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Fix: Typo error in readme file #4

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Fix: Typo error in readme file #4

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53 changes: 27 additions & 26 deletions README.md
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Original file line number Diff line number Diff line change
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# Launchaco AI Logo Builder

A simple, open source, data powered logo builder. Using a set of fonts and their classifications the logo builder AI selects a set of similar fonts to create compelling logos.
A simple, open-source, data-powered logo builder. Using a set of fonts and their classifications, the logo builder AI selects a set of similar fonts to create compelling logos.

## Getting started
## Getting Started

Run it yourself:
```
Expand All @@ -17,11 +17,12 @@ Live demo: [www.launchaco.com/logo/demo](https://www.launchaco.com/logo/demo)
See it in action: [www.launchaco.com/logo](https://www.launchaco.com/logo)

## Dataset
All fonts used in this application are licensed under 'Open Font License', and are referenced under [dataset/OFL/](/dataset/OFL).

The [dataset/ALL/](/dataset/ALL) directory showcases all the fonts that the launchaco logo builder uses, some of which are not under 'Open Font License'.
All fonts used in this application are licensed under the 'Open Font License' and are referenced under [dataset/OFL/](/dataset/OFL).

We manually classified all fonts to the following feature vector:
The [dataset/ALL/](/dataset/ALL) directory showcases all the fonts that the Launchaco logo builder uses, some of which are not under the 'Open Font License'.

We manually classified all fonts using the following feature vector:
```
{
"type": "cursive",
Expand All @@ -34,44 +35,44 @@ We manually classified all fonts to the following feature vector:
}
```

[dataset/All/all.json](/dataset/ALL/all.json) contains all the fonts used for the Launchaco logo builder, as seen on [www.launchaco.com/logo](https://www.launchaco.com/logo). We can't have non-OFL font files in the repo, which is why there is a separate OFL folder with three additional files that each contain OFL cursive, sans-serif, and serif fonts.

[dataset/All/all.json](/dataset/ALL/all.json) contains all the fonts used for the Launchaco logo builder as seen on [www.launchaco.com/logo](https://www.launchaco.com/logo). We can't have non-OFL font files in the repo, which is why there is a seperate OFL folder with 3 additional files which each contain OFL cursive, sans-serif and serif fonts.

Each dataset contains an array of objects, where each object is the font object that contains meta about the author and license, alongside the feature vector.
Each dataset contains an array of objects, where each object is a font object that contains metadata about the author and license, alongside the feature vector.

### Kernel density estimation
### Kernel Density Estimation

Shows density of each feature to another, to show missing areas of our dataset.
This shows the density of each feature in relation to another, highlighting missing areas of our dataset.
![Kernel density estimation graph](/frontend/img/7Projection.png)

### Parallel Coordinates

Another figure to help visualize the quasi high-dimensional font vectors of our dataset.
Another figure to help visualize the quasi-high-dimensional font vectors of our dataset.
![Parallel coordinates graph](/frontend/img/ParallelCoords.png)

## Classifying Fonts
The classification was done manually and is subjective. Here are our reasonings behind the 0.0-1.0 values per each feature:

### era
Does the font look 'Traditional' (0) or 'Modern' (1.0)
The classification was done manually and is subjective. Here are our reasons behind the 0.0-1.0 values for each feature:

### Era
Does the font look 'Traditional' (0) or 'Modern' (1.0)?

### maturity
Does the font look 'Mature' (0) or 'Youthful' (1.0)
### Maturity
Does the font look 'Mature' (0) or 'Youthful' (1.0)?

### weight
Does the font look 'Thin' (0) or 'Bold' (1.0)
### Weight
Does the font look 'Thin' (0) or 'Bold' (1.0)?

### personality
Does the font look 'Playful' (0) or 'Sophisticated' (1.0)
### Personality
Does the font look 'Playful' (0) or 'Sophisticated' (1.0)?

### definition
Does the font look 'Organic' (0) or 'Geometric' (1.0)
### Definition
Does the font look 'Organic' (0) or 'Geometric' (1.0)?

### concept
Does the font look 'Abstract' (0) or 'Literal' (1.0)
### Concept
Does the font look 'Abstract' (0) or 'Literal' (1.0)?

## Contact Us

For questions feel free to contact us at [[email protected]](mailto:[email protected]).
For questions, feel free to contact us at [[email protected]](mailto:[email protected]).

Follow us on [Twitter](https://twitter.com/launchaco) and [Facebook](https://www.facebook.com/launchaco/) to be kept up to date with new features and products.
Follow us on [Twitter](https://twitter.com/launchaco) and [Facebook](https://www.facebook.com/launchaco/) to stay updated on new features and products.