dominance-analysis/dominance-analysis

View on GitHub
README.md

Summary

Maintainability
Test Coverage

Inconsistent indentation for list items at the same level
Open

1. **Interactional Dominance** - This is the incremental R<sup>2</sup> contribution of the predictor to the complete model. Hence, the Interactional Dominance of a particular predictor 'X' will be the diffrence between the R<sup>2</sup> of the complete model and the R<sup>2</sup> of the model with all other predictors except the particular predictor 'X'. <br>
Severity: Info
Found in README.md by markdownlint

MD005 - Inconsistent indentation for list items at the same level

Tags: bullet, ul, indentation

Aliases: list-indent

This rule is triggered when list items are parsed as being at the same level, but don't have the same indentation:

* Item 1
    * Nested Item 1
    * Nested Item 2
   * A misaligned item

Usually this rule will be triggered because of a typo. Correct the indentation for the list to fix it:

* Item 1
  * Nested Item 1
  * Nested Item 2
  * Nested Item 3

Trailing spaces
Open

<img src='images/formulas.JPG'> 
Severity: Info
Found in README.md by markdownlint

MD009 - Trailing spaces

Tags: whitespace

Aliases: no-trailing-spaces

Parameters: br_spaces (number; default: 0)

This rule is triggered on any lines that end with whitespace. To fix this, find the line that is triggered and remove any trailing spaces from the end.

The brspaces parameter allows an exception to this rule for a specific amount of trailing spaces used to insert an explicit line break/br element. For example, set brspaces to 2 to allow exactly 2 spaces at the end of a line.

Note: you have to set brspaces to 2 or higher for this exception to take effect - you can't insert a br element with just a single trailing space, so if you set brspaces to 1, the exception will be disabled, just as if it was set to the default of 0.

Multiple consecutive blank lines
Open


Severity: Info
Found in README.md by markdownlint

MD012 - Multiple consecutive blank lines

Tags: whitespace, blank_lines

Aliases: no-multiple-blanks

This rule is triggered when there are multiple consecutive blank lines in the document:

Some text here


Some more text here

To fix this, delete the offending lines:

Some text here

Some more text here

Note: this rule will not be triggered if there are multiple consecutive blank lines inside code blocks.

Line length
Open

*This package is designed to determine relative importance of predictors for both regression and classification models. The determination of relative importance depends on how one defines importance; Budescu (1993) and Azen and Budescu (2003) proposed using dominance analysis (DA) because it invokes a general and intuitive definition of "relative importance" that is based on the additional contribution of a predictor in all subset models. The purpose of determining predictor importance in the context of DA is not model selection but rather uncovering the individual contributions of the predictors.*
Severity: Info
Found in README.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Line length
Open

Based on these criteria, the following four R<sup>2</sup> analogues were chosen that satisfied at least three of these four properties:
Severity: Info
Found in README.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Line length
Open

2. **Individual Dominance -** The individual dominance of a predictor is the R<sup>2</sup> of the model between the dependent variable and the predictor. So, the individual dominanace of predictor X<sub>1</sub> will be R<sup>2</sup><sub>Y.X<sub>1</sub></sub>. <br>
Severity: Info
Found in README.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Line length
Open

* **Conditional Dominance** - If a predictor’s averaged additional contribution within each model size is greater than that of another predictor, then the first predictor is said to conditionally dominate the latter. Here, the model size is indicated by the number of predictors included in a given model. If a predictor’s averaged additional contribution is greater for some model sizes but not for all, then conditional dominance between the two predictors cannot be established.
Severity: Info
Found in README.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Line length
Open

Regression - <a href="https://www.kaggle.com/iamsajanbhagat/dominance-analysis-on-boston-house-prices-dataset" target="_blank">Dominane Analysis on Boston House Price Data</a> &
Severity: Info
Found in README.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Line length
Open

Classification- <a href="https://www.kaggle.com/iamsajanbhagat/dominance-analysis-on-breast-cancer-dataset" target="_blank"> Dominance Analysis on Breast Cancer Dataset</a>*
Severity: Info
Found in README.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Trailing spaces
Open

## Important Parameters 
Severity: Info
Found in README.md by markdownlint

MD009 - Trailing spaces

Tags: whitespace

Aliases: no-trailing-spaces

Parameters: br_spaces (number; default: 0)

This rule is triggered on any lines that end with whitespace. To fix this, find the line that is triggered and remove any trailing spaces from the end.

The brspaces parameter allows an exception to this rule for a specific amount of trailing spaces used to insert an explicit line break/br element. For example, set brspaces to 2 to allow exactly 2 spaces at the end of a line.

Note: you have to set brspaces to 2 or higher for this exception to take effect - you can't insert a br element with just a single trailing space, so if you set brspaces to 1, the exception will be disabled, just as if it was set to the default of 0.

Line length
Open

<img src="https://latex.codecogs.com/svg.latex?\Large&space;R_{Estrella}^{2}=1-\{\frac{LL_{full}}{LL_{null}}\}^{\frac{-2}{N}*LL_{null}}" title="\Large R_{Estrella}^{2}=1-\}\frac{LL_{full}}{LL_{null}}\}^{\frac{2}{N}*LL_{null}}" />
Severity: Info
Found in README.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Line length
Open

Hence, individual dominance can be interpreted as the variability explained by the predictor alone or the quantum of impact that a predictor will have in absence of all other predictors.
Severity: Info
Found in README.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Inconsistent indentation for list items at the same level
Open

3. **Average Partial Dominance -** This is average of average incremental R<sup>2</sup> contributions of the predictor to all subset models except complete model and bi-variate (when only one predcitor is present) model. <br>
Severity: Info
Found in README.md by markdownlint

MD005 - Inconsistent indentation for list items at the same level

Tags: bullet, ul, indentation

Aliases: list-indent

This rule is triggered when list items are parsed as being at the same level, but don't have the same indentation:

* Item 1
    * Nested Item 1
    * Nested Item 2
   * A misaligned item

Usually this rule will be triggered because of a typo. Correct the indentation for the list to fix it:

* Item 1
  * Nested Item 1
  * Nested Item 2
  * Nested Item 3

Trailing spaces
Open

[![Downloads](https://static.pepy.tech/badge/dominance-analysis)](https://pepy.tech/project/dominance-analysis) 
Severity: Info
Found in README.md by markdownlint

MD009 - Trailing spaces

Tags: whitespace

Aliases: no-trailing-spaces

Parameters: br_spaces (number; default: 0)

This rule is triggered on any lines that end with whitespace. To fix this, find the line that is triggered and remove any trailing spaces from the end.

The brspaces parameter allows an exception to this rule for a specific amount of trailing spaces used to insert an explicit line break/br element. For example, set brspaces to 2 to allow exactly 2 spaces at the end of a line.

Note: you have to set brspaces to 2 or higher for this exception to take effect - you can't insert a br element with just a single trailing space, so if you set brspaces to 1, the exception will be disabled, just as if it was set to the default of 0.

Trailing spaces
Open

# Dominance-Analysis : A Python Library for Accurate and Intuitive Relative Importance of Predictors 
Severity: Info
Found in README.md by markdownlint

MD009 - Trailing spaces

Tags: whitespace

Aliases: no-trailing-spaces

Parameters: br_spaces (number; default: 0)

This rule is triggered on any lines that end with whitespace. To fix this, find the line that is triggered and remove any trailing spaces from the end.

The brspaces parameter allows an exception to this rule for a specific amount of trailing spaces used to insert an explicit line break/br element. For example, set brspaces to 2 to allow exactly 2 spaces at the end of a line.

Note: you have to set brspaces to 2 or higher for this exception to take effect - you can't insert a br element with just a single trailing space, so if you set brspaces to 1, the exception will be disabled, just as if it was set to the default of 0.

Trailing spaces
Open

``` 
Severity: Info
Found in README.md by markdownlint

MD009 - Trailing spaces

Tags: whitespace

Aliases: no-trailing-spaces

Parameters: br_spaces (number; default: 0)

This rule is triggered on any lines that end with whitespace. To fix this, find the line that is triggered and remove any trailing spaces from the end.

The brspaces parameter allows an exception to this rule for a specific amount of trailing spaces used to insert an explicit line break/br element. For example, set brspaces to 2 to allow exactly 2 spaces at the end of a line.

Note: you have to set brspaces to 2 or higher for this exception to take effect - you can't insert a br element with just a single trailing space, so if you set brspaces to 1, the exception will be disabled, just as if it was set to the default of 0.

Trailing spaces
Open

  * data : Complete Dataset, should be a Pandas DataFrame.   
Severity: Info
Found in README.md by markdownlint

MD009 - Trailing spaces

Tags: whitespace

Aliases: no-trailing-spaces

Parameters: br_spaces (number; default: 0)

This rule is triggered on any lines that end with whitespace. To fix this, find the line that is triggered and remove any trailing spaces from the end.

The brspaces parameter allows an exception to this rule for a specific amount of trailing spaces used to insert an explicit line break/br element. For example, set brspaces to 2 to allow exactly 2 spaces at the end of a line.

Note: you have to set brspaces to 2 or higher for this exception to take effect - you can't insert a br element with just a single trailing space, so if you set brspaces to 1, the exception will be disabled, just as if it was set to the default of 0.

Trailing spaces
Open

``` 
Severity: Info
Found in README.md by markdownlint

MD009 - Trailing spaces

Tags: whitespace

Aliases: no-trailing-spaces

Parameters: br_spaces (number; default: 0)

This rule is triggered on any lines that end with whitespace. To fix this, find the line that is triggered and remove any trailing spaces from the end.

The brspaces parameter allows an exception to this rule for a specific amount of trailing spaces used to insert an explicit line break/br element. For example, set brspaces to 2 to allow exactly 2 spaces at the end of a line.

Note: you have to set brspaces to 2 or higher for this exception to take effect - you can't insert a br element with just a single trailing space, so if you set brspaces to 1, the exception will be disabled, just as if it was set to the default of 0.

Multiple consecutive blank lines
Open


Severity: Info
Found in README.md by markdownlint

MD012 - Multiple consecutive blank lines

Tags: whitespace, blank_lines

Aliases: no-multiple-blanks

This rule is triggered when there are multiple consecutive blank lines in the document:

Some text here


Some more text here

To fix this, delete the offending lines:

Some text here

Some more text here

Note: this rule will not be triggered if there are multiple consecutive blank lines inside code blocks.

Multiple consecutive blank lines
Open


Severity: Info
Found in README.md by markdownlint

MD012 - Multiple consecutive blank lines

Tags: whitespace, blank_lines

Aliases: no-multiple-blanks

This rule is triggered when there are multiple consecutive blank lines in the document:

Some text here


Some more text here

To fix this, delete the offending lines:

Some text here

Some more text here

Note: this rule will not be triggered if there are multiple consecutive blank lines inside code blocks.

Line length
Open

in the context of all 2<sup>(p−2)</sup> models that contain some subset of the other predictors. So, if we have a total of 'p' predictors, we will build 2<sup>p</sup>-1 models (all possible subset models) and compute the incremental R<sup>2</sup> contribution of each predictor to the subset model of all other predictors. The additional contribution of a given predictor is measured by the increase in R<sup>2</sup> that results from adding that predictor to the regression model.
Severity: Info
Found in README.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Multiple consecutive blank lines
Open


Severity: Info
Found in README.md by markdownlint

MD012 - Multiple consecutive blank lines

Tags: whitespace, blank_lines

Aliases: no-multiple-blanks

This rule is triggered when there are multiple consecutive blank lines in the document:

Some text here


Some more text here

To fix this, delete the offending lines:

Some text here

Some more text here

Note: this rule will not be triggered if there are multiple consecutive blank lines inside code blocks.

Line length
Open

<img src="https://latex.codecogs.com/svg.latex?\Large&space;R_{Cox\&Snell}^{2}=1-\{\frac{L_{null}}{L_{full}}\}^{2/N}" title="\Large R_{Cox\&Snell}^{2}=1-\{\frac{L_{null}}{L_{full}}\}^{2/N}" />
Severity: Info
Found in README.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Multiple consecutive blank lines
Open


Severity: Info
Found in README.md by markdownlint

MD012 - Multiple consecutive blank lines

Tags: whitespace, blank_lines

Aliases: no-multiple-blanks

This rule is triggered when there are multiple consecutive blank lines in the document:

Some text here


Some more text here

To fix this, delete the offending lines:

Some text here

Some more text here

Note: this rule will not be triggered if there are multiple consecutive blank lines inside code blocks.

Line length
Open

It can bee seen that the Percentage Relative Importance of predictors has been computed by dividing the Overall Average Incremental R<sup>2</sup> contribution of predictors by the R<sup>2</sup> of the complete model. This explains the intuitive nature of Dominance Analysis wherein the overall R<sup>2</sup> of the model can be attributed to individual predictors within the model.
Severity: Info
Found in README.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Line length
Open

4. **Total Dominance -** The last measure of dominance summarizes the additional contributions of each predictor to all subset models by averaging all the conditional values. In the example on table 3, this consists of averaging the four averaged entries in each column. <br>
Severity: Info
Found in README.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Line length
Open

1. Azen, R. (2000). Inference for predictor comparisons:Dominance analysis and the distribution of R<sup>2</sup> differences. Dissertation Abstracts International B, 61/10, 5616.
Severity: Info
Found in README.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Line length
Open

3. Azen, R., Budescu, D. V. (2003). The Dominance Analysis Approach for Comparing Predictors in Multiple Regression. Psychological Methods, 2003, Vol. 8, No. 2, 129–148. https://doi.org/10.1037/1082-989X.8.2.129
Severity: Info
Found in README.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Multiple consecutive blank lines
Open


Severity: Info
Found in README.md by markdownlint

MD012 - Multiple consecutive blank lines

Tags: whitespace, blank_lines

Aliases: no-multiple-blanks

This rule is triggered when there are multiple consecutive blank lines in the document:

Some text here


Some more text here

To fix this, delete the offending lines:

Some text here

Some more text here

Note: this rule will not be triggered if there are multiple consecutive blank lines inside code blocks.

Multiple consecutive blank lines
Open


Severity: Info
Found in README.md by markdownlint

MD012 - Multiple consecutive blank lines

Tags: whitespace, blank_lines

Aliases: no-multiple-blanks

This rule is triggered when there are multiple consecutive blank lines in the document:

Some text here


Some more text here

To fix this, delete the offending lines:

Some text here

Some more text here

Note: this rule will not be triggered if there are multiple consecutive blank lines inside code blocks.

Line length
Open

  * data_format: It can take value 0, 1 or 2. 0 is for raw data, 1 is when correlation matrix (correlation of predictors with the target variable) is being passed, 2 is when covraiance matrix (covariance of predictors with the the traget variable) is being passed. By default, the package will run for raw data (data_format=0). This parameter is not needed in case of classification.
Severity: Info
Found in README.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Line length
Open

Consider a scenario when we have Y as the dependent variable and four predictors X<sub>1</sub>, X<sub>2</sub>, X<sub>3</sub> and X<sub>4</sub>, let  R<sup>2</sup><sub>Y.X<sub>1</sub>,X<sub>2</sub></sub> be the R<sup>2</sup> of the model between Y and X<sub>1</sub>, X<sub>2</sub> ;
Severity: Info
Found in README.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Line length
Open

4. Azen, R., Budescu, D. V. (2006). Comparing Predictors in Multivariate Regression Models: An Extension of Dominance Analysis. Journal of Educational and Behavioral Statistics Summer 2006, Vol. 31, No. 2, pp. 157-180. https://doi.org/10.3102/10769986031002157
Severity: Info
Found in README.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Inconsistent indentation for list items at the same level
Open

2. Azen, R., Budescu, D. V., & Reiser, B. (2001). Criticality of predictors in multiple regression. British Journal of Mathematical and Statistical Psychology, 54, 201–225.
Severity: Info
Found in README.md by markdownlint

MD005 - Inconsistent indentation for list items at the same level

Tags: bullet, ul, indentation

Aliases: list-indent

This rule is triggered when list items are parsed as being at the same level, but don't have the same indentation:

* Item 1
    * Nested Item 1
    * Nested Item 2
   * A misaligned item

Usually this rule will be triggered because of a typo. Correct the indentation for the list to fix it:

* Item 1
  * Nested Item 1
  * Nested Item 2
  * Nested Item 3

Trailing spaces
Open

<br> If the additional contributions are inconsistent in favoring the same predictor across all subset models, then complete dominance is undetermined while weaker levels of dominance may still be achieved. 
Severity: Info
Found in README.md by markdownlint

MD009 - Trailing spaces

Tags: whitespace

Aliases: no-trailing-spaces

Parameters: br_spaces (number; default: 0)

This rule is triggered on any lines that end with whitespace. To fix this, find the line that is triggered and remove any trailing spaces from the end.

The brspaces parameter allows an exception to this rule for a specific amount of trailing spaces used to insert an explicit line break/br element. For example, set brspaces to 2 to allow exactly 2 spaces at the end of a line.

Note: you have to set brspaces to 2 or higher for this exception to take effect - you can't insert a br element with just a single trailing space, so if you set brspaces to 1, the exception will be disabled, just as if it was set to the default of 0.

Multiple consecutive blank lines
Open


Severity: Info
Found in README.md by markdownlint

MD012 - Multiple consecutive blank lines

Tags: whitespace, blank_lines

Aliases: no-multiple-blanks

This rule is triggered when there are multiple consecutive blank lines in the document:

Some text here


Some more text here

To fix this, delete the offending lines:

Some text here

Some more text here

Note: this rule will not be triggered if there are multiple consecutive blank lines inside code blocks.

Multiple consecutive blank lines
Open


Severity: Info
Found in README.md by markdownlint

MD012 - Multiple consecutive blank lines

Tags: whitespace, blank_lines

Aliases: no-multiple-blanks

This rule is triggered when there are multiple consecutive blank lines in the document:

Some text here


Some more text here

To fix this, delete the offending lines:

Some text here

Some more text here

Note: this rule will not be triggered if there are multiple consecutive blank lines inside code blocks.

Line length
Open

<img src="https://latex.codecogs.com/svg.latex?\Large&space;R_{Nagelkerke}^{2}=\frac{1-\{\frac{L_{null}}{L_{full}}\}^{2/N}}{1-L_{null}^{2/N}}" title="\Large R_{Nagelkerke}^{2}=\frac{1-\{\frac{L_{null}}{L_{full}}\}^{2/N}}{1-L_{null}^{2/N}}" />
Severity: Info
Found in README.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Line length
Open

This measure satisfies three of the four properties and doesn't satisfy the property of Interpretability.
Severity: Info
Found in README.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Line length
Open

* **Complete Dominance** - One predictor is said to completely dominate another predictor if its dominance holds across all possible subset models (that do not include the two predictors under comparison). Back to the four-predictor model, for example, complete dominance of X<sub>1</sub> over X<sub>2</sub> is achieved if the additional R<sup>2</sup> contribution of X<sub>1</sub> is more than that of X<sub>2</sub> to the null model, the model consisting of X<sub>3</sub>, the model consisting of X<sub>4</sub>, and the model consisting of both X<sub>3</sub> and X<sub>4</sub>. In Table 3, we can see that incremental R<sup>2</sup> of X<sub>1</sub> is greater than that of X<sub>2</sub> for all subset models and hence X<sub>1</sub> completely dominates X<sub>2</sub>.
Severity: Info
Found in README.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Line length
Open

  * objective : It can take value either 0 or 1. 0 for Classification and 1 for Regression. By default, the package will run for Regression.
Severity: Info
Found in README.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Line length
Open

Dominance Analysis, according to Azen and Budescu meets three important criteria for measuring relative importance. First, the technique should be defined in terms of its ability to reduce error in predicting the outcome variable. Next, it should permit direct comparison of measures within a model (that is, X<sub>1</sub> is twice as important as X<sub>2</sub>). Finally, the technique should permit inferences concerning an attribute's direct effect (that is, when considered by itself), total effect (that is, when considered with other attributes) and partial effect (that is, when considered with various combinations of other predictors). Hence, Dominance analysis is both robust and intuitive and its interpretation is also very straightforward.
Severity: Info
Found in README.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Line length
Open

3. **Average Partial Dominance -** This is average of average incremental R<sup>2</sup> contributions of the predictor to all subset models except complete model and bi-variate (when only one predcitor is present) model. <br>
Severity: Info
Found in README.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Line length
Open

Hence, this can be interpreted as the average impact that a predictor has when it is available in all possible combinations with other predictors except the combination when all predcitors are available.
Severity: Info
Found in README.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Trailing spaces
Open

The following three levels of dominance can be achieved between each pair of predictors in Dominance Analysis: 
Severity: Info
Found in README.md by markdownlint

MD009 - Trailing spaces

Tags: whitespace

Aliases: no-trailing-spaces

Parameters: br_spaces (number; default: 0)

This rule is triggered on any lines that end with whitespace. To fix this, find the line that is triggered and remove any trailing spaces from the end.

The brspaces parameter allows an exception to this rule for a specific amount of trailing spaces used to insert an explicit line break/br element. For example, set brspaces to 2 to allow exactly 2 spaces at the end of a line.

Note: you have to set brspaces to 2 or higher for this exception to take effect - you can't insert a br element with just a single trailing space, so if you set brspaces to 1, the exception will be disabled, just as if it was set to the default of 0.

Multiple consecutive blank lines
Open


Severity: Info
Found in README.md by markdownlint

MD012 - Multiple consecutive blank lines

Tags: whitespace, blank_lines

Aliases: no-multiple-blanks

This rule is triggered when there are multiple consecutive blank lines in the document:

Some text here


Some more text here

To fix this, delete the offending lines:

Some text here

Some more text here

Note: this rule will not be triggered if there are multiple consecutive blank lines inside code blocks.

Line length
Open

  * top_k : No. of features to choose from all available features. By default, the package will run for top 15 features.
Severity: Info
Found in README.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Line length
Open

1. Boundedness: The measure should vary between a minimum of zero, indicating complete lack of fit, and a maximum of one, indicating perfect fit. 
Severity: Info
Found in README.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Line length
Open

4. Intuitive Interpretability: The measure of fit is intuitively interpretable, in that it agrees with the scale of the linear case for intermediate values.
Severity: Info
Found in README.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Line length
Open

Note: Since, Dominance Analysis is computationally intensive as it builds all subset model (2<sup>p</sup>-1 models), we have provided the user the flexibility to choose number of top predictors that they want to compute relative importance for. For regression, Top K features are selected based on F-regression and for classification it is based on Chi-Squared statistic. Dominance Analysis can be used in combination with Principal Component Analysis (PCA) or Factor Analysis or any other feature reduction algorithm for getting accurate and intutive importance of predictors.
Severity: Info
Found in README.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Line length
Open

Hence, interactional dominance can be interpreted as the incremental impact or incremental variability explained by the predictor in presence of all other predictors.
Severity: Info
Found in README.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Line length
Open

hold; that is, general dominance does not imply conditional dominance and conditional dominance does not necessarily imply complete dominance.
Severity: Info
Found in README.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Line length
Open

*Complete code for below examples is available in example folder or the following public kernels on Kaggle:
Severity: Info
Found in README.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Line length
Open

5. Azen, R., Traxel, N. (2009). Using Dominance Analysis to Determine Predictor Importance in Logistic Regression. Journal of Educational and Behavioral Statistics September 2009, Vol. 34, No. 3, pp. 319-347. https://doi.org/10.3102/1076998609332754
Severity: Info
Found in README.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Line length
Open

7. Luo, W., & Azen, R. (2013). Determining Predictor Importance in Hierarchical Linear Models Using Dominance Analysis. Journal of Educational and Behavioral Statistics, 38(1), 3-31. https://doi.org/10.3102/1076998612458319
Severity: Info
Found in README.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Fenced code blocks should be surrounded by blank lines
Open

```
Severity: Info
Found in README.md by markdownlint

MD031 - Fenced code blocks should be surrounded by blank lines

Tags: code, blank_lines

Aliases: blanks-around-fences

This rule is triggered when fenced code blocks are either not preceded or not followed by a blank line:

Some text
```
Code block
```

```
Another code block
```
Some more text

To fix this, ensure that all fenced code blocks have a blank line both before and after (except where the block is at the beginning or end of the document):

Some text

```
Code block
```

```
Another code block
```

Some more text

Rationale: Aside from aesthetic reasons, some parsers, including kramdown, will not parse fenced code blocks that don't have blank lines before and after them.

Inline HTML
Open

Let's consider a scenario when we have 4 predictors; X<sub>1</sub>, X<sub>2</sub>, X<sub>3</sub> and X<sub>4</sub>. We will have to build a total of 2<sup>4</sup>-1 models i.e. 15 models- <sup>4</sup>C<sub>1</sub> = 4 models with only one predictor, <sup>4</sup>C<sub>2</sub> = 6 models with two predictors each, <sup>4</sup>C<sub>3</sub> = 4 models with three predictors each and 1  (<sup>4</sup>C<sub>4</sub>) complete model with all 4 predictors. Thus, the additional contributions of X<sub>1</sub> are computed as the increases in the proportion of variance accounted for when X<sub>1</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>2</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>2</sub>X<sub>3</sub>}, {X<sub>2</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>2</sub>X<sub>3</sub>X<sub>4</sub>}). Similarly, the additional contributions of X<sub>2</sub> are the increases in the proportion of variance accounted for when X<sub>2</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>1</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>1</sub>X<sub>3</sub>}, {X<sub>1</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>1</sub>X<sub>3</sub>X<sub>4</sub>})
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

The beauty of the math of Dominance Analysis is that the sum of the  overall average incremental R<sup>2</sup> of all predictors is equal to the R<sup>2</sup> of the complete model (model with all predictors). Hence, the total R<sup>2</sup> can be attributed to each predictor in the model. Below is an illustration of Dominance Analysis in the Population for Hypothetical example with four predictors:
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inconsistent indentation for list items at the same level
Open

4. Azen, R., Budescu, D. V. (2006). Comparing Predictors in Multivariate Regression Models: An Extension of Dominance Analysis. Journal of Educational and Behavioral Statistics Summer 2006, Vol. 31, No. 2, pp. 157-180. https://doi.org/10.3102/10769986031002157
Severity: Info
Found in README.md by markdownlint

MD005 - Inconsistent indentation for list items at the same level

Tags: bullet, ul, indentation

Aliases: list-indent

This rule is triggered when list items are parsed as being at the same level, but don't have the same indentation:

* Item 1
    * Nested Item 1
    * Nested Item 2
   * A misaligned item

Usually this rule will be triggered because of a typo. Correct the indentation for the list to fix it:

* Item 1
  * Nested Item 1
  * Nested Item 2
  * Nested Item 3

Inconsistent indentation for list items at the same level
Open

6. Budescu, D. V. (1993). Dominance analysis: A new approach to the problem of relative importance of predictors in multiple regression. Psychological Bulletin, 114(3), 542-551. https://doi.org/10.1037/0033-2909.114.3.542
Severity: Info
Found in README.md by markdownlint

MD005 - Inconsistent indentation for list items at the same level

Tags: bullet, ul, indentation

Aliases: list-indent

This rule is triggered when list items are parsed as being at the same level, but don't have the same indentation:

* Item 1
    * Nested Item 1
    * Nested Item 2
   * A misaligned item

Usually this rule will be triggered because of a typo. Correct the indentation for the list to fix it:

* Item 1
  * Nested Item 1
  * Nested Item 2
  * Nested Item 3

Trailing spaces
Open

``` 
Severity: Info
Found in README.md by markdownlint

MD009 - Trailing spaces

Tags: whitespace

Aliases: no-trailing-spaces

Parameters: br_spaces (number; default: 0)

This rule is triggered on any lines that end with whitespace. To fix this, find the line that is triggered and remove any trailing spaces from the end.

