Mercurial > octave
annotate scripts/statistics/prctile.m @ 33645:42355b7ec5d7 bytecode-interpreter tip
maint: Merge default to bytecode-interpreter.
author | Nicholas R. Jankowski <jankowski.nicholas@gmail.com> |
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date | Tue, 04 Jun 2024 11:00:11 -0400 |
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1 ######################################################################## |
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2 ## |
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3 ## Copyright (C) 2008-2024 The Octave Project Developers |
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4 ## |
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5 ## See the file COPYRIGHT.md in the top-level directory of this |
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6 ## distribution or <https://octave.org/copyright/>. |
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7 ## |
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8 ## This file is part of Octave. |
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9 ## |
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10 ## Octave is free software: you can redistribute it and/or modify it |
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11 ## under the terms of the GNU General Public License as published by |
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12 ## the Free Software Foundation, either version 3 of the License, or |
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13 ## (at your option) any later version. |
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14 ## |
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15 ## Octave is distributed in the hope that it will be useful, but |
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16 ## WITHOUT ANY WARRANTY; without even the implied warranty of |
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17 ## MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the |
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18 ## GNU General Public License for more details. |
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19 ## |
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20 ## You should have received a copy of the GNU General Public License |
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21 ## along with Octave; see the file COPYING. If not, see |
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22 ## <https://www.gnu.org/licenses/>. |
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23 ## |
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24 ######################################################################## |
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25 |
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26 ## -*- texinfo -*- |
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27 ## @deftypefn {} {@var{q} =} prctile (@var{x}) |
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28 ## @deftypefnx {} {@var{q} =} prctile (@var{x}, @var{p}) |
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29 ## @deftypefnx {} {@var{q} =} prctile (@var{x}, @var{p}, @var{dim}) |
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30 ## For a sample @var{x}, compute the quantiles, @var{q}, corresponding |
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31 ## to the cumulative probability values, @var{p}, in percent. |
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32 ## |
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33 ## If @var{x} is a matrix, compute the percentiles for each column and return |
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34 ## them in a matrix, such that the i-th row of @var{q} contains the |
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35 ## @var{p}(i)th percentiles of each column of @var{x}. |
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36 ## |
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37 ## If @var{p} is unspecified, return the quantiles for @code{[0 25 50 75 100]}. |
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38 ## |
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39 ## The optional argument @var{dim} determines the dimension along which the |
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40 ## percentiles are calculated. If @var{dim} is omitted it defaults to the |
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41 ## first non-singleton dimension. |
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42 ## |
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43 ## Programming Note: All non-numeric values (NaNs) of @var{x} are ignored. |
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44 ## @seealso{quantile} |
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45 ## @end deftypefn |
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46 |
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47 function q = prctile (x, p = [], dim) |
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48 |
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49 if (nargin < 1) |
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50 print_usage (); |
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51 endif |
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52 |
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53 if (! (isnumeric (x) || islogical (x))) |
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54 error ("prctile: X must be a numeric vector or matrix"); |
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55 endif |
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56 |
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57 if (isempty (p)) |
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58 p = [0, 25, 50, 75, 100]; |
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59 endif |
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60 |
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61 if (! (isnumeric (p) && isvector (p))) |
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62 error ("prctile: P must be a numeric vector"); |
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63 endif |
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64 |
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65 nd = ndims (x); |
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66 sz = size (x); |
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67 if (nargin < 3) |
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68 ## Find the first non-singleton dimension. |
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69 (dim = find (sz > 1, 1)) || (dim = 1); |
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70 else |
