diff --git a/lib/node_modules/@stdlib/stats/base/dists/gilbrat/variance/README.md b/lib/node_modules/@stdlib/stats/base/dists/gilbrat/variance/README.md
new file mode 100644
index 000000000000..2509ba27161d
--- /dev/null
+++ b/lib/node_modules/@stdlib/stats/base/dists/gilbrat/variance/README.md
@@ -0,0 +1,246 @@
+
+
+# Variance
+
+> [gilbrat][gilbrat-distribution] distribution [variance][variance].
+
+
+
+
+
+The [variance][variance] for a [gilbrat][gilbrat-distribution] random variable with scale parameter `σ > 0` is
+
+
+
+```math
+\operatorname{Var}\left[ X \right] = e(e-1)
+```
+
+
+
+
+
+
+
+
+
+
+
+
+
+## Usage
+
+```javascript
+var variance = require( '@stdlib/stats/base/dists/gilbrat/variance' );
+```
+
+#### variance( sigma )
+
+Returns the [variance][variance] for a [gilbrat][gilbrat-distribution] distribution with scale parameter `sigma`.
+
+```javascript
+var y = variance( 1.0 );
+// returns ~4.671
+
+y = variance( 4.0 );
+// returns ~4.671
+
+y = variance( 0.5 );
+// returns ~4.671
+```
+
+If provided `NaN`, the function returns `NaN`.
+
+```javascript
+var y = variance( NaN );
+// returns NaN
+```
+
+If provided `sigma <= 0`, the function returns `NaN`.
+
+```javascript
+var y = variance( 0.0 );
+// returns NaN
+
+y = variance( -1.0 );
+// returns NaN
+```
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+## Examples
+
+
+
+```javascript
+var uniform = require( '@stdlib/random/array/uniform' );
+var logEachMap = require( '@stdlib/console/log-each-map' );
+var variance = require( '@stdlib/stats/base/dists/gilbrat/variance' );
+
+var opts = {
+ 'dtype': 'float64'
+};
+var sigma = uniform( 10, 0.1, 20.0, opts );
+
+logEachMap( 'σ: %lf, Var(X;σ): %lf', sigma, variance );
+```
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+* * *
+
+
+
+## C APIs
+
+
+
+
+
+
+
+
+
+
+
+### Usage
+
+```c
+#include "stdlib/stats/base/dists/gilbrat/variance.h"
+```
+
+#### stdlib_base_dists_gilbrat_variance( sigma )
+
+Returns the variance for a [gilbrat][gilbrat-distribution] distribution with scale parameter `sigma`.
+
+- **sigma**: `[in] double` scale parameter.
+
+```c
+double stdlib_base_dists_gilbrat_variance( const double sigma );
+```
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+### Examples
+
+```c
+#include "stdlib/stats/base/dists/gilbrat/variance.h"
+#include
+#include
+
+static double random_uniform( const double min, const double max ) {
+ double v = (double)rand() / ( (double)RAND_MAX + 1.0 );
+ return min + ( v*(max-min) );
+}
+
+int main( void ) {
+ double sigma;
+ double y;
+ int i;
+
+ for ( i = 0; i < 10; i++ ) {
+ sigma = random_uniform( 0.1, 20.0 );
+ y = stdlib_base_dists_gilbrat_variance( sigma );
+ printf( "σ: %lf, Var(X;σ): %lf\n", sigma, y );
+ }
+}
+```
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+[gilbrat-distribution]: https://en.wikipedia.org/wiki/Gibrat's_law
+
+[variance]: https://en.wikipedia.org/wiki/variance
+
+
+
+
diff --git a/lib/node_modules/@stdlib/stats/base/dists/gilbrat/variance/benchmark/benchmark.js b/lib/node_modules/@stdlib/stats/base/dists/gilbrat/variance/benchmark/benchmark.js
new file mode 100644
index 000000000000..81d3e2036377
--- /dev/null
+++ b/lib/node_modules/@stdlib/stats/base/dists/gilbrat/variance/benchmark/benchmark.js
@@ -0,0 +1,55 @@
+/**
+* @license Apache-2.0
+*
+* Copyright (c) 2026 The Stdlib Authors.
+*
+* Licensed under the Apache License, Version 2.0 (the "License");
+* you may not use this file except in compliance with the License.
+* You may obtain a copy of the License at
+*
+* http://www.apache.org/licenses/LICENSE-2.0
+*
+* Unless required by applicable law or agreed to in writing, software
+* distributed under the License is distributed on an "AS IS" BASIS,
+* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+* See the License for the specific language governing permissions and
+* limitations under the License.
+*/
+
+'use strict';
+
+// MODULES //
+
+var bench = require( '@stdlib/bench' );
+var uniform = require( '@stdlib/random/array/uniform' );
+var isnan = require( '@stdlib/math/base/assert/is-nan' );
+var EPS = require( '@stdlib/constants/float64/eps' );
+var pkg = require( './../package.json' ).name;
+var variance = require( './../lib' );
+
+
+// MAIN //
+
+bench( pkg, function benchmark( b ) {
+ var sigma;
+ var y;
+ var i;
+
+ sigma = uniform( 100, EPS, 20.0, {
+ 'dtype': 'float64'
+ });
+
+ b.tic();
+ for ( i = 0; i < b.iterations; i++ ) {
+ y = variance( sigma[ i%sigma.length ] );
+ if ( isnan( y ) ) {
+ b.fail( 'should not return NaN' );
+ }
+ }
+ b.toc();
+ if ( isnan( y ) ) {
+ b.fail( 'should not return NaN' );
+ }
+ b.pass( 'benchmark finished' );
+ b.end();
+});
diff --git a/lib/node_modules/@stdlib/stats/base/dists/gilbrat/variance/benchmark/benchmark.native.js b/lib/node_modules/@stdlib/stats/base/dists/gilbrat/variance/benchmark/benchmark.native.js
new file mode 100644
index 000000000000..286f8f389537
--- /dev/null
+++ b/lib/node_modules/@stdlib/stats/base/dists/gilbrat/variance/benchmark/benchmark.native.js
@@ -0,0 +1,65 @@
+/**
+* @license Apache-2.0
+*
+* Copyright (c) 2026 The Stdlib Authors.
