Workshop
Workshop
Cluster Analysis 1-Day Course
Cluster analysis is a type of data analysis used to categorize and label sets of data. It is widely used in Machine Learning and general statistical analysis. Cluster analysis is simply assessing the data and looking for groups (clusters) in the data set based on criteria se by the analyst. Cluster analysis has been used for decades under other names. In soils sampling it is common and is usually included in a geochemical analysis methods set in most specialist software.
Cluster analysis is used to classify data when manual labelling is not feasible or where boundaries. It is necessary when there is a large amount of data or data has multiple variables that need to be considered. Cluster analysis methods are also good for comparing new data to established categories and placing them in the correct groups.
Cluster analysis requires the use of computers for the grouping and labelling of the data as the data sets are generally too large or complex for manual analysis and labelling in a reasonable amount if time. Previous good coding skills or specialist software was required by analysts. With the wider availably of statistical packages in “R ”and Python open source software the barriers to learning these methods are now much lower.
This course looks at the two most popular methods for Cluster Analysis, Hierarchal Clustering and K-Means Clustering. The course will cover the basic theory on the calculations and present several use cases including outlier detection, material types classification and stratigraphic identification in boreholes.
The course is Python based coding and requires very basic coding skills. The exercises are designed to be run by delegates with beginner level skills.
The course content is outlined below.
Day 1
Introduction to Python
Software Setup and Introduction to Python and Jupyter Lab/Notebook – Instructions for loading the software before the course will be provided. A free Python intro course will also be provided for people who have never used Python. This takes about one afternoon to complete.
The course doe not require programming skills to complete. The scripts are designed to be run in full without additional code being written.
Hierarchical Clustering
- Methodology-basic explanation of the method with advantages and limitations
- Examples from two data sets using the seaborn clustermap method
- Extracting results and exporting to geological modelling software
k-means Clustering
- Methodology--basic explanation of the method with advantages and limitations
- Examples from two data sets using the seaborn clustermap method
- Data and Results Visualization
- Exporting labelled Data
- Extracting results and exporting to geological modelling software
Data transformations
- Discussion on transforming data before the cluster analysis. When it is needed and when it should not be done.
- Problems with transition metals especially Fe and Mn
- Rescaling--z-score
- Gaussian transforms
- Centered log Ratios
- Other “normalization” options
Data used in this course will be multivariate data from base metals or bulk materials deposits and lithogeochemical data from public databases. Cluster analysis is intended for stratigraphic and lithological definition and, mapping of rock types and domaining. One of the use cases with be quality control and outlier identification.
Experience Requirements
This course is aimed at exploration Geologists, Mineral Resource Specialists a The course is set up to teach practical field methods and is not academically rigorous. It is assumed that delegates have practical research or field experience. It is also assumed that delegates have a basic understanding of statistics and have some exposure to data analytics in geology, or geochemistry. Experience with a coding language is helpful but not essential. All computer code will be provided and the exercises guided.
Computer and Software requirements
- Materials
- Laptop computer with administrative rights for installing the Anaconda and Python software -16GB RAM and a decent graphics card (gaming cards are ok)
- Delegates will need to be able to access the venue WiFi internet for some parts of the course.
- Software
- Microsoft Excel (there are graphics and formulas that may not work as intended in Google Sheets)
- Anaconda (Python) for Jupyter Notebook (recommended for beginners or inexperienced coders) or VS_code(experience with coding in VS code required)
- PDF reader
Instructions for the installation of software will be provided before the Course. Delegates with corporate computers may need to get help from their IT departments in cases where the installation of external software is blocked by their IT system.
Workshop Sponsor
Presenters
- Kathleen Body and Dennis from Dekka Dynamics.
Registration
Workshops must be purchased with a conference registration. If you wish to include the Automating Resource Modelling Workflows workshop to your registration, please select the additional workshop option in your registration form.
If you have already registered to attend the Mineral Resource Estimation Conference and wish to add the workshop to your registration, please contact conference@ausimm.com.
