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Merge pull request #18 from fhdsl/looks-nice
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‎04-Functions.Rmd‎

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After learning how to use other people's functions, it's time to write our own! We will look at the anatomy of how a function is constructed, and see bunch of examples in action.
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![Function machine from algebra class.](https://cs.wellesley.edu/~cs110/lectures/L16/images/function.png)
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First, we remind ourselves why we write functions in the first place. We write functions for two main, often overlapping, reasons:
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1. Following DRY (Don't Repeat Yourself) principle: If you find yourself repeating similar patterns of code, you should write a function that executes that pattern. This saves time and the risk of mistakes.

‎classroom_data/melanoma_incidence_ID.csv‎

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County,FIPS,Age Adjusted Incidence Rate,Lower 95% CI,Upper 95% CI,CI Rank,Lower CI Rank,Upper CI Rank,Annual Average Count,Recent Trend,Recent 5 Year Trend,Trend Lower 95% CI,Trend Upper 95% CI,NA
2+
Teton County,16081,Rural,56.7 ,37.9, 81.5,1 , 1 , 17,7,rising,3.4 ,0.4, 7.7
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Blaine County,16013,Rural,54.8 ,43.8, 67.9,2 , 1 , 6,19,rising,3.7 ,0.2, 8.8
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Valley County,16085,Rural,41.1 ,27.8, 59.6,3 , 1 , 28,8,*,*,*,*
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Jerome County,16053,Urban,37.7 ,27.3, 50.7,4 , 1 , 27,9,*,*,*,*
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Jefferson County,16051,Urban,35.9 ,26.2, 48,5 , 2 , 27,9,stable,-0.2 ,-3.0, 3.1
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Ada County,16001,Urban,35.9 ,33.6, 38.3,6 , 3 , 14,193,rising,1.9 ,0.9, 3.2
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Caribou County,16029,Rural,35.9 ,20, 60.2,7 , 1 , 32,3,*,*,*,*
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Boundary County,16021,Rural,35.6 ,23.4, 52.5,8 , 1 , 30,6,*,*,*,*
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Boise County,16015,Urban,34.5 ,18.2, 60.4,9 , 1 , 32,4,*,*,*,*
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Bonner County,16017,Rural,34.2 ,27.3, 42.5,10 , 3 , 24,21,rising,24.8 ,9.7, 44.9
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Bonneville County,16019,Urban,34.1 ,29.5, 39.2,11 , 3 , 20,40,rising,3.4 ,1.7, 5.6
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Cassia County,16031,Rural,33.9 ,24.4, 45.9,12 , 2 , 29,9,rising,4.6 ,2.3, 7.7
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Bannock County,16005,Urban,32.3 ,27.1, 38.2,13 , 4 , 24,29,stable,2.4 ,-0.4, 5.8
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Gem County,16045,Urban,31.1 ,22.2, 42.9,14 , 3 , 31,9,stable,1.0 ,-1.9, 4.5
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Twin Falls County,16083,Urban,31 ,26.2, 36.5,15 , 5 , 25,30,stable,1.7 ,0.0, 3.7
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Idaho County,16049,Rural,30.3 ,20.2, 44,16 , 2 , 32,8,stable,3.2 ,-1.3, 8.7
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Franklin County,16041,Urban,29.2 ,17.9, 45,17 , 2 , 32,4,*,*,*,*
