docs: fix parameter descriptions across random and stats packages

lib/node_modules/@stdlib/_tools/remark/plugins/remark-svg-equations/lib/transformer.js

@@ -41,7 +41,7 @@ var RAW = /raw="([^"]*)"/;
 * Transforms a Markdown abstract syntax tree (AST) by finding equation markup and inserting rendered SVGs.
 *
 * @private
-* @param {Node} tree -  - abstract syntax tree (AST)
+* @param {Node} tree - abstract syntax tree (AST)
 * @param {File} file - file
 * @param {Callback} clbk - callback to invoke upon completion
 * @returns {void}

lib/node_modules/@stdlib/ml/incr/sgd-regression/lib/validate.js

@@ -41,7 +41,7 @@ var format = require( '@stdlib/string/format' );
 * @param {PositiveNumber} [options.eta0] - constant learning rate
 * @param {PositiveNumber} [options.lambda] - regularization parameter
 * @param {string} [options.learningRate] - the learning rate to use
-* @param {string} [options.loss] -  the loss function to use
+* @param {string} [options.loss] - the loss function to use
 * @param {boolean} [options.intercept] - specifies whether an intercept should be included
 * @returns {(Error|null)} null or an error object
 *

lib/node_modules/@stdlib/random/array/weibull/docs/repl.txt

@@ -9,10 +9,10 @@
         Output array length.
 
     k: number
-        Scale parameter.
+        Shape parameter.
 
     lambda: number
-        Shape parameter.
+        Scale parameter.
 
     options: Object (optional)
         Options.
@@ -37,10 +37,10 @@
     Parameters
     ----------
     k: number
-        Scale parameter.
+        Shape parameter.
 
     lambda: number
-        Shape parameter.
+        Scale parameter.
 
     out: Array<number>|Float64Array|Float32Array
         Output array.
@@ -77,10 +77,10 @@
     Parameters
     ----------
     k: number (optional)
-        Scale parameter.
+        Shape parameter.
 
     lambda: number (optional)
-        Shape parameter.
+        Scale parameter.
 
     options: Object (optional)
         Options.

lib/node_modules/@stdlib/random/base/weibull/lib/factory.js

@@ -245,8 +245,8 @@ function factory() {
 	* Returns a pseudorandom number drawn from a Weibull distribution.
 	*
 	* @private
-	* @param {PositiveNumber} k - scale parameter
-	* @param {PositiveNumber} lambda - shape parameter
+	* @param {PositiveNumber} k - shape parameter
+	* @param {PositiveNumber} lambda - scale parameter
 	* @returns {NonNegativeNumber} pseudorandom number
 	*
 	* @example

lib/node_modules/@stdlib/random/iter/weibull/README.md

@@ -32,7 +32,7 @@ var iterator = require( '@stdlib/random/iter/weibull' );
 