The brspaces parameter allows an exception to this rule for a specific amount of trailing spaces used to insert an explicit line break/br element. For example, set brspaces to 2 to allow exactly 2 spaces at the end of a line.

Note: you have to set brspaces to 2 or higher for this exception to take effect - you can't insert a br element with just a single trailing space, so if you set brspaces to 1, the exception will be disabled, just as if it was set to the default of 0.

Line length
Open

Dominance Analysis is unique as it measures relative importance in a pairwise fashion, and the two predictors are compared
Severity: Info
Found in README.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Line length
Open

<br> If the additional contributions are inconsistent in favoring the same predictor across all subset models, then complete dominance is undetermined while weaker levels of dominance may still be achieved. 
Severity: Info
Found in README.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Headers should be surrounded by blank lines
Open

# Dominance-Analysis : A Python Library for Accurate and Intuitive Relative Importance of Predictors 
Severity: Info
Found in README.md by markdownlint

MD022 - Headers should be surrounded by blank lines

Tags: headers, blank_lines

Aliases: blanks-around-headers

This rule is triggered when headers (any style) are either not preceded or not followed by a blank line:

# Header 1
Some text

Some more text
## Header 2

To fix this, ensure that all headers have a blank line both before and after (except where the header is at the beginning or end of the document):

# Header 1

Some text

Some more text

## Header 2

Rationale: Aside from aesthetic reasons, some parsers, including kramdown, will not parse headers that don't have a blank line before, and will parse them as regular text.

Fenced code blocks should be surrounded by blank lines
Open

```
Severity: Info
Found in README.md by markdownlint

MD031 - Fenced code blocks should be surrounded by blank lines

Tags: code, blank_lines

Aliases: blanks-around-fences

This rule is triggered when fenced code blocks are either not preceded or not followed by a blank line:

Some text
```
Code block
```

```
Another code block
```
Some more text

To fix this, ensure that all fenced code blocks have a blank line both before and after (except where the block is at the beginning or end of the document):

Some text

```
Code block
```

```
Another code block
```

Some more text

Rationale: Aside from aesthetic reasons, some parsers, including kramdown, will not parse fenced code blocks that don't have blank lines before and after them.

Inline HTML
Open

in the context of all 2<sup>(p−2)</sup> models that contain some subset of the other predictors. So, if we have a total of 'p' predictors, we will build 2<sup>p</sup>-1 models (all possible subset models) and compute the incremental R<sup>2</sup> contribution of each predictor to the subset model of all other predictors. The additional contribution of a given predictor is measured by the increase in R<sup>2</sup> that results from adding that predictor to the regression model.
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

Let's consider a scenario when we have 4 predictors; X<sub>1</sub>, X<sub>2</sub>, X<sub>3</sub> and X<sub>4</sub>. We will have to build a total of 2<sup>4</sup>-1 models i.e. 15 models- <sup>4</sup>C<sub>1</sub> = 4 models with only one predictor, <sup>4</sup>C<sub>2</sub> = 6 models with two predictors each, <sup>4</sup>C<sub>3</sub> = 4 models with three predictors each and 1  (<sup>4</sup>C<sub>4</sub>) complete model with all 4 predictors. Thus, the additional contributions of X<sub>1</sub> are computed as the increases in the proportion of variance accounted for when X<sub>1</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>2</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>2</sub>X<sub>3</sub>}, {X<sub>2</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>2</sub>X<sub>3</sub>X<sub>4</sub>}). Similarly, the additional contributions of X<sub>2</sub> are the increases in the proportion of variance accounted for when X<sub>2</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>1</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>1</sub>X<sub>3</sub>}, {X<sub>1</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>1</sub>X<sub>3</sub>X<sub>4</sub>})
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

Let's consider a scenario when we have 4 predictors; X<sub>1</sub>, X<sub>2</sub>, X<sub>3</sub> and X<sub>4</sub>. We will have to build a total of 2<sup>4</sup>-1 models i.e. 15 models- <sup>4</sup>C<sub>1</sub> = 4 models with only one predictor, <sup>4</sup>C<sub>2</sub> = 6 models with two predictors each, <sup>4</sup>C<sub>3</sub> = 4 models with three predictors each and 1  (<sup>4</sup>C<sub>4</sub>) complete model with all 4 predictors. Thus, the additional contributions of X<sub>1</sub> are computed as the increases in the proportion of variance accounted for when X<sub>1</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>2</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>2</sub>X<sub>3</sub>}, {X<sub>2</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>2</sub>X<sub>3</sub>X<sub>4</sub>}). Similarly, the additional contributions of X<sub>2</sub> are the increases in the proportion of variance accounted for when X<sub>2</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>1</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>1</sub>X<sub>3</sub>}, {X<sub>1</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>1</sub>X<sub>3</sub>X<sub>4</sub>})
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

Let's consider a scenario when we have 4 predictors; X<sub>1</sub>, X<sub>2</sub>, X<sub>3</sub> and X<sub>4</sub>. We will have to build a total of 2<sup>4</sup>-1 models i.e. 15 models- <sup>4</sup>C<sub>1</sub> = 4 models with only one predictor, <sup>4</sup>C<sub>2</sub> = 6 models with two predictors each, <sup>4</sup>C<sub>3</sub> = 4 models with three predictors each and 1  (<sup>4</sup>C<sub>4</sub>) complete model with all 4 predictors. Thus, the additional contributions of X<sub>1</sub> are computed as the increases in the proportion of variance accounted for when X<sub>1</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>2</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>2</sub>X<sub>3</sub>}, {X<sub>2</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>2</sub>X<sub>3</sub>X<sub>4</sub>}). Similarly, the additional contributions of X<sub>2</sub> are the increases in the proportion of variance accounted for when X<sub>2</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>1</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>1</sub>X<sub>3</sub>}, {X<sub>1</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>1</sub>X<sub>3</sub>X<sub>4</sub>})
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

Let's consider a scenario when we have 4 predictors; X<sub>1</sub>, X<sub>2</sub>, X<sub>3</sub> and X<sub>4</sub>. We will have to build a total of 2<sup>4</sup>-1 models i.e. 15 models- <sup>4</sup>C<sub>1</sub> = 4 models with only one predictor, <sup>4</sup>C<sub>2</sub> = 6 models with two predictors each, <sup>4</sup>C<sub>3</sub> = 4 models with three predictors each and 1  (<sup>4</sup>C<sub>4</sub>) complete model with all 4 predictors. Thus, the additional contributions of X<sub>1</sub> are computed as the increases in the proportion of variance accounted for when X<sub>1</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>2</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>2</sub>X<sub>3</sub>}, {X<sub>2</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>2</sub>X<sub>3</sub>X<sub>4</sub>}). Similarly, the additional contributions of X<sub>2</sub> are the increases in the proportion of variance accounted for when X<sub>2</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>1</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>1</sub>X<sub>3</sub>}, {X<sub>1</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>1</sub>X<sub>3</sub>X<sub>4</sub>})
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Trailing spaces
Open

```  
Severity: Info
Found in README.md by markdownlint

MD009 - Trailing spaces

Tags: whitespace

Aliases: no-trailing-spaces

Parameters: br_spaces (number; default: 0)

This rule is triggered on any lines that end with whitespace. To fix this, find the line that is triggered and remove any trailing spaces from the end.

The brspaces parameter allows an exception to this rule for a specific amount of trailing spaces used to insert an explicit line break/br element. For example, set brspaces to 2 to allow exactly 2 spaces at the end of a line.

Note: you have to set brspaces to 2 or higher for this exception to take effect - you can't insert a br element with just a single trailing space, so if you set brspaces to 1, the exception will be disabled, just as if it was set to the default of 0.

Line length
Open

<a href="https://github.com/dominance-analysis/dominance-analysis/blob/master/LICENSE"><img alt="GitHub license" src="https://img.shields.io/github/license/dominance-analysis/dominance-analysis"></a>
Severity: Info
Found in README.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Line length
Open

*In case the target is a continuous variable, the package determines the dominance of one predictor over another by comparing their incremental R-squared contribution across all subset models. In case the target variable is binary, the package determines the dominance over another by comparing their incremental Pseudo R-Squared contribution across all subset models.*
Severity: Info
Found in README.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Line length
Open

<img src="https://latex.codecogs.com/svg.latex?\Large&space;R_{McFadden}^{2}=1-\frac{log(L_{full})}{log(L_{null})}" title="\Large R_{McFadden}^{2}=1-\frac{log(L_{full})}{log(L_{null})}" />
Severity: Info
Found in README.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Line length
Open

* **General Dominance** - If overall averaged additional R<sup>2</sup> contribution of one predictor is greater than the other then that predictor is said to generally dominate the other. <br>
Severity: Info
Found in README.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Ordered list item prefix
Open

2. Azen, R., Budescu, D. V., & Reiser, B. (2001). Criticality of predictors in multiple regression. British Journal of Mathematical and Statistical Psychology, 54, 201–225.
Severity: Info
Found in README.md by markdownlint

MD029 - Ordered list item prefix

Tags: ol

Aliases: ol-prefix

Parameters: style ("one", "ordered"; default "one")

This rule is triggered on ordered lists that do not either start with '1.' or do not have a prefix that increases in numerical order (depending on the configured style, which defaults to 'one').

Example valid list if the style is configured as 'one':

1. Do this.
1. Do that.
1. Done.

Example valid list if the style is configured as 'ordered':

1. Do this.
2. Do that.
3. Done.

Inconsistent indentation for list items at the same level
Open

4. **Total Dominance -** The last measure of dominance summarizes the additional contributions of each predictor to all subset models by averaging all the conditional values. In the example on table 3, this consists of averaging the four averaged entries in each column. <br>
Severity: Info
Found in README.md by markdownlint

MD005 - Inconsistent indentation for list items at the same level

Tags: bullet, ul, indentation

Aliases: list-indent

This rule is triggered when list items are parsed as being at the same level, but don't have the same indentation:

* Item 1
    * Nested Item 1
    * Nested Item 2
   * A misaligned item

Usually this rule will be triggered because of a typo. Correct the indentation for the list to fix it:

* Item 1
  * Nested Item 1
  * Nested Item 2
  * Nested Item 3

Fenced code blocks should be surrounded by blank lines
Open

```
Severity: Info
Found in README.md by markdownlint

MD031 - Fenced code blocks should be surrounded by blank lines

Tags: code, blank_lines

Aliases: blanks-around-fences

This rule is triggered when fenced code blocks are either not preceded or not followed by a blank line:

Some text
```
Code block
```

```
Another code block
```
Some more text

To fix this, ensure that all fenced code blocks have a blank line both before and after (except where the block is at the beginning or end of the document):

Some text

```
Code block
```

```
Another code block
```

Some more text

Rationale: Aside from aesthetic reasons, some parsers, including kramdown, will not parse fenced code blocks that don't have blank lines before and after them.

Inconsistent indentation for list items at the same level
Open

1. Azen, R. (2000). Inference for predictor comparisons:Dominance analysis and the distribution of R<sup>2</sup> differences. Dissertation Abstracts International B, 61/10, 5616.
Severity: Info
Found in README.md by markdownlint

MD005 - Inconsistent indentation for list items at the same level

Tags: bullet, ul, indentation

Aliases: list-indent

This rule is triggered when list items are parsed as being at the same level, but don't have the same indentation:

* Item 1
    * Nested Item 1
    * Nested Item 2
   * A misaligned item

Usually this rule will be triggered because of a typo. Correct the indentation for the list to fix it:

* Item 1
  * Nested Item 1
  * Nested Item 2
  * Nested Item 3

Fenced code blocks should be surrounded by blank lines
Open

```
Severity: Info
Found in README.md by markdownlint

MD031 - Fenced code blocks should be surrounded by blank lines

Tags: code, blank_lines

Aliases: blanks-around-fences

This rule is triggered when fenced code blocks are either not preceded or not followed by a blank line:

Some text
```
Code block
```

```
Another code block
```
Some more text

To fix this, ensure that all fenced code blocks have a blank line both before and after (except where the block is at the beginning or end of the document):

Some text

```
Code block
```

```
Another code block
```

Some more text

Rationale: Aside from aesthetic reasons, some parsers, including kramdown, will not parse fenced code blocks that don't have blank lines before and after them.

Inconsistent indentation for list items at the same level
Open

5. Azen, R., Traxel, N. (2009). Using Dominance Analysis to Determine Predictor Importance in Logistic Regression. Journal of Educational and Behavioral Statistics September 2009, Vol. 34, No. 3, pp. 319-347. https://doi.org/10.3102/1076998609332754
Severity: Info
Found in README.md by markdownlint

MD005 - Inconsistent indentation for list items at the same level

Tags: bullet, ul, indentation

Aliases: list-indent

This rule is triggered when list items are parsed as being at the same level, but don't have the same indentation:

* Item 1
    * Nested Item 1
    * Nested Item 2
   * A misaligned item

Usually this rule will be triggered because of a typo. Correct the indentation for the list to fix it:

* Item 1
  * Nested Item 1
  * Nested Item 2
  * Nested Item 3

Fenced code blocks should be surrounded by blank lines
Open

```
Severity: Info
Found in README.md by markdownlint

MD031 - Fenced code blocks should be surrounded by blank lines

Tags: code, blank_lines

Aliases: blanks-around-fences

This rule is triggered when fenced code blocks are either not preceded or not followed by a blank line:

Some text
```
Code block
```

```
Another code block
```
Some more text

To fix this, ensure that all fenced code blocks have a blank line both before and after (except where the block is at the beginning or end of the document):

Some text

```
Code block
```

```
Another code block
```

Some more text

Rationale: Aside from aesthetic reasons, some parsers, including kramdown, will not parse fenced code blocks that don't have blank lines before and after them.

Trailing spaces
Open

1. Boundedness: The measure should vary between a minimum of zero, indicating complete lack of fit, and a maximum of one, indicating perfect fit. 
Severity: Info
Found in README.md by markdownlint

MD009 - Trailing spaces

Tags: whitespace

Aliases: no-trailing-spaces

Parameters: br_spaces (number; default: 0)

This rule is triggered on any lines that end with whitespace. To fix this, find the line that is triggered and remove any trailing spaces from the end.

The brspaces parameter allows an exception to this rule for a specific amount of trailing spaces used to insert an explicit line break/br element. For example, set brspaces to 2 to allow exactly 2 spaces at the end of a line.

Note: you have to set brspaces to 2 or higher for this exception to take effect - you can't insert a br element with just a single trailing space, so if you set brspaces to 1, the exception will be disabled, just as if it was set to the default of 0.

Fenced code blocks should be surrounded by blank lines
Open

```
Severity: Info
Found in README.md by markdownlint

MD031 - Fenced code blocks should be surrounded by blank lines

Tags: code, blank_lines

Aliases: blanks-around-fences

This rule is triggered when fenced code blocks are either not preceded or not followed by a blank line:

Some text
```
Code block
```

```
Another code block
```
Some more text

To fix this, ensure that all fenced code blocks have a blank line both before and after (except where the block is at the beginning or end of the document):

Some text

```
Code block
```

```
Another code block
```

Some more text

Rationale: Aside from aesthetic reasons, some parsers, including kramdown, will not parse fenced code blocks that don't have blank lines before and after them.

Trailing spaces
Open

2. Linear invariance: The measure should be invariant to nonsingular linear transformations of the variables (Ys and Xs). 
Severity: Info
Found in README.md by markdownlint

MD009 - Trailing spaces

Tags: whitespace

Aliases: no-trailing-spaces

Parameters: br_spaces (number; default: 0)

This rule is triggered on any lines that end with whitespace. To fix this, find the line that is triggered and remove any trailing spaces from the end.

The brspaces parameter allows an exception to this rule for a specific amount of trailing spaces used to insert an explicit line break/br element. For example, set brspaces to 2 to allow exactly 2 spaces at the end of a line.

Note: you have to set brspaces to 2 or higher for this exception to take effect - you can't insert a br element with just a single trailing space, so if you set brspaces to 1, the exception will be disabled, just as if it was set to the default of 0.

Inline HTML
Open

<a href="https://github.com/dominance-analysis/dominance-analysis/blob/master/LICENSE"><img alt="GitHub license" src="https://img.shields.io/github/license/dominance-analysis/dominance-analysis"></a>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Line length
Open

# Dominance-Analysis : A Python Library for Accurate and Intuitive Relative Importance of Predictors 
Severity: Info
Found in README.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Inline HTML
Open

<a href="https://github.com/dominance-analysis/dominance-analysis/blob/master/LICENSE"><img alt="GitHub license" src="https://img.shields.io/github/license/dominance-analysis/dominance-analysis"></a>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Line length
Open

In below table, we have illustrated the calculation used to arrive at the four measures of dominance.
Severity: Info
Found in README.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Inline HTML
Open

<a href="https://github.com/dominance-analysis/dominance-analysis/stargazers">
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<hr>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Line length
Open

The following three levels of dominance can be achieved between each pair of predictors in Dominance Analysis: 
Severity: Info
Found in README.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Inline HTML
Open

Let's consider a scenario when we have 4 predictors; X<sub>1</sub>, X<sub>2</sub>, X<sub>3</sub> and X<sub>4</sub>. We will have to build a total of 2<sup>4</sup>-1 models i.e. 15 models- <sup>4</sup>C<sub>1</sub> = 4 models with only one predictor, <sup>4</sup>C<sub>2</sub> = 6 models with two predictors each, <sup>4</sup>C<sub>3</sub> = 4 models with three predictors each and 1  (<sup>4</sup>C<sub>4</sub>) complete model with all 4 predictors. Thus, the additional contributions of X<sub>1</sub> are computed as the increases in the proportion of variance accounted for when X<sub>1</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>2</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>2</sub>X<sub>3</sub>}, {X<sub>2</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>2</sub>X<sub>3</sub>X<sub>4</sub>}). Similarly, the additional contributions of X<sub>2</sub> are the increases in the proportion of variance accounted for when X<sub>2</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>1</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>1</sub>X<sub>3</sub>}, {X<sub>1</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>1</sub>X<sub>3</sub>X<sub>4</sub>})
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Headers should be surrounded by blank lines
Open

### References
Severity: Info
Found in README.md by markdownlint

MD022 - Headers should be surrounded by blank lines

Tags: headers, blank_lines

Aliases: blanks-around-headers

This rule is triggered when headers (any style) are either not preceded or not followed by a blank line:

# Header 1
Some text

Some more text
## Header 2

To fix this, ensure that all headers have a blank line both before and after (except where the header is at the beginning or end of the document):

# Header 1

Some text

Some more text

## Header 2

Rationale: Aside from aesthetic reasons, some parsers, including kramdown, will not parse headers that don't have a blank line before, and will parse them as regular text.

Inline HTML
Open

Let's consider a scenario when we have 4 predictors; X<sub>1</sub>, X<sub>2</sub>, X<sub>3</sub> and X<sub>4</sub>. We will have to build a total of 2<sup>4</sup>-1 models i.e. 15 models- <sup>4</sup>C<sub>1</sub> = 4 models with only one predictor, <sup>4</sup>C<sub>2</sub> = 6 models with two predictors each, <sup>4</sup>C<sub>3</sub> = 4 models with three predictors each and 1  (<sup>4</sup>C<sub>4</sub>) complete model with all 4 predictors. Thus, the additional contributions of X<sub>1</sub> are computed as the increases in the proportion of variance accounted for when X<sub>1</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>2</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>2</sub>X<sub>3</sub>}, {X<sub>2</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>2</sub>X<sub>3</sub>X<sub>4</sub>}). Similarly, the additional contributions of X<sub>2</sub> are the increases in the proportion of variance accounted for when X<sub>2</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>1</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>1</sub>X<sub>3</sub>}, {X<sub>1</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>1</sub>X<sub>3</sub>X<sub>4</sub>})
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Ordered list item prefix
Open

5. Azen, R., Traxel, N. (2009). Using Dominance Analysis to Determine Predictor Importance in Logistic Regression. Journal of Educational and Behavioral Statistics September 2009, Vol. 34, No. 3, pp. 319-347. https://doi.org/10.3102/1076998609332754
Severity: Info
Found in README.md by markdownlint

MD029 - Ordered list item prefix

Tags: ol

Aliases: ol-prefix

Parameters: style ("one", "ordered"; default "one")

This rule is triggered on ordered lists that do not either start with '1.' or do not have a prefix that increases in numerical order (depending on the configured style, which defaults to 'one').

