Beer Project
Daniel Chang
2022-10-19
Load libraries and datasets
Loading libraries and datasets for project use
Exploratory Data Analysis(EDA)
In the Exploratory Data Analysis section, we will be cleaning and exploring the dataset to address any questions that we may have.
1. How many breweries are present in each state?
From the bar plot above, we find that Colorado has the most number of breweries in its state with California being the second.
The code below counts the number of breweries in each state and arrange them in descending order. After that, we create a bar chart that plots our findings.
totalBrew %>% group_by(State) %>% count(State) %>% arrange(desc(n))## # A tibble: 51 × 2
## # Groups: State [51]
## State n
## <chr> <int>
## 1 " CO" 47
## 2 " CA" 39
## 3 " MI" 32
## 4 " OR" 29
## 5 " TX" 28
## 6 " PA" 25
## 7 " MA" 23
## 8 " WA" 23
## 9 " IN" 22
## 10 " WI" 20
## # … with 41 more rows
## # ℹ Use `print(n = ...)` to see more rowsggplot(totalBrew, aes(x = State), fill = State) + geom_bar() +
labs(title ="Amount of Breweries per State", x = "States", y = "Amount of Breweries") +
theme(axis.text.x = element_text(angle = 90, vjust = 0.5, hjust=1))
2. Merge beer data with the breweries data. Print the first 6 observations
There are total of 2410 rows and 10 columns after merging the two datasets.
The code below merges our 2 dataset together and prints out the first and last 6 rows.
mergedB = merge(totalBeer, totalBrew, by.x = "Brewery_id", by.y = "Brew_ID")
dim(mergedB)## [1] 2410 10#Looking at the first 6 observations and returning them
head(mergedB, n=6)## Brewery_id Name.x Beer_ID ABV IBU
## 1 1 Get Together 2692 0.045 50
## 2 1 Maggie's Leap 2691 0.049 26
## 3 1 Wall's End 2690 0.048 19
## 4 1 Pumpion 2689 0.060 38
## 5 1 Stronghold 2688 0.060 25
## 6 1 Parapet ESB 2687 0.056 47
## Style Ounces Name.y City
## 1 American IPA 16 NorthGate Brewing Minneapolis
## 2 Milk / Sweet Stout 16 NorthGate Brewing Minneapolis
## 3 English Brown Ale 16 NorthGate Brewing Minneapolis
## 4 Pumpkin Ale 16 NorthGate Brewing Minneapolis
## 5 American Porter 16 NorthGate Brewing Minneapolis
## 6 Extra Special / Strong Bitter (ESB) 16 NorthGate Brewing Minneapolis
## State
## 1 MN
## 2 MN
## 3 MN
## 4 MN
## 5 MN
## 6 MN#This will give us the last 6th observations and returning them
tail(mergedB, n = 6)## Brewery_id Name.x Beer_ID ABV IBU
## 2405 556 Pilsner Ukiah 98 0.055 NA
## 2406 557 Heinnieweisse Weissebier 52 0.049 NA
## 2407 557 Snapperhead IPA 51 0.068 NA
## 2408 557 Moo Thunder Stout 50 0.049 NA
## 2409 557 Porkslap Pale Ale 49 0.043 NA
## 2410 558 Urban Wilderness Pale Ale 30 0.049 NA
## Style Ounces Name.y City
## 2405 German Pilsener 12 Ukiah Brewing Company Ukiah
## 2406 Hefeweizen 12 Butternuts Beer and Ale Garrattsville
## 2407 American IPA 12 Butternuts Beer and Ale Garrattsville
## 2408 Milk / Sweet Stout 12 Butternuts Beer and Ale Garrattsville
## 2409 American Pale Ale (APA) 12 Butternuts Beer and Ale Garrattsville
## 2410 English Pale Ale 12 Sleeping Lady Brewing Company Anchorage
## State
## 2405 CA
## 2406 NY
## 2407 NY
## 2408 NY
## 2409 NY
## 2410 AK3. Address the missing values in each column.
After omitting all of the null values in the merged dataset, we are left with 1405 rows/observations.
The code below omits all null values from all columns.
mergedB = na.omit(mergedB)
dim(mergedB)## [1] 1405 104. Compute the median alcohol content (ABV) and international bitterness unit for each state. Plot a bar chart to compare.