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71 if (! (isscalar (dim) && dim == fix (dim) && dim > 0)) |
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72 error ("quantile: DIM must be a positive integer"); |
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73 endif |
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74 endif |
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75 |
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76 ## Convert from percent to decimal. |
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77 p /= 100; |
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78 |
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79 q = quantile (x, p, dim); |
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80 |
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81 endfunction |
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82 |
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83 |
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84 %!test |
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85 %! pct = 50; |
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86 %! q = prctile (1:4, pct); |
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87 %! qa = 2.5; |
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88 %! assert (q, qa); |
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89 %! q = prctile (1:4, pct, 1); |
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90 %! qa = [1, 2, 3, 4]; |
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91 %! assert (q, qa); |
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92 %! q = prctile (1:4, pct, 2); |
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93 %! qa = 2.5; |
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94 %! assert (q, qa); |
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95 |
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96 %!test |
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97 %! pct = [50 75]; |
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98 %! q = prctile (1:4, pct); |
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99 %! qa = [2.5 3.5]; |
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100 %! assert (q, qa); |
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101 %! q = prctile (1:4, pct, 1); |
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102 %! qa = [1, 2, 3, 4; 1, 2, 3, 4]; |
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103 %! assert (q, qa); |
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104 %! q = prctile (1:4, pct, 2); |
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105 %! qa = [2.5 3.5]; |
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106 %! assert (q, qa); |
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107 |
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108 %!test |
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109 %! pct = 50; |
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110 %! x = [0.1126, 0.1148, 0.0521, 0.2364, 0.1393 |
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111 %! 0.1718, 0.7273, 0.2041, 0.4531, 0.1585 |
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112 %! 0.2795, 0.7978, 0.3296, 0.5567, 0.7307 |
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113 %! 0.4288, 0.8753, 0.6477, 0.6287, 0.8165 |
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114 %! 0.9331, 0.9312, 0.9635, 0.7796, 0.8461]; |
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115 %! tol = 0.0001; |
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116 %! q = prctile (x, pct, 1); |
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117 %! qa = [0.2795, 0.7978, 0.3296, 0.5567, 0.7307]; |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
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118 %! assert (q, qa, tol); |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
diff
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119 %! q = prctile (x, pct, 2); |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
diff
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120 %! qa = [0.1148; 0.2041; 0.5567; 0.6477; 0.9312]; |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
diff
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121 %! assert (q, qa, tol); |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
diff
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|
122 |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
diff
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123 %!test |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
diff
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124 %! pct = 50; |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
diff
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125 %! tol = 0.0001; |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
diff
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126 %! x = [0.1126, 0.1148, 0.0521, 0.2364, 0.1393 |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
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127 %! 0.1718, 0.7273, 0.2041, 0.4531, 0.1585 |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
diff
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128 %! 0.2795, 0.7978, 0.3296, 0.5567, 0.7307 |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
diff
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129 %! 0.4288, 0.8753, 0.6477, 0.6287, 0.8165 |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
diff
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130 %! 0.9331, 0.9312, 0.9635, 0.7796, 0.8461]; |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
diff
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131 %! x(5,5) = Inf; |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
diff
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132 %! q = prctile (x, pct, 1); |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
diff
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133 %! qa = [0.2795, 0.7978, 0.3296, 0.5567, 0.7307]; |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
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134 %! assert (q, qa, tol); |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
diff
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135 %! x(5,5) = -Inf; |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
diff
changeset
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136 %! q = prctile (x, pct, 1); |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
diff
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137 %! qa = [0.2795, 0.7978, 0.3296, 0.5567, 0.1585]; |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
diff
