Update README.md

README.md

@@ -17,7 +17,7 @@ This dataset contains information from the Ames Assessor’s Office used in comp
 
 It was published by Dean De Cock in [Ames, Iowa: Alternative to the Boston Housing Data as an End of Semester Regression Project](https://jse.amstat.org/v19n3/decock.pdf).
 
-This repository is meant as a mirror of the original dataset to facilitate its consumption
+> This repository is meant as a mirror of the original dataset to facilitate its consumption.
 
 
 ## Dataset Details
@@ -31,7 +31,7 @@ This repository is meant as a mirror of the original dataset to facilitate its c
 - **Funded by [optional]:** [More Information Needed]
 - **Shared by [optional]:** [More Information Needed]
 - **Language(s) (NLP):** [More Information Needed]
-- **License:** [More Information Needed]
+- **License:** Unknown
 
 ### Dataset Sources [optional]
 
@@ -45,23 +45,8 @@ This repository is meant as a mirror of the original dataset to facilitate its c
 
 <!-- Address questions around how the dataset is intended to be used. -->
 
-### Direct Use
+This dataset was designed as an alternative for the well-known [Boston Housing Data Set](http://lib.stat.cmu.edu/datasets/boston), mostly for teaching purposes. 
 
-<!-- This section describes suitable use cases for the dataset. -->
-
-[More Information Needed]
-
-### Out-of-Scope Use
-
-<!-- This section addresses misuse, malicious use, and uses that the dataset will not work well for. -->
-
-[More Information Needed]
-
-## Dataset Structure
-
-<!-- This section provides a description of the dataset fields, and additional information about the dataset structure such as criteria used to create the splits, relationships between data points, etc. -->
-
-[More Information Needed]
 
 ## Dataset Creation
 
@@ -69,57 +54,13 @@ This repository is meant as a mirror of the original dataset to facilitate its c
 
 <!-- Motivation for the creation of this dataset. -->
 
-[More Information Needed]
+The original author of this dataset was motivated to assemble a larger and more contemporary dataset: the boston housing dataset covers data from the 1970s and only has 506 observations, ie prices, over 14 variables.
 
 ### Source Data
 
 <!-- This section describes the source data (e.g. news text and headlines, social media posts, translated sentences, ...). -->
 
-#### Data Collection and Processing
-
-<!-- This section describes the data collection and processing process such as data selection criteria, filtering and normalization methods, tools and libraries used, etc. -->
-
-[More Information Needed]
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-#### Who are the source data producers?
-
-<!-- This section describes the people or systems who originally created the data. It should also include self-reported demographic or identity information for the source data creators if this information is available. -->
-
-[More Information Needed]
-
-### Annotations [optional]
-
-<!-- If the dataset contains annotations which are not part of the initial data collection, use this section to describe them. -->
-
-#### Annotation process
-
-<!-- This section describes the annotation process such as annotation tools used in the process, the amount of data annotated, annotation guidelines provided to the annotators, interannotator statistics, annotation validation, etc. -->
-
-[More Information Needed]
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-#### Who are the annotators?
-
-<!-- This section describes the people or systems who created the annotations. -->
-
-[More Information Needed]
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-#### Personal and Sensitive Information
-
-<!-- State whether the dataset contains data that might be considered personal, sensitive, or private (e.g., data that reveals addresses, uniquely identifiable names or aliases, racial or ethnic origins, sexual orientations, religious beliefs, political opinions, financial or health data, etc.). If efforts were made to anonymize the data, describe the anonymization process. -->
-
-[More Information Needed]
-
-## Bias, Risks, and Limitations
-
-<!-- This section is meant to convey both technical and sociotechnical limitations. -->
-
-[More Information Needed]
-
-### Recommendations
-
-<!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. -->
-
-Users should be made aware of the risks, biases and limitations of the dataset. More information needed for further recommendations.
+The original author of the dataset obtain the raw data directly from the Ames, Iowa, City Assessor’s Office.
 
 ## Citation [optional]
 
@@ -127,26 +68,16 @@ Users should be made aware of the risks, biases and limitations of the dataset.
 
 **BibTeX:**
 
-[More Information Needed]
-
-**APA:**
-
-[More Information Needed]
-
-## Glossary [optional]
-
-<!-- If relevant, include terms and calculations in this section that can help readers understand the dataset or dataset card. -->
-
-[More Information Needed]
-
-## More Information [optional]
-
-[More Information Needed]
-
-## Dataset Card Authors [optional]
-
-[More Information Needed]
+```
+@article{de2011ames,
+  title={Ames, Iowa: Alternative to the Boston housing data as an end of semester regression project},
+  author={De Cock, Dean},
+  journal={Journal of Statistics Education},
+  volume={19},
+  number={3},
+  year={2011},
+  publisher={Taylor \& Francis}
+}
+```
 
-## Dataset Card Contact
 
-[More Information Needed]