PD Hours
X
Date
Thursday, 8th May 2025
Time
8.30am registrations
9.00am workshop starts
5.00pm workshop finishes
Location
Dekka Dynamics, Perth
Cost
AusIMM Member – $700 (incl. GST)
Non Member – $900 (incl. GST)
Numbers
Max 18
Catering
Morning, afternoon tea and lunch included
MREC 2025 registrations are now open
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Kerry Turnock
Kerry Turnock has over 30 years of resource sector experience spanning geoscientific, operational, processing, technical marketing and technology disciplines. This multidisciplinary experience underpins Kerry’s ability to understand the value of technical inputs for organisational decisions across the value chain, ranging from grass roots exploration through mining and processing and to the end customer.
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Read her full bio's and get your tickets to attend this important workshop today.
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keynote speaker | life of mine
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See Sonia's address 2-4 August 2023, tickets on sale now!
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We'd like to introduce the Mill Operators Conference 2024 Organising Committee.
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Organising committee
We would like to introduce the Lithium, Battery and Energy Metals Conference 2022 Organising Committee and thank them for their time, effort and dedication to develop and deliver an outstanding conference program in 2022.
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Networking
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New Leaders Conference 2021
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Meet our exhibitors and view floor plan
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Charity partner
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Peter Betts
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Expand your conference experience and gain additional professional development (PD) hours by attending a workshop.
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Charity partner
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Terms and conditions
View the terms and conditions for the International Mining Geology Conference.
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Terms and conditions
View the terms and conditions for International Future Mining Conference 2024.
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Register your interest
Subscribe to the Future Mining Conference mailing list to receive major announcements and conference updates for this premier conference.
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Ask a question for the Thought Leadership panel
Ask a question for the Thought Leadership panel!
TLS Panellists
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TLS Panellist
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TLS Panellist
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TLS Panellist
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Ask a question for the Thought Leadership panel
Ask a question for the Thought Leadership panel!
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Conference program
The conference will feature industry-leading keynotes, a high-quality technical program, exhibition and virtual booths, interactive workshops and mine site tours. In addition, attendees can access in-person and online networking opportunities, including a networking function, conference dinner, discussion groups, on-demand content and much more.
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News
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Promote your involvement
Help us promote AusRock Conference 2022 to the global resources community. Show your involvement as a delegate, presenter, sponsor or exhibitor by displaying the special conference assets on your website, social channels and email signature.
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Keynote speakers
Hear from renowned industry leaders and global experts at AusRock Conference 2022
Keynote speaker
Alison McQuillan
Alison currently holds the position of Director, Rocscience Australia overseeing operations in Australia and New Zealand. She obtained her PhD at UNSW and is a Chartered Professional (in Geotech) and RPEQ. Her area of expertise is rock mechanics and open pit slope stability, previously working in both ops and corporate roles for Anglo American and Rio Tinto as well as providing specialists consulting services for copper, gold, iron ore, coal and diamond operations in Australia, PNG, SE Asia and Africa.
1 month to go
AusRock 2022 pre-conference workshops
AusRock 2022 pre-conference workshops
Enhance your knowledge on geotechnical engineering by participating in an AusRock pre-conference workshop.
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Organising committee
We'd like to introduce the AusRock Conference 2022 Organising Committee and thank them for their time, effort and dedication to develop and deliver an outstanding conference program in 2022.
Free
AusRock Conference 2022
Free webinar: Future of Rock Mechanics
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Call for abstracts
APCOM call for abstracts have now closed! The technical program will explore a range of themes, including digitalisation in Exploration and Geology, Mine Planning and Operations, Advanced Technologies, Sustainable Practices, and Investment and Risk Management.
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Time: 12:45PM
Where: Webinar
Time: 12:45PM
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1
Webinar
Thursday 24th of February 2022
Thursday 24th of February 2022
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1
Thursday 18 November 2021
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Rydges Southbank, 23 Palmer Street Townsville
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1
Online
1 Dec 2021
1 Dec 2021
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Online
21 Oct 2021
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Southern QLD Branch
July Tech Talk - Tailings Management 101
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The Transcontinental Hotel
28 Jul 2021
28 Jul 2021
Webinar
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1
Online
30 Sep 2021
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Kalgoorlie Country Club
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Consultants Society
Webinar: Mineral Consultants Handbook - Competent Practice
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Online
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Online
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300 words, 2 minute read
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4 February 2021
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Associate Certificate
Cost Estimation Online Course | Associate Certificate for mining professionals by AusIMM
Intake 1: 17 February 2025
Intake 2: 25 August 2025
Gain tools, techniques and tips to create accurate cost estimations for the mining industry.