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Kootenai County,16055,Urban,28.4 ,25.2, 32,18 , 10 , 26,61,stable,-0.7 ,-2.5, 1.4
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Canyon County,16027,Urban,27 ,24.1, 30.2,19 , 12 , 27,63,stable,10.8 ,-0.2, 19.2
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Owyhee County,16073,Urban,26.8 ,15.2, 43.6,20 , 3 , 32,3,*,*,*,*
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Madison County,16065,Rural,26.5 ,17.7, 37.8,21 , 4 , 32,6,*,*,*,*
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Latah County,16057,Rural,25.6 ,18.6, 34.4,22 , 6 , 32,9,stable,1.0 ,-2.2, 4.8
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Clearwater County,16035,Rural,25.5 ,13.7, 44.7,23 , 3 , 32,3,stable,1.8 ,-4.1, 8.4
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Fremont County,16043,Rural,24.4 ,14.6, 38.6,24 , 3 , 32,4,stable,1.4 ,-2.2, 5.6
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Elmore County,16039,Rural,24.1 ,16.5, 34,25 , 6 , 32,7,stable,1.7 ,-1.3, 5.5
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Lemhi County,16059,Rural,23.1 ,12.3, 41.8,26 , 3 , 32,4,*,*,*,*
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Nez Perce County,16069,Urban,22.7 ,17.3, 29.4,27 , 13 , 32,13,stable,1.6 ,-0.6, 4.3
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Bingham County,16011,Rural,22.6 ,16.9, 29.6,28 , 12 , 32,11,stable,2.6 ,-0.4, 6.6
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Shoshone County,16079,Rural,21.8 ,12.1, 36.4,29 , 5 , 32,4,*,*,*,*
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Gooding County,16047,Rural,20.6 ,12.1, 33.1,30 , 8 , 32,4,stable,25.7 ,-5.4, 54.1
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Minidoka County,16067,Rural,19.4 ,12.3, 29.2,31 , 13 , 32,5,*,*,*,*
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Payette County,16075,Rural,17.5 ,11.3, 26,32 , 18 , 32,5,*,*,*,*
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Adams County,16003,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
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Bear Lake County,16007,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
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Benewah County,16009,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
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Butte County,16023,Urban,* ,*, *,* , * , *,3 or fewer,*,*,*,*
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Camas County,16025,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
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Clark County,16033,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
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Custer County,16037,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
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Lewis County,16061,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
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Lincoln County,16063,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
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Oneida County,16071,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
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Power County,16077,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
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Washington County,16087,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*

