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file:figs/freq_e.jpeg
(Katherine and O’Connor, 2018)
4.2 Monthly Prevalence
WO-00: Work and Employment Law
HO-00: Housing
HO-06: Renting or leasing a home
HE-00: Health
4.3 Weekly Prevalence
WO-00: Work and Employment Law
HO-00: Housing
HO-06: Renting or leasing a home
HE-00: Health
4.4 Daily Prevalence
WO-00: Work and Employment Law
HO-00: Housing
HO-06: Renting or leasing a home
HE-00: Health
4.5 Sample - Work and Employment Law
2020-W11 (03/09 - 03/16)
1. TX - property manager showing home while occupying space amid covit-19 pandemic and don’t feel safe whatsoever. Do I have a right of refusal or reject visits based on those grounds without penalty?
2. Can employees sue employer for not allowing them to work from home during the coronavirus pandemic? (Maryland)
3. [OH] My wife is being told she has to work in an office building without running water, in the middle of a pandemic and state emergency. How can this be legal?
4. OSHA question regarding pandemic
5. [Ohio, US] Employer allowing staff with children to telecommute, requiring staff without children to be present in office during pandemic concerns.
2020-W12 (03/16 - 03/23)
1. Started a new job during COVID-19 pandemic and have questions about legal rights
2. Self-employed retailer in Vermont, USA temporarily closes brick and mortar location during virus pandemic, can i collect unemployment and still sell merchandise online?
3. My SO has chronic illness, can he be fired for requesting to work from home during the COVID-19 pandemic?
4. Can I temporarily lay off my employees because of the pandemic? (Ontario)
5. [NJ] Employer is allowing the option to work from home among this COVID-19 pandemic… but will take 40% cut out of our pay if we so choose to work from home.
4.6 Sample - Work and Employment Law
2020-W13 (03/23 - 03/30)
1. Employed as nanny, time off for pandemic, family ignoring me
2. I am an RBT that was told to work in clients home during a national pandemic. I am currently pregnant (high risk), and don’t feel safe entering client homes. Risk of being fired? OHIO
3. Evicted due to being laid off in service industry during pandemic
4. Prior to the pandemic, my employer denied my request to work from home. I have a meeting with an employment attorney. What should I do to get ready?
5. Company is reducing the pay of all it’s employees by 10% due to the pandemic.
2020-W14 (03-30 - 04-06)
1. Can I be fired for taking a leave of absence during this pandemic?
2. Filed for unemployment on the 24th in MD due to the pandemic. Received a letter today.
3. Company changing official pandemic response after a confirmed case at facility
4. Put in my resignation letter (3 month notice) a couple months ago before pandemic hit, now I want my job back, or figure out a way to qualify for unemployment. Options?
5. Access Denied during a pandemic! WTF Really?!
4.7 Summary
Provides people better understanding of their issues
Helps understand seasonal legal needs
Learn how a natural disaster affects legal needs
4.8 Todo
Need More labeled data(Currently 16 classes available)
Perform the protocol with dataset from other communities (California statewide legal help portal)
Build an automated system to improve the model
4.9 Reference
Keith, K., & O’Connor, B. (2018). Uncertainty-aware generative models for inferring document class prevalence. In Proceedings of EMNLP.