+*
+* Licensed under the Apache License, Version 2.0 (the "License");
+* you may not use this file except in compliance with the License.
+* You may obtain a copy of the License at
+*
+* http://www.apache.org/licenses/LICENSE-2.0
+*
+* Unless required by applicable law or agreed to in writing, software
+* distributed under the License is distributed on an "AS IS" BASIS,
+* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+* See the License for the specific language governing permissions and
+* limitations under the License.
+*/
+
+'use strict';
+
+// MODULES //
+
+var resolve = require( 'path' ).resolve;
+var bench = require( '@stdlib/bench' );
+var uniform = require( '@stdlib/random/array/uniform' );
+var isnan = require( '@stdlib/math/base/assert/is-nan' );
+var tryRequire = require( '@stdlib/utils/try-require' );
+var EPS = require( '@stdlib/constants/float64/eps' );
+var format = require( '@stdlib/string/format' );
+var pkg = require( './../package.json' ).name;
+
+
+// VARIABLES //
+
+var variance = tryRequire( resolve( __dirname, './../lib/native.js' ) );
+var opts = {
+ 'skip': ( variance instanceof Error )
+};
+
+
+// MAIN //
+
+bench( format( '%s::native', pkg ), opts, function benchmark( b ) {
+ var sigma;
+ var y;
+ var i;
+
+ sigma = uniform( 100, EPS, 20.0, {
+ 'dtype': 'float64'
+ });
+
+ b.tic();
+ for ( i = 0; i < b.iterations; i++ ) {
+ y = variance( sigma[ i%sigma.length ] );
+ if ( isnan( y ) ) {
+ b.fail( 'should not return NaN' );
+ }
+ }
+ b.toc();
+ if ( isnan( y ) ) {
+ b.fail( 'should not return NaN' );
+ }
+ b.pass( 'benchmark finished' );
+ b.end();
+});
diff --git a/lib/node_modules/@stdlib/stats/base/dists/gilbrat/variance/benchmark/c/Makefile b/lib/node_modules/@stdlib/stats/base/dists/gilbrat/variance/benchmark/c/Makefile
new file mode 100644
index 000000000000..979768abbcec
--- /dev/null
+++ b/lib/node_modules/@stdlib/stats/base/dists/gilbrat/variance/benchmark/c/Makefile
@@ -0,0 +1,146 @@
+#/
+# @license Apache-2.0
+#
+# Copyright (c) 2026 The Stdlib Authors.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+#/
+
+# VARIABLES #
+
+ifndef VERBOSE
+ QUIET := @
+else
+ QUIET :=
+endif
+
+# Determine the OS ([1][1], [2][2]).
+#
+# [1]: https://en.wikipedia.org/wiki/Uname#Examples
+# [2]: http://stackoverflow.com/a/27776822/2225624
+OS ?= $(shell uname)
+ifneq (, $(findstring MINGW,$(OS)))
+ OS := WINNT
+else
+ifneq (, $(findstring MSYS,$(OS)))
+ OS := WINNT
+else
+ifneq (, $(findstring CYGWIN,$(OS)))
+ OS := WINNT
+else
+ifneq (, $(findstring Windows_NT,$(OS)))
+ OS := WINNT
+endif
+endif
+endif
+endif
+
+# Define the program used for compiling C source files:
+ifdef C_COMPILER
+ CC := $(C_COMPILER)
+else
+ CC := gcc
+endif
+
+# Define the command-line options when compiling C files:
+CFLAGS ?= \
+ -std=c99 \
+ -O3 \
+ -Wall \
+ -pedantic
+
+# Determine whether to generate position independent code ([1][1], [2][2]).
+#
+# [1]: https://gcc.gnu.org/onlinedocs/gcc/Code-Gen-Options.html#Code-Gen-Options
+# [2]: http://stackoverflow.com/questions/5311515/gcc-fpic-option
+ifeq ($(OS), WINNT)
+ fPIC ?=
+else
+ fPIC ?= -fPIC
+endif
+
+# List of includes (e.g., `-I /foo/bar -I /beep/boop/include`):
+INCLUDE ?=
+
+# List of source files:
+SOURCE_FILES ?=
+
+# List of libraries (e.g., `-lopenblas -lpthread`):
+LIBRARIES ?=
+
+# List of library paths (e.g., `-L /foo/bar -L /beep/boop`):
+LIBPATH ?=
+
+# List of C targets:
+c_targets := benchmark.out
+
+
+# RULES #
+
+#/
+# Compiles source files.
+#
+# @param {string} [C_COMPILER] - C compiler (e.g., `gcc`)
+# @param {string} [CFLAGS] - C compiler options
+# @param {(string|void)} [fPIC] - compiler flag determining whether to generate position independent code (e.g., `-fPIC`)
+# @param {string} [INCLUDE] - list of includes (e.g., `-I /foo/bar -I /beep/boop/include`)
+# @param {string} [SOURCE_FILES] - list of source files
+# @param {string} [LIBPATH] - list of library paths (e.g., `-L /foo/bar -L /beep/boop`)
+# @param {string} [LIBRARIES] - list of libraries (e.g., `-lopenblas -lpthread`)
+#
+# @example
+# make
+#
+# @example
+# make all
+#/
+all: $(c_targets)
+
+.PHONY: all
+
+#/
+# Compiles C source files.
+#
+# @private
+# @param {string} CC - C compiler (e.g., `gcc`)
+# @param {string} CFLAGS - C compiler options
+# @param {(string|void)} fPIC - compiler flag determining whether to generate position independent code (e.g., `-fPIC`)
+# @param {string} INCLUDE - list of includes (e.g., `-I /foo/bar`)
+# @param {string} SOURCE_FILES - list of source files
+# @param {string} LIBPATH - list of library paths (e.g., `-L /foo/bar`)
+# @param {string} LIBRARIES - list of libraries (e.g., `-lopenblas`)
+#/
+$(c_targets): %.out: %.c
+ $(QUIET) $(CC) $(CFLAGS) $(fPIC) $(INCLUDE) -o $@ $(SOURCE_FILES) $< $(LIBPATH) -lm $(LIBRARIES)
+
+#/
+# Runs compiled benchmarks.