‎classroom_data/melanoma_incidence_MT.csv‎

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County,FIPS,Age Adjusted Incidence Rate,Lower 95% CI,Upper 95% CI,CI Rank,Lower CI Rank,Upper CI Rank,Annual Average Count,Recent Trend,Recent 5 Year Trend,Trend Lower 95% CI,Trend Upper 95% CI,NA
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Jefferson County,30043,Urban,45 ,30.9, 64.1,1 , 1 , 12,8,*,*,*,*
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Stillwater County,30095,Urban,44.8 ,28.3, 68.3,2 , 1 , 13,5,*,*,*,*
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Gallatin County,30031,Urban,41.7 ,36.5, 47.6,3 , 1 , 8,48,rising,5.5 ,3.3, 8.5
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Lewis and Clark County,30049,Urban,40.8 ,34.7, 47.7,4 , 1 , 9,36,rising,7.3 ,4.3, 11.9
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Carbon County,30009,Urban,40.7 ,26.1, 61.2,5 , 1 , 14,6,stable,-0.1 ,-4.6, 5.0
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Musselshell County,30065,Rural,39.4 ,21.2, 70.3,6 , 1 , 18,3,*,*,*,*
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Flathead County,30029,Rural,38.6 ,33.8, 43.9,7 , 2 , 9,53,stable,-8.5 ,-18.0, 1.6
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Madison County,30057,Rural,33.6 ,21.9, 51.8,8 , 1 , 17,6,*,*,*,*
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Silver Bow County,30093,Rural,32.1 ,24.2, 41.8,9 , 3 , 14,12,stable,1.9 ,-0.8, 4.7
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Lincoln County,30053,Rural,29.2 ,20.2, 41.3,10 , 3 , 17,9,*,*,*,*
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Yellowstone County,30111,Urban,29 ,25.7, 32.7,11 , 7 , 13,58,stable,0.7 ,-1.7, 3.4
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Park County,30067,Rural,27.3 ,18.9, 38.9,12 , 5 , 18,8,stable,4.7 ,0.0, 11.5
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Ravalli County,30081,Rural,23.8 ,18.3, 30.7,13 , 8 , 18,16,stable,0.8 ,-3.1, 5.4
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Custer County,30017,Rural,22.3 ,13, 36.5,14 , 6 , 18,4,*,*,*,*
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Missoula County,30063,Urban,19.2 ,15.9, 23,15 , 12 , 18,25,stable,-0.7 ,-2.8, 1.6
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Lake County,30047,Rural,19.1 ,13.5, 26.5,16 , 11 , 18,9,rising,11.5 ,1.0, 26.4
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Cascade County,30013,Urban,19 ,15.3, 23.3,17 , 12 , 18,20,stable,2.4 ,-0.8, 6.4
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Sanders County,30089,Rural,18.1 ,9.4, 32.4,18 , 8 , 18,4,*,*,*,*
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Beaverhead County,30001,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
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Big Horn County,30003,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
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Blaine County,30005,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
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Broadwater County,30007,Urban,* ,*, *,* , * , *,3 or fewer,*,*,*,*
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Carter County,30011,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
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Chouteau County,30015,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
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Daniels County,30019,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
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Dawson County,30021,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
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Deer Lodge County,30023,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
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Fallon County,30025,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
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Fergus County,30027,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
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Garfield County,30033,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
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Glacier County,30035,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
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Golden Valley County,30037,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
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Granite County,30039,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
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Hill County,30041,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
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Judith Basin County,30045,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
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Liberty County,30051,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
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McCone County,30055,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
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Meagher County,30059,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
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Mineral County,30061,Urban,* ,*, *,* , * , *,3 or fewer,*,*,*,*
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Petroleum County,30069,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
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Phillips County,30071,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
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Pondera County,30073,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
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Powder River County,30075,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
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Powell County,30077,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
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Prairie County,30079,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
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Richland County,30083,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
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Roosevelt County,30085,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
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Rosebud County,30087,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
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Sheridan County,30091,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
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Sweet Grass County,30097,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
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Teton County,30099,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
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Toole County,30101,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
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Treasure County,30103,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
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Valley County,30105,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
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Wheatland County,30107,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
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Wibaux County,30109,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*