Example valid list if the style is configured as 'one':

1. Do this.
1. Do that.
1. Done.

Example valid list if the style is configured as 'ordered':

1. Do this.
2. Do that.
3. Done.

Inline HTML
Open

Let's consider a scenario when we have 4 predictors; X<sub>1</sub>, X<sub>2</sub>, X<sub>3</sub> and X<sub>4</sub>. We will have to build a total of 2<sup>4</sup>-1 models i.e. 15 models- <sup>4</sup>C<sub>1</sub> = 4 models with only one predictor, <sup>4</sup>C<sub>2</sub> = 6 models with two predictors each, <sup>4</sup>C<sub>3</sub> = 4 models with three predictors each and 1  (<sup>4</sup>C<sub>4</sub>) complete model with all 4 predictors. Thus, the additional contributions of X<sub>1</sub> are computed as the increases in the proportion of variance accounted for when X<sub>1</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>2</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>2</sub>X<sub>3</sub>}, {X<sub>2</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>2</sub>X<sub>3</sub>X<sub>4</sub>}). Similarly, the additional contributions of X<sub>2</sub> are the increases in the proportion of variance accounted for when X<sub>2</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>1</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>1</sub>X<sub>3</sub>}, {X<sub>1</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>1</sub>X<sub>3</sub>X<sub>4</sub>})
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Fenced code blocks should be surrounded by blank lines
Open

```
Severity: Info
Found in README.md by markdownlint

MD031 - Fenced code blocks should be surrounded by blank lines

Tags: code, blank_lines

Aliases: blanks-around-fences

This rule is triggered when fenced code blocks are either not preceded or not followed by a blank line:

Some text
```
Code block
```

```
Another code block
```
Some more text

To fix this, ensure that all fenced code blocks have a blank line both before and after (except where the block is at the beginning or end of the document):

Some text

```
Code block
```

```
Another code block
```

Some more text

Rationale: Aside from aesthetic reasons, some parsers, including kramdown, will not parse fenced code blocks that don't have blank lines before and after them.

Inline HTML
Open

<img src="https://latex.codecogs.com/svg.latex?\Large&space;R_{Nagelkerke}^{2}=\frac{1-\{\frac{L_{null}}{L_{full}}\}^{2/N}}{1-L_{null}^{2/N}}" title="\Large R_{Nagelkerke}^{2}=\frac{1-\{\frac{L_{null}}{L_{full}}\}^{2/N}}{1-L_{null}^{2/N}}" />
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Lists should be surrounded by blank lines
Open

1. Boundedness: The measure should vary between a minimum of zero, indicating complete lack of fit, and a maximum of one, indicating perfect fit. 
Severity: Info
Found in README.md by markdownlint

MD032 - Lists should be surrounded by blank lines

Tags: bullet, ul, ol, blank_lines

Aliases: blanks-around-lists

This rule is triggered when lists (of any kind) are either not preceded or not followed by a blank line:

Some text
* Some
* List

1. Some
2. List
Some text

To fix this, ensure that all lists have a blank line both before and after (except where the block is at the beginning or end of the document):

Some text

* Some
* List

1. Some
2. List

Some text

Rationale: Aside from aesthetic reasons, some parsers, including kramdown, will not parse lists that don't have blank lines before and after them.

Note: List items without hanging indents are a violation of this rule; list items with hanging indents are okay:

* This is
not okay

* This is
  okay

Inline HTML
Open

<img src="https://latex.codecogs.com/svg.latex?\Large&space;R_{Cox\&Snell}^{2}=1-\{\frac{L_{null}}{L_{full}}\}^{2/N}" title="\Large R_{Cox\&Snell}^{2}=1-\{\frac{L_{null}}{L_{full}}\}^{2/N}" />
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Lists should be surrounded by blank lines
Open

* **Conditional Dominance** - If a predictor’s averaged additional contribution within each model size is greater than that of another predictor, then the first predictor is said to conditionally dominate the latter. Here, the model size is indicated by the number of predictors included in a given model. If a predictor’s averaged additional contribution is greater for some model sizes but not for all, then conditional dominance between the two predictors cannot be established.
Severity: Info
Found in README.md by markdownlint

MD032 - Lists should be surrounded by blank lines

Tags: bullet, ul, ol, blank_lines

Aliases: blanks-around-lists

This rule is triggered when lists (of any kind) are either not preceded or not followed by a blank line:

Some text
* Some
* List

1. Some
2. List
Some text

To fix this, ensure that all lists have a blank line both before and after (except where the block is at the beginning or end of the document):

Some text

* Some
* List

1. Some
2. List

Some text

Rationale: Aside from aesthetic reasons, some parsers, including kramdown, will not parse lists that don't have blank lines before and after them.

Note: List items without hanging indents are a violation of this rule; list items with hanging indents are okay:

* This is
not okay

* This is
  okay

Inline HTML
Open

in the context of all 2<sup>(p−2)</sup> models that contain some subset of the other predictors. So, if we have a total of 'p' predictors, we will build 2<sup>p</sup>-1 models (all possible subset models) and compute the incremental R<sup>2</sup> contribution of each predictor to the subset model of all other predictors. The additional contribution of a given predictor is measured by the increase in R<sup>2</sup> that results from adding that predictor to the regression model.
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

Let's consider a scenario when we have 4 predictors; X<sub>1</sub>, X<sub>2</sub>, X<sub>3</sub> and X<sub>4</sub>. We will have to build a total of 2<sup>4</sup>-1 models i.e. 15 models- <sup>4</sup>C<sub>1</sub> = 4 models with only one predictor, <sup>4</sup>C<sub>2</sub> = 6 models with two predictors each, <sup>4</sup>C<sub>3</sub> = 4 models with three predictors each and 1  (<sup>4</sup>C<sub>4</sub>) complete model with all 4 predictors. Thus, the additional contributions of X<sub>1</sub> are computed as the increases in the proportion of variance accounted for when X<sub>1</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>2</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>2</sub>X<sub>3</sub>}, {X<sub>2</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>2</sub>X<sub>3</sub>X<sub>4</sub>}). Similarly, the additional contributions of X<sub>2</sub> are the increases in the proportion of variance accounted for when X<sub>2</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>1</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>1</sub>X<sub>3</sub>}, {X<sub>1</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>1</sub>X<sub>3</sub>X<sub>4</sub>})
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

Using each of these four R<sup>2</sup> analogues, the additional contribution of a given predictor to a specific logistic model can be measured as the change (i.e., increase) in the R<sup>2</sup> analogues when the predictor is added to the model. Even though, all the four measures will give similar results, we recommend using either Estrella's (1998) model fit measure or McFadden's (1974) measure for conducting dominance analysis in logistic regression. We have a slight preference for McFadden's measure (and that is what the package will compute by default) because it is computationally simpler, but both McFadden's and Estrella’s measures satisfy the minimum requirements for an R<sup>2</sup> analogues.
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Line length
Open

Let's consider a scenario when we have 4 predictors; X<sub>1</sub>, X<sub>2</sub>, X<sub>3</sub> and X<sub>4</sub>. We will have to build a total of 2<sup>4</sup>-1 models i.e. 15 models- <sup>4</sup>C<sub>1</sub> = 4 models with only one predictor, <sup>4</sup>C<sub>2</sub> = 6 models with two predictors each, <sup>4</sup>C<sub>3</sub> = 4 models with three predictors each and 1  (<sup>4</sup>C<sub>4</sub>) complete model with all 4 predictors. Thus, the additional contributions of X<sub>1</sub> are computed as the increases in the proportion of variance accounted for when X<sub>1</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>2</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>2</sub>X<sub>3</sub>}, {X<sub>2</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>2</sub>X<sub>3</sub>X<sub>4</sub>}). Similarly, the additional contributions of X<sub>2</sub> are the increases in the proportion of variance accounted for when X<sub>2</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>1</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>1</sub>X<sub>3</sub>}, {X<sub>1</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>1</sub>X<sub>3</sub>X<sub>4</sub>})
Severity: Info
Found in README.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Line length
Open

6. Budescu, D. V. (1993). Dominance analysis: A new approach to the problem of relative importance of predictors in multiple regression. Psychological Bulletin, 114(3), 542-551. https://doi.org/10.1037/0033-2909.114.3.542
Severity: Info
Found in README.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Inconsistent indentation for list items at the same level
Open

7. Luo, W., & Azen, R. (2013). Determining Predictor Importance in Hierarchical Linear Models Using Dominance Analysis. Journal of Educational and Behavioral Statistics, 38(1), 3-31. https://doi.org/10.3102/1076998612458319
Severity: Info
Found in README.md by markdownlint

MD005 - Inconsistent indentation for list items at the same level

Tags: bullet, ul, indentation

Aliases: list-indent

This rule is triggered when list items are parsed as being at the same level, but don't have the same indentation:

* Item 1
    * Nested Item 1
    * Nested Item 2
   * A misaligned item

Usually this rule will be triggered because of a typo. Correct the indentation for the list to fix it:

* Item 1
  * Nested Item 1
  * Nested Item 2
  * Nested Item 3

Trailing spaces
Open

``` 
Severity: Info
Found in README.md by markdownlint

MD009 - Trailing spaces

Tags: whitespace

Aliases: no-trailing-spaces

Parameters: br_spaces (number; default: 0)

This rule is triggered on any lines that end with whitespace. To fix this, find the line that is triggered and remove any trailing spaces from the end.

The brspaces parameter allows an exception to this rule for a specific amount of trailing spaces used to insert an explicit line break/br element. For example, set brspaces to 2 to allow exactly 2 spaces at the end of a line.

Note: you have to set brspaces to 2 or higher for this exception to take effect - you can't insert a br element with just a single trailing space, so if you set brspaces to 1, the exception will be disabled, just as if it was set to the default of 0.

Line length
Open

[![Downloads](https://static.pepy.tech/badge/dominance-analysis)](https://pepy.tech/project/dominance-analysis) 
Severity: Info
Found in README.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Line length
Open

2. Linear invariance: The measure should be invariant to nonsingular linear transformations of the variables (Ys and Xs). 
Severity: Info
Found in README.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Line length
Open

Using each of these four R<sup>2</sup> analogues, the additional contribution of a given predictor to a specific logistic model can be measured as the change (i.e., increase) in the R<sup>2</sup> analogues when the predictor is added to the model. Even though, all the four measures will give similar results, we recommend using either Estrella's (1998) model fit measure or McFadden's (1974) measure for conducting dominance analysis in logistic regression. We have a slight preference for McFadden's measure (and that is what the package will compute by default) because it is computationally simpler, but both McFadden's and Estrella’s measures satisfy the minimum requirements for an R<sup>2</sup> analogues.
Severity: Info
Found in README.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Line length
Open

As described earlier, a relative importance measure should be able to describe a predictor's direct, total and partial effect, therefore in the Dominance Statistics, we have come up with four different types of Dominance measures. **These measures have been conceptualized, defined and formulated by us and are unique to this library**. Below are the definitions and interpretations of the measures:
Severity: Info
Found in README.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Line length
Open

The three levels of dominance (complete, conditional,and general) are related to each other in a hierarchical fashion: Complete dominance implies conditional dominance, which, in turn, implies general dominance. However, for p > 3 the converse may not
Severity: Info
Found in README.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Inconsistent indentation for list items at the same level
Open

2. **Individual Dominance -** The individual dominance of a predictor is the R<sup>2</sup> of the model between the dependent variable and the predictor. So, the individual dominanace of predictor X<sub>1</sub> will be R<sup>2</sup><sub>Y.X<sub>1</sub></sub>. <br>
Severity: Info
Found in README.md by markdownlint

MD005 - Inconsistent indentation for list items at the same level

Tags: bullet, ul, indentation

Aliases: list-indent

This rule is triggered when list items are parsed as being at the same level, but don't have the same indentation:

* Item 1
    * Nested Item 1
    * Nested Item 2
   * A misaligned item

Usually this rule will be triggered because of a typo. Correct the indentation for the list to fix it:

* Item 1
  * Nested Item 1
  * Nested Item 2
  * Nested Item 3

Inconsistent indentation for list items at the same level
Open

3. Azen, R., Budescu, D. V. (2003). The Dominance Analysis Approach for Comparing Predictors in Multiple Regression. Psychological Methods, 2003, Vol. 8, No. 2, 129–148. https://doi.org/10.1037/1082-989X.8.2.129
Severity: Info
Found in README.md by markdownlint

MD005 - Inconsistent indentation for list items at the same level

Tags: bullet, ul, indentation

Aliases: list-indent

This rule is triggered when list items are parsed as being at the same level, but don't have the same indentation:

* Item 1
    * Nested Item 1
    * Nested Item 2
   * A misaligned item

Usually this rule will be triggered because of a typo. Correct the indentation for the list to fix it:

* Item 1
  * Nested Item 1
  * Nested Item 2
  * Nested Item 3

Trailing spaces
Open

```  
Severity: Info
Found in README.md by markdownlint

MD009 - Trailing spaces

Tags: whitespace

Aliases: no-trailing-spaces

Parameters: br_spaces (number; default: 0)

This rule is triggered on any lines that end with whitespace. To fix this, find the line that is triggered and remove any trailing spaces from the end.

The brspaces parameter allows an exception to this rule for a specific amount of trailing spaces used to insert an explicit line break/br element. For example, set brspaces to 2 to allow exactly 2 spaces at the end of a line.

Note: you have to set brspaces to 2 or higher for this exception to take effect - you can't insert a br element with just a single trailing space, so if you set brspaces to 1, the exception will be disabled, just as if it was set to the default of 0.

Multiple consecutive blank lines
Open


Severity: Info
Found in README.md by markdownlint

MD012 - Multiple consecutive blank lines

Tags: whitespace, blank_lines

Aliases: no-multiple-blanks

This rule is triggered when there are multiple consecutive blank lines in the document:

Some text here


Some more text here

To fix this, delete the offending lines:

Some text here

Some more text here

Note: this rule will not be triggered if there are multiple consecutive blank lines inside code blocks.

Line length
Open

The beauty of the math of Dominance Analysis is that the sum of the  overall average incremental R<sup>2</sup> of all predictors is equal to the R<sup>2</sup> of the complete model (model with all predictors). Hence, the total R<sup>2</sup> can be attributed to each predictor in the model. Below is an illustration of Dominance Analysis in the Population for Hypothetical example with four predictors:
Severity: Info
Found in README.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Line length
Open

Measures of fit in logistic regression can be classified by those based on sums of squares and those based on maximum likelihood statistics. Reviews of a variety of measures of fit proposed for logistic regression can be found in Amemiya (1981), Menard (2000), Mittlbock and Schemper (1996) and Zheng and Agresti (2000). Given the large number of proposed measures, criteria for defining appropriate R<sup>2</sup> analogues need to he determined. The following criteria, which are also found in the linear regression literature (e.g., Kvilseth. 1985: Van den Burg & Lewis, 1988), were used to select R<sup>2</sup> analogues for logistic regression:
Severity: Info
Found in README.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Line length
Open

1. **Interactional Dominance** - This is the incremental R<sup>2</sup> contribution of the predictor to the complete model. Hence, the Interactional Dominance of a particular predictor 'X' will be the diffrence between the R<sup>2</sup> of the complete model and the R<sup>2</sup> of the model with all other predictors except the particular predictor 'X'. <br>
Severity: Info
Found in README.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Line length
Open

The Dominance Analysis package is based on the concept developed by Azen and Budescu (see references). This package is released under a <a href="https://github.com/bhagatsajan0073/dominance_analysis/blob/master/LICENSE"> MIT License</a>. Dominance Analysis Python package has been developed by <a href="https://github.com/quintshekhar"> Shashank Shekhar</a>, <a href="https://github.com/bhagatsajan0073"> Sajan Bhagat</a>, <a href="https://github.com/Vibish"> Kunjithapatham Sivakumar</a> and <a href="https://github.com/balakolluri"> Bala Koteshwar Kolluri</a> . Pull requests submitted to the GitHub Repo are highly encouraged!
Severity: Info
Found in README.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Line length
Open

2. Azen, R., Budescu, D. V., & Reiser, B. (2001). Criticality of predictors in multiple regression. British Journal of Mathematical and Statistical Psychology, 54, 201–225.
Severity: Info
Found in README.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Header levels should only increment by one level at a time
Open

### Installation
Severity: Info
Found in README.md by markdownlint

MD001 - Header levels should only increment by one level at a time

Tags: headers

Aliases: header-increment

This rule is triggered when you skip header levels in a markdown document, for example:

# Header 1

### Header 3

We skipped out a 2nd level header in this document

When using multiple header levels, nested headers should increase by only one level at a time:

# Header 1

## Header 2

### Header 3

#### Header 4

## Another Header 2

### Another Header 3

Line length
Open

  * pseudo_r2 : It can take one of the Pseudo R-Squared measures - "mcfadden","nagelkerke", "cox_and_snell" or "estrella", where default="mcfadden". It's not needed in case of regression (objective=1).
Severity: Info
Found in README.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Line length
Open

Below is the illustration of formulas used to compute the averaged additional contributions of X<sub>1</sub> and X<sub>2</sub> within model size in the poupulation with four predictors (We use the notation <img src='images/formula1.JPG'> to represent the proportion of variance in Y that is accounted for by the predictors in the model X. For example,<img src='images/formula2.JPG'> represents the proportion of variance in Y that is accounted for by the model consisting of X<sub>1</sub> and X<sub>3</sub>. The additional contribution of a given predictor is measured by the increase in proportion of variance that results from adding that predictor to the regression model):
Severity: Info
Found in README.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Line length
Open

The measure for proportion of variance that we have used for regression is R<sup>2</sup> but since we don't have R<sup>2</sup> in logsitic regression/classification models, we have used Pseudo R<sup>2</sup>.
Severity: Info
Found in README.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Line length
Open

R<sup>2</sup><sub>Y.X<sub>1</sub>,X<sub>3</sub></sub> be the R<sup>2</sup> of the model between Y and X<sub>1</sub>, X<sub>3</sub> so on and so forth. In this case, the interactional dominance of predictor X<sub>1</sub> will be R<sup>2</sup><sub>Y.X<sub>1</sub>,X<sub>2</sub>,X<sub>3</sub>,X<sub>4</sub></sub> - R<sup>2</sup><sub>Y.X<sub>2</sub>,X<sub>3</sub>,X<sub>4</sub></sub>. <br>
Severity: Info
Found in README.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Line length
Open

If we calculate the four measures of dominance from the above example, we will get the following values:
Severity: Info
Found in README.md by markdownlint

MD013 - Line length

Tags: line_length

Aliases: line-length Parameters: linelength, codeblocks, tables (number; default 80, boolean; default true)

This rule is triggered when there are lines that are longer than the configured line length (default: 80 characters). To fix this, split the line up into multiple lines.

This rule has an exception where there is no whitespace beyond the configured line length. This allows you to still include items such as long URLs without being forced to break them in the middle.

You also have the option to exclude this rule for code blocks and tables. To do this, set the code_blocks and/or tables parameters to false.

Code blocks are included in this rule by default since it is often a requirement for document readability, and tentatively compatible with code rules. Still, some languages do not lend themselves to short lines.

Consider starting bulleted lists at the beginning of the line
Open

  * data : Complete Dataset, should be a Pandas DataFrame.   
Severity: Info
Found in README.md by markdownlint

MD006 - Consider starting bulleted lists at the beginning of the line

Tags: bullet, ul, indentation

Aliases: ul-start-left

This rule is triggered when top level lists don't start at the beginning of a line:

Some text

  * List item
  * List item

To fix, ensure that top level list items are not indented:

Some test

* List item
* List item

Rationale: Starting lists at the beginning of the line means that nested list items can all be indented by the same amount when an editor's indent function or the tab key is used to indent. Starting a list 1 space in means that the indent of the first nested list is less than the indent of the second level (3 characters if you use 4 space tabs, or 1 character if you use 2 space tabs).

Trailing spaces
Open

 
Severity: Info
Found in README.md by markdownlint

MD009 - Trailing spaces

Tags: whitespace

Aliases: no-trailing-spaces

Parameters: br_spaces (number; default: 0)

This rule is triggered on any lines that end with whitespace. To fix this, find the line that is triggered and remove any trailing spaces from the end.

The brspaces parameter allows an exception to this rule for a specific amount of trailing spaces used to insert an explicit line break/br element. For example, set brspaces to 2 to allow exactly 2 spaces at the end of a line.

Note: you have to set brspaces to 2 or higher for this exception to take effect - you can't insert a br element with just a single trailing space, so if you set brspaces to 1, the exception will be disabled, just as if it was set to the default of 0.

Multiple consecutive blank lines
Open


Severity: Info
Found in README.md by markdownlint

MD012 - Multiple consecutive blank lines

Tags: whitespace, blank_lines

Aliases: no-multiple-blanks

This rule is triggered when there are multiple consecutive blank lines in the document:

Some text here


Some more text here

To fix this, delete the offending lines:

Some text here

Some more text here

Note: this rule will not be triggered if there are multiple consecutive blank lines inside code blocks.

Fenced code blocks should be surrounded by blank lines
Open

```
Severity: Info
Found in README.md by markdownlint

MD031 - Fenced code blocks should be surrounded by blank lines

Tags: code, blank_lines

Aliases: blanks-around-fences

This rule is triggered when fenced code blocks are either not preceded or not followed by a blank line:

Some text
```
Code block
```

```
Another code block
```
Some more text

To fix this, ensure that all fenced code blocks have a blank line both before and after (except where the block is at the beginning or end of the document):

Some text

```
Code block
```

```
Another code block
```

Some more text

Rationale: Aside from aesthetic reasons, some parsers, including kramdown, will not parse fenced code blocks that don't have blank lines before and after them.

Fenced code blocks should be surrounded by blank lines
Open

```
Severity: Info
Found in README.md by markdownlint

MD031 - Fenced code blocks should be surrounded by blank lines

Tags: code, blank_lines

Aliases: blanks-around-fences

This rule is triggered when fenced code blocks are either not preceded or not followed by a blank line:

Some text
```
Code block
```

```
Another code block
```
Some more text

To fix this, ensure that all fenced code blocks have a blank line both before and after (except where the block is at the beginning or end of the document):

Some text

```
Code block
```

```
Another code block
```

Some more text

Rationale: Aside from aesthetic reasons, some parsers, including kramdown, will not parse fenced code blocks that don't have blank lines before and after them.

Fenced code blocks should be surrounded by blank lines
Open

```
Severity: Info
Found in README.md by markdownlint

MD031 - Fenced code blocks should be surrounded by blank lines

Tags: code, blank_lines

Aliases: blanks-around-fences

This rule is triggered when fenced code blocks are either not preceded or not followed by a blank line:

Some text
```
Code block
```

```
Another code block
```
Some more text

To fix this, ensure that all fenced code blocks have a blank line both before and after (except where the block is at the beginning or end of the document):

Some text

```
Code block
```

```
Another code block
```

Some more text

Rationale: Aside from aesthetic reasons, some parsers, including kramdown, will not parse fenced code blocks that don't have blank lines before and after them.

Fenced code blocks should be surrounded by blank lines
Open

```
Severity: Info
Found in README.md by markdownlint

MD031 - Fenced code blocks should be surrounded by blank lines

Tags: code, blank_lines

Aliases: blanks-around-fences

This rule is triggered when fenced code blocks are either not preceded or not followed by a blank line:

Some text
```
Code block
```

```
Another code block
```
Some more text

To fix this, ensure that all fenced code blocks have a blank line both before and after (except where the block is at the beginning or end of the document):

Some text

```
Code block
```

```
Another code block
```

Some more text

Rationale: Aside from aesthetic reasons, some parsers, including kramdown, will not parse fenced code blocks that don't have blank lines before and after them.

Lists should be surrounded by blank lines
Open

3. **Average Partial Dominance -** This is average of average incremental R<sup>2</sup> contributions of the predictor to all subset models except complete model and bi-variate (when only one predcitor is present) model. <br>
Severity: Info
Found in README.md by markdownlint

MD032 - Lists should be surrounded by blank lines

Tags: bullet, ul, ol, blank_lines

Aliases: blanks-around-lists

This rule is triggered when lists (of any kind) are either not preceded or not followed by a blank line:

Some text
* Some
* List

1. Some
2. List
Some text

To fix this, ensure that all lists have a blank line both before and after (except where the block is at the beginning or end of the document):

Some text

* Some
* List

1. Some
2. List

Some text

Rationale: Aside from aesthetic reasons, some parsers, including kramdown, will not parse lists that don't have blank lines before and after them.

Note: List items without hanging indents are a violation of this rule; list items with hanging indents are okay:

* This is
not okay

* This is
  okay

Inline HTML
Open

Let's consider a scenario when we have 4 predictors; X<sub>1</sub>, X<sub>2</sub>, X<sub>3</sub> and X<sub>4</sub>. We will have to build a total of 2<sup>4</sup>-1 models i.e. 15 models- <sup>4</sup>C<sub>1</sub> = 4 models with only one predictor, <sup>4</sup>C<sub>2</sub> = 6 models with two predictors each, <sup>4</sup>C<sub>3</sub> = 4 models with three predictors each and 1  (<sup>4</sup>C<sub>4</sub>) complete model with all 4 predictors. Thus, the additional contributions of X<sub>1</sub> are computed as the increases in the proportion of variance accounted for when X<sub>1</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>2</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>2</sub>X<sub>3</sub>}, {X<sub>2</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>2</sub>X<sub>3</sub>X<sub>4</sub>}). Similarly, the additional contributions of X<sub>2</sub> are the increases in the proportion of variance accounted for when X<sub>2</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>1</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>1</sub>X<sub>3</sub>}, {X<sub>1</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>1</sub>X<sub>3</sub>X<sub>4</sub>})
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

Let's consider a scenario when we have 4 predictors; X<sub>1</sub>, X<sub>2</sub>, X<sub>3</sub> and X<sub>4</sub>. We will have to build a total of 2<sup>4</sup>-1 models i.e. 15 models- <sup>4</sup>C<sub>1</sub> = 4 models with only one predictor, <sup>4</sup>C<sub>2</sub> = 6 models with two predictors each, <sup>4</sup>C<sub>3</sub> = 4 models with three predictors each and 1  (<sup>4</sup>C<sub>4</sub>) complete model with all 4 predictors. Thus, the additional contributions of X<sub>1</sub> are computed as the increases in the proportion of variance accounted for when X<sub>1</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>2</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>2</sub>X<sub>3</sub>}, {X<sub>2</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>2</sub>X<sub>3</sub>X<sub>4</sub>}). Similarly, the additional contributions of X<sub>2</sub> are the increases in the proportion of variance accounted for when X<sub>2</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>1</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>1</sub>X<sub>3</sub>}, {X<sub>1</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>1</sub>X<sub>3</sub>X<sub>4</sub>})
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

Let's consider a scenario when we have 4 predictors; X<sub>1</sub>, X<sub>2</sub>, X<sub>3</sub> and X<sub>4</sub>. We will have to build a total of 2<sup>4</sup>-1 models i.e. 15 models- <sup>4</sup>C<sub>1</sub> = 4 models with only one predictor, <sup>4</sup>C<sub>2</sub> = 6 models with two predictors each, <sup>4</sup>C<sub>3</sub> = 4 models with three predictors each and 1  (<sup>4</sup>C<sub>4</sub>) complete model with all 4 predictors. Thus, the additional contributions of X<sub>1</sub> are computed as the increases in the proportion of variance accounted for when X<sub>1</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>2</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>2</sub>X<sub>3</sub>}, {X<sub>2</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>2</sub>X<sub>3</sub>X<sub>4</sub>}). Similarly, the additional contributions of X<sub>2</sub> are the increases in the proportion of variance accounted for when X<sub>2</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>1</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>1</sub>X<sub>3</sub>}, {X<sub>1</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>1</sub>X<sub>3</sub>X<sub>4</sub>})
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

Let's consider a scenario when we have 4 predictors; X<sub>1</sub>, X<sub>2</sub>, X<sub>3</sub> and X<sub>4</sub>. We will have to build a total of 2<sup>4</sup>-1 models i.e. 15 models- <sup>4</sup>C<sub>1</sub> = 4 models with only one predictor, <sup>4</sup>C<sub>2</sub> = 6 models with two predictors each, <sup>4</sup>C<sub>3</sub> = 4 models with three predictors each and 1  (<sup>4</sup>C<sub>4</sub>) complete model with all 4 predictors. Thus, the additional contributions of X<sub>1</sub> are computed as the increases in the proportion of variance accounted for when X<sub>1</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>2</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>2</sub>X<sub>3</sub>}, {X<sub>2</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>2</sub>X<sub>3</sub>X<sub>4</sub>}). Similarly, the additional contributions of X<sub>2</sub> are the increases in the proportion of variance accounted for when X<sub>2</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>1</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>1</sub>X<sub>3</sub>}, {X<sub>1</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>1</sub>X<sub>3</sub>X<sub>4</sub>})
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

The measure for proportion of variance that we have used for regression is R<sup>2</sup> but since we don't have R<sup>2</sup> in logsitic regression/classification models, we have used Pseudo R<sup>2</sup>.
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

Based on these criteria, the following four R<sup>2</sup> analogues were chosen that satisfied at least three of these four properties:
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

Using each of these four R<sup>2</sup> analogues, the additional contribution of a given predictor to a specific logistic model can be measured as the change (i.e., increase) in the R<sup>2</sup> analogues when the predictor is added to the model. Even though, all the four measures will give similar results, we recommend using either Estrella's (1998) model fit measure or McFadden's (1974) measure for conducting dominance analysis in logistic regression. We have a slight preference for McFadden's measure (and that is what the package will compute by default) because it is computationally simpler, but both McFadden's and Estrella’s measures satisfy the minimum requirements for an R<sup>2</sup> analogues.
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

2. **Individual Dominance -** The individual dominance of a predictor is the R<sup>2</sup> of the model between the dependent variable and the predictor. So, the individual dominanace of predictor X<sub>1</sub> will be R<sup>2</sup><sub>Y.X<sub>1</sub></sub>. <br>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

* **Complete Dominance** - One predictor is said to completely dominate another predictor if its dominance holds across all possible subset models (that do not include the two predictors under comparison). Back to the four-predictor model, for example, complete dominance of X<sub>1</sub> over X<sub>2</sub> is achieved if the additional R<sup>2</sup> contribution of X<sub>1</sub> is more than that of X<sub>2</sub> to the null model, the model consisting of X<sub>3</sub>, the model consisting of X<sub>4</sub>, and the model consisting of both X<sub>3</sub> and X<sub>4</sub>. In Table 3, we can see that incremental R<sup>2</sup> of X<sub>1</sub> is greater than that of X<sub>2</sub> for all subset models and hence X<sub>1</sub> completely dominates X<sub>2</sub>.
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

* **Complete Dominance** - One predictor is said to completely dominate another predictor if its dominance holds across all possible subset models (that do not include the two predictors under comparison). Back to the four-predictor model, for example, complete dominance of X<sub>1</sub> over X<sub>2</sub> is achieved if the additional R<sup>2</sup> contribution of X<sub>1</sub> is more than that of X<sub>2</sub> to the null model, the model consisting of X<sub>3</sub>, the model consisting of X<sub>4</sub>, and the model consisting of both X<sub>3</sub> and X<sub>4</sub>. In Table 3, we can see that incremental R<sup>2</sup> of X<sub>1</sub> is greater than that of X<sub>2</sub> for all subset models and hence X<sub>1</sub> completely dominates X<sub>2</sub>.
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

* **General Dominance** - If overall averaged additional R<sup>2</sup> contribution of one predictor is greater than the other then that predictor is said to generally dominate the other. <br>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<hr>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<img src='images/Housing_Data_Model_Training.JPG'>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<hr>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Emphasis used instead of a header
Open

**Breast Cancer Wisconsin (Diagnostic) dataset downloaded from: https://goo.gl/U2Uwz2**
Severity: Info
Found in README.md by markdownlint

MD036 - Emphasis used instead of a header

Tags: headers, emphasis

Parameters: punctuation (string; default ".,;:!?")

Aliases: no-emphasis-as-header

This check looks for instances where emphasized (i.e. bold or italic) text is used to separate sections, where a header should be used instead:

**My document**

Lorem ipsum dolor sit amet...

_Another section_

Consectetur adipiscing elit, sed do eiusmod.

To fix this, use markdown headers instead of emphasized text to denote sections:

# My document

Lorem ipsum dolor sit amet...

## Another section

Consectetur adipiscing elit, sed do eiusmod.

Note: this rule looks for single line paragraphs that consist entirely of emphasized text. It won't fire on emphasis used within regular text, multi-line emphasized paragraphs, and paragraphs ending in punctuation. Similarly to rule MD026, you can configure what characters are recognized as punctuation.

Ordered list item prefix
Open

7. Luo, W., & Azen, R. (2013). Determining Predictor Importance in Hierarchical Linear Models Using Dominance Analysis. Journal of Educational and Behavioral Statistics, 38(1), 3-31. https://doi.org/10.3102/1076998612458319
Severity: Info
Found in README.md by markdownlint

MD029 - Ordered list item prefix

Tags: ol

Aliases: ol-prefix

Parameters: style ("one", "ordered"; default "one")

This rule is triggered on ordered lists that do not either start with '1.' or do not have a prefix that increases in numerical order (depending on the configured style, which defaults to 'one').

Example valid list if the style is configured as 'one':

1. Do this.
1. Do that.
1. Done.

Example valid list if the style is configured as 'ordered':

1. Do this.
2. Do that.
3. Done.

Fenced code blocks should be surrounded by blank lines
Open