+#
+# @example
+# make run
+#/
+run: $(c_targets)
+ $(QUIET) ./$<
+
+.PHONY: run
+
+#/
+# Removes generated files.
+#
+# @example
+# make clean
+#/
+clean:
+ $(QUIET) -rm -f *.o *.out
+
+.PHONY: clean
diff --git a/lib/node_modules/@stdlib/stats/base/dists/gilbrat/variance/benchmark/c/benchmark.c b/lib/node_modules/@stdlib/stats/base/dists/gilbrat/variance/benchmark/c/benchmark.c
new file mode 100644
index 000000000000..c61e966bad87
--- /dev/null
+++ b/lib/node_modules/@stdlib/stats/base/dists/gilbrat/variance/benchmark/c/benchmark.c
@@ -0,0 +1,138 @@
+/**
+* @license Apache-2.0
+*
+* Copyright (c) 2026 The Stdlib Authors.
+*
+* Licensed under the Apache License, Version 2.0 (the "License");
+* you may not use this file except in compliance with the License.
+* You may obtain a copy of the License at
+*
+* http://www.apache.org/licenses/LICENSE-2.0
+*
+* Unless required by applicable law or agreed to in writing, software
+* distributed under the License is distributed on an "AS IS" BASIS,
+* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+* See the License for the specific language governing permissions and
+* limitations under the License.
+*/
+
+#include "stdlib/stats/base/dists/gilbrat/variance.h"
+#include
+#include
+#include
+#include
+#include
+
+#define NAME "gilbrat-variance"
+#define ITERATIONS 1000000
+#define REPEATS 3
+
+/**
+* Prints the TAP version.
+*/
+static void print_version( void ) {
+ printf( "TAP version 13\n" );
+}
+
+/**
+* Prints the TAP summary.
+*
+* @param total total number of tests
+* @param passing total number of passing tests
+*/
+static void print_summary( int total, int passing ) {
+ printf( "#\n" );
+ printf( "1..%d\n", total ); // TAP plan
+ printf( "# total %d\n", total );
+ printf( "# pass %d\n", passing );
+ printf( "#\n" );
+ printf( "# ok\n" );
+}
+
+/**
+* Prints benchmarks results.
+*
+* @param elapsed elapsed time in seconds
+*/
+static void print_results( double elapsed ) {
+ double rate = (double)ITERATIONS / elapsed;
+ printf( " ---\n" );
+ printf( " iterations: %d\n", ITERATIONS );
+ printf( " elapsed: %0.9f\n", elapsed );
+ printf( " rate: %0.9f\n", rate );
+ printf( " ...\n" );
+}
+
+/**
+* Returns a clock time.
+*
+* @return clock time
+*/
+static double tic( void ) {
+ struct timeval now;
+ gettimeofday( &now, NULL );
+ return (double)now.tv_sec + (double)now.tv_usec/1.0e6;
+}
+
+/**
+* Generates a random number on the interval [min,max).
+*
+* @param min minimum value (inclusive)
+* @param max maximum value (exclusive)
+* @return random number
+*/
+static double random_uniform( const double min, const double max ) {
+ double v = (double)rand() / ( (double)RAND_MAX + 1.0 );
+ return min + ( v*(max-min) );
+}
+
+/**
+* Runs a benchmark.
+*
+* @return elapsed time in seconds
+*/
+static double benchmark( void ) {
+ double elapsed;
+ double sigma[ 100 ];
+ double y;
+ double t;
+ int i;
+
+ for ( i = 0; i < 100; i++ ) {
+ sigma[ i ] = random_uniform( 0.1, 10.0 );
+ }
+
+ t = tic();
+ for ( i = 0; i < ITERATIONS; i++ ) {
+ y = stdlib_base_dists_gilbrat_variance( sigma[ i%100 ] );
+ if ( y != y ) {
+ printf( "should not return NaN\n" );
+ break;
+ }
+ }
+ elapsed = tic() - t;
+ if ( y != y ) {
+ printf( "should not return NaN\n" );
+ }
+ return elapsed;
+}
+
+/**
+* Main execution sequence.
+*/
+int main( void ) {
+ double elapsed;
+ int i;
+
+ // Use the current time to seed the random number generator:
+ srand( time( NULL ) );
+
+ print_version();
+ for ( i = 0; i < REPEATS; i++ ) {
+ printf( "# c::%s\n", NAME );
+ elapsed = benchmark();
+ print_results( elapsed );
+ printf( "ok %d benchmark finished\n", i+1 );
+ }
+ print_summary( REPEATS, REPEATS );
+}
diff --git a/lib/node_modules/@stdlib/stats/base/dists/gilbrat/variance/binding.gyp b/lib/node_modules/@stdlib/stats/base/dists/gilbrat/variance/binding.gyp
new file mode 100644
index 000000000000..0d6508a12e99
--- /dev/null
+++ b/lib/node_modules/@stdlib/stats/base/dists/gilbrat/variance/binding.gyp
@@ -0,0 +1,170 @@
+# @license Apache-2.0
+#
+# Copyright (c) 2026 The Stdlib Authors.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+# A `.gyp` file for building a Node.js native add-on.