Intake 2: 25 August 2025
Gain tools, techniques and tips to create accurate cost estimations for the mining industry.
Open now
Associate Certificate
VALMIN Code Reporting Online Course | Associate Certificate Course for mining professionals by AusIMM
Online - 11 November 2024
Develop an in-depth understanding of the VALMIN Code, including its interpretation and appropriate application.
Develop an in-depth understanding of the VALMIN Code, including its interpretation and appropriate application.
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Professional Certificates
Our professional certificate courses focus on shaping technical best practice for a strong future mining workforce. We have developed programs alongside industry experts, community leaders and in partnership with leading organisations in the mining industry to ensure we provide you with the most up to date career skills.
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Promote your involvement
Help us promote New Leaders Summit 2023 to the global resources community.
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Professional Certificate
ESG and Social Responsibility Online Course | Professional Certificate for Mining Professionals by AusIMM
Intake 1: 14 July 2025
Learn how to minimise ESG-related harm and maximise value to resource enterprises, affected stakeholders and broader society.
Learn how to minimise ESG-related harm and maximise value to resource enterprises, affected stakeholders and broader society.
Open now
Professional Certificate
Tailings Management Online Course | Professional Certificate for Mining Professionals by AusIMM
Online - 25 September 2024
Gain competency and expand your knowledge on tailings management.
Gain competency and expand your knowledge on tailings management.
Courses
Short Course Certificate for mining professionals by AusIMM
Enhance your professional skills with a short course. Courses range from three to four weeks, and will help to develop advanced skills that have been validated by industry and can be immediately applied to mining roles.
MINE OPERATIONS SHORT COURSE
Enabling Optimal Performance
Online
Help your sites and people reach peak performance with critical skills for enabling safe, collaborative and productive behaviours
Help your sites and people reach peak performance with critical skills for enabling safe, collaborative and productive behaviours
Specialist technical masterclass
UAV Based Mine Operations Monitoring Masterclass
Maximise drone-based observations for advanced applications for mine safety and environmental applications.
Specialist technical masterclass
Corrosion of Underground Mine Ground Support
Understand the corrosion failure of rockbolts and cable bolts in underground mines, and learn a step-by-step examination procedure to determine the problem and prevent dangerous situations for miners.
On-demand
JORC Code Essentials
Online - Available year round.
A vital online course for Company Directors and Executives to understand their professional and regulatory obligations in relation to the JORC Code.
A vital online course for Company Directors and Executives to understand their professional and regulatory obligations in relation to the JORC Code.
Open now
Professional Certificate
Tailings Management Online Course | Professional Certificate for Mining Professionals by AusIMM
Online - 25 September 2024
Gain competency and expand your knowledge on tailings management.
Gain competency and expand your knowledge on tailings management.
Course Terms and Conditions
These terms and conditions (Terms) govern the Australasian Institute of Mining and Metallurgy (ABN 59 836 002 494) (AusIMM) and each participant (Participant, You or Your) that has either: (1) been invited by AusIMM to participate in a course (Course); or (2) has enrolled in a Course.
News
Safety leadership is everyone’s responsibility – including yours
16 Mar 2023 · Reading time: 2 mins
News
4 benefits diversity & inclusion can unlock for your business
Reading time: 1 min
Relevant course: Diversity and Inclusion Masterclass Series
Relevant course: Diversity and Inclusion Masterclass Series
Professional development
Find your pathway
Expand your knowledge with our range of professional development.
Registration of Engineers in Queensland
Engineers can apply to become Registered Professional Engineers of Queensland (RPEQ) through AusIMM’s assessment scheme. AusIMM’s RPEQ assessment follows the same peer recognition and assessment of competence process as the Chartered Professional program.
New Zealand Branch
New Zealand Branch - The GB O'Malley Medal
This award was created in 1987 in honour of GB O’Malley, a long standing AusIMM member dedicated to the development of resources sector education.
Career hub
Get a job in the mining industry
If you would like to be one of 100,000+ people working in mining there are many different pathways to pursue.
Join AusIMM EOFY23 competition terms and conditions | AusIMM
Join AusIMM EOFY23 Competition Terms and Conditions
Branches
Darwin & Northern Territory
Founded in 1954, AusIMM Darwin and Northern Territory Branch is managed by a small team of passionate members who conduct a range of networking events and professional development activities in your local area each year.