 #### iterator( k, lambda\[, options] )
 
-Returns an iterator for generating pseudorandom numbers drawn from a [Weibull][weibull] distribution with parameters `k` (scale parameter) and `lambda` (shape parameter).
+Returns an iterator for generating pseudorandom numbers drawn from a [Weibull][weibull] distribution with parameters `k` (shape parameter) and `lambda` (scale parameter).
 
 ```javascript
 var it = iterator( 2.0, 5.0 );

lib/node_modules/@stdlib/random/iter/weibull/docs/repl.txt

@@ -11,10 +11,10 @@
     Parameters
     ----------
     k: number
-        Scale parameter.
+        Shape parameter.
 
     λ: number
-        Shape parameter.
+        Scale parameter.
 
     options: Object (optional)
         Options.

lib/node_modules/@stdlib/random/iter/weibull/lib/main.js

@@ -41,8 +41,8 @@ var format = require( '@stdlib/string/format' );
 /**
 * Returns an iterator for generating pseudorandom numbers drawn from a Weibull distribution.
 *
-* @param {PositiveNumber} k - scale parameter
-* @param {PositiveNumber} lambda - shape parameter
+* @param {PositiveNumber} k - shape parameter
+* @param {PositiveNumber} lambda - scale parameter
 * @param {Options} [options] - function options
 * @param {PRNG} [options.prng] - pseudorandom number generator which generates uniformly distributed pseudorandom numbers
 * @param {PRNGSeedMT19937} [options.seed] - pseudorandom number generator seed

lib/node_modules/@stdlib/random/iter/weibull/test/test.js

@@ -40,7 +40,7 @@ tape( 'main export is a function', function test( t ) {
 	t.end();
 });
 
-tape( 'the function throws an error if scale parameter `k` is not a positive number', function test( t ) {
+tape( 'the function throws an error if shape parameter `k` is not a positive number', function test( t ) {
 	var values;
 	var i;
 
@@ -70,7 +70,7 @@ tape( 'the function throws an error if scale parameter `k` is not a positive num
 	}
 });
 
-tape( 'the function throws an error if shape parameter `lambda` is not a positive number', function test( t ) {
+tape( 'the function throws an error if scale parameter `lambda` is not a positive number', function test( t ) {
 	var values;
 	var i;
 

lib/node_modules/@stdlib/random/streams/weibull/README.md

@@ -34,7 +34,7 @@ var randomStream = require( '@stdlib/random/streams/weibull' );
 
 #### randomStream( k, lambda\[, options] )
 
-Returns a [readable stream][readable-stream] for generating pseudorandom numbers drawn from a [Weibull][weibull] distribution with parameters `k` (scale) and `lambda` (shape).
+Returns a [readable stream][readable-stream] for generating pseudorandom numbers drawn from a [Weibull][weibull] distribution with parameters `k` (shape) and `lambda` (scale).
 
 ```javascript
 var inspectStream = require( '@stdlib/streams/node/inspect-sink' );

lib/node_modules/@stdlib/random/streams/weibull/docs/repl.txt

@@ -11,10 +11,10 @@
     Parameters
     ----------
     k: number
-        Scale parameter.
+        Shape parameter.
 
     λ: number
-        Shape parameter.
+        Scale parameter.
 
     options: Object (optional)
         Options.
@@ -110,10 +110,10 @@
     Parameters
     ----------
     k: number (optional)
-        Scale parameter.
+        Shape parameter.
 
     λ: number (optional)
-        Shape parameter.
+        Scale parameter.
 
     options: Object (optional)
         Options.
@@ -181,10 +181,10 @@
     Parameters
     ----------
     k: number
-        Scale parameter.
+        Shape parameter.
 
     λ: number
-        Shape parameter.
+        Scale parameter.
 
     options: Object (optional)
         Options.

lib/node_modules/@stdlib/random/streams/weibull/lib/factory.js

@@ -31,8 +31,8 @@ var RandomStream = require( './main.js' );
 /**
 * Returns a function for creating readable streams which generate pseudorandom numbers drawn from a Weibull distribution.
 *
-* @param {PositiveNumber} [k] - scale parameter
-* @param {PositiveNumber} [lambda] - shape parameter
+* @param {PositiveNumber} [k] - shape parameter
+* @param {PositiveNumber} [lambda] - scale parameter
 * @param {Options} [options] - stream options
 * @param {boolean} [options.objectMode=false] - specifies whether a stream should operate in object mode
 * @param {(string|null)} [options.encoding=null] - specifies how `Buffer` objects should be decoded to `strings`
@@ -94,8 +94,8 @@ function factory( k, lambda, options ) {
 	* Returns a readable stream for generating pseudorandom numbers drawn from a Weibull distribution.
 	*
 	* @private
-	* @param {PositiveNumber} k - scale parameter
-	* @param {PositiveNumber} lambda - shape parameter
+	* @param {PositiveNumber} k - shape parameter
+	* @param {PositiveNumber} lambda - scale parameter
 	* @throws {TypeError} `k` must be a positive number
 	* @throws {TypeError} `lambda` must be a positive number
 	* @throws {TypeError} options argument must be an object

lib/node_modules/@stdlib/random/streams/weibull/test/test.factory.js

@@ -59,7 +59,7 @@ tape( 'the function returns a factory function (parameters + options)', function
 	t.end();
 });
 
