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Some residents of flooded homes in Three Rivers/Woodlake blame new housing developments that replaced orchards and a creek bed for recent flooding

Farmers drove pickup trucks loaded with dirt into a breached levee, then covered the trucks with dirt

How are Data Gaps Worked Around:

Sarnia, and the surrounding area around chemical valley, have 9 air monitoring stations in which air pollutants are monitored from the nearby petrochemical complex. Until 2017, only data from one of these stations (the one on Christina Street in downtown Sarnia) was publicly available. This created a gap in accessiblility of important data for sarnia and the nearby AFN residents. In September 2015, the Clean Air Sarnia and Area group launched as a "community advisory panel made up of representatives from the public, government, First Nations, and industry, who are dedicated to providing the community with a clear understanding of ambient air quality in the Sarnia area." This group works to improve air quality in Sarnia by making information about air quality publicly available and by making recommendations to relevant authorities. In 2018, this group launched the website: https://reporting.cleanairsarniaandarea.com/ (also uploaded as an artifact) which allows public to access data from the air quality monitoring stations and understand how air quality compares to Ontario's standards. This site works to fill the gap of publicly available air quality data in Sarnia.

This report from Ecojustice shows a decline in air pollution compared to Ecojustice's first report released in 2007 for the area around Chemical Valley, yet Sarnia industries continue "to release far more pollution, and in particular far more SO2 , than comparable U.S. refineries." One contributor to the continued excessive emissions is Ontario's lagging air quality standards. The report notes that "Ontario’s AAQC and air quality standards are lagging behind current science on the health impacts of air pollutants, which may put the health of residents at risk." The report highlights pollutants where Ontario's standard is above the national standard or where Ontario has no standard at all. Additionally, Sarnia's benzene emissions are exempt from Ontario's health-based standard for this chemical and are instead regulated by  "an industry technical-based standard" allowing benzene levels to be far higher than the health-based standard. The lagging, lack of, or exemption from regulation undercut efforts in monitoring and reducing emissions to a "safe" level as what is considered "safe" by standards is out of line with what is considered "safe" by health and other standards.

The system was built to serve organizations and individuals with humanitarian goals. The system gathers data from report, reviews, and users and compiles it into comprehensible information to help inform decision-making for humanitarian concerns. Portions of the app also focus on education and technical support for field researchers looking to collect large quantities of data.

The system is primarily used by researchers, scholars, and organizations with humanitarian interests. The app also has functions which would attract users that are beginning research and do not have established connections within the field as the app provides a support system.

The development of Twine was funded primarily through donations from individual investors interested in the data sharing aspects of the software and humanitarian aid organizations who benefit from the accessible data.

Twine provides information and software to set up compatible data collection systems that pool information into the larger system, which the app then makes available to its users. The system also includes a publishing and collaboration aspect which allows groups of people from all over the globe to access the same data and report on the findings together.

Data visualization is primarily determined by the type of data being gathered and the system for data collection being used. The app integrates data in order to both make large quantities of data easily viewable and understood, as well as compare studies with existing data stored on the system.

Users must be registered with the site to access any of the available features, and the registration is free. Once registered, users can immediately begin gathering their own data, analyzing the existing information, publishing reports or reviewing existing publications. The system also has several active data collection locations that are only available to registered users.