The code below creates a new dataframe that summarizes the median ABV and IBU by state. Ater that, we plot our findings on seperate bar charts.
medFrame = mergedB %>% group_by(State) %>% summarise(medianABV = median(ABV), medianIBU = median(IBU))
#plotting by using a bar charts
ggplot(medFrame, aes(x = State, y = medianABV)) + geom_bar(stat = 'identity') + ggtitle("Median ABV per State") + ylab("Median ABV") + theme(axis.text.x = element_text(angle = 90, vjust = 0.5, hjust=1))
ggplot(medFrame, aes(x = State, y = medianIBU), color = "yellow") + geom_bar(stat = 'identity') + ggtitle("Median IBU per State") + ylab("Median IBU") + theme(axis.text.x = element_text(angle = 90, vjust = 0.5, hjust=1))
5. Which state has the maximum alcoholic (ABV) beer? Which state has the most bitter (IBU) beer?
The state with the highest median IBU and ABV beer is Maine. When it comes to the highest overall IBU beer, that belongs to Oregon. The highest overall ABV beer belongs to Kentucky.
The code below finds state(s) that has the highest median IBU and ABV, as well as the highest overall.
#arranges columns in descending order to show max #s first
# Gets highest median ABV and IBU
head(arrange(medFrame, desc(medianIBU)), n = 1)## # A tibble: 1 × 3
## State medianABV medianIBU
## <chr> <dbl> <dbl>
## 1 " ME" 0.067 61head(arrange(medFrame, desc(medianABV)), n = 1)## # A tibble: 1 × 3
## State medianABV medianIBU
## <chr> <dbl> <dbl>
## 1 " ME" 0.067 61# Gets highest overall ABV and IBU
head(arrange(mergedB, desc(IBU)), n = 1)## Brewery_id Name.x Beer_ID ABV IBU
## 1 375 Bitter Bitch Imperial IPA 980 0.082 138
## Style Ounces Name.y City State
## 1 American Double / Imperial IPA 12 Astoria Brewing Company Astoria ORhead(arrange(mergedB, desc(ABV)), n =1)## Brewery_id Name.x Beer_ID ABV IBU Style Ounces
## 1 2 London Balling 2685 0.125 80 English Barleywine 16
## Name.y City State
## 1 Against the Grain Brewery Louisville KY7. Is there an apparent relationship between the bitterness of the beer and its alcoholic content?
The relationship appears to be linear and positive but not a strong linear relationship.
The code below plots a scatterplot for us to study the relationship between the bitterness of the beer(IBU) and its alcoholic content(ABV).
ggplot(mergedB, aes(x = ABV, y = IBU)) + geom_point() + geom_jitter() + geom_smooth(se = FALSE)## `geom_smooth()` using method = 'gam' and formula 'y ~ s(x, bs = "cs")'
### 8. Budweiser would also like to investigate the difference with
respect to IBU and ABV between IPAs (India Pale Ales) and other types of
Ale (any beer with “Ale” in its name other than IPA). You decide to use
KNN classification to investigate this relationship. Provide statistical
evidence one way or the other. We want to create a confusion matrix that
will produce these statistics, as well as, create a predictor that can
predict whether a beer is Ale or IPA based on IBU and ABV. The best way
to go about this is to create a column called group that speciify
whether the beer is “Ale” or “IPA”, rather than its full Style name.
From our confusion matrix, we find that Accuracy = 0.8644, Sensitivity = 0.8571, and Specificity = 0.8750.
The code below creates a new column that seperate the beer into 2 categories, “Ale” or “IPA” and creates a test and train dataset for us so we can use KNN classifier on. Also, we created a predictor that can predict whether a beer with a specific ABV and IBU will end up as an “Ale” or “IPA”.