-tape( 'the function returns a function which throws an error if scale parameter `k` is not a positive number primitive', function test( t ) {
+tape( 'the function returns a function which throws an error if shape parameter `k` is not a positive number primitive', function test( t ) {
 	var values;
 	var i;
 
@@ -90,7 +90,7 @@ tape( 'the function returns a function which throws an error if scale parameter
 	}
 });
 
-tape( 'the function returns a function which throws an error if scale parameter `k` is not a positive number primitive (parameters)', function test( t ) {
+tape( 'the function returns a function which throws an error if shape parameter `k` is not a positive number primitive (parameters)', function test( t ) {
 	var values;
 	var i;
 
@@ -119,7 +119,7 @@ tape( 'the function returns a function which throws an error if scale parameter
 	}
 });
 
-tape( 'the function returns a function which throws an error if shape parameter `lambda` is not a positive number primitive', function test( t ) {
+tape( 'the function returns a function which throws an error if scale parameter `lambda` is not a positive number primitive', function test( t ) {
 	var values;
 	var i;
 
@@ -150,7 +150,7 @@ tape( 'the function returns a function which throws an error if shape parameter
 	}
 });
 
-tape( 'the function returns a function which throws an error if shape parameter `lambda` is not a positive number primitive (parameters)', function test( t ) {
+tape( 'the function returns a function which throws an error if scale parameter `lambda` is not a positive number primitive (parameters)', function test( t ) {
 	var values;
 	var i;
 

lib/node_modules/@stdlib/random/streams/weibull/test/test.main.js

@@ -42,7 +42,7 @@ tape( 'main export is a function', function test( t ) {
 	t.end();
 });
 
-tape( 'the function throws an error if scale parameter `k` is not a positive number primitive', function test( t ) {
+tape( 'the function throws an error if shape parameter `k` is not a positive number primitive', function test( t ) {
 	var values;
 	var i;
 
@@ -72,7 +72,7 @@ tape( 'the function throws an error if scale parameter `k` is not a positive num
 	}
 });
 
-tape( 'the function throws an error if shape parameter `lambda` is not a positive number primitive', function test( t ) {
+tape( 'the function throws an error if scale parameter `lambda` is not a positive number primitive', function test( t ) {
 	var values;
 	var i;
 

lib/node_modules/@stdlib/random/streams/weibull/test/test.object_mode.js

@@ -36,7 +36,7 @@ tape( 'main export is a function', function test( t ) {
 	t.end();
 });
 
-tape( 'the function throws an error if scale parameter `k` is not a positive number primitive', function test( t ) {
+tape( 'the function throws an error if shape parameter `k` is not a positive number primitive', function test( t ) {
 	var values;
 	var i;
 
@@ -66,7 +66,7 @@ tape( 'the function throws an error if scale parameter `k` is not a positive num
 	}
 });
 
-tape( 'the function throws an error if shape parameter `lambda` is not a positive number primitive', function test( t ) {
+tape( 'the function throws an error if scale parameter `lambda` is not a positive number primitive', function test( t ) {
 	var values;
 	var i;
 

lib/node_modules/@stdlib/random/strided/weibull/README.md

@@ -47,9 +47,9 @@ weibull( out.length, [ 2.0 ], 0, [ 5.0 ], 0, out, 1 );
 The function has the following parameters:
 
 -   **N**: number of indexed elements.
--   **k**: scale parameter.
+-   **k**: shape parameter.
 -   **sk**: index increment for `k`.
--   **lambda**: shape parameter.
+-   **lambda**: scale parameter.
 -   **sl**: index increment for `lambda`.
 -   **out**: output array.
 -   **so**: index increment for `out`.

lib/node_modules/@stdlib/random/strided/weibull/docs/repl.txt

@@ -18,13 +18,13 @@
         Number of indexed elements.
 
     k: ArrayLikeObject
-        Scale parameter.
+        Shape parameter.
 