+#
+# [1]: https://gyp.gsrc.io/docs/InputFormatReference.md
+# [2]: https://gyp.gsrc.io/docs/UserDocumentation.md
+{
+ # List of files to include in this file:
+ 'includes': [
+ './include.gypi',
+ ],
+
+ # Define variables to be used throughout the configuration for all targets:
+ 'variables': {
+ # Target name should match the add-on export name:
+ 'addon_target_name%': 'addon',
+
+ # Set variables based on the host OS:
+ 'conditions': [
+ [
+ 'OS=="win"',
+ {
+ # Define the object file suffix:
+ 'obj': 'obj',
+ },
+ {
+ # Define the object file suffix:
+ 'obj': 'o',
+ }
+ ], # end condition (OS=="win")
+ ], # end conditions
+ }, # end variables
+
+ # Define compile targets:
+ 'targets': [
+
+ # Target to generate an add-on:
+ {
+ # The target name should match the add-on export name:
+ 'target_name': '<(addon_target_name)',
+
+ # Define dependencies:
+ 'dependencies': [],
+
+ # Define directories which contain relevant include headers:
+ 'include_dirs': [
+ # Local include directory:
+ '<@(include_dirs)',
+ ],
+
+ # List of source files:
+ 'sources': [
+ '<@(src_files)',
+ ],
+
+ # Settings which should be applied when a target's object files are used as linker input:
+ 'link_settings': {
+ # Define libraries:
+ 'libraries': [
+ '<@(libraries)',
+ ],
+
+ # Define library directories:
+ 'library_dirs': [
+ '<@(library_dirs)',
+ ],
+ },
+
+ # C/C++ compiler flags:
+ 'cflags': [
+ # Enable commonly used warning options:
+ '-Wall',
+
+ # Aggressive optimization:
+ '-O3',
+ ],
+
+ # C specific compiler flags:
+ 'cflags_c': [
+ # Specify the C standard to which a program is expected to conform:
+ '-std=c99',
+ ],
+
+ # C++ specific compiler flags:
+ 'cflags_cpp': [
+ # Specify the C++ standard to which a program is expected to conform:
+ '-std=c++11',
+ ],
+
+ # Linker flags:
+ 'ldflags': [],
+
+ # Apply conditions based on the host OS:
+ 'conditions': [
+ [
+ 'OS=="mac"',
+ {
+ # Linker flags:
+ 'ldflags': [
+ '-undefined dynamic_lookup',
+ '-Wl,-no-pie',
+ '-Wl,-search_paths_first',
+ ],
+ },
+ ], # end condition (OS=="mac")
+ [
+ 'OS!="win"',
+ {
+ # C/C++ flags:
+ 'cflags': [
+ # Generate platform-independent code:
+ '-fPIC',
+ ],
+ },
+ ], # end condition (OS!="win")
+ ], # end conditions
+ }, # end target <(addon_target_name)
+
+ # Target to copy a generated add-on to a standard location:
+ {
+ 'target_name': 'copy_addon',
+
+ # Declare that the output of this target is not linked:
+ 'type': 'none',
+
+ # Define dependencies:
+ 'dependencies': [
+ # Require that the add-on be generated before building this target:
+ '<(addon_target_name)',
+ ],
+
+ # Define a list of actions:
+ 'actions': [
+ {
+ 'action_name': 'copy_addon',
+ 'message': 'Copying addon...',
+
+ # Explicitly list the inputs in the command-line invocation below:
+ 'inputs': [],
+
+ # Declare the expected outputs:
+ 'outputs': [
+ '<(addon_output_dir)/<(addon_target_name).node',
+ ],
+
+ # Define the command-line invocation:
+ 'action': [
+ 'cp',
+ '<(PRODUCT_DIR)/<(addon_target_name).node',
+ '<(addon_output_dir)/<(addon_target_name).node',
+ ],
+ },
+ ], # end actions
+ }, # end target copy_addon
+ ], # end targets
+}
diff --git a/lib/node_modules/@stdlib/stats/base/dists/gilbrat/variance/docs/repl.txt b/lib/node_modules/@stdlib/stats/base/dists/gilbrat/variance/docs/repl.txt
new file mode 100644
index 000000000000..5a673a1e10f0
--- /dev/null
+++ b/lib/node_modules/@stdlib/stats/base/dists/gilbrat/variance/docs/repl.txt
@@ -0,0 +1,32 @@
+
+{{alias}}( σ )
+ Returns the variance of a gilbrat distribution with scale
+ parameter `σ`.
+
+ If provided `σ <= 0`, the function returns `NaN`.
+
+ Parameters
+ ----------
+ σ: number
+ Scale parameter.
+
+ Returns
+ -------
+ out: number
+ Variance.
+
+ Examples
+ --------
+ > var y = {{alias}}( 1.0 )
+ ~4.671
+ > y = {{alias}}( 5.0 )
+ ~4.671
+ > y = {{alias}}( NaN )
+ NaN
+ > y = {{alias}}( 0.0 )
+ NaN
+
+ See Also
+ --------
+
+
diff --git a/lib/node_modules/@stdlib/stats/base/dists/gilbrat/variance/docs/types/index.d.ts b/lib/node_modules/@stdlib/stats/base/dists/gilbrat/variance/docs/types/index.d.ts
new file mode 100644
index 000000000000..d2d7ad411b9e
--- /dev/null
+++ b/lib/node_modules/@stdlib/stats/base/dists/gilbrat/variance/docs/types/index.d.ts
@@ -0,0 +1,52 @@
+/*
+* @license Apache-2.0
+*
+* Copyright (c) 2026 The Stdlib Authors.
+*
+* Licensed under the Apache License, Version 2.0 (the "License");
+* you may not use this file except in compliance with the License.
+* You may obtain a copy of the License at
+*
+* http://www.apache.org/licenses/LICENSE-2.0
+*
+* Unless required by applicable law or agreed to in writing, software
+* distributed under the License is distributed on an "AS IS" BASIS,
+* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+* See the License for the specific language governing permissions and
+* limitations under the License.
+*/
+
+// TypeScript Version: 4.1
+
+/**
+* Returns the variance for a gilbrat distribution with scale parameter `sigma`.
+*
+* ## Notes
+*
+* - If provided `sigma <= 0`, the function returns `NaN`.
+*
+* @param sigma - scale parameter
+* @returns variance
+*
+* @example
+* var y = variance( 1.0 );
+* // returns ~4.671
+*
+* @example
+* var y = variance( 5.0 );
+* // returns ~4.671
+*
+* @example
+* var y = variance( NaN );
+* // returns NaN
+*
+* @example
+* var y = variance( 0.0 );
+* // returns NaN
+*/
+declare function variance( sigma: number ): number;
+
+
+// EXPORTS //
+
+export = variance;
diff --git a/lib/node_modules/@stdlib/stats/base/dists/gilbrat/variance/docs/types/test.ts b/lib/node_modules/@stdlib/stats/base/dists/gilbrat/variance/docs/types/test.ts
new file mode 100644
index 000000000000..bd3d947eae4f
--- /dev/null
+++ b/lib/node_modules/@stdlib/stats/base/dists/gilbrat/variance/docs/types/test.ts
@@ -0,0 +1,42 @@
+/*
+* @license Apache-2.0
+*
+* Copyright (c) 2026 The Stdlib Authors.