#using grepl to find rows with IPA and Ale within Style
mergedBall= mergedB %>% filter(grepl("IPA|Ale", Style))
mergedBall## Brewery_id Name.x Beer_ID ABV
## 1 1 Get Together 2692 0.045
## 2 1 Wall's End 2690 0.048
## 3 1 Pumpion 2689 0.060
## 4 2 Citra Ass Down 2686 0.080
## 5 2 A Beer 2683 0.042
## 6 2 Flesh Gourd'n 2681 0.066
## 7 2 Sho'nuff 2680 0.040
## 8 2 Rico Sauvin 2678 0.076
## 9 2 Coq de la Marche 2677 0.051
## 10 2 Pile of Face 2675 0.060
## 11 2 The Brown Note 2674 0.050
## 12 4 Habitus (2014) 2668 0.080
## 13 4 Solis 2667 0.075
## 14 4 Jucundus 2666 0.060
## 15 4 Habitus 2664 0.080
## 16 4 Grazias 2663 0.063
## 17 5 Park 2661 0.047
## 18 5 Westfalia 2660 0.056
## 19 5 Villager 2658 0.063
## 20 12 North 45 Amber Ale 1404 0.059
## 21 12 Mind's Eye PA 1402 0.067
## 22 13 Nordskye 2634 0.048
## 23 13 51K IPA 1481 0.070
## 24 14 Hotbox Brown 2633 0.055
## 25 14 Gold 2632 0.048
## 26 14 98 Problems (Cuz A Hop Ain't One) 2630 0.065
## 27 14 Veteran’s Pale Ale (VPA) 2629 0.050
## 28 14 Grapefruit IPA 2628 0.050
## 29 15 Train Hopper 2627 0.058
## 30 16 Dirty Bastard 2625 0.085
## 31 16 Centennial IPA 1565 0.072
## 32 16 All Day IPA 1223 0.047
## 33 17 Hinchtown Hammer Down 2284 0.050
## 34 17 Half Cycle IPA 1610 0.060
## 35 18 Overlord Imperial IPA 1449 0.085
## 36 18 Alloy 951 0.058
## 37 18 Rivet Irish Red Ale 950 0.051
## 38 21 Thai.p.a 2618 0.070
## 39 22 Citra Faced 2617 0.055
## 40 22 Pale 2615 0.054
## 41 23 The Gadget 2610 0.064
## 42 24 Tribute 2609 0.058
## 43 25 Pale Alement 2478 0.055
## 44 25 Hopkick Dropkick 2471 0.099
## 45 25 Joey Wheat 2160 0.068
## 46 25 3:33 Black IPA 2158 0.072
## 47 25 Pale Alement 2054 0.055
## 48 26 Hop Up Offa That Brett (2014) 2085 0.058
## 49 26 PV Muckle (2013) 2084 0.083
## 50 26 Bourbon Barrel Batch 666: Sympathy for the Devil 2083 0.099
## 51 26 Whip Fight 2082 0.090
## 52 26 Port Barrel Wee Mac 2081 0.053
## 53 26 Fistful Of Hops Red 2001 0.064
## 54 26 Fistful of Hops Orange 2000 0.063
## 55 26 Fistful Of Hops Blue 1999 0.064
## 56 26 Fistful of Hops Green 1996 0.064
## 57 26 Wee Muckle 1656 0.090
## 58 26 Grapefruit Jungle (GFJ) 1420 0.075
## 59 26 Osiris Pale Ale 1389 0.056
## 60 26 Bourbon Barrel Wee Mac 1127 0.054
## 61 26 Isis 651 0.091
## 62 26 Wee Muckle (2011) 584 0.090
## 63 26 Grapefruit Jungle (GFJ) (2011) 532 0.075
## 64 26 Wee Mac Scottish-Style Ale 213 0.054
## 65 26 Sunlight Cream Ale 55 0.053
## 66 26 Osiris Pale Ale (2010) 54 0.056
## 67 27 Blonde Czich 2604 0.049
## 68 27 White Reaper 2432 0.070
## 69 28 Citrafest 2602 0.050
## 70 28 Scarecrow 2219 0.069
## 71 28 Ironman 2218 0.090
## 72 28 Copperhead Amber 2216 0.052
## 73 30 Gone A-Rye 2600 0.085
## 74 30 Dankosaurus 2052 0.068
## 75 30 Elliott's Phoned Home Pale Ale 1182 0.051
## 76 30 The Lawn Ranger 1050 0.050
## 77 