     sk: integer
         Index increment for `k`.
 
     lambda: ArrayLikeObject
-        Shape parameter.
+        Scale parameter.
 
     sl: integer
         Index increment for `lambda`.
@@ -97,7 +97,7 @@
         Number of indexed elements.
 
     k: ArrayLikeObject
-        Scale parameter.
+        Shape parameter.
 
     sk: integer
         Index increment for `k`.
@@ -106,7 +106,7 @@
         Starting index for `k`.
 
     lambda: ArrayLikeObject
-        Shape parameter.
+        Scale parameter.
 
     sl: integer
         Index increment for `lambda`.

lib/node_modules/@stdlib/random/strided/weibull/lib/main.js

@@ -31,9 +31,9 @@ var prng = require( './prng.js' );
 * Fills a strided array with pseudorandom numbers drawn from a Weibull distribution.
 *
 * @param {NonNegativeInteger} N - number of indexed elements
-* @param {Collection} k - scale parameter
+* @param {Collection} k - shape parameter
 * @param {integer} sk - `k` stride length
-* @param {Collection} lambda - shape parameter
+* @param {Collection} lambda - scale parameter
 * @param {integer} sl - `lambda` stride length
 * @param {Collection} out - output array
 * @param {integer} so - `out` stride length

lib/node_modules/@stdlib/random/strided/weibull/lib/ndarray.js

@@ -31,10 +31,10 @@ var prng = require( './prng.js' );
 * Fills a strided array with pseudorandom numbers drawn from a Weibull distribution.
 *
 * @param {NonNegativeInteger} N - number of indexed elements
-* @param {Collection} k - scale parameter
+* @param {Collection} k - shape parameter
 * @param {integer} sk - `k` stride length
 * @param {NonNegativeInteger} ok - starting `k` index
-* @param {Collection} lambda - shape parameter
+* @param {Collection} lambda - scale parameter
 * @param {integer} sl - `lambda` stride length
 * @param {NonNegativeInteger} ol - starting `lambda` index
 * @param {Collection} out - output array

lib/node_modules/@stdlib/stats/base/dists/invgamma/ctor/README.md

@@ -86,7 +86,7 @@ alpha = invgamma.alpha;
 
 #### invgamma.beta
 
-Rate parameter of the distribution. `beta` **must** be a positive number.
+Scale parameter of the distribution. `beta` **must** be a positive number.
 
 ```javascript
 var invgamma = new InvGamma( 2.0, 4.0 );

lib/node_modules/@stdlib/stats/base/dists/invgamma/entropy/docs/repl.txt

@@ -12,7 +12,7 @@
         Shape parameter.
 
     β: number
-        Rate parameter.
+        Scale parameter.
 
     Returns
     -------

lib/node_modules/@stdlib/stats/base/dists/invgamma/kurtosis/docs/repl.txt

@@ -12,7 +12,7 @@
         Shape parameter.
 
     β: number
-        Rate parameter.
+        Scale parameter.
 
     Returns
     -------

lib/node_modules/@stdlib/stats/base/dists/invgamma/mean/docs/repl.txt

@@ -12,7 +12,7 @@
         Shape parameter.
 
     β: number
-        Rate parameter.
+        Scale parameter.
 
     Returns
     -------

lib/node_modules/@stdlib/stats/base/dists/invgamma/mode/docs/repl.txt

@@ -12,7 +12,7 @@
         Shape parameter.
 
     β: number
-        Rate parameter.
+        Scale parameter.
 
     Returns
     -------

lib/node_modules/@stdlib/stats/base/dists/invgamma/skewness/docs/repl.txt

@@ -12,7 +12,7 @@
         Shape parameter.
 
     β: number
-        Rate parameter.
+        Scale parameter.
 
     Returns
     -------

lib/node_modules/@stdlib/stats/base/dists/invgamma/stdev/docs/repl.txt

@@ -12,7 +12,7 @@
         Shape parameter.
 
     β: number
-        Rate parameter.
+        Scale parameter.
 
     Returns
     -------