```
Severity: Info
Found in README.md by markdownlint

MD031 - Fenced code blocks should be surrounded by blank lines

Tags: code, blank_lines

Aliases: blanks-around-fences

This rule is triggered when fenced code blocks are either not preceded or not followed by a blank line:

Some text
```
Code block
```

```
Another code block
```
Some more text

To fix this, ensure that all fenced code blocks have a blank line both before and after (except where the block is at the beginning or end of the document):

Some text

```
Code block
```

```
Another code block
```

Some more text

Rationale: Aside from aesthetic reasons, some parsers, including kramdown, will not parse fenced code blocks that don't have blank lines before and after them.

Inline HTML
Open

  <img src="https://img.shields.io/github/issues/dominance-analysis/dominance-analysis.svg">
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Ordered list item prefix
Open

2. **Individual Dominance -** The individual dominance of a predictor is the R<sup>2</sup> of the model between the dependent variable and the predictor. So, the individual dominanace of predictor X<sub>1</sub> will be R<sup>2</sup><sub>Y.X<sub>1</sub></sub>. <br>
Severity: Info
Found in README.md by markdownlint

MD029 - Ordered list item prefix

Tags: ol

Aliases: ol-prefix

Parameters: style ("one", "ordered"; default "one")

This rule is triggered on ordered lists that do not either start with '1.' or do not have a prefix that increases in numerical order (depending on the configured style, which defaults to 'one').

Example valid list if the style is configured as 'one':

1. Do this.
1. Do that.
1. Done.

Example valid list if the style is configured as 'ordered':

1. Do this.
2. Do that.
3. Done.

Inline HTML
Open

Below is the illustration of formulas used to compute the averaged additional contributions of X<sub>1</sub> and X<sub>2</sub> within model size in the poupulation with four predictors (We use the notation <img src='images/formula1.JPG'> to represent the proportion of variance in Y that is accounted for by the predictors in the model X. For example,<img src='images/formula2.JPG'> represents the proportion of variance in Y that is accounted for by the model consisting of X<sub>1</sub> and X<sub>3</sub>. The additional contribution of a given predictor is measured by the increase in proportion of variance that results from adding that predictor to the regression model):
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Fenced code blocks should be surrounded by blank lines
Open

```  
Severity: Info
Found in README.md by markdownlint

MD031 - Fenced code blocks should be surrounded by blank lines

Tags: code, blank_lines

Aliases: blanks-around-fences

This rule is triggered when fenced code blocks are either not preceded or not followed by a blank line:

Some text
```
Code block
```

```
Another code block
```
Some more text

To fix this, ensure that all fenced code blocks have a blank line both before and after (except where the block is at the beginning or end of the document):

Some text

```
Code block
```

```
Another code block
```

Some more text

Rationale: Aside from aesthetic reasons, some parsers, including kramdown, will not parse fenced code blocks that don't have blank lines before and after them.

Inline HTML
Open

It can bee seen that the Percentage Relative Importance of predictors has been computed by dividing the Overall Average Incremental R<sup>2</sup> contribution of predictors by the R<sup>2</sup> of the complete model. This explains the intuitive nature of Dominance Analysis wherein the overall R<sup>2</sup> of the model can be attributed to individual predictors within the model.
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Fenced code blocks should be surrounded by blank lines
Open

``` 
Severity: Info
Found in README.md by markdownlint

MD031 - Fenced code blocks should be surrounded by blank lines

Tags: code, blank_lines

Aliases: blanks-around-fences

This rule is triggered when fenced code blocks are either not preceded or not followed by a blank line:

Some text
```
Code block
```

```
Another code block
```
Some more text

To fix this, ensure that all fenced code blocks have a blank line both before and after (except where the block is at the beginning or end of the document):

Some text

```
Code block
```

```
Another code block
```

Some more text

Rationale: Aside from aesthetic reasons, some parsers, including kramdown, will not parse fenced code blocks that don't have blank lines before and after them.

Inline HTML
Open

Consider a scenario when we have Y as the dependent variable and four predictors X<sub>1</sub>, X<sub>2</sub>, X<sub>3</sub> and X<sub>4</sub>, let  R<sup>2</sup><sub>Y.X<sub>1</sub>,X<sub>2</sub></sub> be the R<sup>2</sup> of the model between Y and X<sub>1</sub>, X<sub>2</sub> ;
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

Consider a scenario when we have Y as the dependent variable and four predictors X<sub>1</sub>, X<sub>2</sub>, X<sub>3</sub> and X<sub>4</sub>, let  R<sup>2</sup><sub>Y.X<sub>1</sub>,X<sub>2</sub></sub> be the R<sup>2</sup> of the model between Y and X<sub>1</sub>, X<sub>2</sub> ;
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Fenced code blocks should be surrounded by blank lines
Open

```
Severity: Info
Found in README.md by markdownlint

MD031 - Fenced code blocks should be surrounded by blank lines

Tags: code, blank_lines

Aliases: blanks-around-fences

This rule is triggered when fenced code blocks are either not preceded or not followed by a blank line:

Some text
```
Code block
```

```
Another code block
```
Some more text

To fix this, ensure that all fenced code blocks have a blank line both before and after (except where the block is at the beginning or end of the document):

Some text

```
Code block
```

```
Another code block
```

Some more text

Rationale: Aside from aesthetic reasons, some parsers, including kramdown, will not parse fenced code blocks that don't have blank lines before and after them.

Inline HTML
Open

R<sup>2</sup><sub>Y.X<sub>1</sub>,X<sub>3</sub></sub> be the R<sup>2</sup> of the model between Y and X<sub>1</sub>, X<sub>3</sub> so on and so forth. In this case, the interactional dominance of predictor X<sub>1</sub> will be R<sup>2</sup><sub>Y.X<sub>1</sub>,X<sub>2</sub>,X<sub>3</sub>,X<sub>4</sub></sub> - R<sup>2</sup><sub>Y.X<sub>2</sub>,X<sub>3</sub>,X<sub>4</sub></sub>. <br>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<img src='images/Dom Stat.jpg'>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

  <img src="https://img.shields.io/github/forks/dominance-analysis/dominance-analysis.svg">
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<br>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

Dominance Analysis, according to Azen and Budescu meets three important criteria for measuring relative importance. First, the technique should be defined in terms of its ability to reduce error in predicting the outcome variable. Next, it should permit direct comparison of measures within a model (that is, X<sub>1</sub> is twice as important as X<sub>2</sub>). Finally, the technique should permit inferences concerning an attribute's direct effect (that is, when considered by itself), total effect (that is, when considered with other attributes) and partial effect (that is, when considered with various combinations of other predictors). Hence, Dominance analysis is both robust and intuitive and its interpretation is also very straightforward.
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

* **General Dominance** - If overall averaged additional R<sup>2</sup> contribution of one predictor is greater than the other then that predictor is said to generally dominate the other. <br>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

Let's consider a scenario when we have 4 predictors; X<sub>1</sub>, X<sub>2</sub>, X<sub>3</sub> and X<sub>4</sub>. We will have to build a total of 2<sup>4</sup>-1 models i.e. 15 models- <sup>4</sup>C<sub>1</sub> = 4 models with only one predictor, <sup>4</sup>C<sub>2</sub> = 6 models with two predictors each, <sup>4</sup>C<sub>3</sub> = 4 models with three predictors each and 1  (<sup>4</sup>C<sub>4</sub>) complete model with all 4 predictors. Thus, the additional contributions of X<sub>1</sub> are computed as the increases in the proportion of variance accounted for when X<sub>1</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>2</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>2</sub>X<sub>3</sub>}, {X<sub>2</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>2</sub>X<sub>3</sub>X<sub>4</sub>}). Similarly, the additional contributions of X<sub>2</sub> are the increases in the proportion of variance accounted for when X<sub>2</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>1</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>1</sub>X<sub>3</sub>}, {X<sub>1</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>1</sub>X<sub>3</sub>X<sub>4</sub>})
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

Regression - <a href="https://www.kaggle.com/iamsajanbhagat/dominance-analysis-on-boston-house-prices-dataset" target="_blank">Dominane Analysis on Boston House Price Data</a> &
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<img src='images/breast_cancer_data_dominance_stats.JPG'>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

Let's consider a scenario when we have 4 predictors; X<sub>1</sub>, X<sub>2</sub>, X<sub>3</sub> and X<sub>4</sub>. We will have to build a total of 2<sup>4</sup>-1 models i.e. 15 models- <sup>4</sup>C<sub>1</sub> = 4 models with only one predictor, <sup>4</sup>C<sub>2</sub> = 6 models with two predictors each, <sup>4</sup>C<sub>3</sub> = 4 models with three predictors each and 1  (<sup>4</sup>C<sub>4</sub>) complete model with all 4 predictors. Thus, the additional contributions of X<sub>1</sub> are computed as the increases in the proportion of variance accounted for when X<sub>1</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>2</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>2</sub>X<sub>3</sub>}, {X<sub>2</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>2</sub>X<sub>3</sub>X<sub>4</sub>}). Similarly, the additional contributions of X<sub>2</sub> are the increases in the proportion of variance accounted for when X<sub>2</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>1</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>1</sub>X<sub>3</sub>}, {X<sub>1</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>1</sub>X<sub>3</sub>X<sub>4</sub>})
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<hr>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<hr>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

Below is the illustration of formulas used to compute the averaged additional contributions of X<sub>1</sub> and X<sub>2</sub> within model size in the poupulation with four predictors (We use the notation <img src='images/formula1.JPG'> to represent the proportion of variance in Y that is accounted for by the predictors in the model X. For example,<img src='images/formula2.JPG'> represents the proportion of variance in Y that is accounted for by the model consisting of X<sub>1</sub> and X<sub>3</sub>. The additional contribution of a given predictor is measured by the increase in proportion of variance that results from adding that predictor to the regression model):
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Bare URL used
Open

**Using Boston Housing Dataset downloaded from: https://www.cs.toronto.edu/~delve/data/boston/bostonDetail.html**
Severity: Info
Found in README.md by markdownlint

MD034 - Bare URL used

Tags: links, url

Aliases: no-bare-urls

This rule is triggered whenever a URL is given that isn't surrounded by angle brackets:

For more information, see http://www.example.com/.

To fix this, add angle brackets around the URL:

For more information, see <http:></http:>.

Rationale: Without angle brackets, the URL isn't converted into a link in many markdown parsers.

Note: if you do want a bare URL without it being converted into a link, enclose it in a code block, otherwise in some markdown parsers it will be converted:

`http://www.example.com`

Inline HTML
Open

The measure for proportion of variance that we have used for regression is R<sup>2</sup> but since we don't have R<sup>2</sup> in logsitic regression/classification models, we have used Pseudo R<sup>2</sup>.
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<img src='images/PercentRel.jpg'>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<p align="center"> Table 2</p>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

It can bee seen that the Percentage Relative Importance of predictors has been computed by dividing the Overall Average Incremental R<sup>2</sup> contribution of predictors by the R<sup>2</sup> of the complete model. This explains the intuitive nature of Dominance Analysis wherein the overall R<sup>2</sup> of the model can be attributed to individual predictors within the model.
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<hr>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

* **Complete Dominance** - One predictor is said to completely dominate another predictor if its dominance holds across all possible subset models (that do not include the two predictors under comparison). Back to the four-predictor model, for example, complete dominance of X<sub>1</sub> over X<sub>2</sub> is achieved if the additional R<sup>2</sup> contribution of X<sub>1</sub> is more than that of X<sub>2</sub> to the null model, the model consisting of X<sub>3</sub>, the model consisting of X<sub>4</sub>, and the model consisting of both X<sub>3</sub> and X<sub>4</sub>. In Table 3, we can see that incremental R<sup>2</sup> of X<sub>1</sub> is greater than that of X<sub>2</sub> for all subset models and hence X<sub>1</sub> completely dominates X<sub>2</sub>.
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<hr>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<hr>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Bare URL used
Open

4. Azen, R., Budescu, D. V. (2006). Comparing Predictors in Multivariate Regression Models: An Extension of Dominance Analysis. Journal of Educational and Behavioral Statistics Summer 2006, Vol. 31, No. 2, pp. 157-180. https://doi.org/10.3102/10769986031002157
Severity: Info
Found in README.md by markdownlint

MD034 - Bare URL used

Tags: links, url

Aliases: no-bare-urls

This rule is triggered whenever a URL is given that isn't surrounded by angle brackets:

For more information, see http://www.example.com/.

To fix this, add angle brackets around the URL:

For more information, see <http:></http:>.

Rationale: Without angle brackets, the URL isn't converted into a link in many markdown parsers.

Note: if you do want a bare URL without it being converted into a link, enclose it in a code block, otherwise in some markdown parsers it will be converted:

`http://www.example.com`

Headers should be surrounded by blank lines
Open

## Important Parameters 
Severity: Info
Found in README.md by markdownlint

MD022 - Headers should be surrounded by blank lines

Tags: headers, blank_lines

Aliases: blanks-around-headers

This rule is triggered when headers (any style) are either not preceded or not followed by a blank line:

# Header 1
Some text

Some more text
## Header 2

To fix this, ensure that all headers have a blank line both before and after (except where the header is at the beginning or end of the document):

# Header 1

Some text

Some more text

## Header 2

Rationale: Aside from aesthetic reasons, some parsers, including kramdown, will not parse headers that don't have a blank line before, and will parse them as regular text.

Trailing punctuation in header
Open

### Dominance Analysis - The Significance!
Severity: Info
Found in README.md by markdownlint

MD026 - Trailing punctuation in header

Tags: headers

Aliases: no-trailing-punctuation

Parameters: punctuation (string; default ".,;:!?")

This rule is triggered on any header that has a punctuation character as the last character in the line:

# This is a header.

To fix this, remove any trailing punctuation:

# This is a header

Note: The punctuation parameter can be used to specify what characters class as punctuation at the end of the header. For example, you can set it to '.,;:!' to allow headers with question marks in them, such as might be used in an FAQ.

Trailing punctuation in header
Open

### Dominance Analysis - The Math!
Severity: Info
Found in README.md by markdownlint

MD026 - Trailing punctuation in header

Tags: headers

Aliases: no-trailing-punctuation

Parameters: punctuation (string; default ".,;:!?")

This rule is triggered on any header that has a punctuation character as the last character in the line:

# This is a header.

To fix this, remove any trailing punctuation:

# This is a header

Note: The punctuation parameter can be used to specify what characters class as punctuation at the end of the header. For example, you can set it to '.,;:!' to allow headers with question marks in them, such as might be used in an FAQ.

Ordered list item prefix
Open

3. **Average Partial Dominance -** This is average of average incremental R<sup>2</sup> contributions of the predictor to all subset models except complete model and bi-variate (when only one predcitor is present) model. <br>
Severity: Info
Found in README.md by markdownlint

MD029 - Ordered list item prefix

Tags: ol

Aliases: ol-prefix

Parameters: style ("one", "ordered"; default "one")

This rule is triggered on ordered lists that do not either start with '1.' or do not have a prefix that increases in numerical order (depending on the configured style, which defaults to 'one').

Example valid list if the style is configured as 'one':

1. Do this.
1. Do that.
1. Done.

Example valid list if the style is configured as 'ordered':

1. Do this.
2. Do that.
3. Done.

Ordered list item prefix
Open

3. Azen, R., Budescu, D. V. (2003). The Dominance Analysis Approach for Comparing Predictors in Multiple Regression. Psychological Methods, 2003, Vol. 8, No. 2, 129–148. https://doi.org/10.1037/1082-989X.8.2.129
Severity: Info
Found in README.md by markdownlint

MD029 - Ordered list item prefix

Tags: ol

Aliases: ol-prefix

Parameters: style ("one", "ordered"; default "one")

This rule is triggered on ordered lists that do not either start with '1.' or do not have a prefix that increases in numerical order (depending on the configured style, which defaults to 'one').

Example valid list if the style is configured as 'one':

1. Do this.
1. Do that.
1. Done.

Example valid list if the style is configured as 'ordered':

1. Do this.
2. Do that.
3. Done.

Fenced code blocks should be surrounded by blank lines
Open

```
Severity: Info
Found in README.md by markdownlint

MD031 - Fenced code blocks should be surrounded by blank lines

Tags: code, blank_lines

Aliases: blanks-around-fences

This rule is triggered when fenced code blocks are either not preceded or not followed by a blank line:

Some text
```
Code block
```

```
Another code block
```
Some more text

To fix this, ensure that all fenced code blocks have a blank line both before and after (except where the block is at the beginning or end of the document):

Some text

```
Code block
```

```
Another code block
```

Some more text

Rationale: Aside from aesthetic reasons, some parsers, including kramdown, will not parse fenced code blocks that don't have blank lines before and after them.

Lists should be surrounded by blank lines
Open

2. **Individual Dominance -** The individual dominance of a predictor is the R<sup>2</sup> of the model between the dependent variable and the predictor. So, the individual dominanace of predictor X<sub>1</sub> will be R<sup>2</sup><sub>Y.X<sub>1</sub></sub>. <br>
Severity: Info
Found in README.md by markdownlint

MD032 - Lists should be surrounded by blank lines

Tags: bullet, ul, ol, blank_lines

Aliases: blanks-around-lists

This rule is triggered when lists (of any kind) are either not preceded or not followed by a blank line:

Some text
* Some
* List

1. Some
2. List
Some text

To fix this, ensure that all lists have a blank line both before and after (except where the block is at the beginning or end of the document):

Some text

* Some
* List

1. Some
2. List

Some text

Rationale: Aside from aesthetic reasons, some parsers, including kramdown, will not parse lists that don't have blank lines before and after them.

Note: List items without hanging indents are a violation of this rule; list items with hanging indents are okay:

* This is
not okay

* This is
  okay

Inline HTML
Open

Let's consider a scenario when we have 4 predictors; X<sub>1</sub>, X<sub>2</sub>, X<sub>3</sub> and X<sub>4</sub>. We will have to build a total of 2<sup>4</sup>-1 models i.e. 15 models- <sup>4</sup>C<sub>1</sub> = 4 models with only one predictor, <sup>4</sup>C<sub>2</sub> = 6 models with two predictors each, <sup>4</sup>C<sub>3</sub> = 4 models with three predictors each and 1  (<sup>4</sup>C<sub>4</sub>) complete model with all 4 predictors. Thus, the additional contributions of X<sub>1</sub> are computed as the increases in the proportion of variance accounted for when X<sub>1</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>2</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>2</sub>X<sub>3</sub>}, {X<sub>2</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>2</sub>X<sub>3</sub>X<sub>4</sub>}). Similarly, the additional contributions of X<sub>2</sub> are the increases in the proportion of variance accounted for when X<sub>2</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>1</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>1</sub>X<sub>3</sub>}, {X<sub>1</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>1</sub>X<sub>3</sub>X<sub>4</sub>})
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

It can bee seen that the Percentage Relative Importance of predictors has been computed by dividing the Overall Average Incremental R<sup>2</sup> contribution of predictors by the R<sup>2</sup> of the complete model. This explains the intuitive nature of Dominance Analysis wherein the overall R<sup>2</sup> of the model can be attributed to individual predictors within the model.
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

Consider a scenario when we have Y as the dependent variable and four predictors X<sub>1</sub>, X<sub>2</sub>, X<sub>3</sub> and X<sub>4</sub>, let  R<sup>2</sup><sub>Y.X<sub>1</sub>,X<sub>2</sub></sub> be the R<sup>2</sup> of the model between Y and X<sub>1</sub>, X<sub>2</sub> ;
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

R<sup>2</sup><sub>Y.X<sub>1</sub>,X<sub>3</sub></sub> be the R<sup>2</sup> of the model between Y and X<sub>1</sub>, X<sub>3</sub> so on and so forth. In this case, the interactional dominance of predictor X<sub>1</sub> will be R<sup>2</sup><sub>Y.X<sub>1</sub>,X<sub>2</sub>,X<sub>3</sub>,X<sub>4</sub></sub> - R<sup>2</sup><sub>Y.X<sub>2</sub>,X<sub>3</sub>,X<sub>4</sub></sub>. <br>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Headers should be surrounded by blank lines
Open

### Authors & License
Severity: Info
Found in README.md by markdownlint

MD022 - Headers should be surrounded by blank lines

Tags: headers, blank_lines

Aliases: blanks-around-headers

This rule is triggered when headers (any style) are either not preceded or not followed by a blank line:

# Header 1
Some text

Some more text
## Header 2

To fix this, ensure that all headers have a blank line both before and after (except where the header is at the beginning or end of the document):

# Header 1

Some text

Some more text

## Header 2

Rationale: Aside from aesthetic reasons, some parsers, including kramdown, will not parse headers that don't have a blank line before, and will parse them as regular text.

Inline HTML
Open

R<sup>2</sup><sub>Y.X<sub>1</sub>,X<sub>3</sub></sub> be the R<sup>2</sup> of the model between Y and X<sub>1</sub>, X<sub>3</sub> so on and so forth. In this case, the interactional dominance of predictor X<sub>1</sub> will be R<sup>2</sup><sub>Y.X<sub>1</sub>,X<sub>2</sub>,X<sub>3</sub>,X<sub>4</sub></sub> - R<sup>2</sup><sub>Y.X<sub>2</sub>,X<sub>3</sub>,X<sub>4</sub></sub>. <br>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Ordered list item prefix
Open

4. **Total Dominance -** The last measure of dominance summarizes the additional contributions of each predictor to all subset models by averaging all the conditional values. In the example on table 3, this consists of averaging the four averaged entries in each column. <br>
Severity: Info
Found in README.md by markdownlint

MD029 - Ordered list item prefix

Tags: ol

Aliases: ol-prefix

Parameters: style ("one", "ordered"; default "one")

This rule is triggered on ordered lists that do not either start with '1.' or do not have a prefix that increases in numerical order (depending on the configured style, which defaults to 'one').

