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Images, UC QuakeStudies

A car stuck in a large pothole on River Road. The wheels on the right hand side of the car have fallen into the hole, leaving the car grounded against the road surface. The photographer comments, "This car belonged to a postal delivery worker - the NZ Post bike rack is mounted on the towbar. The owner must have biked home. Later a tow truck arrived to extract the car from the hole that had opened under its front wheel".

Research papers, The University of Auckland Library

This thesis presents the application of data science techniques, especially machine learning, for the development of seismic damage and loss prediction models for residential buildings. Current post-earthquake building damage evaluation forms are developed for a particular country in mind. The lack of consistency hinders the comparison of building damage between different regions. A new paper form has been developed to address the need for a global universal methodology for post-earthquake building damage assessment. The form was successfully trialled in the street ‘La Morena’ in Mexico City following the 2017 Puebla earthquake. Aside from developing a framework for better input data for performance based earthquake engineering, this project also extended current techniques to derive insights from post-earthquake observations. Machine learning (ML) was applied to seismic damage data of residential buildings in Mexico City following the 2017 Puebla earthquake and in Christchurch following the 2010-2011 Canterbury earthquake sequence (CES). The experience showcased that it is readily possible to develop empirical data only driven models that can successfully identify key damage drivers and hidden underlying correlations without prior engineering knowledge. With adequate maintenance, such models have the potential to be rapidly and easily updated to allow improved damage and loss prediction accuracy and greater ability for models to be generalised. For ML models developed for the key events of the CES, the model trained using data from the 22 February 2011 event generalised the best for loss prediction. This is thought to be because of the large number of instances available for this event and the relatively limited class imbalance between the categories of the target attribute. For the CES, ML highlighted the importance of peak ground acceleration (PGA), building age, building size, liquefaction occurrence, and soil conditions as main factors which affected the losses in residential buildings in Christchurch. ML also highlighted the influence of liquefaction on the buildings losses related to the 22 February 2011 event. Further to the ML model development, the application of post-hoc methodologies was shown to be an effective way to derive insights for ML algorithms that are not intrinsically interpretable. Overall, these provide a basis for the development of ‘greybox’ ML models.

Images, UC QuakeStudies

A photograph of Red Cross NZ volunteers in Cathedral Square holding All Right? corflute signs. The Christchurch Cathedral is in the background. The All Right? corflute signs are from phase 2 of the All Right? campaign, which sought to promote the 'Five Ways To Wellbeing' by asking simple, open-ended questions related to wellbeing. All Right? posted the photograph on their Facebook page on 4 November 2013 at 9.59am. This was captioned, "Our awesome Red Cross volunteers at the Square".

Videos, UC QuakeStudies

A video of Ladi6 and All Right? staff member Ciaran Fox "getting out and about" in Christchurch, talking to local street artist Jacob Yikes about his work and other street art popping up around the CBD. The interview was shot in front of one of Yikes' murals on Tuam Street. All Right? uploaded the video to YouTube on 21 April 2015 and posted a link to the video ton their Facebook Timeline on 28 April 2015 at 4:00pm.

Videos, UC QuakeStudies

A video of Ladi6 and All Right? staff member Ciaran Fox getting out and about in Christchurch, talking with owner Hamish Evens at Switch Espresso cafe at Brighton Mall in New Brighton. Fox and Evens talk about Switch Espresso and its role in the social recovery in New Brighton. All Right? uploaded the video to YouTube on 21 April 2015 and posted a link to the video on their Facebook Timeline on 25 May 2015 at 8:30pm.

Images, UC QuakeStudies

A photograph of Sera Thompson, Regional Advisor for the Ministry for Pacific Peoples, taking part in #FiveYearsOn. Ministry for Pacific Peoples was an All Right? Champion. Thompson holds a sign which reads, "Five years on, I feel... Tired, but hopeful." All Right? posted the photograph to their Facebook Timeline on 21 February 2016 at 9:12am. All Right? captioned the photograph. "Sera from the Ministry of Pacific Peoples is feeling tired, but hopeful. #fiveyears on #5yearson #allrightnz".