‎classroom_data/melanoma_incidence_OR.csv‎

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County,FIPS,Age Adjusted Incidence Rate,Lower 95% CI,Upper 95% CI,CI Rank,Lower CI Rank,Upper CI Rank,Annual Average Count,Recent Trend,Recent 5 Year Trend,Trend Lower 95% CI,Trend Upper 95% CI,NA
2+
Clackamas County,41005,Urban,30.7 ,28.5, 33,1 , 1 , 7,162,falling,-4.5 ,-15.0, -0.1
3+
Columbia County,41009,Urban,30.2 ,24.6, 36.9,2 , 1 , 14,22,stable,2.0 ,-0.1, 4.6
4+
Douglas County,41019,Rural,29 ,25, 33.5,3 , 1 , 13,47,falling,-2.2 ,-3.6, -0.8
5+
Deschutes County,41017,Urban,28.6 ,25.7, 31.8,4 , 1 , 11,75,falling,-11.7 ,-24.8, -3.5
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Washington County,41067,Urban,28.2 ,26.4, 30.2,5 , 1 , 10,180,stable,-4.5 ,-12.9, 0.3
7+
Multnomah County,41051,Urban,27.4 ,25.9, 29.1,6 , 2 , 11,243,stable,-3.8 ,-12.0, 0.6
8+
Polk County,41053,Urban,26.7 ,22.3, 31.7,7 , 1 , 16,28,stable,-0.2 ,-2.9, 2.7
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Yamhill County,41071,Urban,25.5 ,21.7, 29.8,8 , 1 , 16,34,stable,1.5 ,-0.6, 4.0
10+
Clatsop County,41007,Rural,25.4 ,19.6, 32.6,9 , 1 , 19,15,stable,-16.5 ,-30.5, 0.8
11+
Tillamook County,41057,Rural,24 ,17.5, 32.4,10 , 1 , 22,11,stable,0.2 ,-4.3, 5.2
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Wasco County,41065,Rural,23.5 ,16.8, 32.2,11 , 1 , 23,9,stable,-1.0 ,-4.9, 3.2
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Klamath County,41035,Rural,23.4 ,18.8, 28.8,12 , 2 , 19,21,falling,-17.5 ,-33.0, -7.4
14+
Josephine County,41033,Urban,23.1 ,19.3, 27.4,13 , 3 , 18,32,stable,-1.0 ,-3.7, 1.7
15+
Marion County,41047,Urban,22.9 ,20.8, 25.2,14 , 8 , 17,91,stable,-0.2 ,-1.8, 1.6
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Crook County,41013,Urban,21.1 ,14.5, 30,15 , 1 , 25,8,stable,-0.6 ,-6.7, 5.8
17+
Curry County,41015,Rural,18.4 ,11.5, 28.4,16 , 1 , 27,7,stable,0.0 ,-5.4, 6.4
18+
Linn County,41043,Urban,17.9 ,15, 21.3,17 , 13 , 24,28,stable,-1.0 ,-3.3, 1.3
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Hood River County,41027,Rural,17.9 ,11.6, 26.7,18 , 5 , 27,5,stable,-1.8 ,-5.9, 2.5
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Jackson County,41029,Urban,17.4 ,15.3, 19.8,19 , 14 , 23,55,falling,-3.8 ,-6.1, -1.7
21+
Union County,41061,Rural,16.1 ,10.4, 23.8,20 , 8 , 28,6,stable,-0.9 ,-5.8, 4.3
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Lane County,41039,Urban,14.9 ,13.4, 16.6,21 , 17 , 25,76,stable,-2.2 ,-4.6, 0.2
23+
Baker County,41001,Rural,14.6 ,8.2, 24.7,22 , 8 , 28,4,stable,-1.0 ,-7.2, 5.4
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Benton County,41003,Urban,14.2 ,11.1, 18,23 , 16 , 27,15,falling,-16.5 ,-34.1, -8.8
25+
Lincoln County,41041,Rural,13.8 ,10.1, 18.6,24 , 15 , 28,12,falling,-8.7 ,-37.4, -2.4
26+
Jefferson County,41031,Urban,12.6 ,7.5, 20.1,25 , 14 , 28,4,falling,-15.1 ,-53.1, -1.9
27+
Malheur County,41045,Rural,11.1 ,6.6, 17.3,26 , 16 , 28,4,*,*,*,*
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Coos County,41011,Rural,10.6 ,7.9, 14,27 , 21 , 28,13,falling,-4.4 ,-7.6, -1.4
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Umatilla County,41059,Rural,8.3 ,5.9, 11.5,28 , 24 , 28,8,falling,-28.3 ,-51.7, -10.4
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Gilliam County,41021,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
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Grant County,41023,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
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Harney County,41025,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
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Lake County,41037,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
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Morrow County,41049,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
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Sherman County,41055,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
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Wallowa County,41063,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
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Wheeler County,41069,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*