+*
+* Licensed under the Apache License, Version 2.0 (the "License");
+* you may not use this file except in compliance with the License.
+* You may obtain a copy of the License at
+*
+* http://www.apache.org/licenses/LICENSE-2.0
+*
+* Unless required by applicable law or agreed to in writing, software
+* distributed under the License is distributed on an "AS IS" BASIS,
+* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+* See the License for the specific language governing permissions and
+* limitations under the License.
+*/
+
+import variance = require( './index' );
+
+
+// TESTS //
+
+// The function returns a number...
+{
+ variance( 2 ); // $ExpectType number
+}
+
+// The compiler throws an error if the function is provided a value other than a number...
+{
+ variance( true ); // $ExpectError
+ variance( false ); // $ExpectError
+ variance( '5' ); // $ExpectError
+ variance( [] ); // $ExpectError
+ variance( {} ); // $ExpectError
+ variance( ( x: number ): number => x ); // $ExpectError
+}
+
+// The compiler throws an error if the function is provided insufficient arguments...
+{
+ variance(); // $ExpectError
+}
diff --git a/lib/node_modules/@stdlib/stats/base/dists/gilbrat/variance/examples/c/Makefile b/lib/node_modules/@stdlib/stats/base/dists/gilbrat/variance/examples/c/Makefile
new file mode 100644
index 000000000000..c8f8e9a1517b
--- /dev/null
+++ b/lib/node_modules/@stdlib/stats/base/dists/gilbrat/variance/examples/c/Makefile
@@ -0,0 +1,146 @@
+#/
+# @license Apache-2.0
+#
+# Copyright (c) 2026 The Stdlib Authors.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+#/
+
+# VARIABLES #
+
+ifndef VERBOSE
+ QUIET := @
+else
+ QUIET :=
+endif
+
+# Determine the OS ([1][1], [2][2]).
+#
+# [1]: https://en.wikipedia.org/wiki/Uname#Examples
+# [2]: http://stackoverflow.com/a/27776822/2225624
+OS ?= $(shell uname)
+ifneq (, $(findstring MINGW,$(OS)))
+ OS := WINNT
+else
+ifneq (, $(findstring MSYS,$(OS)))
+ OS := WINNT
+else
+ifneq (, $(findstring CYGWIN,$(OS)))
+ OS := WINNT
+else
+ifneq (, $(findstring Windows_NT,$(OS)))
+ OS := WINNT
+endif
+endif
+endif
+endif
+
+# Define the program used for compiling C source files:
+ifdef C_COMPILER
+ CC := $(C_COMPILER)
+else
+ CC := gcc
+endif
+
+# Define the command-line options when compiling C files:
+CFLAGS ?= \
+ -std=c99 \
+ -O3 \
+ -Wall \
+ -pedantic
+
+# Determine whether to generate position independent code ([1][1], [2][2]).
+#
+# [1]: https://gcc.gnu.org/onlinedocs/gcc/Code-Gen-Options.html#Code-Gen-Options
+# [2]: http://stackoverflow.com/questions/5311515/gcc-fpic-option
+ifeq ($(OS), WINNT)
+ fPIC ?=
+else
+ fPIC ?= -fPIC
+endif
+
+# List of includes (e.g., `-I /foo/bar -I /beep/boop/include`):
+INCLUDE ?=
+
+# List of source files:
+SOURCE_FILES ?=
+
+# List of libraries (e.g., `-lopenblas -lpthread`):
+LIBRARIES ?=
+
+# List of library paths (e.g., `-L /foo/bar -L /beep/boop`):
+LIBPATH ?=
+
+# List of C targets:
+c_targets := example.out
+
+
+# RULES #
+
+#/
+# Compiles source files.
+#
+# @param {string} [C_COMPILER] - C compiler (e.g., `gcc`)
+# @param {string} [CFLAGS] - C compiler options
+# @param {(string|void)} [fPIC] - compiler flag determining whether to generate position independent code (e.g., `-fPIC`)
+# @param {string} [INCLUDE] - list of includes (e.g., `-I /foo/bar -I /beep/boop/include`)
+# @param {string} [SOURCE_FILES] - list of source files
+# @param {string} [LIBPATH] - list of library paths (e.g., `-L /foo/bar -L /beep/boop`)
+# @param {string} [LIBRARIES] - list of libraries (e.g., `-lopenblas -lpthread`)
+#
+# @example
+# make
+#
+# @example
+# make all
+#/
+all: $(c_targets)
+
+.PHONY: all
+
+#/
+# Compiles C source files.
+#
+# @private
+# @param {string} CC - C compiler (e.g., `gcc`)
+# @param {string} CFLAGS - C compiler options
+# @param {(string|void)} fPIC - compiler flag determining whether to generate position independent code (e.g., `-fPIC`)
+# @param {string} INCLUDE - list of includes (e.g., `-I /foo/bar`)
+# @param {string} SOURCE_FILES - list of source files
+# @param {string} LIBPATH - list of library paths (e.g., `-L /foo/bar`)
+# @param {string} LIBRARIES - list of libraries (e.g., `-lopenblas`)
+#/
+$(c_targets): %.out: %.c
+ $(QUIET) $(CC) $(CFLAGS) $(fPIC) $(INCLUDE) -o $@ $(SOURCE_FILES) $< $(LIBPATH) -lm $(LIBRARIES)
+
+#/
+# Runs compiled examples.
+#
+# @example
+# make run
+#/
+run: $(c_targets)
+ $(QUIET) ./$<
+
+.PHONY: run
+
+#/
+# Removes generated files.
