; |
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47
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101
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sample[j] = a; |
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48
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101
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100
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if (j >= k) |
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49
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68
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ir = j-1; |
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50
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101
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100
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if (j <= k) |
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51
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60
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l = i; |
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52
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} |
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53
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} |
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54
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} |
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55
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56
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double |
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57
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55
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cs_median(double* sample, I32 n) |
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58
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{ |
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59
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55
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U32 k = n/2 - !(n & 1); |
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60
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55
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return cs_select(sample, n, k); |
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61
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} |
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62
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63
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64
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double |
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65
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0
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cs_first_quartile(double* sample, I32 n) |
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66
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{ |
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67
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0
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U32 k = (U32)((n/4) + 1); |
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68
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0
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return cs_select(sample, n, k); |
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69
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} |
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70
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71
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72
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double |
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73
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0
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cs_third_quartile(double* sample, I32 n) |
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74
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{ |
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75
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0
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U32 k = (U32)((n*3/4) + 1); |
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76
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0
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return cs_select(sample, n, k); |
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77
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} |
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78
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79
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80
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double |
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81
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30
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cs_mean(double* sample, I32 n) |
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82
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{ |
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83
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I32 i; |
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84
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30
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double sum = 0.; |
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85
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360
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100
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for (i = 0; i < n; ++i) |
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86
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330
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sum += sample[i]; |
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87
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30
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return sum/(double)n; |
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88
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} |
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89
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90
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void |
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91
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61
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do_resample(double* original, I32 n, struct mt* rdgen, double* dest) |
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92
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{ |
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93
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I32 rndElem; |
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94
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I32 i; |
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95
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732
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100
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for (i = 0; i < n; ++i) { |
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96
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671
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rndElem = (I32) (mt_genrand(rdgen) * n); |
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97
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671
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dest[i] = original[rndElem]; |
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98
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} |
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99
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61
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} |
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100
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101
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/* |
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102
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void |
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103
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cs_sort(double arr[], I32 beg, I32 end) |
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104
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{ |
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105
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double t; |
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106
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if (end > beg + 1) |
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107
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{ |
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108
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double piv = arr[beg]; |
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109
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I32 l = beg + 1, r = end; |
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110
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while (l < r) |
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111
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{ |
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112
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if (arr[l] <= piv) |
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113
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l++; |
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114
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else { |
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115
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t = arr[l]; |
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116
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arr[l] = arr[--r]; |
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117
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arr[r] = t; |
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118
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} |
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119
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} |
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120
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t = arr[--l]; |
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121
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arr[l] = arr[beg]; |
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122
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arr[beg] = t; |
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123
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cs_sort(arr, beg, l); |
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124
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cs_sort(arr, r, end); |
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125
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} |
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126
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} |
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127
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*/ |
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128
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129
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/* |
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130
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double |
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131
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cs_median(double* sample, I32 n) |
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132
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{ |
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133
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cs_sort(sample, 0, n); |
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134
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if (n & 1) { |
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135
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return sample[n/2]; |
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136
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} |
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137
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else { |
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138
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return 0.5*(sample[n/2-1]+sample[n/2]); |
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139
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} |
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140
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} |
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141
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*/ |
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142
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143
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144
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double |
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145
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11
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cs_approx_erf(double x) |
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146
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{ |
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147
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/* |
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148
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* const double a = ( 8./(3.*M_PI) ) |
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149
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* * (M_PI - 3.) / (4. - M_PI); |
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150
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*/ |
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151
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11
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const double a = 0.147; /* better than the ~0.140 above */ |
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152
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11
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const double xsq = x*x; |
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153
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return |
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154
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11
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100
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(x < 0 ? -1. : 1.) |
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155
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22
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* sqrt( |
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156
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11
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1. - exp( |
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157
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11
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-xsq * (4./M_PI + a*xsq) / (1. + a*xsq) |
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158
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) |
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159
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); |
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160
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} |
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161
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162
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163
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double |
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164
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6
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cs_approx_erf_inv(double x) |
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165
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{ |
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166
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6
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const double a = 0.147; /* better than the ~0.140 above */ |
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167
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6
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const double b = log(1. - x*x); |
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168
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return |
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169
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6
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50
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(x < 0 ? -1. : 1.) |
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170
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12
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* sqrt( |
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171
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6
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(-2./(M_PI * a)) |
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172
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6
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- b/2. |
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173
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6
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+ sqrt( |
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174
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6
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pow( 2./(M_PI*a) + b/2., 2. ) |
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175
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6
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- b/a |
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176
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) |
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177
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); |
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178
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} |
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179
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180
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181
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double |
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182
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3
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cs_alpha_to_nsigma(double alpha) |
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183
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{ |
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184
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3
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return sqrt(2.) * cs_approx_erf_inv(1.-alpha); |
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185
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} |
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186
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187
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188
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189
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double |
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190
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3
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cs_nsigma_to_alpha(double nsigma) |
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191
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{ |
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192
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3
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return 1.-cs_approx_erf(nsigma/sqrt(2.)); |
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193
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} |
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194
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