Example valid list if the style is configured as 'one':

1. Do this.
1. Do that.
1. Done.

Example valid list if the style is configured as 'ordered':

1. Do this.
2. Do that.
3. Done.

Inline HTML
Open

2. **Individual Dominance -** The individual dominance of a predictor is the R<sup>2</sup> of the model between the dependent variable and the predictor. So, the individual dominanace of predictor X<sub>1</sub> will be R<sup>2</sup><sub>Y.X<sub>1</sub></sub>. <br>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Fenced code blocks should be surrounded by blank lines
Open

```
Severity: Info
Found in README.md by markdownlint

MD031 - Fenced code blocks should be surrounded by blank lines

Tags: code, blank_lines

Aliases: blanks-around-fences

This rule is triggered when fenced code blocks are either not preceded or not followed by a blank line:

Some text
```
Code block
```

```
Another code block
```
Some more text

To fix this, ensure that all fenced code blocks have a blank line both before and after (except where the block is at the beginning or end of the document):

Some text

```
Code block
```

```
Another code block
```

Some more text

Rationale: Aside from aesthetic reasons, some parsers, including kramdown, will not parse fenced code blocks that don't have blank lines before and after them.

Inline HTML
Open

* **Complete Dominance** - One predictor is said to completely dominate another predictor if its dominance holds across all possible subset models (that do not include the two predictors under comparison). Back to the four-predictor model, for example, complete dominance of X<sub>1</sub> over X<sub>2</sub> is achieved if the additional R<sup>2</sup> contribution of X<sub>1</sub> is more than that of X<sub>2</sub> to the null model, the model consisting of X<sub>3</sub>, the model consisting of X<sub>4</sub>, and the model consisting of both X<sub>3</sub> and X<sub>4</sub>. In Table 3, we can see that incremental R<sup>2</sup> of X<sub>1</sub> is greater than that of X<sub>2</sub> for all subset models and hence X<sub>1</sub> completely dominates X<sub>2</sub>.
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<hr>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

* **Complete Dominance** - One predictor is said to completely dominate another predictor if its dominance holds across all possible subset models (that do not include the two predictors under comparison). Back to the four-predictor model, for example, complete dominance of X<sub>1</sub> over X<sub>2</sub> is achieved if the additional R<sup>2</sup> contribution of X<sub>1</sub> is more than that of X<sub>2</sub> to the null model, the model consisting of X<sub>3</sub>, the model consisting of X<sub>4</sub>, and the model consisting of both X<sub>3</sub> and X<sub>4</sub>. In Table 3, we can see that incremental R<sup>2</sup> of X<sub>1</sub> is greater than that of X<sub>2</sub> for all subset models and hence X<sub>1</sub> completely dominates X<sub>2</sub>.
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<hr>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

Let's consider a scenario when we have 4 predictors; X<sub>1</sub>, X<sub>2</sub>, X<sub>3</sub> and X<sub>4</sub>. We will have to build a total of 2<sup>4</sup>-1 models i.e. 15 models- <sup>4</sup>C<sub>1</sub> = 4 models with only one predictor, <sup>4</sup>C<sub>2</sub> = 6 models with two predictors each, <sup>4</sup>C<sub>3</sub> = 4 models with three predictors each and 1  (<sup>4</sup>C<sub>4</sub>) complete model with all 4 predictors. Thus, the additional contributions of X<sub>1</sub> are computed as the increases in the proportion of variance accounted for when X<sub>1</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>2</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>2</sub>X<sub>3</sub>}, {X<sub>2</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>2</sub>X<sub>3</sub>X<sub>4</sub>}). Similarly, the additional contributions of X<sub>2</sub> are the increases in the proportion of variance accounted for when X<sub>2</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>1</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>1</sub>X<sub>3</sub>}, {X<sub>1</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>1</sub>X<sub>3</sub>X<sub>4</sub>})
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<hr>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<hr>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

Let's consider a scenario when we have 4 predictors; X<sub>1</sub>, X<sub>2</sub>, X<sub>3</sub> and X<sub>4</sub>. We will have to build a total of 2<sup>4</sup>-1 models i.e. 15 models- <sup>4</sup>C<sub>1</sub> = 4 models with only one predictor, <sup>4</sup>C<sub>2</sub> = 6 models with two predictors each, <sup>4</sup>C<sub>3</sub> = 4 models with three predictors each and 1  (<sup>4</sup>C<sub>4</sub>) complete model with all 4 predictors. Thus, the additional contributions of X<sub>1</sub> are computed as the increases in the proportion of variance accounted for when X<sub>1</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>2</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>2</sub>X<sub>3</sub>}, {X<sub>2</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>2</sub>X<sub>3</sub>X<sub>4</sub>}). Similarly, the additional contributions of X<sub>2</sub> are the increases in the proportion of variance accounted for when X<sub>2</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>1</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>1</sub>X<sub>3</sub>}, {X<sub>1</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>1</sub>X<sub>3</sub>X<sub>4</sub>})
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

The Dominance Analysis package is based on the concept developed by Azen and Budescu (see references). This package is released under a <a href="https://github.com/bhagatsajan0073/dominance_analysis/blob/master/LICENSE"> MIT License</a>. Dominance Analysis Python package has been developed by <a href="https://github.com/quintshekhar"> Shashank Shekhar</a>, <a href="https://github.com/bhagatsajan0073"> Sajan Bhagat</a>, <a href="https://github.com/Vibish"> Kunjithapatham Sivakumar</a> and <a href="https://github.com/balakolluri"> Bala Koteshwar Kolluri</a> . Pull requests submitted to the GitHub Repo are highly encouraged!
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Ordered list item prefix
Open

6. Budescu, D. V. (1993). Dominance analysis: A new approach to the problem of relative importance of predictors in multiple regression. Psychological Bulletin, 114(3), 542-551. https://doi.org/10.1037/0033-2909.114.3.542
Severity: Info
Found in README.md by markdownlint

MD029 - Ordered list item prefix

Tags: ol

Aliases: ol-prefix

Parameters: style ("one", "ordered"; default "one")

This rule is triggered on ordered lists that do not either start with '1.' or do not have a prefix that increases in numerical order (depending on the configured style, which defaults to 'one').

Example valid list if the style is configured as 'one':

1. Do this.
1. Do that.
1. Done.

Example valid list if the style is configured as 'ordered':

1. Do this.
2. Do that.
3. Done.

Bare URL used
Open

**Breast Cancer Wisconsin (Diagnostic) dataset downloaded from: https://goo.gl/U2Uwz2**
Severity: Info
Found in README.md by markdownlint

MD034 - Bare URL used

Tags: links, url

Aliases: no-bare-urls

This rule is triggered whenever a URL is given that isn't surrounded by angle brackets:

For more information, see http://www.example.com/.

To fix this, add angle brackets around the URL:

For more information, see <http:></http:>.

Rationale: Without angle brackets, the URL isn't converted into a link in many markdown parsers.

Note: if you do want a bare URL without it being converted into a link, enclose it in a code block, otherwise in some markdown parsers it will be converted:

`http://www.example.com`

Inline HTML
Open

Let's consider a scenario when we have 4 predictors; X<sub>1</sub>, X<sub>2</sub>, X<sub>3</sub> and X<sub>4</sub>. We will have to build a total of 2<sup>4</sup>-1 models i.e. 15 models- <sup>4</sup>C<sub>1</sub> = 4 models with only one predictor, <sup>4</sup>C<sub>2</sub> = 6 models with two predictors each, <sup>4</sup>C<sub>3</sub> = 4 models with three predictors each and 1  (<sup>4</sup>C<sub>4</sub>) complete model with all 4 predictors. Thus, the additional contributions of X<sub>1</sub> are computed as the increases in the proportion of variance accounted for when X<sub>1</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>2</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>2</sub>X<sub>3</sub>}, {X<sub>2</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>2</sub>X<sub>3</sub>X<sub>4</sub>}). Similarly, the additional contributions of X<sub>2</sub> are the increases in the proportion of variance accounted for when X<sub>2</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>1</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>1</sub>X<sub>3</sub>}, {X<sub>1</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>1</sub>X<sub>3</sub>X<sub>4</sub>})
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Emphasis used instead of a header
Open

**3. Cox and Snell R-Squared**
Severity: Info
Found in README.md by markdownlint

MD036 - Emphasis used instead of a header

Tags: headers, emphasis

Parameters: punctuation (string; default ".,;:!?")

Aliases: no-emphasis-as-header

This check looks for instances where emphasized (i.e. bold or italic) text is used to separate sections, where a header should be used instead:

**My document**

Lorem ipsum dolor sit amet...

_Another section_

Consectetur adipiscing elit, sed do eiusmod.

To fix this, use markdown headers instead of emphasized text to denote sections:

# My document

Lorem ipsum dolor sit amet...

## Another section

Consectetur adipiscing elit, sed do eiusmod.

Note: this rule looks for single line paragraphs that consist entirely of emphasized text. It won't fire on emphasis used within regular text, multi-line emphasized paragraphs, and paragraphs ending in punctuation. Similarly to rule MD026, you can configure what characters are recognized as punctuation.

Inline HTML
Open

Let's consider a scenario when we have 4 predictors; X<sub>1</sub>, X<sub>2</sub>, X<sub>3</sub> and X<sub>4</sub>. We will have to build a total of 2<sup>4</sup>-1 models i.e. 15 models- <sup>4</sup>C<sub>1</sub> = 4 models with only one predictor, <sup>4</sup>C<sub>2</sub> = 6 models with two predictors each, <sup>4</sup>C<sub>3</sub> = 4 models with three predictors each and 1  (<sup>4</sup>C<sub>4</sub>) complete model with all 4 predictors. Thus, the additional contributions of X<sub>1</sub> are computed as the increases in the proportion of variance accounted for when X<sub>1</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>2</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>2</sub>X<sub>3</sub>}, {X<sub>2</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>2</sub>X<sub>3</sub>X<sub>4</sub>}). Similarly, the additional contributions of X<sub>2</sub> are the increases in the proportion of variance accounted for when X<sub>2</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>1</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>1</sub>X<sub>3</sub>}, {X<sub>1</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>1</sub>X<sub>3</sub>X<sub>4</sub>})
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Fenced code blocks should be surrounded by blank lines
Open

```  
Severity: Info
Found in README.md by markdownlint

MD031 - Fenced code blocks should be surrounded by blank lines

Tags: code, blank_lines

Aliases: blanks-around-fences

This rule is triggered when fenced code blocks are either not preceded or not followed by a blank line:

Some text
```
Code block
```

```
Another code block
```
Some more text

To fix this, ensure that all fenced code blocks have a blank line both before and after (except where the block is at the beginning or end of the document):

Some text

```
Code block
```

```
Another code block
```

Some more text

Rationale: Aside from aesthetic reasons, some parsers, including kramdown, will not parse fenced code blocks that don't have blank lines before and after them.

Inline HTML
Open

Below is the illustration of formulas used to compute the averaged additional contributions of X<sub>1</sub> and X<sub>2</sub> within model size in the poupulation with four predictors (We use the notation <img src='images/formula1.JPG'> to represent the proportion of variance in Y that is accounted for by the predictors in the model X. For example,<img src='images/formula2.JPG'> represents the proportion of variance in Y that is accounted for by the model consisting of X<sub>1</sub> and X<sub>3</sub>. The additional contribution of a given predictor is measured by the increase in proportion of variance that results from adding that predictor to the regression model):
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

Below is the illustration of formulas used to compute the averaged additional contributions of X<sub>1</sub> and X<sub>2</sub> within model size in the poupulation with four predictors (We use the notation <img src='images/formula1.JPG'> to represent the proportion of variance in Y that is accounted for by the predictors in the model X. For example,<img src='images/formula2.JPG'> represents the proportion of variance in Y that is accounted for by the model consisting of X<sub>1</sub> and X<sub>3</sub>. The additional contribution of a given predictor is measured by the increase in proportion of variance that results from adding that predictor to the regression model):
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Fenced code blocks should be surrounded by blank lines
Open

```
Severity: Info
Found in README.md by markdownlint

MD031 - Fenced code blocks should be surrounded by blank lines

Tags: code, blank_lines

Aliases: blanks-around-fences

This rule is triggered when fenced code blocks are either not preceded or not followed by a blank line:

Some text
```
Code block
```

```
Another code block
```
Some more text

To fix this, ensure that all fenced code blocks have a blank line both before and after (except where the block is at the beginning or end of the document):

Some text

```
Code block
```

```
Another code block
```

Some more text

Rationale: Aside from aesthetic reasons, some parsers, including kramdown, will not parse fenced code blocks that don't have blank lines before and after them.

Inline HTML
Open

R<sup>2</sup><sub>Y.X<sub>1</sub>,X<sub>3</sub></sub> be the R<sup>2</sup> of the model between Y and X<sub>1</sub>, X<sub>3</sub> so on and so forth. In this case, the interactional dominance of predictor X<sub>1</sub> will be R<sup>2</sup><sub>Y.X<sub>1</sub>,X<sub>2</sub>,X<sub>3</sub>,X<sub>4</sub></sub> - R<sup>2</sup><sub>Y.X<sub>2</sub>,X<sub>3</sub>,X<sub>4</sub></sub>. <br>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Fenced code blocks should be surrounded by blank lines
Open

```
Severity: Info
Found in README.md by markdownlint

MD031 - Fenced code blocks should be surrounded by blank lines

Tags: code, blank_lines

Aliases: blanks-around-fences

This rule is triggered when fenced code blocks are either not preceded or not followed by a blank line:

Some text
```
Code block
```

```
Another code block
```
Some more text

To fix this, ensure that all fenced code blocks have a blank line both before and after (except where the block is at the beginning or end of the document):

Some text

```
Code block
```

```
Another code block
```

Some more text

Rationale: Aside from aesthetic reasons, some parsers, including kramdown, will not parse fenced code blocks that don't have blank lines before and after them.

Inline HTML
Open

R<sup>2</sup><sub>Y.X<sub>1</sub>,X<sub>3</sub></sub> be the R<sup>2</sup> of the model between Y and X<sub>1</sub>, X<sub>3</sub> so on and so forth. In this case, the interactional dominance of predictor X<sub>1</sub> will be R<sup>2</sup><sub>Y.X<sub>1</sub>,X<sub>2</sub>,X<sub>3</sub>,X<sub>4</sub></sub> - R<sup>2</sup><sub>Y.X<sub>2</sub>,X<sub>3</sub>,X<sub>4</sub></sub>. <br>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Fenced code blocks should be surrounded by blank lines
Open

```
Severity: Info
Found in README.md by markdownlint

MD031 - Fenced code blocks should be surrounded by blank lines

Tags: code, blank_lines

Aliases: blanks-around-fences

This rule is triggered when fenced code blocks are either not preceded or not followed by a blank line:

Some text
```
Code block
```

```
Another code block
```
Some more text

To fix this, ensure that all fenced code blocks have a blank line both before and after (except where the block is at the beginning or end of the document):

Some text

```
Code block
```

```
Another code block
```

Some more text

Rationale: Aside from aesthetic reasons, some parsers, including kramdown, will not parse fenced code blocks that don't have blank lines before and after them.

Inline HTML
Open

R<sup>2</sup><sub>Y.X<sub>1</sub>,X<sub>3</sub></sub> be the R<sup>2</sup> of the model between Y and X<sub>1</sub>, X<sub>3</sub> so on and so forth. In this case, the interactional dominance of predictor X<sub>1</sub> will be R<sup>2</sup><sub>Y.X<sub>1</sub>,X<sub>2</sub>,X<sub>3</sub>,X<sub>4</sub></sub> - R<sup>2</sup><sub>Y.X<sub>2</sub>,X<sub>3</sub>,X<sub>4</sub></sub>. <br>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<a href="https://github.com/dominance-analysis/dominance-analysis/issues">
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

R<sup>2</sup><sub>Y.X<sub>1</sub>,X<sub>3</sub></sub> be the R<sup>2</sup> of the model between Y and X<sub>1</sub>, X<sub>3</sub> so on and so forth. In this case, the interactional dominance of predictor X<sub>1</sub> will be R<sup>2</sup><sub>Y.X<sub>1</sub>,X<sub>2</sub>,X<sub>3</sub>,X<sub>4</sub></sub> - R<sup>2</sup><sub>Y.X<sub>2</sub>,X<sub>3</sub>,X<sub>4</sub></sub>. <br>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

Let's consider a scenario when we have 4 predictors; X<sub>1</sub>, X<sub>2</sub>, X<sub>3</sub> and X<sub>4</sub>. We will have to build a total of 2<sup>4</sup>-1 models i.e. 15 models- <sup>4</sup>C<sub>1</sub> = 4 models with only one predictor, <sup>4</sup>C<sub>2</sub> = 6 models with two predictors each, <sup>4</sup>C<sub>3</sub> = 4 models with three predictors each and 1  (<sup>4</sup>C<sub>4</sub>) complete model with all 4 predictors. Thus, the additional contributions of X<sub>1</sub> are computed as the increases in the proportion of variance accounted for when X<sub>1</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>2</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>2</sub>X<sub>3</sub>}, {X<sub>2</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>2</sub>X<sub>3</sub>X<sub>4</sub>}). Similarly, the additional contributions of X<sub>2</sub> are the increases in the proportion of variance accounted for when X<sub>2</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>1</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>1</sub>X<sub>3</sub>}, {X<sub>1</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>1</sub>X<sub>3</sub>X<sub>4</sub>})
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

2. **Individual Dominance -** The individual dominance of a predictor is the R<sup>2</sup> of the model between the dependent variable and the predictor. So, the individual dominanace of predictor X<sub>1</sub> will be R<sup>2</sup><sub>Y.X<sub>1</sub></sub>. <br>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

Let's consider a scenario when we have 4 predictors; X<sub>1</sub>, X<sub>2</sub>, X<sub>3</sub> and X<sub>4</sub>. We will have to build a total of 2<sup>4</sup>-1 models i.e. 15 models- <sup>4</sup>C<sub>1</sub> = 4 models with only one predictor, <sup>4</sup>C<sub>2</sub> = 6 models with two predictors each, <sup>4</sup>C<sub>3</sub> = 4 models with three predictors each and 1  (<sup>4</sup>C<sub>4</sub>) complete model with all 4 predictors. Thus, the additional contributions of X<sub>1</sub> are computed as the increases in the proportion of variance accounted for when X<sub>1</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>2</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>2</sub>X<sub>3</sub>}, {X<sub>2</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>2</sub>X<sub>3</sub>X<sub>4</sub>}). Similarly, the additional contributions of X<sub>2</sub> are the increases in the proportion of variance accounted for when X<sub>2</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>1</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>1</sub>X<sub>3</sub>}, {X<sub>1</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>1</sub>X<sub>3</sub>X<sub>4</sub>})
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<img src='images/Dominance_Analysis.JPG'>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

Let's consider a scenario when we have 4 predictors; X<sub>1</sub>, X<sub>2</sub>, X<sub>3</sub> and X<sub>4</sub>. We will have to build a total of 2<sup>4</sup>-1 models i.e. 15 models- <sup>4</sup>C<sub>1</sub> = 4 models with only one predictor, <sup>4</sup>C<sub>2</sub> = 6 models with two predictors each, <sup>4</sup>C<sub>3</sub> = 4 models with three predictors each and 1  (<sup>4</sup>C<sub>4</sub>) complete model with all 4 predictors. Thus, the additional contributions of X<sub>1</sub> are computed as the increases in the proportion of variance accounted for when X<sub>1</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>2</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>2</sub>X<sub>3</sub>}, {X<sub>2</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>2</sub>X<sub>3</sub>X<sub>4</sub>}). Similarly, the additional contributions of X<sub>2</sub> are the increases in the proportion of variance accounted for when X<sub>2</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>1</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>1</sub>X<sub>3</sub>}, {X<sub>1</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>1</sub>X<sub>3</sub>X<sub>4</sub>})
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<hr>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

Let's consider a scenario when we have 4 predictors; X<sub>1</sub>, X<sub>2</sub>, X<sub>3</sub> and X<sub>4</sub>. We will have to build a total of 2<sup>4</sup>-1 models i.e. 15 models- <sup>4</sup>C<sub>1</sub> = 4 models with only one predictor, <sup>4</sup>C<sub>2</sub> = 6 models with two predictors each, <sup>4</sup>C<sub>3</sub> = 4 models with three predictors each and 1  (<sup>4</sup>C<sub>4</sub>) complete model with all 4 predictors. Thus, the additional contributions of X<sub>1</sub> are computed as the increases in the proportion of variance accounted for when X<sub>1</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>2</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>2</sub>X<sub>3</sub>}, {X<sub>2</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>2</sub>X<sub>3</sub>X<sub>4</sub>}). Similarly, the additional contributions of X<sub>2</sub> are the increases in the proportion of variance accounted for when X<sub>2</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>1</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>1</sub>X<sub>3</sub>}, {X<sub>1</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>1</sub>X<sub>3</sub>X<sub>4</sub>})
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<img src='images/Housing_Data_Dominance.JPG'>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

Below is the illustration of formulas used to compute the averaged additional contributions of X<sub>1</sub> and X<sub>2</sub> within model size in the poupulation with four predictors (We use the notation <img src='images/formula1.JPG'> to represent the proportion of variance in Y that is accounted for by the predictors in the model X. For example,<img src='images/formula2.JPG'> represents the proportion of variance in Y that is accounted for by the model consisting of X<sub>1</sub> and X<sub>3</sub>. The additional contribution of a given predictor is measured by the increase in proportion of variance that results from adding that predictor to the regression model):
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<hr>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<img src="https://latex.codecogs.com/svg.latex?\Large&space;R_{McFadden}^{2}=1-\frac{log(L_{full})}{log(L_{null})}" title="\Large R_{McFadden}^{2}=1-\frac{log(L_{full})}{log(L_{null})}" />
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

1. **Interactional Dominance** - This is the incremental R<sup>2</sup> contribution of the predictor to the complete model. Hence, the Interactional Dominance of a particular predictor 'X' will be the diffrence between the R<sup>2</sup> of the complete model and the R<sup>2</sup> of the model with all other predictors except the particular predictor 'X'. <br>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<hr>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

Consider a scenario when we have Y as the dependent variable and four predictors X<sub>1</sub>, X<sub>2</sub>, X<sub>3</sub> and X<sub>4</sub>, let  R<sup>2</sup><sub>Y.X<sub>1</sub>,X<sub>2</sub></sub> be the R<sup>2</sup> of the model between Y and X<sub>1</sub>, X<sub>2</sub> ;
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Bare URL used
Open

**Using Boston Housing Dataset downloaded from: https://www.cs.toronto.edu/~delve/data/boston/bostonDetail.html**
Severity: Info
Found in README.md by markdownlint

MD034 - Bare URL used

Tags: links, url

Aliases: no-bare-urls

This rule is triggered whenever a URL is given that isn't surrounded by angle brackets:

For more information, see http://www.example.com/.

To fix this, add angle brackets around the URL:

For more information, see <http:></http:>.

Rationale: Without angle brackets, the URL isn't converted into a link in many markdown parsers.

Note: if you do want a bare URL without it being converted into a link, enclose it in a code block, otherwise in some markdown parsers it will be converted:

`http://www.example.com`

Emphasis used instead of a header
Open

**Dominance Level**
Severity: Info
Found in README.md by markdownlint

MD036 - Emphasis used instead of a header

Tags: headers, emphasis

Parameters: punctuation (string; default ".,;:!?")

Aliases: no-emphasis-as-header

This check looks for instances where emphasized (i.e. bold or italic) text is used to separate sections, where a header should be used instead:

**My document**

Lorem ipsum dolor sit amet...

_Another section_

Consectetur adipiscing elit, sed do eiusmod.

To fix this, use markdown headers instead of emphasized text to denote sections:

# My document

Lorem ipsum dolor sit amet...

## Another section

Consectetur adipiscing elit, sed do eiusmod.

Note: this rule looks for single line paragraphs that consist entirely of emphasized text. It won't fire on emphasis used within regular text, multi-line emphasized paragraphs, and paragraphs ending in punctuation. Similarly to rule MD026, you can configure what characters are recognized as punctuation.

Inline HTML
Open

R<sup>2</sup><sub>Y.X<sub>1</sub>,X<sub>3</sub></sub> be the R<sup>2</sup> of the model between Y and X<sub>1</sub>, X<sub>3</sub> so on and so forth. In this case, the interactional dominance of predictor X<sub>1</sub> will be R<sup>2</sup><sub>Y.X<sub>1</sub>,X<sub>2</sub>,X<sub>3</sub>,X<sub>4</sub></sub> - R<sup>2</sup><sub>Y.X<sub>2</sub>,X<sub>3</sub>,X<sub>4</sub></sub>. <br>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

R<sup>2</sup><sub>Y.X<sub>1</sub>,X<sub>3</sub></sub> be the R<sup>2</sup> of the model between Y and X<sub>1</sub>, X<sub>3</sub> so on and so forth. In this case, the interactional dominance of predictor X<sub>1</sub> will be R<sup>2</sup><sub>Y.X<sub>1</sub>,X<sub>2</sub>,X<sub>3</sub>,X<sub>4</sub></sub> - R<sup>2</sup><sub>Y.X<sub>2</sub>,X<sub>3</sub>,X<sub>4</sub></sub>. <br>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

* **Complete Dominance** - One predictor is said to completely dominate another predictor if its dominance holds across all possible subset models (that do not include the two predictors under comparison). Back to the four-predictor model, for example, complete dominance of X<sub>1</sub> over X<sub>2</sub> is achieved if the additional R<sup>2</sup> contribution of X<sub>1</sub> is more than that of X<sub>2</sub> to the null model, the model consisting of X<sub>3</sub>, the model consisting of X<sub>4</sub>, and the model consisting of both X<sub>3</sub> and X<sub>4</sub>. In Table 3, we can see that incremental R<sup>2</sup> of X<sub>1</sub> is greater than that of X<sub>2</sub> for all subset models and hence X<sub>1</sub> completely dominates X<sub>2</sub>.
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

* **Complete Dominance** - One predictor is said to completely dominate another predictor if its dominance holds across all possible subset models (that do not include the two predictors under comparison). Back to the four-predictor model, for example, complete dominance of X<sub>1</sub> over X<sub>2</sub> is achieved if the additional R<sup>2</sup> contribution of X<sub>1</sub> is more than that of X<sub>2</sub> to the null model, the model consisting of X<sub>3</sub>, the model consisting of X<sub>4</sub>, and the model consisting of both X<sub>3</sub> and X<sub>4</sub>. In Table 3, we can see that incremental R<sup>2</sup> of X<sub>1</sub> is greater than that of X<sub>2</sub> for all subset models and hence X<sub>1</sub> completely dominates X<sub>2</sub>.
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

* **Complete Dominance** - One predictor is said to completely dominate another predictor if its dominance holds across all possible subset models (that do not include the two predictors under comparison). Back to the four-predictor model, for example, complete dominance of X<sub>1</sub> over X<sub>2</sub> is achieved if the additional R<sup>2</sup> contribution of X<sub>1</sub> is more than that of X<sub>2</sub> to the null model, the model consisting of X<sub>3</sub>, the model consisting of X<sub>4</sub>, and the model consisting of both X<sub>3</sub> and X<sub>4</sub>. In Table 3, we can see that incremental R<sup>2</sup> of X<sub>1</sub> is greater than that of X<sub>2</sub> for all subset models and hence X<sub>1</sub> completely dominates X<sub>2</sub>.
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

Classification- <a href="https://www.kaggle.com/iamsajanbhagat/dominance-analysis-on-breast-cancer-dataset" target="_blank"> Dominance Analysis on Breast Cancer Dataset</a>*
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

**Selecting top K features and getting R<sup>2</sup> of the Complete Model**
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<hr>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

**Getting R<sup>2</sup> of the Complete Model**
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Fenced code blocks should be surrounded by blank lines
Open

```
Severity: Info
Found in README.md by markdownlint

MD031 - Fenced code blocks should be surrounded by blank lines

Tags: code, blank_lines

Aliases: blanks-around-fences

This rule is triggered when fenced code blocks are either not preceded or not followed by a blank line:

Some text
```
Code block
```

```
Another code block
```
Some more text

To fix this, ensure that all fenced code blocks have a blank line both before and after (except where the block is at the beginning or end of the document):

Some text

```
Code block
```

```
Another code block
```

Some more text

Rationale: Aside from aesthetic reasons, some parsers, including kramdown, will not parse fenced code blocks that don't have blank lines before and after them.