31 Count Hopula (Vault Series) 2063 0.091
## 78 31 SunSpot Golden Ale 1934 0.050
## 79 31 Epicenter Amber Ale 1073 0.055
## 80 31 Hop Shock IPA 1071 0.070
## 81 31 Devil’s Ale 850 0.055
## 82 31 American Idiot Ale (2012) 764 0.055
## 83 31 Hop Shock IPA (2010) 317 0.070
## 84 31 Devil’s Ale (2010) 285 0.055
## 85 31 Epicenter Amber Ale (2010) 124 0.055
## 86 32 Heavy Lifting 2596 0.062
## 87 34 Surfrider 2594 0.052
## 88 34 Grandma's Pecan 1562 0.069
## 89 34 Double Trunk 1561 0.099
## 90 35 Even Keel 2105 0.038
## 91 35 Big Eye India Pale Ale 1400 0.070
## 92 35 Sculpin IPA 1018 0.070
## 93 38 Avery India Pale Ale 107 0.063
## 94 38 Ellie’s Brown Ale 106 0.055
## 95 39 Chupahopra 2458 0.075
## 96 41 Galaxy IPA 2585 0.075
## 97 44 Jah Mon 2579 0.050
## 98 45 Fist City 2576 0.055
## 99 45 Anti-Hero IPA 415 0.065
## 100 46 Ginger Peach Saison 2555 0.048
## 101 46 Wild Plum Farmhouse Ale 1196 0.056
## 102 46 Ethos IPA 1017 0.068
## 103 46 Tallgrass Pub Ale 1009 0.044
## 104 46 Halcyon Unfiltered Wheat 676 0.050
## 105 46 Halcyon Unfiltered Wheat 412 0.050
## 106 46 Oasis (2010) 104 0.072
## 107 46 Tallgrass Ale 103 0.044
## 108 46 Tallgrass IPA 101 0.063
## 109 47 Bengali 2090 0.065
## 110 47 Sensi Harvest 1962 0.047
## 111 47 Hi-Res 1696 0.099
## 112 47 Global Warmer 1608 0.070
## 113 47 Autumnation (2013) 1591 0.067
## 114 47 Sweet Action 1387 0.052
## 115 47 Bengali Tiger 1385 0.064
## 116 47 Brownstone 778 0.059
## 117 47 Apollo 630 0.052
## 118 47 Harbinger 629 0.049
## 119 47 Resin 628 0.091
## 120 47 Autumnation (2011-12) (2011) 512 0.060
## 121 47 Sweet Action (2011) 424 0.052
## 122 47 Bengali Tiger (2011) 422 0.064
## 123 49 Easy Jack 2569 0.045
## 124 49 Union Jack 2463 0.075
## 125 49 805 1733 0.047
## 126 51 Flying Mouse 4 2566 0.070
## 127 52 Lee Hill Series Vol. 2 - Wild Saison 2563 0.068
## 128 52 Thai Style White IPA 1932 0.065
## 129 52 Ferus Fluxus Wild Belgian Pale Ale 1853 0.075
## 130 52 Upslope Imperial India Pale Ale 1315 0.099
## 131 52 Upslope Belgian Style Pale Ale 683 0.075
## 132 54 Moar 2558 0.044
## 133 54 Nordic Blonde 2556 0.057
## 134 56 Mazzie 2553 0.054
## 135 58 Abbey's Single (2015- ) 2505 0.049
## 136 58 Vertex IPA 2025 0.063
## 137 58 Hoperation Overload 1888 0.096
## 138 58 Abbey's Single Ale (Current) 1887 0.049
## 139 59 Hopvale Organic Ale 2473 0.047
## 140 59 Unchained #18 Hop Silo 2415 0.083
## 141 61 Send Help 2544 0.045
## 142 61 Contact High 1870 0.050
## 143 62 BLAKKR 1739 0.099
## 144 62 Overrated! West Coast Style IPA 1112 0.073
## 145 62 WET 329 0.075
## 146 62 Coffee Bender 17 0.051
## 147 62 Bender 16 0.051
## 148 62 Abrasive Ale 15 0.097
## 149 62 CynicAle 13 0.067
## 150 62 Furious 12 0.062
## 151 63 Citra Ass Down 2540 0.082
## 152 63 The Brown Note 2539 0.050
## 153 64 Neomexicanus Native 