Perth-House-Prices

Acknowledgements
This data was scraped from http://house.speakingsame.com/ and includes data from 322 Perth suburbs, resulting in an average of about 100 rows per suburb.
Content
I believe the columns chosen to represent this dataset are the most crucial in predicting house prices. Some preliminary analysis I conducted showed a significant correlation between each of these columns and the response variable (i.e. price).
Data obtained from other than scrape source
Longitude and Latitude data was obtained from data.gov.au.
School ranking data was obtained from bettereducation.
The nearest schools to each address selected in this dataset are schools which are defined to be 'ATAR-applicable'. In the Australian secondary school education system, ATAR is a scoring system used to assess a student's culminative academic results and is used for entry into Australian universities. As such, schools which do not have an ATAR program such as primary schools, vocational schools, special needs schools etc. are not considered in determining the nearest school.
Do also note that under the "NEAREST_SCH_RANK" column, there are some missing rows as some schools are unranked according to this criteria by bettereducation.

致谢
本数据集采集自http://house.speakingsame.com/，涵盖珀斯（Perth）322个郊区的房产数据，平均每个郊区约含100条数据记录。

数据内容
本人认为本次数据集选取的字段均为预测房价的核心指标。本人开展的初步分析显示，所有字段均与因变量（即房价）存在显著相关性。

非爬取来源数据
经度与纬度数据采集自data.gov.au。
学校排名数据取自bettereducation平台。
本数据集筛选出的各地址附近学校均为“适用于ATAR（Australian Tertiary Admission Rank）”的中等学校。在澳大利亚中等教育体系中，ATAR是用于评估学生最终学业成绩、并作为澳大利亚大学入学依据的评分体系。因此，小学、职业院校、特殊教育学校等未开设ATAR课程的院校，均未纳入就近学校的判定范围。
另需注意，"NEAREST_SCH_RANK"字段存在部分缺失值，因部分学校未按照该标准在bettereducation平台上获得排名。