+#
+# @example
+# make clean
+#/
+clean:
+ $(QUIET) -rm -f *.o *.out
+
+.PHONY: clean
diff --git a/lib/node_modules/@stdlib/stats/base/dists/gilbrat/variance/examples/c/example.c b/lib/node_modules/@stdlib/stats/base/dists/gilbrat/variance/examples/c/example.c
new file mode 100644
index 000000000000..75508f6c0963
--- /dev/null
+++ b/lib/node_modules/@stdlib/stats/base/dists/gilbrat/variance/examples/c/example.c
@@ -0,0 +1,38 @@
+/**
+* @license Apache-2.0
+*
+* Copyright (c) 2026 The Stdlib Authors.
+*
+* Licensed under the Apache License, Version 2.0 (the "License");
+* you may not use this file except in compliance with the License.
+* You may obtain a copy of the License at
+*
+* http://www.apache.org/licenses/LICENSE-2.0
+*
+* Unless required by applicable law or agreed to in writing, software
+* distributed under the License is distributed on an "AS IS" BASIS,
+* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+* See the License for the specific language governing permissions and
+* limitations under the License.
+*/
+
+#include "stdlib/stats/base/dists/gilbrat/variance.h"
+#include
+#include
+
+static double random_uniform( const double min, const double max ) {
+ double v = (double)rand() / ( (double)RAND_MAX + 1.0 );
+ return min + ( v*(max-min) );
+}
+
+int main( void ) {
+ double sigma;
+ double y;
+ int i;
+
+ for ( i = 0; i < 10; i++ ) {
+ sigma = random_uniform( 0.1, 20.0 );
+ y = stdlib_base_dists_gilbrat_variance( sigma );
+ printf( "σ: %lf, Var(X;σ): %lf\n", sigma, y );
+ }
+}
diff --git a/lib/node_modules/@stdlib/stats/base/dists/gilbrat/variance/examples/index.js b/lib/node_modules/@stdlib/stats/base/dists/gilbrat/variance/examples/index.js
new file mode 100644
index 000000000000..347d9b4ad37a
--- /dev/null
+++ b/lib/node_modules/@stdlib/stats/base/dists/gilbrat/variance/examples/index.js
@@ -0,0 +1,32 @@
+/**
+* @license Apache-2.0
+*
+* Copyright (c) 2026 The Stdlib Authors.
+*
+* Licensed under the Apache License, Version 2.0 (the "License");
+* you may not use this file except in compliance with the License.
+* You may obtain a copy of the License at
+*
+* http://www.apache.org/licenses/LICENSE-2.0
+*
+* Unless required by applicable law or agreed to in writing, software
+* distributed under the License is distributed on an "AS IS" BASIS,
+* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+* See the License for the specific language governing permissions and
+* limitations under the License.
+*/
+
+'use strict';
+
+var uniform = require( '@stdlib/random/array/uniform' );
+var logEachMap = require( '@stdlib/console/log-each-map' );
+var variance = require( './../lib' );
+
+var opts = {
+ 'dtype': 'float64'
+};
+
+// Generate positive scale parameters:
+var sigma = uniform( 10, 0.1, 20.0, opts );
+
+logEachMap( 'σ: %lf, Var(X;σ): %lf', sigma, variance );
diff --git a/lib/node_modules/@stdlib/stats/base/dists/gilbrat/variance/include.gypi b/lib/node_modules/@stdlib/stats/base/dists/gilbrat/variance/include.gypi
new file mode 100644
index 000000000000..bee8d41a2caf
--- /dev/null
+++ b/lib/node_modules/@stdlib/stats/base/dists/gilbrat/variance/include.gypi
@@ -0,0 +1,53 @@
+# @license Apache-2.0
+#
+# Copyright (c) 2026 The Stdlib Authors.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+# A GYP include file for building a Node.js native add-on.
+#
+# Main documentation:
+#
+# [1]: https://gyp.gsrc.io/docs/InputFormatReference.md
+# [2]: https://gyp.gsrc.io/docs/UserDocumentation.md
+{
+ # Define variables to be used throughout the configuration for all targets:
+ 'variables': {
+ # Source directory:
+ 'src_dir': './src',
+
+ # Include directories:
+ 'include_dirs': [
+ '=0.10.0",
+ "npm": ">2.7.0"
+ },
+ "os": [
+ "aix",
+ "darwin",
+ "freebsd",
+ "linux",
+ "macos",
+ "openbsd",
+ "sunos",
+ "win32",
+ "windows"
+ ],
+ "keywords": [
+ "stdlib",
+ "stdmath",
+ "statistics",
+ "stats",
+ "distribution",
+ "dist",
+ "parameter",
+ "continuous",
+ "variance",
+ "deviation",
+ "gilbrat"
+ ]
+}
diff --git a/lib/node_modules/@stdlib/stats/base/dists/gilbrat/variance/src/Makefile b/lib/node_modules/@stdlib/stats/base/dists/gilbrat/variance/src/Makefile
new file mode 100644
index 000000000000..2caf905cedbe
--- /dev/null
+++ b/lib/node_modules/@stdlib/stats/base/dists/gilbrat/variance/src/Makefile
@@ -0,0 +1,70 @@
+#/
+# @license Apache-2.0
+#
+# Copyright (c) 2026 The Stdlib Authors.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+#/
+
+# VARIABLES #
+
+ifndef VERBOSE
+ QUIET := @
+else
+ QUIET :=
+endif
+
+# Determine the OS ([1][1], [2][2]).
+#
+# [1]: https://en.wikipedia.org/wiki/Uname#Examples
+# [2]: http://stackoverflow.com/a/27776822/2225624
+OS ?= $(shell uname)
+ifneq (, $(findstring MINGW,$(OS)))
+ OS := WINNT
+else
+ifneq (, $(findstring MSYS,$(OS)))
+ OS := WINNT
+else
+ifneq (, $(findstring CYGWIN,$(OS)))
+ OS := WINNT
+else
+ifneq (, $(findstring Windows_NT,$(OS)))
+ OS := WINNT
+endif
+endif
+endif
+endif
+
+
+# RULES #
+
+#/
+# Removes generated files for building an add-on.
+#
+# @example
+# make clean-addon
+#/
+clean-addon:
+ $(QUIET) -rm -f *.o *.node
+
+.PHONY: clean-addon
+
+#/
+# Removes generated files.
