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| 1 | +#:include "common.fypp" |
| 2 | +#:set RC_KINDS_TYPES = REAL_KINDS_TYPES + CMPLX_KINDS_TYPES |
| 3 | +submodule (stdlib_experimental_stats) stdlib_experimental_stats_corr |
| 4 | + |
| 5 | + use, intrinsic:: ieee_arithmetic, only: ieee_value, ieee_quiet_nan |
| 6 | + use stdlib_experimental_error, only: error_stop |
| 7 | + use stdlib_experimental_optval, only: optval |
| 8 | + implicit none |
| 9 | + |
| 10 | +contains |
| 11 | + |
| 12 | + #:for k1, t1 in RC_KINDS_TYPES |
| 13 | + #:set RName = rname("corr",1, t1, k1) |
| 14 | + module function ${RName}$(x, dim, mask, corrected) result(res) |
| 15 | + ${t1}$, intent(in) :: x(:) |
| 16 | + integer, intent(in) :: dim |
| 17 | + logical, intent(in), optional :: mask |
| 18 | + logical, intent(in), optional :: corrected |
| 19 | + real(${k1}$) :: res |
| 20 | + |
| 21 | + if (.not.optval(mask, .true.)) then |
| 22 | + res = ieee_value(1._${k1}$, ieee_quiet_nan) |
| 23 | + return |
| 24 | + end if |
| 25 | + |
| 26 | + res = 1 |
| 27 | + |
| 28 | + end function ${RName}$ |
| 29 | + #:endfor |
| 30 | + |
| 31 | + |
| 32 | + #:for k1, t1 in INT_KINDS_TYPES |
| 33 | + #:set RName = rname("corr",1, t1, k1, 'dp') |
| 34 | + module function ${RName}$(x, dim, mask, corrected) result(res) |
| 35 | + ${t1}$, intent(in) :: x(:) |
| 36 | + integer, intent(in) :: dim |
| 37 | + logical, intent(in), optional :: mask |
| 38 | + logical, intent(in), optional :: corrected |
| 39 | + real(dp) :: res |
| 40 | + |
| 41 | + if (.not.optval(mask, .true.)) then |
| 42 | + res = ieee_value(1._dp, ieee_quiet_nan) |
| 43 | + return |
| 44 | + end if |
| 45 | + |
| 46 | + res = 1 |
| 47 | + |
| 48 | + end function ${RName}$ |
| 49 | + #:endfor |
| 50 | + |
| 51 | + |
| 52 | + #:for k1, t1 in RC_KINDS_TYPES |
| 53 | + #:set RName = rname("corr_mask",1, t1, k1) |
| 54 | + module function ${RName}$(x, dim, mask, corrected) result(res) |
| 55 | + ${t1}$, intent(in) :: x(:) |
| 56 | + integer, intent(in) :: dim |
| 57 | + logical, intent(in) :: mask(:) |
| 58 | + logical, intent(in), optional :: corrected |
| 59 | + real(${k1}$) :: res |
| 60 | + |
| 61 | + res = 1 |
| 62 | + |
| 63 | + end function ${RName}$ |
| 64 | + #:endfor |
| 65 | + |
| 66 | + |
| 67 | + #:for k1, t1 in INT_KINDS_TYPES |
| 68 | + #:set RName = rname("corr_mask",1, t1, k1, 'dp') |
| 69 | + module function ${RName}$(x, dim, mask, corrected) result(res) |
| 70 | + ${t1}$, intent(in) :: x(:) |
| 71 | + integer, intent(in) :: dim |
| 72 | + logical, intent(in) :: mask(:) |
| 73 | + logical, intent(in), optional :: corrected |
| 74 | + real(dp) :: res |
| 75 | + |
| 76 | + res = 1 |
| 77 | + |
| 78 | + end function ${RName}$ |
| 79 | + #:endfor |
| 80 | + |
| 81 | + |
| 82 | + #:for k1, t1 in RC_KINDS_TYPES |
| 83 | + #:set RName = rname("corr",2, t1, k1) |
| 84 | + module function ${RName}$(x, dim, mask, corrected) result(res) |
| 85 | + ${t1}$, intent(in) :: x(:, :) |
| 86 | + integer, intent(in) :: dim |
| 87 | + logical, intent(in), optional :: mask |
| 88 | + logical, intent(in), optional :: corrected |
| 89 | + ${t1}$ :: res(merge(size(x, 1), size(x, 2), mask = 1<dim)& |
| 90 | + , merge(size(x, 1), size(x, 2), mask = 1<dim)) |
| 91 | + |
| 92 | + integer :: i |
| 93 | + ${t1}$ :: mean_(merge(size(x, 1), size(x, 2), mask = 1<dim)) |
| 94 | + ${t1}$ :: center(size(x, 1),size(x, 2)) |
| 95 | + |
| 96 | + if (.not.optval(mask, .true.)) then |
| 97 | + res = ieee_value(1._${k1}$, ieee_quiet_nan) |