Fenced code blocks should be surrounded by blank lines
Open

```
Severity: Info
Found in README.md by markdownlint

MD031 - Fenced code blocks should be surrounded by blank lines

Tags: code, blank_lines

Aliases: blanks-around-fences

This rule is triggered when fenced code blocks are either not preceded or not followed by a blank line:

Some text
```
Code block
```

```
Another code block
```
Some more text

To fix this, ensure that all fenced code blocks have a blank line both before and after (except where the block is at the beginning or end of the document):

Some text

```
Code block
```

```
Another code block
```

Some more text

Rationale: Aside from aesthetic reasons, some parsers, including kramdown, will not parse fenced code blocks that don't have blank lines before and after them.

Inline HTML
Open

<hr>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

Dominance Analysis, according to Azen and Budescu meets three important criteria for measuring relative importance. First, the technique should be defined in terms of its ability to reduce error in predicting the outcome variable. Next, it should permit direct comparison of measures within a model (that is, X<sub>1</sub> is twice as important as X<sub>2</sub>). Finally, the technique should permit inferences concerning an attribute's direct effect (that is, when considered by itself), total effect (that is, when considered with other attributes) and partial effect (that is, when considered with various combinations of other predictors). Hence, Dominance analysis is both robust and intuitive and its interpretation is also very straightforward.
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

Let's consider a scenario when we have 4 predictors; X<sub>1</sub>, X<sub>2</sub>, X<sub>3</sub> and X<sub>4</sub>. We will have to build a total of 2<sup>4</sup>-1 models i.e. 15 models- <sup>4</sup>C<sub>1</sub> = 4 models with only one predictor, <sup>4</sup>C<sub>2</sub> = 6 models with two predictors each, <sup>4</sup>C<sub>3</sub> = 4 models with three predictors each and 1  (<sup>4</sup>C<sub>4</sub>) complete model with all 4 predictors. Thus, the additional contributions of X<sub>1</sub> are computed as the increases in the proportion of variance accounted for when X<sub>1</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>2</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>2</sub>X<sub>3</sub>}, {X<sub>2</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>2</sub>X<sub>3</sub>X<sub>4</sub>}). Similarly, the additional contributions of X<sub>2</sub> are the increases in the proportion of variance accounted for when X<sub>2</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>1</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>1</sub>X<sub>3</sub>}, {X<sub>1</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>1</sub>X<sub>3</sub>X<sub>4</sub>})
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

Let's consider a scenario when we have 4 predictors; X<sub>1</sub>, X<sub>2</sub>, X<sub>3</sub> and X<sub>4</sub>. We will have to build a total of 2<sup>4</sup>-1 models i.e. 15 models- <sup>4</sup>C<sub>1</sub> = 4 models with only one predictor, <sup>4</sup>C<sub>2</sub> = 6 models with two predictors each, <sup>4</sup>C<sub>3</sub> = 4 models with three predictors each and 1  (<sup>4</sup>C<sub>4</sub>) complete model with all 4 predictors. Thus, the additional contributions of X<sub>1</sub> are computed as the increases in the proportion of variance accounted for when X<sub>1</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>2</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>2</sub>X<sub>3</sub>}, {X<sub>2</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>2</sub>X<sub>3</sub>X<sub>4</sub>}). Similarly, the additional contributions of X<sub>2</sub> are the increases in the proportion of variance accounted for when X<sub>2</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>1</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>1</sub>X<sub>3</sub>}, {X<sub>1</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>1</sub>X<sub>3</sub>X<sub>4</sub>})
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

Let's consider a scenario when we have 4 predictors; X<sub>1</sub>, X<sub>2</sub>, X<sub>3</sub> and X<sub>4</sub>. We will have to build a total of 2<sup>4</sup>-1 models i.e. 15 models- <sup>4</sup>C<sub>1</sub> = 4 models with only one predictor, <sup>4</sup>C<sub>2</sub> = 6 models with two predictors each, <sup>4</sup>C<sub>3</sub> = 4 models with three predictors each and 1  (<sup>4</sup>C<sub>4</sub>) complete model with all 4 predictors. Thus, the additional contributions of X<sub>1</sub> are computed as the increases in the proportion of variance accounted for when X<sub>1</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>2</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>2</sub>X<sub>3</sub>}, {X<sub>2</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>2</sub>X<sub>3</sub>X<sub>4</sub>}). Similarly, the additional contributions of X<sub>2</sub> are the increases in the proportion of variance accounted for when X<sub>2</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>1</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>1</sub>X<sub>3</sub>}, {X<sub>1</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>1</sub>X<sub>3</sub>X<sub>4</sub>})
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

The measure for proportion of variance that we have used for regression is R<sup>2</sup> but since we don't have R<sup>2</sup> in logsitic regression/classification models, we have used Pseudo R<sup>2</sup>.
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<hr>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

* **Complete Dominance** - One predictor is said to completely dominate another predictor if its dominance holds across all possible subset models (that do not include the two predictors under comparison). Back to the four-predictor model, for example, complete dominance of X<sub>1</sub> over X<sub>2</sub> is achieved if the additional R<sup>2</sup> contribution of X<sub>1</sub> is more than that of X<sub>2</sub> to the null model, the model consisting of X<sub>3</sub>, the model consisting of X<sub>4</sub>, and the model consisting of both X<sub>3</sub> and X<sub>4</sub>. In Table 3, we can see that incremental R<sup>2</sup> of X<sub>1</sub> is greater than that of X<sub>2</sub> for all subset models and hence X<sub>1</sub> completely dominates X<sub>2</sub>.
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

* **Complete Dominance** - One predictor is said to completely dominate another predictor if its dominance holds across all possible subset models (that do not include the two predictors under comparison). Back to the four-predictor model, for example, complete dominance of X<sub>1</sub> over X<sub>2</sub> is achieved if the additional R<sup>2</sup> contribution of X<sub>1</sub> is more than that of X<sub>2</sub> to the null model, the model consisting of X<sub>3</sub>, the model consisting of X<sub>4</sub>, and the model consisting of both X<sub>3</sub> and X<sub>4</sub>. In Table 3, we can see that incremental R<sup>2</sup> of X<sub>1</sub> is greater than that of X<sub>2</sub> for all subset models and hence X<sub>1</sub> completely dominates X<sub>2</sub>.
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<img src='images/housing_data_dominance_stats.JPG'>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<img src='images/Dominance_Levels_Breast_Cancer.JPG'>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<img src='images/Housing_Data_Correlation_Model_Training.PNG'>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<hr>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

The Dominance Analysis package is based on the concept developed by Azen and Budescu (see references). This package is released under a <a href="https://github.com/bhagatsajan0073/dominance_analysis/blob/master/LICENSE"> MIT License</a>. Dominance Analysis Python package has been developed by <a href="https://github.com/quintshekhar"> Shashank Shekhar</a>, <a href="https://github.com/bhagatsajan0073"> Sajan Bhagat</a>, <a href="https://github.com/Vibish"> Kunjithapatham Sivakumar</a> and <a href="https://github.com/balakolluri"> Bala Koteshwar Kolluri</a> . Pull requests submitted to the GitHub Repo are highly encouraged!
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

The Dominance Analysis package is based on the concept developed by Azen and Budescu (see references). This package is released under a <a href="https://github.com/bhagatsajan0073/dominance_analysis/blob/master/LICENSE"> MIT License</a>. Dominance Analysis Python package has been developed by <a href="https://github.com/quintshekhar"> Shashank Shekhar</a>, <a href="https://github.com/bhagatsajan0073"> Sajan Bhagat</a>, <a href="https://github.com/Vibish"> Kunjithapatham Sivakumar</a> and <a href="https://github.com/balakolluri"> Bala Koteshwar Kolluri</a> . Pull requests submitted to the GitHub Repo are highly encouraged!
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Bare URL used
Open

6. Budescu, D. V. (1993). Dominance analysis: A new approach to the problem of relative importance of predictors in multiple regression. Psychological Bulletin, 114(3), 542-551. https://doi.org/10.1037/0033-2909.114.3.542
Severity: Info
Found in README.md by markdownlint

MD034 - Bare URL used

Tags: links, url

Aliases: no-bare-urls

This rule is triggered whenever a URL is given that isn't surrounded by angle brackets:

For more information, see http://www.example.com/.

To fix this, add angle brackets around the URL:

For more information, see <http:></http:>.

Rationale: Without angle brackets, the URL isn't converted into a link in many markdown parsers.

Note: if you do want a bare URL without it being converted into a link, enclose it in a code block, otherwise in some markdown parsers it will be converted:

`http://www.example.com`

Emphasis used instead of a header
Open

**Dominance Level**
Severity: Info
Found in README.md by markdownlint

MD036 - Emphasis used instead of a header

Tags: headers, emphasis

Parameters: punctuation (string; default ".,;:!?")

Aliases: no-emphasis-as-header

This check looks for instances where emphasized (i.e. bold or italic) text is used to separate sections, where a header should be used instead:

**My document**

Lorem ipsum dolor sit amet...

_Another section_

Consectetur adipiscing elit, sed do eiusmod.

To fix this, use markdown headers instead of emphasized text to denote sections:

# My document

Lorem ipsum dolor sit amet...

## Another section

Consectetur adipiscing elit, sed do eiusmod.

Note: this rule looks for single line paragraphs that consist entirely of emphasized text. It won't fire on emphasis used within regular text, multi-line emphasized paragraphs, and paragraphs ending in punctuation. Similarly to rule MD026, you can configure what characters are recognized as punctuation.

Inline HTML
Open

Consider a scenario when we have Y as the dependent variable and four predictors X<sub>1</sub>, X<sub>2</sub>, X<sub>3</sub> and X<sub>4</sub>, let  R<sup>2</sup><sub>Y.X<sub>1</sub>,X<sub>2</sub></sub> be the R<sup>2</sup> of the model between Y and X<sub>1</sub>, X<sub>2</sub> ;
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

R<sup>2</sup><sub>Y.X<sub>1</sub>,X<sub>3</sub></sub> be the R<sup>2</sup> of the model between Y and X<sub>1</sub>, X<sub>3</sub> so on and so forth. In this case, the interactional dominance of predictor X<sub>1</sub> will be R<sup>2</sup><sub>Y.X<sub>1</sub>,X<sub>2</sub>,X<sub>3</sub>,X<sub>4</sub></sub> - R<sup>2</sup><sub>Y.X<sub>2</sub>,X<sub>3</sub>,X<sub>4</sub></sub>. <br>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

R<sup>2</sup><sub>Y.X<sub>1</sub>,X<sub>3</sub></sub> be the R<sup>2</sup> of the model between Y and X<sub>1</sub>, X<sub>3</sub> so on and so forth. In this case, the interactional dominance of predictor X<sub>1</sub> will be R<sup>2</sup><sub>Y.X<sub>1</sub>,X<sub>2</sub>,X<sub>3</sub>,X<sub>4</sub></sub> - R<sup>2</sup><sub>Y.X<sub>2</sub>,X<sub>3</sub>,X<sub>4</sub></sub>. <br>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

* **Complete Dominance** - One predictor is said to completely dominate another predictor if its dominance holds across all possible subset models (that do not include the two predictors under comparison). Back to the four-predictor model, for example, complete dominance of X<sub>1</sub> over X<sub>2</sub> is achieved if the additional R<sup>2</sup> contribution of X<sub>1</sub> is more than that of X<sub>2</sub> to the null model, the model consisting of X<sub>3</sub>, the model consisting of X<sub>4</sub>, and the model consisting of both X<sub>3</sub> and X<sub>4</sub>. In Table 3, we can see that incremental R<sup>2</sup> of X<sub>1</sub> is greater than that of X<sub>2</sub> for all subset models and hence X<sub>1</sub> completely dominates X<sub>2</sub>.
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<img src='images/pie_boston_house_price.png'>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

1. **Interactional Dominance** - This is the incremental R<sup>2</sup> contribution of the predictor to the complete model. Hence, the Interactional Dominance of a particular predictor 'X' will be the diffrence between the R<sup>2</sup> of the complete model and the R<sup>2</sup> of the model with all other predictors except the particular predictor 'X'. <br>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<hr>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

R<sup>2</sup><sub>Y.X<sub>1</sub>,X<sub>3</sub></sub> be the R<sup>2</sup> of the model between Y and X<sub>1</sub>, X<sub>3</sub> so on and so forth. In this case, the interactional dominance of predictor X<sub>1</sub> will be R<sup>2</sup><sub>Y.X<sub>1</sub>,X<sub>2</sub>,X<sub>3</sub>,X<sub>4</sub></sub> - R<sup>2</sup><sub>Y.X<sub>2</sub>,X<sub>3</sub>,X<sub>4</sub></sub>. <br>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<img src='images/pie_boston_house_price_corr.png'>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

R<sup>2</sup><sub>Y.X<sub>1</sub>,X<sub>3</sub></sub> be the R<sup>2</sup> of the model between Y and X<sub>1</sub>, X<sub>3</sub> so on and so forth. In this case, the interactional dominance of predictor X<sub>1</sub> will be R<sup>2</sup><sub>Y.X<sub>1</sub>,X<sub>2</sub>,X<sub>3</sub>,X<sub>4</sub></sub> - R<sup>2</sup><sub>Y.X<sub>2</sub>,X<sub>3</sub>,X<sub>4</sub></sub>. <br>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<hr>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<img src='images/bar_breast_cancer_latest.png'>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<hr>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<img src='images/housing_data_corr_dominance_stats.PNG'>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<hr>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

The Dominance Analysis package is based on the concept developed by Azen and Budescu (see references). This package is released under a <a href="https://github.com/bhagatsajan0073/dominance_analysis/blob/master/LICENSE"> MIT License</a>. Dominance Analysis Python package has been developed by <a href="https://github.com/quintshekhar"> Shashank Shekhar</a>, <a href="https://github.com/bhagatsajan0073"> Sajan Bhagat</a>, <a href="https://github.com/Vibish"> Kunjithapatham Sivakumar</a> and <a href="https://github.com/balakolluri"> Bala Koteshwar Kolluri</a> . Pull requests submitted to the GitHub Repo are highly encouraged!
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Bare URL used
Open

**Using Boston Housing Dataset downloaded from: https://www.cs.toronto.edu/~delve/data/boston/bostonDetail.html**
Severity: Info
Found in README.md by markdownlint

MD034 - Bare URL used

Tags: links, url

Aliases: no-bare-urls

This rule is triggered whenever a URL is given that isn't surrounded by angle brackets:

For more information, see http://www.example.com/.

To fix this, add angle brackets around the URL:

For more information, see <http:></http:>.

Rationale: Without angle brackets, the URL isn't converted into a link in many markdown parsers.

Note: if you do want a bare URL without it being converted into a link, enclose it in a code block, otherwise in some markdown parsers it will be converted:

`http://www.example.com`

Emphasis used instead of a header
Open

**4. Estrella R-Squared**
Severity: Info
Found in README.md by markdownlint

MD036 - Emphasis used instead of a header

Tags: headers, emphasis

Parameters: punctuation (string; default ".,;:!?")

Aliases: no-emphasis-as-header

This check looks for instances where emphasized (i.e. bold or italic) text is used to separate sections, where a header should be used instead:

**My document**

Lorem ipsum dolor sit amet...

_Another section_

Consectetur adipiscing elit, sed do eiusmod.

To fix this, use markdown headers instead of emphasized text to denote sections:

# My document

Lorem ipsum dolor sit amet...

## Another section

Consectetur adipiscing elit, sed do eiusmod.

Note: this rule looks for single line paragraphs that consist entirely of emphasized text. It won't fire on emphasis used within regular text, multi-line emphasized paragraphs, and paragraphs ending in punctuation. Similarly to rule MD026, you can configure what characters are recognized as punctuation.

Emphasis used instead of a header
Open

**Using Boston Housing Dataset downloaded from: https://www.cs.toronto.edu/~delve/data/boston/bostonDetail.html**
Severity: Info
Found in README.md by markdownlint

MD036 - Emphasis used instead of a header

Tags: headers, emphasis

Parameters: punctuation (string; default ".,;:!?")

Aliases: no-emphasis-as-header

This check looks for instances where emphasized (i.e. bold or italic) text is used to separate sections, where a header should be used instead:

**My document**

Lorem ipsum dolor sit amet...

_Another section_

Consectetur adipiscing elit, sed do eiusmod.

To fix this, use markdown headers instead of emphasized text to denote sections:

# My document

Lorem ipsum dolor sit amet...

## Another section

Consectetur adipiscing elit, sed do eiusmod.

Note: this rule looks for single line paragraphs that consist entirely of emphasized text. It won't fire on emphasis used within regular text, multi-line emphasized paragraphs, and paragraphs ending in punctuation. Similarly to rule MD026, you can configure what characters are recognized as punctuation.

Inline HTML
Open

R<sup>2</sup><sub>Y.X<sub>1</sub>,X<sub>3</sub></sub> be the R<sup>2</sup> of the model between Y and X<sub>1</sub>, X<sub>3</sub> so on and so forth. In this case, the interactional dominance of predictor X<sub>1</sub> will be R<sup>2</sup><sub>Y.X<sub>1</sub>,X<sub>2</sub>,X<sub>3</sub>,X<sub>4</sub></sub> - R<sup>2</sup><sub>Y.X<sub>2</sub>,X<sub>3</sub>,X<sub>4</sub></sub>. <br>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

**Selecting top K features and getting Pseudo R<sup>2</sup> of the Complete Model**
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<img src='images/pie_boston_house_price_cov.png'>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<hr>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Bare URL used
Open

3. Azen, R., Budescu, D. V. (2003). The Dominance Analysis Approach for Comparing Predictors in Multiple Regression. Psychological Methods, 2003, Vol. 8, No. 2, 129–148. https://doi.org/10.1037/1082-989X.8.2.129
Severity: Info
Found in README.md by markdownlint

MD034 - Bare URL used

Tags: links, url

Aliases: no-bare-urls

This rule is triggered whenever a URL is given that isn't surrounded by angle brackets:

For more information, see http://www.example.com/.

To fix this, add angle brackets around the URL:

For more information, see <http:></http:>.

Rationale: Without angle brackets, the URL isn't converted into a link in many markdown parsers.

Note: if you do want a bare URL without it being converted into a link, enclose it in a code block, otherwise in some markdown parsers it will be converted:

`http://www.example.com`

Emphasis used instead of a header
Open

**1. McFadden's Pseudo-R Squared**
Severity: Info
Found in README.md by markdownlint

MD036 - Emphasis used instead of a header

Tags: headers, emphasis

Parameters: punctuation (string; default ".,;:!?")

Aliases: no-emphasis-as-header

This check looks for instances where emphasized (i.e. bold or italic) text is used to separate sections, where a header should be used instead:

**My document**

Lorem ipsum dolor sit amet...

_Another section_

Consectetur adipiscing elit, sed do eiusmod.

To fix this, use markdown headers instead of emphasized text to denote sections:

# My document

Lorem ipsum dolor sit amet...

## Another section

Consectetur adipiscing elit, sed do eiusmod.

Note: this rule looks for single line paragraphs that consist entirely of emphasized text. It won't fire on emphasis used within regular text, multi-line emphasized paragraphs, and paragraphs ending in punctuation. Similarly to rule MD026, you can configure what characters are recognized as punctuation.

Inline HTML
Open

1. **Interactional Dominance** - This is the incremental R<sup>2</sup> contribution of the predictor to the complete model. Hence, the Interactional Dominance of a particular predictor 'X' will be the diffrence between the R<sup>2</sup> of the complete model and the R<sup>2</sup> of the model with all other predictors except the particular predictor 'X'. <br>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

Consider a scenario when we have Y as the dependent variable and four predictors X<sub>1</sub>, X<sub>2</sub>, X<sub>3</sub> and X<sub>4</sub>, let  R<sup>2</sup><sub>Y.X<sub>1</sub>,X<sub>2</sub></sub> be the R<sup>2</sup> of the model between Y and X<sub>1</sub>, X<sub>2</sub> ;
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

Consider a scenario when we have Y as the dependent variable and four predictors X<sub>1</sub>, X<sub>2</sub>, X<sub>3</sub> and X<sub>4</sub>, let  R<sup>2</sup><sub>Y.X<sub>1</sub>,X<sub>2</sub></sub> be the R<sup>2</sup> of the model between Y and X<sub>1</sub>, X<sub>2</sub> ;
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<hr>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<hr>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<hr>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<hr>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<img src='images/housing_data_cov_dominance_stats.PNG'>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<hr>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Emphasis used instead of a header
Open

**Dominance Level**
Severity: Info
Found in README.md by markdownlint

MD036 - Emphasis used instead of a header

Tags: headers, emphasis

Parameters: punctuation (string; default ".,;:!?")

Aliases: no-emphasis-as-header

This check looks for instances where emphasized (i.e. bold or italic) text is used to separate sections, where a header should be used instead:

**My document**

Lorem ipsum dolor sit amet...

_Another section_

Consectetur adipiscing elit, sed do eiusmod.

To fix this, use markdown headers instead of emphasized text to denote sections:

# My document

Lorem ipsum dolor sit amet...

## Another section

Consectetur adipiscing elit, sed do eiusmod.

Note: this rule looks for single line paragraphs that consist entirely of emphasized text. It won't fire on emphasis used within regular text, multi-line emphasized paragraphs, and paragraphs ending in punctuation. Similarly to rule MD026, you can configure what characters are recognized as punctuation.

Fenced code blocks should be surrounded by blank lines
Open

``` 
Severity: Info
Found in README.md by markdownlint

MD031 - Fenced code blocks should be surrounded by blank lines

Tags: code, blank_lines

Aliases: blanks-around-fences

This rule is triggered when fenced code blocks are either not preceded or not followed by a blank line:

Some text
```
Code block
```

```
Another code block
```
Some more text

To fix this, ensure that all fenced code blocks have a blank line both before and after (except where the block is at the beginning or end of the document):

Some text

```
Code block
```

```
Another code block
```

Some more text

Rationale: Aside from aesthetic reasons, some parsers, including kramdown, will not parse fenced code blocks that don't have blank lines before and after them.

Fenced code blocks should be surrounded by blank lines
Open

```
Severity: Info
Found in README.md by markdownlint

MD031 - Fenced code blocks should be surrounded by blank lines

Tags: code, blank_lines

Aliases: blanks-around-fences

This rule is triggered when fenced code blocks are either not preceded or not followed by a blank line:

Some text
```
Code block
```

```
Another code block
```
Some more text

To fix this, ensure that all fenced code blocks have a blank line both before and after (except where the block is at the beginning or end of the document):

Some text

```
Code block
```

```
Another code block
```

Some more text

Rationale: Aside from aesthetic reasons, some parsers, including kramdown, will not parse fenced code blocks that don't have blank lines before and after them.

Fenced code blocks should be surrounded by blank lines
Open

```
Severity: Info
Found in README.md by markdownlint

MD031 - Fenced code blocks should be surrounded by blank lines

Tags: code, blank_lines

Aliases: blanks-around-fences

This rule is triggered when fenced code blocks are either not preceded or not followed by a blank line:

Some text
```
Code block
```

```
Another code block
```
Some more text

To fix this, ensure that all fenced code blocks have a blank line both before and after (except where the block is at the beginning or end of the document):

Some text

```
Code block
```

```
Another code block
```

Some more text

Rationale: Aside from aesthetic reasons, some parsers, including kramdown, will not parse fenced code blocks that don't have blank lines before and after them.