2538 0.060
## 154 64 Old Soul 2355 0.075
## 155 64 Crazy Mountain Amber Ale 356 0.052
## 156 67 Texicali 2526 0.065
## 157 67 Soul Doubt 2521 0.059
## 158 68 Bimini Twist 2519 0.070
## 159 69 Farmer's Daughter Blonde 2516 0.051
## 160 69 Pump House IPA 2515 0.055
## 161 70 Long Leaf 2511 0.071
## 162 70 Honey Badger Blonde 2510 0.047
## 163 71 Jalapeno Pale Ale 2508 0.055
## 164 72 Double Duckpin 2507 0.085
## 165 73 Hop A-Peel 2503 0.075
## 166 73 Dirty Blonde Ale 534 0.045
## 167 73 Grand Circus IPA 528 0.050
## 168 75 Wobble 2497 0.063
## 169 75 Night Cat 2246 0.058
## 170 75 Night Cat (2014) 1630 0.058
## 171 75 Sidekick Extra Pale Ale 1121 0.051
## 172 75 Cane and Ebel 861 0.070
## 173 76 Harness the Winter 2410 0.072
## 174 76 Bent Hop Golden IPA 1901 0.062
## 175 76 Bent Paddle Black Ale 1261 0.060
## 176 79 Baby Daddy Session IPA 2486 0.047
## 177 80 Saddle Bronc Brown Ale 2485 0.048
## 178 80 Bomber Mountain Amber Ale 2484 0.046
## 179 81 Nonstop Hef Hop 2400 0.039
## 180 81 Nonstop Hef Hop 2399 0.039
## 181 81 Nonstop Hef Hop 2398 0.039
## 182 81 Nonstop Hef Hop 2397 0.039
## 183 81 Nonstop Hef Hop 2396 0.039
## 184 81 Nonstop Hef Hop 2395 0.039
## 185 81 Nonstop Hef Hop 2394 0.039
## 186 81 Nonstop Hef Hop 2393 0.039
## 187 81 Nonstop Hef Hop 2392 0.039
## 188 81 Nonstop Hef Hop 2391 0.039
## 189 81 Nonstop Hef Hop 2390 0.039
## 190 81 Nonstop Hef Hop 2389 0.039
## 191 81 Rise Up Red 2388 0.058
## 192 81 Hopworks IPA 2199 0.066
## 193 81 Abominable Winter Ale 2193 0.073
## 194 81 Pigwar White India Pale Ale 1398 0.060
## 195 81 Rise-Up Red (2014) 1085 0.058
## 196 81 Abominable Winter Ale (2012) 916 0.073
## 197 81 Hopworks IPA (2012) 653 0.066
## 198 83 Slow Ride 2475 0.045
## 199 83 Ranger IPA 2230 0.065
## 200 83 Fat Tire Amber Ale 1586 0.052
## 201 83 Fat Tire Amber Ale (2011) 748 0.052
## 202 83 Ranger IPA 564 0.065
## 203 83 Fat Tire Amber Ale 563 0.052
## 204 83 Ranger IPA (Current) 115 0.065
## 205 83 Fat Tire Amber Ale (2008) 71 0.052
## 206 84 Torpedo 2239 0.072
## 207 84 Sierra Nevada Pale Ale 1905 0.056
## 208 84 Old Chico Crystal Wheat 1338 0.048
## 209 84 Torpedo 426 0.072
## 210 84 Sierra Nevada Pale Ale 400 0.056
## 211 87 Captain's Daughter 2044 0.085
## 212 88 India Pale Ale 2460 0.063
## 213 88 Blackberry Wheat 2459 0.048
## 214 89 312 Urban Pale Ale 2457 0.054
## 215 89 312 Urban Pale Ale 2202 0.054
## 216 89 312 Urban Wheat Ale 2201 0.042
## 217 89 312 Urban Wheat Ale 1829 0.042
## 218 89 312 Urban Wheat Ale (2012) 581 0.042
## 219 92 Sol Drifter 2209 0.043
## 220 92 SPRYE 1815 0.050
## 221 92 Psychopathy 1126 0.069
## 222 92 Gnarly Brown 1125 0.070
## 223 92 Happy Amber 1124 0.060
## 224 94 Hustle 2452 0.057
## 225 94 Pure Fury 2451 0.055
## 226 94 Dad 2132 0.060
## 227 94 Zen 1935 0.043
## 228 94 Truth 1852 