When the weather includes fog, ice, rain or snow, drivers need to take extra care precautions to avoid a costly and dangerous crash. Traveling at slower speeds, increasing following distance and allowing for extra travel time are all good ways to lower your risk of a collision.

Certain cities in the United States are safer than others when factoring rainy or snowy conditions, according to the 2015 Allstate America's Best Drivers Report. Based on Allstate's claims data, the report ranks America's 200 largest cities in terms of collision frequency to identify which have the safest drivers, including how these cities rank when precipitation, whether ice, rain or snow, is a factor.

Here's a look at the 10 safest and most dangerous cities, including their average annual precipitation and drivers' statistical likelihood to get into crashes versus the national average:

Traffic moves slowly on an interstate, Wednesday, Feb. 25, 2015, in Montgomery, Ala.

Traffic moves slowly on an interstate, Wednesday, Feb. 25, 2015, in Montgomery, Ala.  (Photo: Brynn Anderson/AP Photo)

10 safest cities to drive in bad weather


10. Montgomery, Ala.

  • 52.8 inches of preciptation.
  • 12.4% less likey to crash.

Icy snow plasters a warning sign near Interstate 540 in Raleigh, N.C., on Wednesday, Jan. 22, 2014.

Icy snow plasters a warning sign near Interstate 540 in Raleigh, N.C., on Wednesday, Jan. 22, 2014. (Photo: Allen G. Breed/AP Photo)

9. Cary, N.C.

  • 47.4 inches of precipitation.
  • 13.8% less likley to crash.

Motorists guide their vehicles through heavy traffic and light rain

Motorists guide their vehicles through heavy traffic and light rain. (Photo: David Zalubowski/AP Photo)

8. Port Saint Lucie, Fla.

  • 63.7 inches precipitation.
  • 11.8% less likely to crash.

Motorists drive their cars slowly through blowing snow

Motorists drive their cars slowly through blowing snow. (Photo: Mel Evans/AP Photo)

7. Fort Collins, Colo.

  • 15 inches precipitation.
  • 21.1% less likely to crash.

A car drives in the middle of a road spraying up water

A car drives in the middle of a road spraying up water. (Photo: Al Behrman/AP Photo)

6. Huntsville, Ala.

  • 54.3 inches of precipitation.
  • 14.7% less likely to crash.

A city bus sits stuck in the snow during a storm Friday, Dec. 19, 2008, in Madison, Wis. (AP Photo/Todd Richmond)

A city bus sits stuck in the snow during a storm Friday, Dec. 19, 2008, in Madison, Wis. (Photo: Todd Richmond/AP Photo)

5. Madison, Wis.

  • 37.3 inches of precipitation.
  • 18.2% less likely to crash.

Emergency workers respond to a school bus crash in Boise, Idaho on Friday, Dec. 18, 2015.

Emergency workers respond to a school bus crash in Boise, Idaho on Friday, Dec. 18, 2015. Officials say three children were aboard the bus but none were injured when the bus collided with a passenger car. The driver of the passenger car was taken to a local hospital. (Photo: Rebecca Boone/AP Photo)

4. Boise, Idaho

  • 11.73 inches of precipitation.
  • 23.5% less likely to crash.

The right lane is flooded as traffic makes its way down the highway

The right lane is flooded as traffic makes its way down the highway. (Photo: Reed Saxon/AP Photo)

3. Brownsville, Texas

  • 27.4 inches of precipitation.
  • 24.6% less likely to crash.

Heavy rain slows traffic

Heavy rain slows traffic. (Photo: Dave Martin/AP Photo)

2. Cape Coral, Fla.

  • 55.9 inches of precipitation.
  • 21% less likely to crash.

A man walks across a snow-covered street in downtown Kansas City

A man walks across a snow-covered street in Kansas City. (Photo: Charlie Riedel/AP Photo)

1. Kansas City, Kan.

  • 39.1 inches of precipitation.
  • 24.8% less likely to crash.

A New York State Police trooper assists a disable motorist on Tuesday, Dec. 29, 2015, in Albany, N.Y.

(Photo: Mike Groll/AP Photo)

10 most dangerous cities to drive in bad weather


10. Philadelphia

  • 48.5 inches of precipitation.
  • 64.4% more likely to crash.

A Caltrans crew tries to clear a flooded stretch of Highway 101 in South San Francisco, Calif., on Thursday, Dec. 11, 2014.

A Caltrans crew tries to clear a flooded stretch of Highway 101 in South San Francisco, Calif., on Thursday, Dec. 11, 2014. A powerful storm churned through Northern California Thursday, knocking out power to tens of thousands and delaying commuters while soaking the region with much-needed rain. (Photo: Noah Berger/AP Photo)

9. San Francisco

  • 38.3 inches precipitation.
  • 65% more likely to crash.

Commuter traffic makes it way slowly along the 110 freeway in downtown Los Angeles as heavy rain fall on Tuesday, Sept. 15, 2015.

Commuter traffic makes it way slowly along the 110 freeway in downtown Los Angeles as heavy rain fall on Tuesday, Sept. 15, 2015. (Photo: Richard Vogel/AP Photo)

8. Los Angeles

  • 13.9 inches precipitation.
  • 63.3% more likely to crash.

Firefighters investigate the damage at a double fatal traffic collision on the 134 freeway westbound, Saturday, Jan. 8, 2005, in Glendale, Calif. (AP Photo/Jonathan J. Dwyer)

Firefighters investigate the damage at a double fatal traffic collision during a rain storm on the 134 freeway westbound, Saturday, Jan. 8, 2005, in Glendale, Calif. (Photo: Jonathan J. Dwyer/AP Photo)

7. Glendale, Calif.

  • 23.3 inches precipitation.
  • 79.4% more likely to crash.

Vehicles move slowly on the road as snow falls Saturday, Nov. 21, 2015

(Photo: Nam Y. Huh/AP Photo)

6. Providence, R.I.

  • 47.2 inches precipitation.
  • 87.4% more likely to crash.

A man waits for a bus along a snowy road

(Photo:Nam Y. Huh/AP Photo)

5. Springfield, Mass.

  • 44.7 inches precipitation.
  • 93.1% more likely to crash.

Early morning streets are quite, Tuesday, February 17, 2015 in Washington

Early morning streets are quite, Tuesday, February 17, 2015, in Washington. Tens of thousands of people in the Mid-Atlantic region stayed home Tuesday as government offices shut down following a winter storm. Roads and sidewalks in the nation's capital looked desolate as Mayor Muriel Bowser declared a snow emergency. (Photo: Amanda Myers/AP Photo)

4. Washington

  • 43.5 inches precipitation.
  • 106.3% more likely to crash.

Two snowplows work together to clear snow

 (Photo: Carolyn Kaster/AP Photo)

3. Baltimore

  • 42.4 inches precipitation.
  • 113.9% more likely to crash.

Workers remove snow from an ice skating rink near Worcester City Hall, in Worcester, Mass.

Workers remove snow from an ice skating rink near Worcester City Hall, in Worcester, Mass. (Photo: Steven Senne/AP Photo)

2. Worcester, Mass.

  • 48.1 inches precipitation.
  • 120.7% more likely to crash.

A man digs out a car on a snow-covered street in the Beacon Hill neighborhood of Boston

A man digs out a car on a snow-covered street in the Beacon Hill neighborhood of Boston. (Photo: Charles Krupa/AP Photo)

1. Boston

  • 43.8 inches precipitation.
  • 157.7% more likely to crash.

Related: Here are the 13 top performing cars in the snow

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