Fenced code blocks should be surrounded by blank lines
Open

```
Severity: Info
Found in README.md by markdownlint

MD031 - Fenced code blocks should be surrounded by blank lines

Tags: code, blank_lines

Aliases: blanks-around-fences

This rule is triggered when fenced code blocks are either not preceded or not followed by a blank line:

Some text
```
Code block
```

```
Another code block
```
Some more text

To fix this, ensure that all fenced code blocks have a blank line both before and after (except where the block is at the beginning or end of the document):

Some text

```
Code block
```

```
Another code block
```

Some more text

Rationale: Aside from aesthetic reasons, some parsers, including kramdown, will not parse fenced code blocks that don't have blank lines before and after them.

Fenced code blocks should be surrounded by blank lines
Open

```
Severity: Info
Found in README.md by markdownlint

MD031 - Fenced code blocks should be surrounded by blank lines

Tags: code, blank_lines

Aliases: blanks-around-fences

This rule is triggered when fenced code blocks are either not preceded or not followed by a blank line:

Some text
```
Code block
```

```
Another code block
```
Some more text

To fix this, ensure that all fenced code blocks have a blank line both before and after (except where the block is at the beginning or end of the document):

Some text

```
Code block
```

```
Another code block
```

Some more text

Rationale: Aside from aesthetic reasons, some parsers, including kramdown, will not parse fenced code blocks that don't have blank lines before and after them.

Lists should be surrounded by blank lines
Open

1. **Interactional Dominance** - This is the incremental R<sup>2</sup> contribution of the predictor to the complete model. Hence, the Interactional Dominance of a particular predictor 'X' will be the diffrence between the R<sup>2</sup> of the complete model and the R<sup>2</sup> of the model with all other predictors except the particular predictor 'X'. <br>
Severity: Info
Found in README.md by markdownlint

MD032 - Lists should be surrounded by blank lines

Tags: bullet, ul, ol, blank_lines

Aliases: blanks-around-lists

This rule is triggered when lists (of any kind) are either not preceded or not followed by a blank line:

Some text
* Some
* List

1. Some
2. List
Some text

To fix this, ensure that all lists have a blank line both before and after (except where the block is at the beginning or end of the document):

Some text

* Some
* List

1. Some
2. List

Some text

Rationale: Aside from aesthetic reasons, some parsers, including kramdown, will not parse lists that don't have blank lines before and after them.

Note: List items without hanging indents are a violation of this rule; list items with hanging indents are okay:

* This is
not okay

* This is
  okay

Inline HTML
Open

<a href="https://github.com/dominance-analysis/dominance-analysis/network/members">
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

Let's consider a scenario when we have 4 predictors; X<sub>1</sub>, X<sub>2</sub>, X<sub>3</sub> and X<sub>4</sub>. We will have to build a total of 2<sup>4</sup>-1 models i.e. 15 models- <sup>4</sup>C<sub>1</sub> = 4 models with only one predictor, <sup>4</sup>C<sub>2</sub> = 6 models with two predictors each, <sup>4</sup>C<sub>3</sub> = 4 models with three predictors each and 1  (<sup>4</sup>C<sub>4</sub>) complete model with all 4 predictors. Thus, the additional contributions of X<sub>1</sub> are computed as the increases in the proportion of variance accounted for when X<sub>1</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>2</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>2</sub>X<sub>3</sub>}, {X<sub>2</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>2</sub>X<sub>3</sub>X<sub>4</sub>}). Similarly, the additional contributions of X<sub>2</sub> are the increases in the proportion of variance accounted for when X<sub>2</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>1</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>1</sub>X<sub>3</sub>}, {X<sub>1</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>1</sub>X<sub>3</sub>X<sub>4</sub>})
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

Let's consider a scenario when we have 4 predictors; X<sub>1</sub>, X<sub>2</sub>, X<sub>3</sub> and X<sub>4</sub>. We will have to build a total of 2<sup>4</sup>-1 models i.e. 15 models- <sup>4</sup>C<sub>1</sub> = 4 models with only one predictor, <sup>4</sup>C<sub>2</sub> = 6 models with two predictors each, <sup>4</sup>C<sub>3</sub> = 4 models with three predictors each and 1  (<sup>4</sup>C<sub>4</sub>) complete model with all 4 predictors. Thus, the additional contributions of X<sub>1</sub> are computed as the increases in the proportion of variance accounted for when X<sub>1</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>2</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>2</sub>X<sub>3</sub>}, {X<sub>2</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>2</sub>X<sub>3</sub>X<sub>4</sub>}). Similarly, the additional contributions of X<sub>2</sub> are the increases in the proportion of variance accounted for when X<sub>2</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>1</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>1</sub>X<sub>3</sub>}, {X<sub>1</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>1</sub>X<sub>3</sub>X<sub>4</sub>})
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

Below is the illustration of formulas used to compute the averaged additional contributions of X<sub>1</sub> and X<sub>2</sub> within model size in the poupulation with four predictors (We use the notation <img src='images/formula1.JPG'> to represent the proportion of variance in Y that is accounted for by the predictors in the model X. For example,<img src='images/formula2.JPG'> represents the proportion of variance in Y that is accounted for by the model consisting of X<sub>1</sub> and X<sub>3</sub>. The additional contribution of a given predictor is measured by the increase in proportion of variance that results from adding that predictor to the regression model):
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<img src='images/formulas.JPG'> 
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<hr>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

Consider a scenario when we have Y as the dependent variable and four predictors X<sub>1</sub>, X<sub>2</sub>, X<sub>3</sub> and X<sub>4</sub>, let  R<sup>2</sup><sub>Y.X<sub>1</sub>,X<sub>2</sub></sub> be the R<sup>2</sup> of the model between Y and X<sub>1</sub>, X<sub>2</sub> ;
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

R<sup>2</sup><sub>Y.X<sub>1</sub>,X<sub>3</sub></sub> be the R<sup>2</sup> of the model between Y and X<sub>1</sub>, X<sub>3</sub> so on and so forth. In this case, the interactional dominance of predictor X<sub>1</sub> will be R<sup>2</sup><sub>Y.X<sub>1</sub>,X<sub>2</sub>,X<sub>3</sub>,X<sub>4</sub></sub> - R<sup>2</sup><sub>Y.X<sub>2</sub>,X<sub>3</sub>,X<sub>4</sub></sub>. <br>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

R<sup>2</sup><sub>Y.X<sub>1</sub>,X<sub>3</sub></sub> be the R<sup>2</sup> of the model between Y and X<sub>1</sub>, X<sub>3</sub> so on and so forth. In this case, the interactional dominance of predictor X<sub>1</sub> will be R<sup>2</sup><sub>Y.X<sub>1</sub>,X<sub>2</sub>,X<sub>3</sub>,X<sub>4</sub></sub> - R<sup>2</sup><sub>Y.X<sub>2</sub>,X<sub>3</sub>,X<sub>4</sub></sub>. <br>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

2. **Individual Dominance -** The individual dominance of a predictor is the R<sup>2</sup> of the model between the dependent variable and the predictor. So, the individual dominanace of predictor X<sub>1</sub> will be R<sup>2</sup><sub>Y.X<sub>1</sub></sub>. <br>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

3. **Average Partial Dominance -** This is average of average incremental R<sup>2</sup> contributions of the predictor to all subset models except complete model and bi-variate (when only one predcitor is present) model. <br>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

4. **Total Dominance -** The last measure of dominance summarizes the additional contributions of each predictor to all subset models by averaging all the conditional values. In the example on table 3, this consists of averaging the four averaged entries in each column. <br>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<hr>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<img src='images/WaterFall_Boston_corr.png'>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<img src='images/Housing_Data_Covariance_Dominance.PNG'>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<img src='images/Housing_Data_Covariance_Model_Training.PNG'>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Emphasis used instead of a header
Open

**Using Boston Housing Dataset downloaded from: https://www.cs.toronto.edu/~delve/data/boston/bostonDetail.html**
Severity: Info
Found in README.md by markdownlint

MD036 - Emphasis used instead of a header

Tags: headers, emphasis

Parameters: punctuation (string; default ".,;:!?")

Aliases: no-emphasis-as-header

This check looks for instances where emphasized (i.e. bold or italic) text is used to separate sections, where a header should be used instead:

**My document**

Lorem ipsum dolor sit amet...

_Another section_

Consectetur adipiscing elit, sed do eiusmod.

To fix this, use markdown headers instead of emphasized text to denote sections:

# My document

Lorem ipsum dolor sit amet...

## Another section

Consectetur adipiscing elit, sed do eiusmod.

Note: this rule looks for single line paragraphs that consist entirely of emphasized text. It won't fire on emphasis used within regular text, multi-line emphasized paragraphs, and paragraphs ending in punctuation. Similarly to rule MD026, you can configure what characters are recognized as punctuation.

Ordered list item prefix
Open

4. Azen, R., Budescu, D. V. (2006). Comparing Predictors in Multivariate Regression Models: An Extension of Dominance Analysis. Journal of Educational and Behavioral Statistics Summer 2006, Vol. 31, No. 2, pp. 157-180. https://doi.org/10.3102/10769986031002157
Severity: Info
Found in README.md by markdownlint

MD029 - Ordered list item prefix

Tags: ol

Aliases: ol-prefix

Parameters: style ("one", "ordered"; default "one")

This rule is triggered on ordered lists that do not either start with '1.' or do not have a prefix that increases in numerical order (depending on the configured style, which defaults to 'one').

Example valid list if the style is configured as 'one':

1. Do this.
1. Do that.
1. Done.

Example valid list if the style is configured as 'ordered':

1. Do this.
2. Do that.
3. Done.

Fenced code blocks should be surrounded by blank lines
Open

```
Severity: Info
Found in README.md by markdownlint

MD031 - Fenced code blocks should be surrounded by blank lines

Tags: code, blank_lines

Aliases: blanks-around-fences

This rule is triggered when fenced code blocks are either not preceded or not followed by a blank line:

Some text
```
Code block
```

```
Another code block
```
Some more text

To fix this, ensure that all fenced code blocks have a blank line both before and after (except where the block is at the beginning or end of the document):

Some text

```
Code block
```

```
Another code block
```

Some more text

Rationale: Aside from aesthetic reasons, some parsers, including kramdown, will not parse fenced code blocks that don't have blank lines before and after them.

Fenced code blocks should be surrounded by blank lines
Open

```
Severity: Info
Found in README.md by markdownlint

MD031 - Fenced code blocks should be surrounded by blank lines

Tags: code, blank_lines

Aliases: blanks-around-fences

This rule is triggered when fenced code blocks are either not preceded or not followed by a blank line:

Some text
```
Code block
```

```
Another code block
```
Some more text

To fix this, ensure that all fenced code blocks have a blank line both before and after (except where the block is at the beginning or end of the document):

Some text

```
Code block
```

```
Another code block
```

Some more text

Rationale: Aside from aesthetic reasons, some parsers, including kramdown, will not parse fenced code blocks that don't have blank lines before and after them.

Inline HTML
Open

in the context of all 2<sup>(p−2)</sup> models that contain some subset of the other predictors. So, if we have a total of 'p' predictors, we will build 2<sup>p</sup>-1 models (all possible subset models) and compute the incremental R<sup>2</sup> contribution of each predictor to the subset model of all other predictors. The additional contribution of a given predictor is measured by the increase in R<sup>2</sup> that results from adding that predictor to the regression model.
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

Let's consider a scenario when we have 4 predictors; X<sub>1</sub>, X<sub>2</sub>, X<sub>3</sub> and X<sub>4</sub>. We will have to build a total of 2<sup>4</sup>-1 models i.e. 15 models- <sup>4</sup>C<sub>1</sub> = 4 models with only one predictor, <sup>4</sup>C<sub>2</sub> = 6 models with two predictors each, <sup>4</sup>C<sub>3</sub> = 4 models with three predictors each and 1  (<sup>4</sup>C<sub>4</sub>) complete model with all 4 predictors. Thus, the additional contributions of X<sub>1</sub> are computed as the increases in the proportion of variance accounted for when X<sub>1</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>2</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>2</sub>X<sub>3</sub>}, {X<sub>2</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>2</sub>X<sub>3</sub>X<sub>4</sub>}). Similarly, the additional contributions of X<sub>2</sub> are the increases in the proportion of variance accounted for when X<sub>2</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>1</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>1</sub>X<sub>3</sub>}, {X<sub>1</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>1</sub>X<sub>3</sub>X<sub>4</sub>})
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

Let's consider a scenario when we have 4 predictors; X<sub>1</sub>, X<sub>2</sub>, X<sub>3</sub> and X<sub>4</sub>. We will have to build a total of 2<sup>4</sup>-1 models i.e. 15 models- <sup>4</sup>C<sub>1</sub> = 4 models with only one predictor, <sup>4</sup>C<sub>2</sub> = 6 models with two predictors each, <sup>4</sup>C<sub>3</sub> = 4 models with three predictors each and 1  (<sup>4</sup>C<sub>4</sub>) complete model with all 4 predictors. Thus, the additional contributions of X<sub>1</sub> are computed as the increases in the proportion of variance accounted for when X<sub>1</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>2</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>2</sub>X<sub>3</sub>}, {X<sub>2</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>2</sub>X<sub>3</sub>X<sub>4</sub>}). Similarly, the additional contributions of X<sub>2</sub> are the increases in the proportion of variance accounted for when X<sub>2</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>1</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>1</sub>X<sub>3</sub>}, {X<sub>1</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>1</sub>X<sub>3</sub>X<sub>4</sub>})
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

Measures of fit in logistic regression can be classified by those based on sums of squares and those based on maximum likelihood statistics. Reviews of a variety of measures of fit proposed for logistic regression can be found in Amemiya (1981), Menard (2000), Mittlbock and Schemper (1996) and Zheng and Agresti (2000). Given the large number of proposed measures, criteria for defining appropriate R<sup>2</sup> analogues need to he determined. The following criteria, which are also found in the linear regression literature (e.g., Kvilseth. 1985: Van den Burg & Lewis, 1988), were used to select R<sup>2</sup> analogues for logistic regression:
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

R<sup>2</sup><sub>Y.X<sub>1</sub>,X<sub>3</sub></sub> be the R<sup>2</sup> of the model between Y and X<sub>1</sub>, X<sub>3</sub> so on and so forth. In this case, the interactional dominance of predictor X<sub>1</sub> will be R<sup>2</sup><sub>Y.X<sub>1</sub>,X<sub>2</sub>,X<sub>3</sub>,X<sub>4</sub></sub> - R<sup>2</sup><sub>Y.X<sub>2</sub>,X<sub>3</sub>,X<sub>4</sub></sub>. <br>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<br> If the additional contributions are inconsistent in favoring the same predictor across all subset models, then complete dominance is undetermined while weaker levels of dominance may still be achieved. 
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<hr>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<img src='images/Breast_Cancer_Data_Model_Training_Latest.JPG'>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<img src='images/Housing_Data_Corr_Dominance.PNG'>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

The Dominance Analysis package is based on the concept developed by Azen and Budescu (see references). This package is released under a <a href="https://github.com/bhagatsajan0073/dominance_analysis/blob/master/LICENSE"> MIT License</a>. Dominance Analysis Python package has been developed by <a href="https://github.com/quintshekhar"> Shashank Shekhar</a>, <a href="https://github.com/bhagatsajan0073"> Sajan Bhagat</a>, <a href="https://github.com/Vibish"> Kunjithapatham Sivakumar</a> and <a href="https://github.com/balakolluri"> Bala Koteshwar Kolluri</a> . Pull requests submitted to the GitHub Repo are highly encouraged!
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

1. Azen, R. (2000). Inference for predictor comparisons:Dominance analysis and the distribution of R<sup>2</sup> differences. Dissertation Abstracts International B, 61/10, 5616.
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Emphasis used instead of a header
Open

**2. Nagelkerke Pseudo-R Squared**
Severity: Info
Found in README.md by markdownlint

MD036 - Emphasis used instead of a header

Tags: headers, emphasis

Parameters: punctuation (string; default ".,;:!?")

Aliases: no-emphasis-as-header

This check looks for instances where emphasized (i.e. bold or italic) text is used to separate sections, where a header should be used instead:

**My document**

Lorem ipsum dolor sit amet...

_Another section_

Consectetur adipiscing elit, sed do eiusmod.

To fix this, use markdown headers instead of emphasized text to denote sections:

# My document

Lorem ipsum dolor sit amet...

## Another section

Consectetur adipiscing elit, sed do eiusmod.

Note: this rule looks for single line paragraphs that consist entirely of emphasized text. It won't fire on emphasis used within regular text, multi-line emphasized paragraphs, and paragraphs ending in punctuation. Similarly to rule MD026, you can configure what characters are recognized as punctuation.

Emphasis used instead of a header
Open

**Getting R<sup>2</sup> of the Complete Model**
Severity: Info
Found in README.md by markdownlint

MD036 - Emphasis used instead of a header

Tags: headers, emphasis

Parameters: punctuation (string; default ".,;:!?")

Aliases: no-emphasis-as-header

This check looks for instances where emphasized (i.e. bold or italic) text is used to separate sections, where a header should be used instead:

**My document**

Lorem ipsum dolor sit amet...

_Another section_

Consectetur adipiscing elit, sed do eiusmod.

To fix this, use markdown headers instead of emphasized text to denote sections:

# My document

Lorem ipsum dolor sit amet...

## Another section

Consectetur adipiscing elit, sed do eiusmod.

Note: this rule looks for single line paragraphs that consist entirely of emphasized text. It won't fire on emphasis used within regular text, multi-line emphasized paragraphs, and paragraphs ending in punctuation. Similarly to rule MD026, you can configure what characters are recognized as punctuation.

Fenced code blocks should be surrounded by blank lines
Open

```
Severity: Info
Found in README.md by markdownlint

MD031 - Fenced code blocks should be surrounded by blank lines

Tags: code, blank_lines

Aliases: blanks-around-fences

This rule is triggered when fenced code blocks are either not preceded or not followed by a blank line:

Some text
```
Code block
```

```
Another code block
```
Some more text

To fix this, ensure that all fenced code blocks have a blank line both before and after (except where the block is at the beginning or end of the document):

Some text

```
Code block
```

```
Another code block
```

Some more text

Rationale: Aside from aesthetic reasons, some parsers, including kramdown, will not parse fenced code blocks that don't have blank lines before and after them.

Lists should be surrounded by blank lines
Open

* **Complete Dominance** - One predictor is said to completely dominate another predictor if its dominance holds across all possible subset models (that do not include the two predictors under comparison). Back to the four-predictor model, for example, complete dominance of X<sub>1</sub> over X<sub>2</sub> is achieved if the additional R<sup>2</sup> contribution of X<sub>1</sub> is more than that of X<sub>2</sub> to the null model, the model consisting of X<sub>3</sub>, the model consisting of X<sub>4</sub>, and the model consisting of both X<sub>3</sub> and X<sub>4</sub>. In Table 3, we can see that incremental R<sup>2</sup> of X<sub>1</sub> is greater than that of X<sub>2</sub> for all subset models and hence X<sub>1</sub> completely dominates X<sub>2</sub>.
Severity: Info
Found in README.md by markdownlint

MD032 - Lists should be surrounded by blank lines

Tags: bullet, ul, ol, blank_lines

Aliases: blanks-around-lists

This rule is triggered when lists (of any kind) are either not preceded or not followed by a blank line:

Some text
* Some
* List

1. Some
2. List
Some text

To fix this, ensure that all lists have a blank line both before and after (except where the block is at the beginning or end of the document):

Some text

* Some
* List

1. Some
2. List

Some text

Rationale: Aside from aesthetic reasons, some parsers, including kramdown, will not parse lists that don't have blank lines before and after them.

Note: List items without hanging indents are a violation of this rule; list items with hanging indents are okay:

* This is
not okay

* This is
  okay

Inline HTML
Open

  <img src="https://img.shields.io/github/stars/dominance-analysis/dominance-analysis.svg">
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

Let's consider a scenario when we have 4 predictors; X<sub>1</sub>, X<sub>2</sub>, X<sub>3</sub> and X<sub>4</sub>. We will have to build a total of 2<sup>4</sup>-1 models i.e. 15 models- <sup>4</sup>C<sub>1</sub> = 4 models with only one predictor, <sup>4</sup>C<sub>2</sub> = 6 models with two predictors each, <sup>4</sup>C<sub>3</sub> = 4 models with three predictors each and 1  (<sup>4</sup>C<sub>4</sub>) complete model with all 4 predictors. Thus, the additional contributions of X<sub>1</sub> are computed as the increases in the proportion of variance accounted for when X<sub>1</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>2</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>2</sub>X<sub>3</sub>}, {X<sub>2</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>2</sub>X<sub>3</sub>X<sub>4</sub>}). Similarly, the additional contributions of X<sub>2</sub> are the increases in the proportion of variance accounted for when X<sub>2</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>1</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>1</sub>X<sub>3</sub>}, {X<sub>1</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>1</sub>X<sub>3</sub>X<sub>4</sub>})
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

Let's consider a scenario when we have 4 predictors; X<sub>1</sub>, X<sub>2</sub>, X<sub>3</sub> and X<sub>4</sub>. We will have to build a total of 2<sup>4</sup>-1 models i.e. 15 models- <sup>4</sup>C<sub>1</sub> = 4 models with only one predictor, <sup>4</sup>C<sub>2</sub> = 6 models with two predictors each, <sup>4</sup>C<sub>3</sub> = 4 models with three predictors each and 1  (<sup>4</sup>C<sub>4</sub>) complete model with all 4 predictors. Thus, the additional contributions of X<sub>1</sub> are computed as the increases in the proportion of variance accounted for when X<sub>1</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>2</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>2</sub>X<sub>3</sub>}, {X<sub>2</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>2</sub>X<sub>3</sub>X<sub>4</sub>}). Similarly, the additional contributions of X<sub>2</sub> are the increases in the proportion of variance accounted for when X<sub>2</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>1</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>1</sub>X<sub>3</sub>}, {X<sub>1</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>1</sub>X<sub>3</sub>X<sub>4</sub>})
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

Let's consider a scenario when we have 4 predictors; X<sub>1</sub>, X<sub>2</sub>, X<sub>3</sub> and X<sub>4</sub>. We will have to build a total of 2<sup>4</sup>-1 models i.e. 15 models- <sup>4</sup>C<sub>1</sub> = 4 models with only one predictor, <sup>4</sup>C<sub>2</sub> = 6 models with two predictors each, <sup>4</sup>C<sub>3</sub> = 4 models with three predictors each and 1  (<sup>4</sup>C<sub>4</sub>) complete model with all 4 predictors. Thus, the additional contributions of X<sub>1</sub> are computed as the increases in the proportion of variance accounted for when X<sub>1</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>2</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>2</sub>X<sub>3</sub>}, {X<sub>2</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>2</sub>X<sub>3</sub>X<sub>4</sub>}). Similarly, the additional contributions of X<sub>2</sub> are the increases in the proportion of variance accounted for when X<sub>2</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>1</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>1</sub>X<sub>3</sub>}, {X<sub>1</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>1</sub>X<sub>3</sub>X<sub>4</sub>})
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

Let's consider a scenario when we have 4 predictors; X<sub>1</sub>, X<sub>2</sub>, X<sub>3</sub> and X<sub>4</sub>. We will have to build a total of 2<sup>4</sup>-1 models i.e. 15 models- <sup>4</sup>C<sub>1</sub> = 4 models with only one predictor, <sup>4</sup>C<sub>2</sub> = 6 models with two predictors each, <sup>4</sup>C<sub>3</sub> = 4 models with three predictors each and 1  (<sup>4</sup>C<sub>4</sub>) complete model with all 4 predictors. Thus, the additional contributions of X<sub>1</sub> are computed as the increases in the proportion of variance accounted for when X<sub>1</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>2</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>2</sub>X<sub>3</sub>}, {X<sub>2</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>2</sub>X<sub>3</sub>X<sub>4</sub>}). Similarly, the additional contributions of X<sub>2</sub> are the increases in the proportion of variance accounted for when X<sub>2</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>1</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>1</sub>X<sub>3</sub>}, {X<sub>1</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>1</sub>X<sub>3</sub>X<sub>4</sub>})
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

The beauty of the math of Dominance Analysis is that the sum of the  overall average incremental R<sup>2</sup> of all predictors is equal to the R<sup>2</sup> of the complete model (model with all predictors). Hence, the total R<sup>2</sup> can be attributed to each predictor in the model. Below is an illustration of Dominance Analysis in the Population for Hypothetical example with four predictors:
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Fenced code blocks should be surrounded by blank lines
Open

```
Severity: Info
Found in README.md by markdownlint

MD031 - Fenced code blocks should be surrounded by blank lines

Tags: code, blank_lines

Aliases: blanks-around-fences

This rule is triggered when fenced code blocks are either not preceded or not followed by a blank line:

Some text
```
Code block
```

```
Another code block
```
Some more text

To fix this, ensure that all fenced code blocks have a blank line both before and after (except where the block is at the beginning or end of the document):

Some text

```
Code block
```

```
Another code block
```

Some more text

Rationale: Aside from aesthetic reasons, some parsers, including kramdown, will not parse fenced code blocks that don't have blank lines before and after them.