+#
+# @example
+# make clean
+#/
+clean: clean-addon
+
+.PHONY: clean
diff --git a/lib/node_modules/@stdlib/stats/base/dists/gilbrat/variance/src/addon.c b/lib/node_modules/@stdlib/stats/base/dists/gilbrat/variance/src/addon.c
new file mode 100644
index 000000000000..24d98a1bcad8
--- /dev/null
+++ b/lib/node_modules/@stdlib/stats/base/dists/gilbrat/variance/src/addon.c
@@ -0,0 +1,22 @@
+/**
+* @license Apache-2.0
+*
+* Copyright (c) 2026 The Stdlib Authors.
+*
+* Licensed under the Apache License, Version 2.0 (the "License");
+* you may not use this file except in compliance with the License.
+* You may obtain a copy of the License at
+*
+* http://www.apache.org/licenses/LICENSE-2.0
+*
+* Unless required by applicable law or agreed to in writing, software
+* distributed under the License is distributed on an "AS IS" BASIS,
+* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+* See the License for the specific language governing permissions and
+* limitations under the License.
+*/
+
+#include "stdlib/stats/base/dists/gilbrat/variance.h"
+#include "stdlib/math/base/napi/unary.h"
+
+STDLIB_MATH_BASE_NAPI_MODULE_D_D( stdlib_base_dists_gilbrat_variance )
diff --git a/lib/node_modules/@stdlib/stats/base/dists/gilbrat/variance/src/main.c b/lib/node_modules/@stdlib/stats/base/dists/gilbrat/variance/src/main.c
new file mode 100644
index 000000000000..f3c58c925316
--- /dev/null
+++ b/lib/node_modules/@stdlib/stats/base/dists/gilbrat/variance/src/main.c
@@ -0,0 +1,38 @@
+/**
+* @license Apache-2.0
+*
+* Copyright (c) 2026 The Stdlib Authors.
+*
+* Licensed under the Apache License, Version 2.0 (the "License");
+* you may not use this file except in compliance with the License.
+* You may obtain a copy of the License at
+*
+* http://www.apache.org/licenses/LICENSE-2.0
+*
+* Unless required by applicable law or agreed to in writing, software
+* distributed under the License is distributed on an "AS IS" BASIS,
+* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+* See the License for the specific language governing permissions and
+* limitations under the License.
+*/
+
+#include "stdlib/stats/base/dists/gilbrat/variance.h"
+#include "stdlib/math/base/assert/is_nan.h"
+#include "stdlib/constants/float64/e.h"
+
+/**
+* Returns the variance for a gilbrat distribution with scale parameter `sigma`.
+*
+* @param sigma scale parameter
+* @return variance
+*
+* @example
+* double y = stdlib_base_dists_gilbrat_variance( 1.0 );
+* // returns ~4.671
+*/
+double stdlib_base_dists_gilbrat_variance( const double sigma ) {
+ if ( stdlib_base_is_nan( sigma ) || sigma <= 0.0 ) {
+ return 0.0 / 0.0; // NaN
+ }
+ return STDLIB_CONSTANT_FLOAT64_E * ( STDLIB_CONSTANT_FLOAT64_E - 1.0 );
+}
diff --git a/lib/node_modules/@stdlib/stats/base/dists/gilbrat/variance/test/fixtures/python/data.json b/lib/node_modules/@stdlib/stats/base/dists/gilbrat/variance/test/fixtures/python/data.json
new file mode 100644
index 000000000000..2b0e57ab4139
--- /dev/null
+++ b/lib/node_modules/@stdlib/stats/base/dists/gilbrat/variance/test/fixtures/python/data.json
@@ -0,0 +1 @@
+{"sigma": [3.6929817274705052, 4.002798053344801, 2.721285983269444, 4.058386400744659, 2.5014674349244403, 4.235572466476613, 1.6116142417492392, 4.5500304654009485, 3.6276114790234, 2.4799882524760104, 0.9813268645230755, 1.3642135003931983, 3.6158855545886155, 3.5340638051802302, 2.2219451397818055, 1.0691503716148594, 3.8446026899977377, 3.946816684531757, 4.464585390621126, 3.244321829876588, 0.3074560081039335, 2.505592763479691, 2.810926903199502, 0.5413166065236574, 0.6542328119631136, 0.47087206577982044, 1.0926109472023398, 2.8933066119480184, 1.065547773390358, 3.1894164624466304, 0.5406594171255757, 4.8335756531254965, 4.980208909549747, 2.190152837494488, 3.7342376816135827, 0.4602365817552795, 3.715514728625165, 4.690919660440815, 4.373833597894437, 0.22752687688934903, 1.9344228610118792, 3.346919909913677, 2.393060131707654, 1.7308434224881386, 0.465297966543442, 0.5369275718138999, 1.3728364549062366, 2.9170596799458504, 1.695119139031036, 0.8505030904450006, 4.079893173280705, 2.1969650861783228, 1.1528137378610404, 2.032303858397339, 4.396203291986581, 1.7468581442688158, 2.484190024976594, 4.262492430735097, 2.9883642992537567, 3.692465478980076, 0.5774133723767272, 1.9421701207059172, 0.5863295350111336, 3.977571227061053, 2.980907557633619, 0.9945732800740098, 4.230893937664054, 4.95042509687523, 3.934626389527555, 4.611524781704989, 3.5278583821255367, 2.4248082418603305, 3.72642014713388, 3.2297933560752004, 1.0412664007097332, 0.5059970478497317, 0.7059417805616158, 2.5684134076674643, 1.1092627596652176, 1.2289210335857625, 2.5801995804236006, 3.8576321089604915, 0.8571867092409402, 1.33732038982515, 4.494987351039554, 4.458163084675428, 3.473786747117142, 1.3610527344274899, 1.9681507788038362, 0.32367563989797066, 2.753165286917823, 0.052484678644454386, 4.1453041868113285, 1.6155551688242427, 1.5946971881481276, 0.5951488408058769, 1.8521640598973554, 1.185759705868249, 0.040631259681183085, 3.154428821861577], "expected": [4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604, 4.670774270471604]}
diff --git a/lib/node_modules/@stdlib/stats/base/dists/gilbrat/variance/test/fixtures/python/runner.py b/lib/node_modules/@stdlib/stats/base/dists/gilbrat/variance/test/fixtures/python/runner.py
new file mode 100644
index 000000000000..655673e27f6c
--- /dev/null
+++ b/lib/node_modules/@stdlib/stats/base/dists/gilbrat/variance/test/fixtures/python/runner.py
@@ -0,0 +1,58 @@
+#!/usr/bin/env python3
+#
+# @license Apache-2.0
+#
+# Copyright (c) 2026 The Stdlib Authors.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+#
+"""Generate fixture data for the variance of the gilbrat distribution."""
