Update README.md

README.md

@@ -634,7 +634,7 @@ dataset_info:
 
 ### Dataset Summary
 
-The Crello dataset is compiled for the study of vector graphic documents. The dataset contains document meta-data such as canvas size and pre-rendered elements such as images or text boxes. The original templates was collected from [crello.com](https://crello.com) (now [create.vista.com](https://create.vista.com/)) and converted to low-resolution format suitable for machine learning analysis.
+The Crello dataset is compiled for the study of vector graphic documents. The dataset contains document meta-data such as canvas size and pre-rendered elements such as images or text boxes. The original templates were collected from [crello.com](https://crello.com) (now [create.vista.com](https://create.vista.com/)) and converted to a low-resolution format suitable for machine learning analysis.
 
 ### Supported Tasks and Leaderboards
 
@@ -761,18 +761,18 @@ In the following, categorical fields are shown as `categorical` type, but the ac
 
 **Canvas attributes**
 
-| Field         | Type        | Shape   | Description                                                    |
-| ------------- | ----------- | ------- | -------------------------------------------------------------- |
-| id            | string      | ()      | Template ID from crello.com                                    |
-| group         | categorical | ()      | Broad design group, such as social media posts or blog headers |
-| format        | categorical | ()      | Detailed design format, such as Instagram post or postcard     |
-| category      | categorical | ()      | Topic category of the design, such as holiday celebration      |
-| canvas_width  | categorical | ()      | Canvas pixel width                                             |
-| canvas_height | categorical | ()      | Canvas pixel height                                            |
-| length        | int64       | ()      | Length of elements                                             |
-| suitability   | categorical | (None,) | List of display tags, only `mobile` tag exists                 |
-| keywords      | string      | (None,) | List of keywords associated to this template                   |
-| industries    | categorical | (None,) | List of industry tags like `marketingAds`                      |
+| Field         | Type        | Shape   | Description                                                     |
+| ------------- | ----------- | ------- | --------------------------------------------------------------- |
+| id            | string      | ()      | Template ID from crello.com                                     |
+| group         | categorical | ()      | Broad design groups, such as social media posts or blog headers |
+| format        | categorical | ()      | Detailed design formats, such as Instagram post or postcard     |
+| category      | categorical | ()      | Topic category of the design, such as holiday celebration       |
+| canvas_width  | categorical | ()      | Canvas pixel width                                              |
+| canvas_height | categorical | ()      | Canvas pixel height                                             |
+| length        | int64       | ()      | Length of elements                                              |
+| suitability   | categorical | (None,) | List of display tags, only `mobile` tag exists                  |
+| keywords      | string      | (None,) | List of keywords associated to this template                    |
+| industries    | categorical | (None,) | List of industry tags like `marketingAds`                       |
 
 **Element attributes**
 
@@ -872,21 +872,21 @@ The Crello dataset is compiled for the general study of vector graphic documents
 
 #### Initial Data Collection and Normalization
 
-The dataset is initially scraped from the former `crello.com`, and pre-processed to
+The dataset is initially scraped from the former `crello.com` and pre-processed to the above format.
 
 #### Who are the source language producers?
 
-While [create.vista.com](https://create.vista.com/)) owns those templates, the templates seems to be originially created by certain group of design studios.
+While [create.vista.com](https://create.vista.com/) owns those templates, the templates seem to be originally created by a specific group of design studios.
 
 ### Personal and Sensitive Information
 
-The dataset does not contain any personal information about the creator, but may contain a picture of people in the design template.
+The dataset does not contain any personal information about the creator but may contain a picture of people in the design template.
 
 ## Considerations for Using the Data
 
 ### Social Impact of Dataset
 
-This dataset was developed for advancing the general study of vector graphic documents, especially for generative systems of graphic design. Successful systems might enable automation of creative workflow that human designers get involved in.
+This dataset was developed for advancing the general study of vector graphic documents, especially for generative systems of graphic design. Successful utilization might enable the automation of creative workflow that human designers get involved in.
 
 ### Discussion of Biases
 
@@ -902,13 +902,13 @@ Due to the unknown data specification of the source data, the color and pre-rend
 
 ### Dataset Curators
 
-The Crello dataset was developed by Kota Yamaguchi.
+The Crello dataset was developed by [Kota Yamaguchi](https://github.com/kyamagu).
 
 ### Licensing Information
 
 The origin of the dataset is [create.vista.com](https://create.vista.com) (formally, `crello.com`).
 The distributor ("We") do not own the copyrights of the original design templates.
-By using Crello dataset, the user of this dataset ("You") must agree to the
+By using the Crello dataset, the user of this dataset ("You") must agree to the
 [VistaCreate License Agreements](https://create.vista.com/faq/legal/licensing/license_agreements/).
 
 The dataset is distributed under [CDLA-Permissive-2.0 license](https://cdla.dev/permissive-2-0/).