Student Chapters
New Zealand
An elected committee of students manage the New Zealand Student Chapter, providing opportunities to interact with peers and connect with mentors at social and professional events.
Societies
Mining Society
AusIMM Mining Society represents the education, training and professional development for mining engineering professionals.
Advocacy
Future of mining
We recognise how the future of mining relies on the development of innovation, investment, and technology. We are committed to creating world class professional development encouraging our members to develop their expertise and experience and continue to make a positive contribution to the global community for generations to come.
Advocacy
Resources Education Collaboration Summit
AusIMM held a Summit in in conjunction with the Victorian Government in 2019 and will again hold this Summit in 2021.
Advocacy
Professional Employment and Remuneration Survey 2018
AusIMM’s annual summary report into the current state of professional employment and remuneration in the resources sector suggests a marked upturn in employment and improved sector confidence.
Advocacy
Professional Employment and Remuneration Survey Results 2019
AusIMM’s annual summary report on professional employment in the resources sector suggests a sustained upturn in employment and continued sector confidence
Get involved
Contribute to current initiatives
Every AusIMM member has a critical role to play in advancing our role as Trusted Voice for people in resources, in line with Our Advocacy Framework.
Media Release
AusIMM research reveals pervasive challenges for women in the resources sector
700 words, 3 min read
Media release
AusIMM research reveals key influences on Victorian youth perception of the resources sector
300 words, 2 min read
Media Release
AusIMM announces partnership with leading mining contractor Byrnecut
300 words, 2 min read
Media release
AusIMM announces partnership with plant software specialist Metallurgical Systems
250 words, 1 min read
Media release
AusIMM takes leading position on social responsibility in the mining industry
450 words, 3 minute read
Media release
AusIMM launches flagship survey to provide insight on employment and remuneration for people working in resources
280 words, 2 minute read
Epiroc Women in Mining Scholarship
Applications now open for the 2025 Epiroc Women in Mining Scholarship
620 words, 2 minute read
AusIMM news
AusIMM announces ESG/Social Responsibility Forum to be held April 2021
650 words, 4 minute read
AusIMM news
Victorian AusIMM Women on Boards Scholarship 2021 winners announced
650 words, 3 minute read
AusIMM News
AusIMM to launch Working Group on Resources Industry Future Workforce
500 words, 2 min read
AusIMM News
Congratulations to AusIMM members featured in the 2021 Queen's Birthday Honours List
200 words, 1 min read
AusIMM News
AusIMM advocate for women’s empowerment through Queensland resources sector
500 words, 2 min read
AusIMM News
Notification regarding Victorian Engineering Registration of Members in the Geotechnical and Environmental disciplines
400 words, 2 min read
AusIMM News
Have your say: WA Mental Awareness, Respect and Safety Program (MARS)
250 words, 1 min read
AusIMM News
Expressions of Interest – Assessment Markers for Tailings Management Professional Certificate
200 words, 1 min read
AusIMM MENTORING PROGRAM
Instilling Confidence: Christine McLachlan's mentoring journey
300 words, 2 min read
AusIMM News
Changes to AusIMM Member Directory: Make sure your details are up to date
400 words, 2 min read
Community news
WIMnet SA – Celebrating 2020 Wim100 Global Inspirational and South Australia
100 words, 1 minute read
Community news
Mine closure and reclamation management: ISO standard development (update five) 2020
800 words, 4 minute read
Community news
Read Chris Davis’ presentation on “Diesel fumes: Are they the next Asbestos? What can we do about it?”
200 words, 2 minute read
Community news
Professional Formation of Mineral Processing Engineers and Metallurgists
1000 words, 5 minute read
Community News
Inviting mining industry professionals to join CSIRO’s STEM Professionals in Schools Program 2022
260 words, 1 min read
Geoscience Society
34th International Geological Congress Travel Grant Scheme for Early-Career Australian and New Zealand Geoscientists
100 words, 1 min read
New Zealand Branch
New Zealand Branch Annual Conference 2023 - PRESENTATIONS & ABSTRACTS
800 words, 4 minute read
Geoscience Society
5th Geotourism Festival and International Conference (Geofest) 2024
193 words, 2 min read
Community News
Quality Management and 'Sample DNA', supporting a proactive and integrated reconciliation
400 words, 2 min read