+
+import json
+import numpy as np
+from scipy.stats import gibrat
+
+
+def gen(sigma, name):
+ """Generate fixture data for the variance of the gilbrat distribution.
+
+ Parameters
+ ----------
+ sigma : array_like
+ scale parameter.
+ name : str
+ Output filename.
+ """
+ variance = gibrat.var()
+
+ expected = []
+ for s in sigma:
+ if s > 0.0:
+ expected.append(variance)
+ else:
+ expected.append(float("nan"))
+
+ data = {
+ "sigma": sigma.tolist(),
+ "expected": expected
+ }
+
+ with open(name, "w", encoding="utf-8") as f:
+ json.dump(data, f)
+ f.write("\n")
+
+
+if __name__ == "__main__":
+ # Generate fixtures:
+ sigmas = np.random.rand(100) * 5.0
+ gen(sigmas, "data.json")
diff --git a/lib/node_modules/@stdlib/stats/base/dists/gilbrat/variance/test/test.js b/lib/node_modules/@stdlib/stats/base/dists/gilbrat/variance/test/test.js
new file mode 100644
index 000000000000..51f8785b913f
--- /dev/null
+++ b/lib/node_modules/@stdlib/stats/base/dists/gilbrat/variance/test/test.js
@@ -0,0 +1,61 @@
+/**
+* @license Apache-2.0
+*
+* Copyright (c) 2026 The Stdlib Authors.
+*
+* Licensed under the Apache License, Version 2.0 (the "License");
+* you may not use this file except in compliance with the License.
+* You may obtain a copy of the License at
+*
+* http://www.apache.org/licenses/LICENSE-2.0
+*
+* Unless required by applicable law or agreed to in writing, software
+* distributed under the License is distributed on an "AS IS" BASIS,
+* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+* See the License for the specific language governing permissions and
+* limitations under the License.
+*/
+
+'use strict';
+
+// MODULES //
+
+var tape = require( 'tape' );
+var isnan = require( '@stdlib/math/base/assert/is-nan' );
+var variance = require( './../lib' );
+
+
+// FIXTURES //
+
+var data = require( './fixtures/python/data.json' );
+
+
+// TESTS //
+
+tape( 'main export is a function', function test( t ) {
+ t.ok( true, __filename );
+ t.strictEqual( typeof variance, 'function', 'main export is a function' );
+ t.end();
+});
+
+tape( 'if provided `NaN` for `sigma`, the function returns `NaN`', function test( t ) {
+ var y = variance( NaN );
+ t.strictEqual( isnan( y ), true, 'returns expected value' );
+ t.end();
+});
+
+tape( 'the function returns the variance of a gilbrat distribution', function test( t ) {
+ var expected;
+ var sigma;
+ var y;
+ var i;
+
+ expected = data.expected;
+ sigma = data.sigma;
+
+ for ( i = 0; i < sigma.length; i++ ) {
+ y = variance( sigma[i] );
+ t.strictEqual( y, expected[i], 'sigma: '+sigma[i] );
+ }
+ t.end();
+});
diff --git a/lib/node_modules/@stdlib/stats/base/dists/gilbrat/variance/test/test.native.js b/lib/node_modules/@stdlib/stats/base/dists/gilbrat/variance/test/test.native.js
new file mode 100644
index 000000000000..c99f857fb508
--- /dev/null
+++ b/lib/node_modules/@stdlib/stats/base/dists/gilbrat/variance/test/test.native.js
@@ -0,0 +1,69 @@
+/**
+* @license Apache-2.0
+*
+* Copyright (c) 2026 The Stdlib Authors.
+*
+* Licensed under the Apache License, Version 2.0 (the "License");
+* you may not use this file except in compliance with the License.
+* You may obtain a copy of the License at
+*
+* http://www.apache.org/licenses/LICENSE-2.0
+*
+* Unless required by applicable law or agreed to in writing, software
+* distributed under the License is distributed on an "AS IS" BASIS,
+* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+* See the License for the specific language governing permissions and
+* limitations under the License.
+*/
+
+'use strict';
+
+// MODULES //
+
+var resolve = require( 'path' ).resolve;
+var tape = require( 'tape' );
+var tryRequire = require( '@stdlib/utils/try-require' );
+var isnan = require( '@stdlib/math/base/assert/is-nan' );
+
+
+// FIXTURES //
+
+var data = require( './fixtures/python/data.json' );
+
+
+// VARIABLES //
+
+var variance = tryRequire( resolve( __dirname, './../lib/native.js' ) );
+var opts = {
+ 'skip': ( variance instanceof Error )
+};
+
+
+// TESTS //
+
+tape( 'main export is a function', opts, function test( t ) {
+ t.ok( true, __filename );
+ t.strictEqual( typeof variance, 'function', 'main export is a function' );
+ t.end();
+});
+
+tape( 'if provided `NaN`, the function returns `NaN`', opts, function test( t ) {
+ var y = variance( NaN );
+ t.strictEqual( isnan( y ), true, 'returns expected value' );
+ t.end();
+});
+
+tape( 'the function returns the variance of a gilbrat distribution', opts, function test( t ) {
+ var expected;
+ var sigma;
+ var y;
+ var i;
+
+ expected = data.expected;
+ sigma = data.sigma;
+ for ( i = 0; i < sigma.length; i++ ) {
+ y = variance( sigma[i] );
+ t.strictEqual( y, expected[i], 'sigma: '+sigma[i] );
+ }
+ t.end();
+});