Supporting data-driven exploration in NSW

Keith Gates
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Abstract

Summary NSW legislative changes in 2016 mean that from 1 June 2021, confidential mineral exploration company reports will become open file 5 years after submission. This will result in a large amount of previously confidential data being released on 1 June 2021. In conjunction with the data release, substantial work is being undertaken to improve the quality, accessibility and usability of the datasets. To provide the most functional regional scale geochemical datasets possible, the usability of the datasets must be assessed by following a standard workflow of data validation > exploratory data analysis (EDA) > normalisation > interpolation. Due to the large size of the datasets, programmatical solutions that expedite the validation and EDA processes are necessary. This presentation will give examples of methods used to condition the NSW geochemical data. An innovative data normalisation process will also be demonstrated, addressing the complexity of dealing with spatially overlapping and varied sample methods. An interpolation process that is suitable for use on large volume, large-scale datasets will also be demonstrated.
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支持新南威尔士州的数据驱动勘探
新南威尔士州2016年的立法变化意味着从2021年6月1日起,机密矿产勘探公司报告将在提交5年后成为公开文件。这将导致大量以前的机密数据于2021年6月1日公布。在发布数据的同时,正在进行大量工作,以提高数据集的质量、可及性和可用性。为了提供最具功能的区域尺度地球化学数据集,必须按照数据验证>探索性数据分析(EDA) >归一化>插值的标准工作流程来评估数据集的可用性。由于数据集的规模很大,加速验证和EDA过程的编程解决方案是必要的。本报告将举例说明用于调整新南威尔士州地球化学数据的方法。还将展示一种创新的数据规范化过程,解决处理空间重叠和不同样本方法的复杂性。一个插值过程,是适合使用在大容量,大规模的数据集也将被证明。
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