Really cool study from Sanders & Barjenbruch (2016) wrt ice liquid ratios that's worth reading imo.
https://journals.ametsoc.org/view/journals/wefo/31/4/waf-d-15-0118_1.xml?tab_body=fulltext-display
For ice radial accumulations, which are the standard for measuring freezing rain accumulation, they found that for every inch of radial ice accrual about 3-4" of liquid equivalent is measured (via ASOS).
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Thus, when you see maps like this, especially when there's a ton of QPF, it's usually a good idea to take ~25-33% of these 1:1 QPF-ice accumulations.
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Pivotalweather also now has an option for those w/ a subscription where you can select for the Freezing Rain Accumulation Model (FRAM) accumulations described in the aforementioned study & these are considerably more reliable than 1:1 QPF-ice accum model output. The FRAM model uses regression on modeled precipitation rate, wet bulb temperature, and wind speed to estimate ice accrual. It's certainly better than using straight 1:1 QPF-ice output, but I would still urge caution in using a product like this.
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