‎classroom_data/melanoma_incidence_WA.csv‎

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County,FIPS,Age Adjusted Incidence Rate,Lower 95% CI,Upper 95% CI,CI Rank,Lower CI Rank,Upper CI Rank,Annual Average Count,Recent Trend,Recent 5 Year Trend,Trend Lower 95% CI,Trend Upper 95% CI,NA
2+
Chelan County,53007,Urban,36.4 ,31.2, 42.3,1 , 1 , 11,38,rising,3.6 ,2.0, 5.7
3+
Jefferson County,53031,Rural,35.1 ,27.6, 44.6,2 , 1 , 17,24,rising,1.7 ,0.2, 3.6
4+
Island County,53029,Rural,34.8 ,30, 40.3,3 , 1 , 13,44,stable,-1.4 ,-6.6, 0.4
5+
Clallam County,53009,Rural,34.5 ,29.6, 40.1,4 , 1 , 13,47,rising,2.1 ,0.9, 3.7
6+
Mason County,53045,Rural,33.4 ,28, 39.6,5 , 1 , 15,32,rising,1.8 ,0.9, 3.0
7+
San Juan County,53055,Rural,33.3 ,23.5, 46.7,6 , 1 , 22,11,stable,-0.8 ,-3.1, 2.0
8+
Kitsap County,53035,Urban,33.1 ,30.3, 36.1,7 , 1 , 11,114,stable,-7.5 ,-17.3, 0.0
9+
Asotin County,53003,Urban,31.6 ,23.1, 42.5,8 , 1 , 22,11,stable,3.5 ,-0.7, 9.4
10+
Snohomish County,53061,Urban,31.4 ,29.7, 33.1,9 , 3 , 12,282,stable,-2.1 ,-7.4, 0.8
11+
Skagit County,53057,Urban,30.1 ,26.3, 34.3,10 , 2 , 16,52,stable,-0.5 ,-6.9, 1.3
12+
Thurston County,53067,Urban,30 ,27.4, 32.7,11 , 4 , 15,106,stable,0.6 ,-8.4, 2.8
13+
King County,53033,Urban,28.6 ,27.6, 29.5,12 , 8 , 15,688,stable,0.1 ,-1.3, 0.9
14+
Pierce County,53053,Urban,27.7 ,26.2, 29.3,13 , 9 , 17,273,rising,2.2 ,1.7, 3.0
15+
Whatcom County,53073,Urban,25.7 ,23, 28.7,14 , 10 , 20,71,stable,8.1 ,-0.8, 15.8
16+
Douglas County,53017,Urban,24.3 ,18.6, 31.3,15 , 5 , 25,13,stable,1.5 ,-0.8, 4.4
17+
Grays Harbor County,53027,Rural,24.2 ,19.9, 29.3,16 , 8 , 23,25,rising,4.9 ,2.1, 15.5
18+
Lewis County,53041,Rural,23.5 ,19.4, 28.4,17 , 9 , 24,25,stable,0.7 ,-2.0, 3.5
19+
Okanogan County,53047,Rural,22.7 ,17.1, 29.6,18 , 6 , 27,13,stable,1.2 ,-2.5, 5.5
20+
Cowlitz County,53015,Urban,22.2 ,18.7, 26.2,19 , 12 , 24,31,stable,1.0 ,-1.9, 4.5
21+
Kittitas County,53037,Rural,22.1 ,16.6, 29,20 , 8 , 27,11,stable,1.6 ,-2.6, 7.1
22+
Clark County,53011,Urban,22 ,20.3, 23.8,21 , 15 , 23,127,falling,-2.1 ,-3.2, -1.0
23+
Klickitat County,53039,Rural,18.4 ,11.7, 27.6,22 , 9 , 31,6,stable,1.5 ,-3.2, 7.3
24+
Skamania County,53059,Urban,17.9 ,10.1, 30.7,23 , 7 , 31,3,*,*,*,*
25+
Pacific County,53049,Rural,16.4 ,10.7, 24.7,24 , 14 , 31,7,*,*,*,*
26+
Benton County,53005,Urban,16.4 ,14.1, 19,25 , 21 , 29,38,stable,-0.5 ,-2.4, 1.6
27+
Yakima County,53077,Urban,16.3 ,14.1, 18.7,26 , 21 , 28,43,stable,-0.2 ,-1.9, 1.6
28+
Walla Walla County,53071,Urban,15.3 ,11.5, 20.1,27 , 19 , 31,12,falling,-6.4 ,-13.6, -3.0
29+
Grant County,53025,Rural,13.9 ,10.8, 17.6,28 , 22 , 31,14,stable,0.9 ,-2.0, 4.2
30+
Spokane County,53063,Urban,11.7 ,10.4, 13,29 , 26 , 31,73,stable,10.6 ,-2.8, 23.3
31+
Stevens County,53065,Urban,10.8 ,7.1, 15.8,30 , 23 , 31,7,stable,-2.8 ,-8.4, 2.6
32+
Franklin County,53021,Urban,10.6 ,7.6, 14.3,31 , 25 , 31,9,stable,-0.6 ,-3.9, 3.4
33+
Adams County,53001,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
34+
Columbia County,53013,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
35+
Ferry County,53019,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
36+
Garfield County,53023,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
37+
Lincoln County,53043,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
38+
Pend Oreille County,53051,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
39+
Wahkiakum County,53069,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
40+
Whitman County,53075,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*