0.072
## 229 94 Cougar 1851 0.048
## 230 95 Self Starter 2450 0.052
## 231 95 Ermal's 2223 0.054
## 232 98 Nugget Nectar 2444 0.075
## 233 98 Perpetual IPA 1509 0.075
## 234 99 Mission IPA 2441 0.068
## 235 99 El Conquistador Extra Pale Ale 1460 0.048
## 236 99 Shipwrecked Double IPA 1459 0.092
## 237 100 Bay of Bengal Double IPA (2014) 2440 0.089
## 238 102 Newport Storm IPA 2437 0.065
## 239 102 Hurricane Amber Ale (2004) 751 0.052
## 240 102 Hurricane Amber Ale 120 0.052
## 241 103 King Street IPA 1667 0.060
## 242 104 Fenway American Pale Ale 2423 0.058
## 243 104 Back Bay IPA 2420 0.068
## 244 105 Peach Pale Ale 2434 0.057
## 245 106 Suncaster Summer Wheat 2427 0.050
## 246 106 Brass Knuckle Pale Ale 2425 0.057
## 247 106 Big Star White IPA 2424 0.070
## 248 107 Clean Shave IPA 2426 0.067
## 249 108 Firestarter India Pale Ale 2422 0.066
## 250 108 Kilt Dropper Scotch Ale 1727 0.075
## 251 108 Farmer Wirtz India Pale Ale 1549 0.070
## 252 108 Kindler Pale Ale 1183 0.053
## 253 108 Firestarter India Pale Ale 633 0.066
## 254 110 4000 Footer IPA 2417 0.065
## 255 111 Consilium 2414 0.050
## 256 111 Redacted Rye IPA 1176 0.070
## 257 111 Elevation Triple India Pale Ale 1006 0.099
## 258 111 5:00 O'Clock Afternoon Ale 1005 0.050
## 259 111 Ryeteous Rye IPA (2012) 636 0.070
## 260 112 Cali Creamin' 2413 0.052
## 261 113 Deception 2412 0.045
## 262 113 Blackmarket Rye IPA 1898 0.075
## 263 113 Aftermath Pale Ale 1896 0.058
## 264 116 Rule G IPA 2407 0.070
## 265 116 Murphy's Law 2406 0.058
## 266 116 Alter Ego 2405 0.062
## 267 117 Ultra Gnar Gnar IPA 2323 0.067
## 268 118 Klickitat Pale Ale 2402 0.053
## 269 118 Yellow Wolf Imperial IPA 2401 0.082
## 270 119 Pine Belt Pale Ale 2387 0.065
## 271 119 Red Cockaded Ale 1728 0.085
## 272 119 Valkyrie Double IPA 1497 0.092
## 273 119 Red Cockaded Ale (2013) 1011 0.085
## 274 119 Old Potentate 1010 0.072
## 275 119 Bombshell Blonde 856 0.050
## 276 119 PRO-AM (2012) (2012) 853 0.099
## 277 119 Pine Belt Pale Ale 45 0.065
## 278 119 Bombshell Blonde 44 0.050
## 279 120 Third Eye Enlightened Pale Ale 2386 0.065
## 280 120 Third Eye Pale Ale 90 0.065
## 281 122 IPA #11 2380 0.057
## 282 123 Ray Ray’s Pale Ale 1247 0.052
## 283 125 Mr. Blue Sky 2375 0.045
## 284 125 Screamin’ Pumpkin 2142 0.050
## 285 125 El Rojo 2140 0.065
## 286 125 Grind Line 2138 0.050
## 287 125 Norm's Gateway IPA 2007 0.040
## 288 126 Weekend Warrior Pale Ale 1557 0.055
## 289 126 Barn Burner Saison 1068 0.066
## 290 126 Rodeo Clown Double IPA 666 0.095
## 291 126 Hopadillo India Pale Ale 463 0.066
## 292 127 The Green Room 2372 0.060
## 293 128 Oak Cliff Coffee Ale 2251 0.075
## 294 128 Dream Crusher Double IPA 2166 0.085
## 295 128 Farmhouse Wit 1202 0.048
## 296 128 Dallas Blonde 946 0.052
## 297 128 Deep Ellum IPA 943 0.070
## 