| 98 | + return |
| 99 | + end if |
| 100 | + |
| 101 | + mean_ = mean(x, dim) |
| 102 | + select case(dim) |
| 103 | + case(1) |
| 104 | + do i = 1, size(x, 1) |
| 105 | + center(i, :) = x(i, :) - mean_ |
| 106 | + end do |
| 107 | + #:if t1[0] == 'r' |
| 108 | + res = matmul( transpose(center), center) |
| 109 | + #:else |
| 110 | + res = matmul( transpose(conjg(center)), center) |
| 111 | + #:endif |
| 112 | + case(2) |
| 113 | + do i = 1, size(x, 2) |
| 114 | + center(:, i) = x(:, i) - mean_ |
| 115 | + end do |
| 116 | + #:if t1[0] == 'r' |
| 117 | + res = matmul( center, transpose(center)) |
| 118 | + #:else |
| 119 | + res = matmul( center, transpose(conjg(center))) |
| 120 | + #:endif |
| 121 | + case default |
| 122 | + call error_stop("ERROR (corr): wrong dimension") |
| 123 | + end select |
| 124 | + res = res / (size(x, dim) - merge(1, 0, optval(corrected, .true.))) |
| 125 | + |
| 126 | + end function ${RName}$ |
| 127 | + #:endfor |
| 128 | + |
| 129 | + |
| 130 | + #:for k1, t1 in INT_KINDS_TYPES |
| 131 | + #:set RName = rname("corr",2, t1, k1, 'dp') |
| 132 | + module function ${RName}$(x, dim, mask, corrected) result(res) |
| 133 | + ${t1}$, intent(in) :: x(:, :) |
| 134 | + integer, intent(in) :: dim |
| 135 | + logical, intent(in), optional :: mask |
| 136 | + logical, intent(in), optional :: corrected |
| 137 | + real(dp) :: res(merge(size(x, 1), size(x, 2), mask = 1<dim)& |
| 138 | + , merge(size(x, 1), size(x, 2), mask = 1<dim)) |
| 139 | + |
| 140 | + integer :: i |
| 141 | + real(dp) :: mean_(merge(size(x, 1), size(x, 2), mask = 1<dim)) |
| 142 | + real(dp) :: center(size(x, 1),size(x, 2)) |
| 143 | + |
| 144 | + if (.not.optval(mask, .true.)) then |
| 145 | + res = ieee_value(1._dp, ieee_quiet_nan) |
| 146 | + return |
| 147 | + end if |
| 148 | + |
| 149 | + mean_ = mean(x, dim) |
| 150 | + select case(dim) |
| 151 | + case(1) |
| 152 | + do i = 1, size(x, 1) |
| 153 | + center(i, :) = real(x(i, :), dp) - mean_ |
| 154 | + end do |
| 155 | + res = matmul( transpose(center), center) |
| 156 | + case(2) |
| 157 | + do i = 1, size(x, 2) |
| 158 | + center(:, i) = real(x(:, i), dp) - mean_ |
| 159 | + end do |
| 160 | + res = matmul( center, transpose(center)) |
| 161 | + case default |
| 162 | + call error_stop("ERROR (corr): wrong dimension") |
| 163 | + end select |
| 164 | + res = res / (size(x, dim) - merge(1, 0, optval(corrected, .true.))) |
| 165 | + |
| 166 | + end function ${RName}$ |
| 167 | + #:endfor |
| 168 | + |
| 169 | + |
| 170 | + #:for k1, t1 in RC_KINDS_TYPES |
| 171 | + #:set RName = rname("corr_mask",2, t1, k1) |
| 172 | + module function ${RName}$(x, dim, mask, corrected) result(res) |
| 173 | + ${t1}$, intent(in) :: x(:, :) |
| 174 | + integer, intent(in) :: dim |
| 175 | + logical, intent(in) :: mask(:,:) |
| 176 | + logical, intent(in), optional :: corrected |
| 177 | + ${t1}$ :: res(merge(size(x, 1), size(x, 2), mask = 1<dim)& |
| 178 | + , merge(size(x, 1), size(x, 2), mask = 1<dim)) |
| 179 | + |
| 180 | + integer :: i, j, n |
| 181 | + ${t1}$ :: mean_(merge(size(x, 1), size(x, 2), mask = 1<dim)) |
| 182 | + ${t1}$ :: center(size(x, 1),size(x, 2)) |
| 183 | + |
| 184 | + mean_ = mean(x, dim, mask = mask) |
| 185 | + select case(dim) |
| 186 | + case(1) |
| 187 | + do i = 1, size(x, 1) |
| 188 | + center(i, :) = merge( x(i, :) - mean_,& |
| 189 | + #:if t1[0] == 'r' |
| 190 | + 0._${k1}$,& |
| 191 | + #:else |
| 192 | + cmplx(0,0,kind=${k1}$),& |
| 193 | + #:endif |
| 194 | + mask(i, :)) |