‎classroom_data/melanoma_incidence_WY.csv‎

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County,FIPS,Age Adjusted Incidence Rate,Lower 95% CI,Upper 95% CI,CI Rank,Lower CI Rank,Upper CI Rank,Annual Average Count,Recent Trend,Recent 5 Year Trend,Trend Lower 95% CI,Trend Upper 95% CI,NA
2+
Park County,56029,Rural,38.2 ,29.3, 49,1 , 1 , 8,15,stable,3.1 ,-0.5, 7.6
3+
Teton County,56039,Rural,35.2 ,25.9, 47,2 , 1 , 10,10,stable,-5.9 ,-42.5, 2.7
4+
Sublette County,56035,Rural,34.4 ,20.4, 55.1,3 , 1 , 15,4,*,*,*,*
5+
Albany County,56001,Rural,32.3 ,23.9, 42.7,4 , 1 , 12,11,rising,4.5 ,1.1, 9.4
6+
Sheridan County,56033,Rural,29.4 ,22, 38.6,5 , 1 , 13,12,rising,15.0 ,0.8, 34.2
7+
Johnson County,56019,Rural,28.1 ,15.9, 47.3,6 , 1 , 16,4,*,*,*,*
8+
Natrona County,56025,Urban,27.7 ,23, 33.1,7 , 2 , 12,26,stable,2.4 ,-1.0, 6.3
9+
Lincoln County,56023,Rural,27.6 ,18.3, 40,8 , 1 , 15,6,stable,0.1 ,-3.8, 4.3
10+
Goshen County,56015,Rural,27 ,16, 42.8,9 , 1 , 16,4,rising,5.0 ,0.9, 10.3
11+
Sweetwater County,56037,Rural,24.8 ,18.5, 32.5,10 , 3 , 15,11,stable,-1.3 ,-5.7, 3.5
12+
Laramie County,56021,Urban,24 ,20, 28.5,11 , 5 , 14,28,stable,1.7 ,-0.3, 4.1
13+
Fremont County,56013,Rural,19.8 ,14.4, 26.7,12 , 7 , 16,10,stable,2.6 ,-1.1, 7.0
14+
Converse County,56009,Rural,18.9 ,10.5, 31.6,13 , 4 , 16,3,*,*,*,*
15+
Big Horn County,56003,Rural,18.7 ,10.2, 32,14 , 4 , 16,3,stable,1.0 ,-4.5, 7.8
16+
Campbell County,56005,Rural,16.4 ,11.3, 23,15 , 9 , 16,8,stable,0.9 ,-4.7, 7.2
17+
Uinta County,56041,Rural,16.4 ,9.6, 26.2,16 , 7 , 16,4,falling,-20.6 ,-47.1, -1.5
18+
Carbon County,56007,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
19+
Crook County,56011,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
20+
Hot Springs County,56017,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
21+
Niobrara County,56027,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
22+
Platte County,56031,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
23+
Washakie County,56043,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
24+
Weston County,56045,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*