298 129 BLAKKR 1861 0.099
## 299 129 Firemans #4 Blonde Ale (2013) 1718 0.051
## 300 129 Four Squared (2015) 1086 0.060
## 301 129 Firemans #4 Blonde Ale (2015) 830 0.051
## 302 132 Point Cascade Pale Ale (2013) 2270 0.054
## 303 132 Onyx Black Ale 2151 0.052
## 304 132 Beyond The Pale IPA 2150 0.063
## 305 132 Point Nude Beach Summer Wheat 1225 0.052
## 306 132 Point Nude Beach Summer Wheat 816 0.050
## 307 132 Point Nude Beach Summer Wheat (2011) 772 0.050
## 308 132 2012 Black Ale 357 0.054
## 309 132 Point Nude Beach Summer Wheat (2010) 141 0.050
## 310 132 Point Cascade Pale Ale 140 0.054
## 311 133 O’Malley’s IPA 2343 0.075
## 312 134 2014 IPA Cicada Series 2362 0.075
## 313 134 Sinister Minister Black IPA 2346 0.077
## 314 134 Devil's Harvest Extra Pale Ale 2297 0.058
## 315 134 Suzy B Dirty Blonde Ale 2296 0.050
## 316 134 Mississippi Fire Ant 1745 0.080
## 317 134 Suzy B Dirty Blonde Ale 1118 0.050
## 318 134 Devil's Harvest Extra Pale Ale 1117 0.058
## 319 136 Morning Wood Wheat (Current) 2360 0.059
## 320 136 Over the Rail Pale Ale 711 0.057
## 321 136 Morning Wood Wheat (Current) 130 0.059
## 322 139 Extra Pale Ale 2352 0.053
## 323 141 Oklahoma Suks 2350 0.048
## 324 141 Power & Light 2301 0.055
## 325 142 Operation Homefront 2014 0.062
## 326 142 Wandering Pelican 2013 0.082
## 327 142 Hopped on the High Seas (Hop #529) 1726 0.070
## 328 142 Hopped on the High Seas (Calypso) 1725 0.070
## 329 142 Dry-Hopped On The High Seas Caribbean-Style IPA 1694 0.070
## 330 142 Hopped on the High Seas (Citra) 1693 0.070
## 331 142 Hopped on the High Seas (Ahtanum) 1692 0.070
## 332 142 Humidor Series India Pale Ale 1142 0.075
## 333 142 Jai Alai IPA Aged on White Oak 1141 0.075
## 334 142 Maduro Brown Ale 1138 0.055
## 335 142 Maduro Brown Ale 571 0.055
## 336 142 Tocobaga Red Ale 569 0.072
## 337 142 Jai Alai IPA 546 0.075
## 338 143 Hunny Do Wheat 2347 0.048
## 339 144 Narragansett Summer Ale 1093 0.042
## 340 144 Narragansett Cream Ale 580 0.050
## 341 144 Narragansett Summer Ale 403 0.042
## 342 149 Perpetual Darkness 2335 0.092
## 343 149 Clan Warrior 2334 0.087
## 344 150 Peacemaker Pale Ale 2329 0.057
## 345 150 Sweet Josie 2326 0.061
## 346 151 Watershed IPA 2331 0.067
## 347 151 Oakshire Amber Ale 1669 0.054
## 348 151 Watershed IPA (2013) 999 0.067
## 349 153 Juke Joint IPA 1755 0.070
## 350 153 Tin Roof Blonde Ale 529 0.045
## 351 153 Voodoo Bengal Pale Ale 495 0.055
## 352 153 Perfect Tin Amber 494 0.045
## 353 154 Knotty Blonde Ale 2319 0.040
## 354 154 Hoodoo Voodoo IPA 2316 0.062
## 355 156 Hopportunity Knocks IPA 2315 0.068
## 356 156 Caldera Pale Ale 1419 0.056
## 357 156 Ashland Amber Ale (2009) 794 0.054
## 358 156 Caldera IPA (2009) 793 0.061
## 359 156 Caldera IPA (2007) 792 0.061
## 360 156 Caldera Pale Ale (2010) 791 