Images, UC QuakeStudies

A photograph of Emily Arps, Health Promoter for All Right?, taking part in #FiveYearsOn. Arps holds a sign which reads, "Five years on, I feel... Proud of our community and in awe of CHCH's natural beauty! Emily, St Albans." All Right? posted the photograph on their Facebook Timeline on 21 February at 9:12am. All Right? captioned the photograph. "Emily from St Albans s feeling proud of our community and in awe of Chch's natural beauty. #fiveyears on #5yearson #allrightnz".

Images, UC QuakeStudies

A photograph of boxes of flowers ready to be given out during All Right?'s 'Flower Bombing' project on 4 September 2013. Moffatts Flower Company donated thousands of flowers for the All Right? 'Flower Bombing' project. With the assistance of BNZ 'Closed for Good' staff, flowers were given out at the EQC call centre, Lyttelton Main, Lyttelton West and Phillipstown Schools, Eastgate Mall, and SCIRT rebuild sites. All Right? posted the photograph on their Facebook page on 21 February 2014 at 3:05pm.

Images, UC QuakeStudies

A photograph of a single rose with a tag around the stem which reads, "When did you last show a little love?" Moffatts Flower Company donated thousands of flowers for the All Right? 'Flower Bombing' project. With the assistance of BNZ 'Closed for Good' staff, flowers were given out at the EQC call centre, Lyttelton Main, Lyttelton West and Phillipstown Schools, Eastgate Mall, and SCIRT rebuild sites. All Right? posted the photograph on their Facebook page on 3 September 2013 at 3:26pm.

Images, UC QuakeStudies

An image promoting All Right?'s 'Outrageous Burst of All Right: CSO BYO' video and competition. The image depicts a shopping basket and a trombone, and reads, "Win one of eight $250 PAK'nSAVE vouchers! To be in to win, simply share our CSO BYO video. Competition closes 4pm, Mon 7 April. Prize Winners must be from Canterbury." All Right? posted the image to their Facebook Timeline on 31 March 2014 at 8:33pm, along with a description of the competition and a link to the video itself.

Images, UC QuakeStudies

An image used as a profile picture on the All Right? Facebook page. The image reads, "Win a Hanmer Springs getaway! We have a Family Escape ($419) or Pamper Pack ($329) to give away, along with eight Mini-Group passes to the hot pools. To be in to win, simply email a photo of something that makes you feel all right to hello@allright.org.nz. Entries close at 5pm on Thursday 21 August". All Right? posted the image on their Facebook page on 7 August 2014 at 12:29pm.

Images, UC QuakeStudies

A photograph of children at Christchurch Hospital looking out the window at Spiderman abseiling down the side of the building. Spiderman was there as part of 'Outrageous Burst of All Right: Superhero Surprise', which involved people dressed as superheroes surprising children at Christchurch Hospital with gifts and entertainment. The abseiling gear was provided by Goleman Exterior Building Care. All Right? posted the photograph to their Facebook Timeline on 2 July 2014 at 12:42pm with the caption, "Spiderman abseiling down the side of the hospital, preparing to enter the ward".

Articles, UC QuakeStudies

A PDF copy of a poster like those created on the All Right? Poster Generator. The poster features the responses from a number of Christchurch residents about what makes them feel good, such as "When I see the remarkable creative spirit and energy in my quake-damaged seaside suburb. Andrew, New Brighton." The posters were placed around the city at locations such as cafes, doctors surgeries and fish and chip shops. All Right? posted this poster on their Facebook Timeline on 10 May 2013 at 4:06pm.

Videos, UC QuakeStudies

A video of Ladi6 and All Right? staff member Ciaran Fox "getting out and about" in Christchurch, being shown around Brick Farm by owner and local columnist Johnny Moore. Brick Farm (now Smash Palace) is a bistro-style restaurant operating out of a restored brick building on High Street that opened in spring 2014, specialising in serving locally-grown produce. All Right? uploaded the video to YouTube on 21 April 2015 and posted a link to the video on their Facebook Timeline on 18 May 2015 at 7:30pm.