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138 %! assert (q, qa, tol); |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
diff
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139 %! x(1,1) = Inf; |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
diff
changeset
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140 %! q = prctile (x, pct, 1); |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
diff
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141 %! qa = [0.4288, 0.7978, 0.3296, 0.5567, 0.1585]; |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
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142 %! assert (q, qa, tol); |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
diff
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|
143 |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
diff
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144 %!test |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
diff
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145 %! pct = 50; |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
diff
changeset
|
146 %! tol = 0.0001; |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
diff
changeset
|
147 %! x = [0.1126, 0.1148, 0.0521, 0.2364, 0.1393 |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
diff
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148 %! 0.1718, 0.7273, 0.2041, 0.4531, 0.1585 |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
diff
changeset
|
149 %! 0.2795, 0.7978, 0.3296, 0.5567, 0.7307 |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
diff
changeset
|
150 %! 0.4288, 0.8753, 0.6477, 0.6287, 0.8165 |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
diff
changeset
|
151 %! 0.9331, 0.9312, 0.9635, 0.7796, 0.8461]; |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
diff
changeset
|
152 %! x(3,3) = Inf; |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
diff
changeset
|
153 %! q = prctile (x, pct, 1); |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
diff
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|
154 %! qa = [0.2795, 0.7978, 0.6477, 0.5567, 0.7307]; |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
diff
changeset
|
155 %! assert (q, qa, tol); |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
diff
changeset
|
156 %! q = prctile (x, pct, 2); |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
diff
changeset
|
157 %! qa = [0.1148; 0.2041; 0.7307; 0.6477; 0.9312]; |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
diff
changeset
|
158 %! assert (q, qa, tol); |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
diff
changeset
|
159 |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
diff
changeset
|
160 %!test |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
diff
changeset
|
161 %! pct = 50; |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
diff
changeset
|
162 %! tol = 0.0001; |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
diff
changeset
|
163 %! x = [0.1126, 0.1148, 0.0521, 0.2364, 0.1393 |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
diff
changeset
|
164 %! 0.1718, 0.7273, 0.2041, 0.4531, 0.1585 |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
diff
changeset
|
165 %! 0.2795, 0.7978, 0.3296, 0.5567, 0.7307 |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
diff
changeset
|
166 %! 0.4288, 0.8753, 0.6477, 0.6287, 0.8165 |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
diff
changeset
|
167 %! 0.9331, 0.9312, 0.9635, 0.7796, 0.8461]; |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
diff
changeset
|
168 %! x(5,5) = NaN; |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
diff
changeset
|
169 %! q = prctile (x, pct, 2); |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
diff
changeset
|
170 %! qa = [0.1148; 0.2041; 0.5567; 0.6477; 0.9322]; |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
diff
changeset
|
171 %! assert (q, qa, tol); |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
diff
changeset
|
172 %! x(1,1) = NaN; |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
diff
changeset
|
173 %! q = prctile (x, pct, 2); |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
diff
changeset
|
174 %! qa = [0.1270; 0.2041; 0.5567; 0.6477; 0.9322]; |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
diff
changeset
|
175 %! assert (q, qa, tol); |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
diff
changeset
|
176 %! x(3,3) = NaN; |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
diff
changeset
|
177 %! q = prctile (x, pct, 2); |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
diff
changeset
|
178 %! qa = [0.1270; 0.2041; 0.6437; 0.6477; 0.9322]; |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
diff
changeset
|
179 %! assert (q, qa, tol); |
0220da981c2a
Modified statistics to calculate consistent median.
Ben Abbott <bpabbott@mac.com>
parents:
diff
changeset
|
180 |
29176
7d262c7f8b1d
Allow quantile and prctile to work on dimensions greater than ndim (bug #59641)
Nicholas R. Jankowski <jankowskin@asme.org>
parents:
28886
diff
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|
181 %!assert (prctile ([1:10], 1, 3), [1:10]) |
7d262c7f8b1d
Allow quantile and prctile to work on dimensions greater than ndim (bug #59641)
Nicholas R. Jankowski <jankowskin@asme.org>
parents:
28886
diff
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|
182 |
19833
9fc020886ae9
maint: Clean up m-files to follow Octave coding conventions.
Rik <rik@octave.org>
parents:
19697
diff
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|
183 ## Test input validation |
28886
d8318c12d903
test: remove unnecessary BIST tests in m-files checking for excessive number of inputs.
Rik <rik@octave.org>
parents:
28789
diff
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|
184 %!error <Invalid call> prctile () |
12656
6b2f14af2360
Overhaul functions in statistics/base directory.
Rik <octave@nomad.inbox5.com>
parents:
12642
diff
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|
185 %!error prctile (['A'; 'B'], 10) |
11436
e151e23f73bc
Overhaul base statistics functions and documentation of same.
Rik <octave@nomad.inbox5.com>
parents:
10793
diff
changeset
|
186 %!error prctile (1:10, [true, false]) |
12656
6b2f14af2360
Overhaul functions in statistics/base directory.
Rik <octave@nomad.inbox5.com>
parents:
12642
diff
changeset
|
187 %!error prctile (1:10, ones (2,2)) |
11436
e151e23f73bc
Overhaul base statistics functions and documentation of same.
Rik <octave@nomad.inbox5.com>
parents:
10793
diff
changeset
|
188 %!error prctile (1, 1, 1.5) |
e151e23f73bc
Overhaul base statistics functions and documentation of same.
Rik <octave@nomad.inbox5.com>
parents:
10793
diff
changeset
|
189 %!error prctile (1, 1, 0) |