| 195 | + end do |
| 196 | + #:if t1[0] == 'r' |
| 197 | + res = matmul( transpose(center), center) |
| 198 | + #:else |
| 199 | + res = matmul( transpose(conjg(center)), center) |
| 200 | + #:endif |
| 201 | + do j = 1, size(res, 2) |
| 202 | + do i = 1, size(res, 1) |
| 203 | + n = count(merge(.true., .false., mask(:, i) .and. mask(:, j))) |
| 204 | + res(i, j) = res(i, j) / (n - merge(1, 0,& |
| 205 | + optval(corrected, .true.) .and. n > 0)) |
| 206 | + end do |
| 207 | + end do |
| 208 | + case(2) |
| 209 | + do i = 1, size(x, 2) |
| 210 | + center(:, i) = merge( x(:, i) - mean_,& |
| 211 | + #:if t1[0] == 'r' |
| 212 | + 0._${k1}$,& |
| 213 | + #:else |
| 214 | + cmplx(0,0,kind=${k1}$),& |
| 215 | + #:endif |
| 216 | + mask(:, i)) |
| 217 | + end do |
| 218 | + #:if t1[0] == 'r' |
| 219 | + res = matmul( center, transpose(center)) |
| 220 | + #:else |
| 221 | + res = matmul( center, transpose(conjg(center))) |
| 222 | + #:endif |
| 223 | + do j = 1, size(res, 2) |
| 224 | + do i = 1, size(res, 1) |
| 225 | + n = count(merge(.true., .false., mask(i, :) .and. mask(j, :))) |
| 226 | + res(i, j) = res(i, j) / (n - merge(1, 0,& |
| 227 | + optval(corrected, .true.) .and. n > 0)) |
| 228 | + end do |
| 229 | + end do |
| 230 | + case default |
| 231 | + call error_stop("ERROR (corr): wrong dimension") |
| 232 | + end select |
| 233 | + |
| 234 | + end function ${RName}$ |
| 235 | + #:endfor |
| 236 | + |
| 237 | + |
| 238 | + #:for k1, t1 in INT_KINDS_TYPES |
| 239 | + #:set RName = rname("corr_mask",2, t1, k1, 'dp') |
| 240 | + module function ${RName}$(x, dim, mask, corrected) result(res) |
| 241 | + ${t1}$, intent(in) :: x(:, :) |
| 242 | + integer, intent(in) :: dim |
| 243 | + logical, intent(in) :: mask(:,:) |
| 244 | + logical, intent(in), optional :: corrected |
| 245 | + real(dp) :: res(merge(size(x, 1), size(x, 2), mask = 1<dim)& |
| 246 | + , merge(size(x, 1), size(x, 2), mask = 1<dim)) |
| 247 | + |
| 248 | + integer :: i, j, n |
| 249 | + real(dp) :: mean_(merge(size(x, 1), size(x, 2), mask = 1<dim)) |
| 250 | + real(dp) :: center(size(x, 1),size(x, 2)) |
| 251 | + |
| 252 | + mean_ = mean(x, dim, mask = mask) |
| 253 | + select case(dim) |
| 254 | + case(1) |
| 255 | + do i = 1, size(x, 1) |
| 256 | + center(i, :) = merge( x(i, :) - mean_,& |
| 257 | + 0._dp,& |
| 258 | + mask(i, :)) |
| 259 | + end do |
| 260 | + res = matmul( transpose(center), center) |
| 261 | + do j = 1, size(res, 2) |
| 262 | + do i = 1, size(res, 1) |
| 263 | + n = count(merge(.true., .false., mask(:, i) .and. mask(:, j))) |
| 264 | + res(i, j) = res(i, j) / (n - merge(1, 0,& |
| 265 | + optval(corrected, .true.) .and. n > 0)) |
| 266 | + end do |
| 267 | + end do |
| 268 | + case(2) |
| 269 | + do i = 1, size(x, 2) |
| 270 | + center(:, i) = merge( x(:, i) - mean_,& |
| 271 | + 0._dp,& |
| 272 | + mask(:, i)) |
| 273 | + end do |
| 274 | + res = matmul( center, transpose(center)) |
| 275 | + do j = 1, size(res, 2) |
| 276 | + do i = 1, size(res, 1) |
| 277 | + n = count(merge(.true., .false., mask(i, :) .and. mask(j, :))) |
| 278 | + res(i, j) = res(i, j) / (n - merge(1, 0,& |
| 279 | + optval(corrected, .true.) .and. n > 0)) |
| 280 | + end do |
| 281 | + end do |
| 282 | + case default |
| 283 | + call error_stop("ERROR (corr): wrong dimension") |
| 284 | + end select |
| 285 | + |
| 286 | + end function ${RName}$ |
| 287 | + #:endfor |
| 288 | + |
| 289 | + |
| 290 | +end submodule |
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