Inline HTML
Open

Measures of fit in logistic regression can be classified by those based on sums of squares and those based on maximum likelihood statistics. Reviews of a variety of measures of fit proposed for logistic regression can be found in Amemiya (1981), Menard (2000), Mittlbock and Schemper (1996) and Zheng and Agresti (2000). Given the large number of proposed measures, criteria for defining appropriate R<sup>2</sup> analogues need to he determined. The following criteria, which are also found in the linear regression literature (e.g., Kvilseth. 1985: Van den Burg & Lewis, 1988), were used to select R<sup>2</sup> analogues for logistic regression:
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<img src="https://latex.codecogs.com/svg.latex?\Large&space;R_{Estrella}^{2}=1-\{\frac{LL_{full}}{LL_{null}}\}^{\frac{-2}{N}*LL_{null}}" title="\Large R_{Estrella}^{2}=1-\}\frac{LL_{full}}{LL_{null}}\}^{\frac{2}{N}*LL_{null}}" />
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Fenced code blocks should be surrounded by blank lines
Open

```
Severity: Info
Found in README.md by markdownlint

MD031 - Fenced code blocks should be surrounded by blank lines

Tags: code, blank_lines

Aliases: blanks-around-fences

This rule is triggered when fenced code blocks are either not preceded or not followed by a blank line:

Some text
```
Code block
```

```
Another code block
```
Some more text

To fix this, ensure that all fenced code blocks have a blank line both before and after (except where the block is at the beginning or end of the document):

Some text

```
Code block
```

```
Another code block
```

Some more text

Rationale: Aside from aesthetic reasons, some parsers, including kramdown, will not parse fenced code blocks that don't have blank lines before and after them.

Headers should be surrounded by blank lines
Open

### Dominance Levels
Severity: Info
Found in README.md by markdownlint

MD022 - Headers should be surrounded by blank lines

Tags: headers, blank_lines

Aliases: blanks-around-headers

This rule is triggered when headers (any style) are either not preceded or not followed by a blank line:

# Header 1
Some text

Some more text
## Header 2

To fix this, ensure that all headers have a blank line both before and after (except where the header is at the beginning or end of the document):

# Header 1

Some text

Some more text

## Header 2

Rationale: Aside from aesthetic reasons, some parsers, including kramdown, will not parse headers that don't have a blank line before, and will parse them as regular text.

Inline HTML
Open

Let's consider a scenario when we have 4 predictors; X<sub>1</sub>, X<sub>2</sub>, X<sub>3</sub> and X<sub>4</sub>. We will have to build a total of 2<sup>4</sup>-1 models i.e. 15 models- <sup>4</sup>C<sub>1</sub> = 4 models with only one predictor, <sup>4</sup>C<sub>2</sub> = 6 models with two predictors each, <sup>4</sup>C<sub>3</sub> = 4 models with three predictors each and 1  (<sup>4</sup>C<sub>4</sub>) complete model with all 4 predictors. Thus, the additional contributions of X<sub>1</sub> are computed as the increases in the proportion of variance accounted for when X<sub>1</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>2</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>2</sub>X<sub>3</sub>}, {X<sub>2</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>2</sub>X<sub>3</sub>X<sub>4</sub>}). Similarly, the additional contributions of X<sub>2</sub> are the increases in the proportion of variance accounted for when X<sub>2</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>1</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>1</sub>X<sub>3</sub>}, {X<sub>1</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>1</sub>X<sub>3</sub>X<sub>4</sub>})
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

Consider a scenario when we have Y as the dependent variable and four predictors X<sub>1</sub>, X<sub>2</sub>, X<sub>3</sub> and X<sub>4</sub>, let  R<sup>2</sup><sub>Y.X<sub>1</sub>,X<sub>2</sub></sub> be the R<sup>2</sup> of the model between Y and X<sub>1</sub>, X<sub>2</sub> ;
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Fenced code blocks should be surrounded by blank lines
Open

``` 
Severity: Info
Found in README.md by markdownlint

MD031 - Fenced code blocks should be surrounded by blank lines

Tags: code, blank_lines

Aliases: blanks-around-fences

This rule is triggered when fenced code blocks are either not preceded or not followed by a blank line:

Some text
```
Code block
```

```
Another code block
```
Some more text

To fix this, ensure that all fenced code blocks have a blank line both before and after (except where the block is at the beginning or end of the document):

Some text

```
Code block
```

```
Another code block
```

Some more text

Rationale: Aside from aesthetic reasons, some parsers, including kramdown, will not parse fenced code blocks that don't have blank lines before and after them.

Fenced code blocks should be surrounded by blank lines
Open

```
Severity: Info
Found in README.md by markdownlint

MD031 - Fenced code blocks should be surrounded by blank lines

Tags: code, blank_lines

Aliases: blanks-around-fences

This rule is triggered when fenced code blocks are either not preceded or not followed by a blank line:

Some text
```
Code block
```

```
Another code block
```
Some more text

To fix this, ensure that all fenced code blocks have a blank line both before and after (except where the block is at the beginning or end of the document):

Some text

```
Code block
```

```
Another code block
```

Some more text

Rationale: Aside from aesthetic reasons, some parsers, including kramdown, will not parse fenced code blocks that don't have blank lines before and after them.

Inline HTML
Open

Let's consider a scenario when we have 4 predictors; X<sub>1</sub>, X<sub>2</sub>, X<sub>3</sub> and X<sub>4</sub>. We will have to build a total of 2<sup>4</sup>-1 models i.e. 15 models- <sup>4</sup>C<sub>1</sub> = 4 models with only one predictor, <sup>4</sup>C<sub>2</sub> = 6 models with two predictors each, <sup>4</sup>C<sub>3</sub> = 4 models with three predictors each and 1  (<sup>4</sup>C<sub>4</sub>) complete model with all 4 predictors. Thus, the additional contributions of X<sub>1</sub> are computed as the increases in the proportion of variance accounted for when X<sub>1</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>2</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>2</sub>X<sub>3</sub>}, {X<sub>2</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>2</sub>X<sub>3</sub>X<sub>4</sub>}). Similarly, the additional contributions of X<sub>2</sub> are the increases in the proportion of variance accounted for when X<sub>2</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>1</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>1</sub>X<sub>3</sub>}, {X<sub>1</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>1</sub>X<sub>3</sub>X<sub>4</sub>})
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

Consider a scenario when we have Y as the dependent variable and four predictors X<sub>1</sub>, X<sub>2</sub>, X<sub>3</sub> and X<sub>4</sub>, let  R<sup>2</sup><sub>Y.X<sub>1</sub>,X<sub>2</sub></sub> be the R<sup>2</sup> of the model between Y and X<sub>1</sub>, X<sub>2</sub> ;
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<p align="center"> Table 1</p>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

R<sup>2</sup><sub>Y.X<sub>1</sub>,X<sub>3</sub></sub> be the R<sup>2</sup> of the model between Y and X<sub>1</sub>, X<sub>3</sub> so on and so forth. In this case, the interactional dominance of predictor X<sub>1</sub> will be R<sup>2</sup><sub>Y.X<sub>1</sub>,X<sub>2</sub>,X<sub>3</sub>,X<sub>4</sub></sub> - R<sup>2</sup><sub>Y.X<sub>2</sub>,X<sub>3</sub>,X<sub>4</sub></sub>. <br>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Fenced code blocks should be surrounded by blank lines
Open

``` 
Severity: Info
Found in README.md by markdownlint

MD031 - Fenced code blocks should be surrounded by blank lines

Tags: code, blank_lines

Aliases: blanks-around-fences

This rule is triggered when fenced code blocks are either not preceded or not followed by a blank line:

Some text
```
Code block
```

```
Another code block
```
Some more text

To fix this, ensure that all fenced code blocks have a blank line both before and after (except where the block is at the beginning or end of the document):

Some text

```
Code block
```

```
Another code block
```

Some more text

Rationale: Aside from aesthetic reasons, some parsers, including kramdown, will not parse fenced code blocks that don't have blank lines before and after them.

Inline HTML
Open

R<sup>2</sup><sub>Y.X<sub>1</sub>,X<sub>3</sub></sub> be the R<sup>2</sup> of the model between Y and X<sub>1</sub>, X<sub>3</sub> so on and so forth. In this case, the interactional dominance of predictor X<sub>1</sub> will be R<sup>2</sup><sub>Y.X<sub>1</sub>,X<sub>2</sub>,X<sub>3</sub>,X<sub>4</sub></sub> - R<sup>2</sup><sub>Y.X<sub>2</sub>,X<sub>3</sub>,X<sub>4</sub></sub>. <br>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Lists should be surrounded by blank lines
Open

1. Azen, R. (2000). Inference for predictor comparisons:Dominance analysis and the distribution of R<sup>2</sup> differences. Dissertation Abstracts International B, 61/10, 5616.
Severity: Info
Found in README.md by markdownlint

MD032 - Lists should be surrounded by blank lines

Tags: bullet, ul, ol, blank_lines

Aliases: blanks-around-lists

This rule is triggered when lists (of any kind) are either not preceded or not followed by a blank line:

Some text
* Some
* List

1. Some
2. List
Some text

To fix this, ensure that all lists have a blank line both before and after (except where the block is at the beginning or end of the document):

Some text

* Some
* List

1. Some
2. List

Some text

Rationale: Aside from aesthetic reasons, some parsers, including kramdown, will not parse lists that don't have blank lines before and after them.

Note: List items without hanging indents are a violation of this rule; list items with hanging indents are okay:

* This is
not okay

* This is
  okay

Inline HTML
Open

Using each of these four R<sup>2</sup> analogues, the additional contribution of a given predictor to a specific logistic model can be measured as the change (i.e., increase) in the R<sup>2</sup> analogues when the predictor is added to the model. Even though, all the four measures will give similar results, we recommend using either Estrella's (1998) model fit measure or McFadden's (1974) measure for conducting dominance analysis in logistic regression. We have a slight preference for McFadden's measure (and that is what the package will compute by default) because it is computationally simpler, but both McFadden's and Estrella’s measures satisfy the minimum requirements for an R<sup>2</sup> analogues.
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

in the context of all 2<sup>(p−2)</sup> models that contain some subset of the other predictors. So, if we have a total of 'p' predictors, we will build 2<sup>p</sup>-1 models (all possible subset models) and compute the incremental R<sup>2</sup> contribution of each predictor to the subset model of all other predictors. The additional contribution of a given predictor is measured by the increase in R<sup>2</sup> that results from adding that predictor to the regression model.
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<img src='images/WaterFall_Boston.png'>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

Note: Since, Dominance Analysis is computationally intensive as it builds all subset model (2<sup>p</sup>-1 models), we have provided the user the flexibility to choose number of top predictors that they want to compute relative importance for. For regression, Top K features are selected based on F-regression and for classification it is based on Chi-Squared statistic. Dominance Analysis can be used in combination with Principal Component Analysis (PCA) or Factor Analysis or any other feature reduction algorithm for getting accurate and intutive importance of predictors.
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

Let's consider a scenario when we have 4 predictors; X<sub>1</sub>, X<sub>2</sub>, X<sub>3</sub> and X<sub>4</sub>. We will have to build a total of 2<sup>4</sup>-1 models i.e. 15 models- <sup>4</sup>C<sub>1</sub> = 4 models with only one predictor, <sup>4</sup>C<sub>2</sub> = 6 models with two predictors each, <sup>4</sup>C<sub>3</sub> = 4 models with three predictors each and 1  (<sup>4</sup>C<sub>4</sub>) complete model with all 4 predictors. Thus, the additional contributions of X<sub>1</sub> are computed as the increases in the proportion of variance accounted for when X<sub>1</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>2</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>2</sub>X<sub>3</sub>}, {X<sub>2</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>2</sub>X<sub>3</sub>X<sub>4</sub>}). Similarly, the additional contributions of X<sub>2</sub> are the increases in the proportion of variance accounted for when X<sub>2</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>1</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>1</sub>X<sub>3</sub>}, {X<sub>1</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>1</sub>X<sub>3</sub>X<sub>4</sub>})
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<img src='images/Dominance_Level_Boston.JPG'>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<p align="center"> Table 3</p>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

Let's consider a scenario when we have 4 predictors; X<sub>1</sub>, X<sub>2</sub>, X<sub>3</sub> and X<sub>4</sub>. We will have to build a total of 2<sup>4</sup>-1 models i.e. 15 models- <sup>4</sup>C<sub>1</sub> = 4 models with only one predictor, <sup>4</sup>C<sub>2</sub> = 6 models with two predictors each, <sup>4</sup>C<sub>3</sub> = 4 models with three predictors each and 1  (<sup>4</sup>C<sub>4</sub>) complete model with all 4 predictors. Thus, the additional contributions of X<sub>1</sub> are computed as the increases in the proportion of variance accounted for when X<sub>1</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>2</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>2</sub>X<sub>3</sub>}, {X<sub>2</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>2</sub>X<sub>3</sub>X<sub>4</sub>}). Similarly, the additional contributions of X<sub>2</sub> are the increases in the proportion of variance accounted for when X<sub>2</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>1</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>1</sub>X<sub>3</sub>}, {X<sub>1</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>1</sub>X<sub>3</sub>X<sub>4</sub>})
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<hr>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<img src='images/bar_boston_house_price.png'>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

Let's consider a scenario when we have 4 predictors; X<sub>1</sub>, X<sub>2</sub>, X<sub>3</sub> and X<sub>4</sub>. We will have to build a total of 2<sup>4</sup>-1 models i.e. 15 models- <sup>4</sup>C<sub>1</sub> = 4 models with only one predictor, <sup>4</sup>C<sub>2</sub> = 6 models with two predictors each, <sup>4</sup>C<sub>3</sub> = 4 models with three predictors each and 1  (<sup>4</sup>C<sub>4</sub>) complete model with all 4 predictors. Thus, the additional contributions of X<sub>1</sub> are computed as the increases in the proportion of variance accounted for when X<sub>1</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>2</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>2</sub>X<sub>3</sub>}, {X<sub>2</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>2</sub>X<sub>3</sub>X<sub>4</sub>}). Similarly, the additional contributions of X<sub>2</sub> are the increases in the proportion of variance accounted for when X<sub>2</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>1</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>1</sub>X<sub>3</sub>}, {X<sub>1</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>1</sub>X<sub>3</sub>X<sub>4</sub>})
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<img src='images/Dominance_Level_Boston_Covariance.PNG'>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

Let's consider a scenario when we have 4 predictors; X<sub>1</sub>, X<sub>2</sub>, X<sub>3</sub> and X<sub>4</sub>. We will have to build a total of 2<sup>4</sup>-1 models i.e. 15 models- <sup>4</sup>C<sub>1</sub> = 4 models with only one predictor, <sup>4</sup>C<sub>2</sub> = 6 models with two predictors each, <sup>4</sup>C<sub>3</sub> = 4 models with three predictors each and 1  (<sup>4</sup>C<sub>4</sub>) complete model with all 4 predictors. Thus, the additional contributions of X<sub>1</sub> are computed as the increases in the proportion of variance accounted for when X<sub>1</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>2</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>2</sub>X<sub>3</sub>}, {X<sub>2</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>2</sub>X<sub>3</sub>X<sub>4</sub>}). Similarly, the additional contributions of X<sub>2</sub> are the increases in the proportion of variance accounted for when X<sub>2</sub> is added to each subset of the remaining predictors (i.e., the null subset {.}, {X<sub>1</sub>}, {X<sub>3</sub>}, {X<sub>4</sub>}, {X<sub>1</sub>X<sub>3</sub>}, {X<sub>1</sub>X<sub>4</sub>}, {X<sub>3</sub>X<sub>4</sub>} and {X<sub>1</sub>X<sub>3</sub>X<sub>4</sub>})
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<img src='images/WaterFall_Breast_Cancer.png'>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Emphasis used instead of a header
Open

**Selecting top K features and getting R<sup>2</sup> of the Complete Model**
Severity: Info
Found in README.md by markdownlint

MD036 - Emphasis used instead of a header

Tags: headers, emphasis

Parameters: punctuation (string; default ".,;:!?")

Aliases: no-emphasis-as-header

This check looks for instances where emphasized (i.e. bold or italic) text is used to separate sections, where a header should be used instead:

**My document**

Lorem ipsum dolor sit amet...

_Another section_

Consectetur adipiscing elit, sed do eiusmod.

To fix this, use markdown headers instead of emphasized text to denote sections:

# My document

Lorem ipsum dolor sit amet...

## Another section

Consectetur adipiscing elit, sed do eiusmod.

Note: this rule looks for single line paragraphs that consist entirely of emphasized text. It won't fire on emphasis used within regular text, multi-line emphasized paragraphs, and paragraphs ending in punctuation. Similarly to rule MD026, you can configure what characters are recognized as punctuation.

Inline HTML
Open

The beauty of the math of Dominance Analysis is that the sum of the  overall average incremental R<sup>2</sup> of all predictors is equal to the R<sup>2</sup> of the complete model (model with all predictors). Hence, the total R<sup>2</sup> can be attributed to each predictor in the model. Below is an illustration of Dominance Analysis in the Population for Hypothetical example with four predictors:
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<img src='images/bar_boston_house_price_corr.png'>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Emphasis used instead of a header
Open

**Using Boston Housing Dataset downloaded from: https://www.cs.toronto.edu/~delve/data/boston/bostonDetail.html**
Severity: Info
Found in README.md by markdownlint

MD036 - Emphasis used instead of a header

Tags: headers, emphasis

Parameters: punctuation (string; default ".,;:!?")

Aliases: no-emphasis-as-header

This check looks for instances where emphasized (i.e. bold or italic) text is used to separate sections, where a header should be used instead:

**My document**

Lorem ipsum dolor sit amet...

_Another section_

Consectetur adipiscing elit, sed do eiusmod.

To fix this, use markdown headers instead of emphasized text to denote sections:

# My document

Lorem ipsum dolor sit amet...

## Another section

Consectetur adipiscing elit, sed do eiusmod.

Note: this rule looks for single line paragraphs that consist entirely of emphasized text. It won't fire on emphasis used within regular text, multi-line emphasized paragraphs, and paragraphs ending in punctuation. Similarly to rule MD026, you can configure what characters are recognized as punctuation.

Inline HTML
Open

1. **Interactional Dominance** - This is the incremental R<sup>2</sup> contribution of the predictor to the complete model. Hence, the Interactional Dominance of a particular predictor 'X' will be the diffrence between the R<sup>2</sup> of the complete model and the R<sup>2</sup> of the model with all other predictors except the particular predictor 'X'. <br>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<img src='images/Dominance_Level_Boston_Correlation.PNG'>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

Consider a scenario when we have Y as the dependent variable and four predictors X<sub>1</sub>, X<sub>2</sub>, X<sub>3</sub> and X<sub>4</sub>, let  R<sup>2</sup><sub>Y.X<sub>1</sub>,X<sub>2</sub></sub> be the R<sup>2</sup> of the model between Y and X<sub>1</sub>, X<sub>2</sub> ;
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<hr>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

R<sup>2</sup><sub>Y.X<sub>1</sub>,X<sub>3</sub></sub> be the R<sup>2</sup> of the model between Y and X<sub>1</sub>, X<sub>3</sub> so on and so forth. In this case, the interactional dominance of predictor X<sub>1</sub> will be R<sup>2</sup><sub>Y.X<sub>1</sub>,X<sub>2</sub>,X<sub>3</sub>,X<sub>4</sub></sub> - R<sup>2</sup><sub>Y.X<sub>2</sub>,X<sub>3</sub>,X<sub>4</sub></sub>. <br>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<img src='images/bar_boston_house_price_cov.png'>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

2. **Individual Dominance -** The individual dominance of a predictor is the R<sup>2</sup> of the model between the dependent variable and the predictor. So, the individual dominanace of predictor X<sub>1</sub> will be R<sup>2</sup><sub>Y.X<sub>1</sub></sub>. <br>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Bare URL used
Open

5. Azen, R., Traxel, N. (2009). Using Dominance Analysis to Determine Predictor Importance in Logistic Regression. Journal of Educational and Behavioral Statistics September 2009, Vol. 34, No. 3, pp. 319-347. https://doi.org/10.3102/1076998609332754
Severity: Info
Found in README.md by markdownlint

MD034 - Bare URL used

Tags: links, url

Aliases: no-bare-urls

This rule is triggered whenever a URL is given that isn't surrounded by angle brackets:

For more information, see http://www.example.com/.

To fix this, add angle brackets around the URL:

For more information, see <http:></http:>.

Rationale: Without angle brackets, the URL isn't converted into a link in many markdown parsers.

Note: if you do want a bare URL without it being converted into a link, enclose it in a code block, otherwise in some markdown parsers it will be converted:

`http://www.example.com`

Inline HTML
Open

2. **Individual Dominance -** The individual dominance of a predictor is the R<sup>2</sup> of the model between the dependent variable and the predictor. So, the individual dominanace of predictor X<sub>1</sub> will be R<sup>2</sup><sub>Y.X<sub>1</sub></sub>. <br>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Emphasis used instead of a header
Open

**Getting R<sup>2</sup> of the Complete Model**
Severity: Info
Found in README.md by markdownlint

MD036 - Emphasis used instead of a header

Tags: headers, emphasis

Parameters: punctuation (string; default ".,;:!?")

Aliases: no-emphasis-as-header

This check looks for instances where emphasized (i.e. bold or italic) text is used to separate sections, where a header should be used instead:

**My document**

Lorem ipsum dolor sit amet...

_Another section_

Consectetur adipiscing elit, sed do eiusmod.

To fix this, use markdown headers instead of emphasized text to denote sections:

# My document

Lorem ipsum dolor sit amet...

## Another section

Consectetur adipiscing elit, sed do eiusmod.

Note: this rule looks for single line paragraphs that consist entirely of emphasized text. It won't fire on emphasis used within regular text, multi-line emphasized paragraphs, and paragraphs ending in punctuation. Similarly to rule MD026, you can configure what characters are recognized as punctuation.

Inline HTML
Open

3. **Average Partial Dominance -** This is average of average incremental R<sup>2</sup> contributions of the predictor to all subset models except complete model and bi-variate (when only one predcitor is present) model. <br>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<p align="center"> Table 4</p>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

* **Complete Dominance** - One predictor is said to completely dominate another predictor if its dominance holds across all possible subset models (that do not include the two predictors under comparison). Back to the four-predictor model, for example, complete dominance of X<sub>1</sub> over X<sub>2</sub> is achieved if the additional R<sup>2</sup> contribution of X<sub>1</sub> is more than that of X<sub>2</sub> to the null model, the model consisting of X<sub>3</sub>, the model consisting of X<sub>4</sub>, and the model consisting of both X<sub>3</sub> and X<sub>4</sub>. In Table 3, we can see that incremental R<sup>2</sup> of X<sub>1</sub> is greater than that of X<sub>2</sub> for all subset models and hence X<sub>1</sub> completely dominates X<sub>2</sub>.
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

* **Complete Dominance** - One predictor is said to completely dominate another predictor if its dominance holds across all possible subset models (that do not include the two predictors under comparison). Back to the four-predictor model, for example, complete dominance of X<sub>1</sub> over X<sub>2</sub> is achieved if the additional R<sup>2</sup> contribution of X<sub>1</sub> is more than that of X<sub>2</sub> to the null model, the model consisting of X<sub>3</sub>, the model consisting of X<sub>4</sub>, and the model consisting of both X<sub>3</sub> and X<sub>4</sub>. In Table 3, we can see that incremental R<sup>2</sup> of X<sub>1</sub> is greater than that of X<sub>2</sub> for all subset models and hence X<sub>1</sub> completely dominates X<sub>2</sub>.
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

* **Complete Dominance** - One predictor is said to completely dominate another predictor if its dominance holds across all possible subset models (that do not include the two predictors under comparison). Back to the four-predictor model, for example, complete dominance of X<sub>1</sub> over X<sub>2</sub> is achieved if the additional R<sup>2</sup> contribution of X<sub>1</sub> is more than that of X<sub>2</sub> to the null model, the model consisting of X<sub>3</sub>, the model consisting of X<sub>4</sub>, and the model consisting of both X<sub>3</sub> and X<sub>4</sub>. In Table 3, we can see that incremental R<sup>2</sup> of X<sub>1</sub> is greater than that of X<sub>2</sub> for all subset models and hence X<sub>1</sub> completely dominates X<sub>2</sub>.
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<img src='images/Breast_Cancer_Data_Dominance_Latest.JPG'>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<img src='images/pie_breast_cancer_latest.png'>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<hr>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<hr>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<hr>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

**Getting R<sup>2</sup> of the Complete Model**
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Inline HTML
Open

<img src='images/WaterFall_Boston_cov.png'>
Severity: Info
Found in README.md by markdownlint

MD033 - Inline HTML

Tags: html

Aliases: no-inline-html

This rule is triggered whenever raw HTML is used in a markdown document:

Inline HTML header

To fix this, use 'pure' markdown instead of including raw HTML:

# Markdown header

Rationale: Raw HTML is allowed in markdown, but this rule is included for those who want their documents to only include "pure" markdown, or for those who are rendering markdown documents in something other than HTML.

Bare URL used
Open

7. Luo, W., & Azen, R. (2013). Determining Predictor Importance in Hierarchical Linear Models Using Dominance Analysis. Journal of Educational and Behavioral Statistics, 38(1), 3-31. https://doi.org/10.3102/1076998612458319
Severity: Info
Found in README.md by markdownlint

MD034 - Bare URL used

Tags: links, url

Aliases: no-bare-urls

This rule is triggered whenever a URL is given that isn't surrounded by angle brackets:

For more information, see http://www.example.com/.

To fix this, add angle brackets around the URL:

For more information, see <http:></http:>.

Rationale: Without angle brackets, the URL isn't converted into a link in many markdown parsers.

Note: if you do want a bare URL without it being converted into a link, enclose it in a code block, otherwise in some markdown parsers it will be converted:

`http://www.example.com`

There are no issues that match your filters.

Category
Status