‎classroom_data/melanoma_incidence_female.csv‎

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County,FIPS,Age Adjusted Incidence Rate,Lower 95% CI,Upper 95% CI,CI Rank,Lower CI Rank,Upper CI Rank,Annual Average Count,Recent Trend,Recent 5 Year Trend,Trend Lower 95% CI,Trend Upper 95% CI,NA
2+
Mason County,53045,Rural,29.2 ,21.5, 38.8,1 , 1 , 19,12,rising,1.6 ,0.3, 3.2
3+
Thurston County,53067,Urban,28.6 ,25.1, 32.5,2 , 1 , 13,51,rising,2.9 ,1.9, 4.5
4+
Skagit County,53057,Urban,28.3 ,23, 34.4,3 , 1 , 17,24,stable,-1.1 ,-10.2, 1.2
5+
Snohomish County,53061,Urban,27.7 ,25.5, 30,4 , 1 , 12,127,stable,-2.9 ,-11.2, 1.3
6+
Clallam County,53009,Rural,27 ,20.3, 35.3,5 , 1 , 20,16,stable,1.5 ,-0.6, 4.0
7+
Island County,53029,Rural,26.8 ,20.9, 34.1,6 , 1 , 19,17,stable,-0.7 ,-8.8, 1.4
8+
Douglas County,53017,Urban,26.3 ,17.6, 37.8,7 , 1 , 22,6,*,*,*,*
9+
Asotin County,53003,Urban,26 ,14.9, 42.4,8 , 1 , 25,4,*,*,*,*
10+
Kitsap County,53035,Urban,26 ,22.4, 29.9,9 , 1 , 17,44,stable,-7.2 ,-18.9, 0.0
11+
Pierce County,53053,Urban,25.3 ,23.4, 27.4,10 , 3 , 16,127,rising,2.1 ,1.3, 3.1
12+
King County,53033,Urban,24.9 ,23.6, 26.2,11 , 5 , 16,308,stable,-0.3 ,-2.1, 0.6
13+
Chelan County,53007,Urban,24.6 ,18.8, 31.8,12 , 1 , 21,14,stable,1.0 ,-2.7, 5.7
14+
Grays Harbor County,53027,Rural,23.7 ,17.2, 31.8,13 , 1 , 22,11,stable,2.1 ,-0.3, 5.2
15+
Cowlitz County,53015,Urban,22.2 ,17.2, 28.3,14 , 2 , 22,15,stable,0.4 ,-3.3, 4.4
16+
Jefferson County,53031,Rural,21.7 ,13.5, 34.5,15 , 1 , 25,7,stable,1.4 ,-1.0, 4.3
17+
Lewis County,53041,Rural,21.4 ,15.7, 28.6,16 , 2 , 23,10,rising,18.6 ,0.7, 50.7
18+
Whatcom County,53073,Urban,21.1 ,17.7, 24.9,17 , 8 , 21,30,falling,-4.4 ,-6.9, -2.7
19+
Kittitas County,53037,Rural,20.6 ,13.2, 31,18 , 1 , 26,5,*,*,*,*
20+
Clark County,53011,Urban,16.8 ,14.7, 19.1,20 , 16 , 23,50,falling,-2.4 ,-4.3, -0.5
21+
Okanogan County,53047,Rural,16.7 ,9.8, 26.7,21 , 3 , 28,4,*,*,*,*
22+
Pacific County,53049,Rural,16.3 ,8.5, 30,22 , 2 , 28,3,*,*,*,*
23+
Yakima County,53077,Urban,13.4 ,10.7, 16.7,23 , 18 , 27,17,stable,-1.0 ,-3.2, 1.3
24+
Benton County,53005,Urban,13.1 ,10.2, 16.5,24 , 19 , 27,15,stable,0.4 ,-1.4, 2.3
25+
Franklin County,53021,Urban,10.8 ,6.7, 16.4,25 , 19 , 28,4,*,*,*,*
26+
Walla Walla County,53071,Urban,10.2 ,6, 16.4,26 , 19 , 28,4,falling,-5.2 ,-18.2, -0.3
27+
Grant County,53025,Rural,8.8 ,5.5, 13.4,27 , 22 , 28,5,falling,-10.9 ,-19.2, -5.7
28+
Spokane County,53063,Urban,8.8 ,7.3, 10.5,28 , 24 , 28,28,stable,1.6 ,-10.3, 15.2
29+
Adams County,53001,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
30+
Columbia County,53013,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
31+
Ferry County,53019,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
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Garfield County,53023,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
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Klickitat County,53039,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
34+
Lincoln County,53043,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
35+
Pend Oreille County,53051,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
36+
San Juan County,53055,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
37+
Skamania County,53059,Urban,* ,*, *,* , * , *,3 or fewer,*,*,*,*
38+
Stevens County,53065,Urban,* ,*, *,* , * , *,3 or fewer,*,*,*,*
39+
Wahkiakum County,53069,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*
40+
Whitman County,53075,Rural,* ,*, *,* , * , *,3 or fewer,*,*,*,*

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