0.056
## 361 156 Caldera Pale Ale (2009) 790 0.056
## 362 156 Caldera Pale Ale (2005) 789 0.056
## 363 156 Caldera Pale Ale (2007) 788 0.056
## 364 156 Caldera Pale Ale (2011) 38 0.056
## 365 156 Ashland Amber Ale 37 0.054
## 366 156 Caldera IPA 36 0.061
## 367 157 Wild Trail Pale Ale 2314 0.057
## 368 157 Mothman Black IPA 2313 0.067
## 369 158 Camelback 2312 0.061
## 370 160 PUNK'N 2310 0.050
## 371 160 Trader Session IPA 1925 0.040
## 372 160 Hop Nosh IPA 1723 0.073
## 373 160 SUM'R 1212 0.040
## 374 160 Hop Notch IPA (2013) 1089 0.073
## 375 160 Cutthroat Pale Ale 1088 0.040
## 376 160 WYLD Extra Pale Ale 974 0.040
## 377 161 Hop Knot IPA 358 0.067
## 378 161 Kilt Lifter Scottish-Style Ale (2009) 179 0.060
## 379 162 River House 2308 0.050
## 380 162 Rubberneck Red 2197 0.050
## 381 164 Homefront IPA 2305 0.060
## 382 165 Sundown 2304 0.071
## 383 165 Original Slacker Ale 1842 0.056
## 384 166 Beer Agent Re-Ignition 2303 0.053
## 385 166 Great Crescent IPA 1701 0.062
## 386 166 Great Crescent Blonde Ale 1699 0.053
## 387 166 Great Crescent Brown Ale 649 0.045
## 388 166 Frosted Fields Winter Wheat 615 0.060
## 389 166 Great Crescent Mild Ale 439 0.042
## 390 166 Great Crescent IPA (2011) 436 0.062
## 391 166 Great Crescent Blonde Ale (2011) 389 0.053
## 392 167 Pinner Throwback IPA 2302 0.049
## 393 167 Dale's Pale Ale 1444 0.065
## 394 167 Dale's Pale Ale 1252 0.065
## 395 167 Dale's Pale Ale 955 0.065
## 396 167 Dale's Pale Ale (10 Year Anniversary) 892 0.065
## 397 167 Dale's Pale Ale (2012) 828 0.065
## 398 167 Gordon Imperial Red (2010) 806 0.087
## 399 167 Dale's Pale Ale (2011) 755 0.065
## 400 167 Dale's Pale Ale (2010) 754 0.065
## 401 167 G'KNIGHT (16 oz.) 726 0.087
## 402 167 HGH (Home Grown Hops): Part Duh 585 0.080
## 403 167 One Hit Wonder 391 0.090
## 404 167 G'KNIGHT (12 oz.) 388 0.087
## 405 167 GUBNA Imperial IPA 6 0.099
## 406 167 Old Chub 5 0.080
## 407 167 Gordon Ale (2009) 4 0.087
## 408 167 Dale's Pale Ale 1 0.065
## 409 169 The Power of Zeus 2294 0.070
## 410 170 Aviator Raspberry Blonde 2293 0.049
## 411 171 Little Sister India Style Session Ale 2292 0.043
## 412 171 Country Boy IPA 1504 0.062
## 413 172 Summer Solstice 1350 0.056
## 414 172 Hop Ottin' IPA 1327 0.070
## 415 172 Boont Amber Ale 1326 0.058
## 416 172 Boont Amber Ale (2010) 811 0.058
## 417 172 Summer Solstice Cerveza Crema (2009) 753 0.056
## 418 172 Hop Ottin' IPA (2011) 367 0.070
## 419 172 Boont Amber Ale (2011) 78 0.058
## 420 172 Summer Solstice (2011) 77 0.056
## 421 172 Poleeko Gold Pale Ale (2009) 76 0.055
## 422 173 Second Fiddle 1929 0.082
## 423 177 Pride of Texas Pale Ale 2229 0.058
## 424 178 Bitter Bitch 1979 0.061
## 425 181 Salamander Slam 2254 0.070
## 426 182 Blonde Hunny 2253 0.068
## 427 182 Wild Wolf Wee Heavy Scottish Style Ale 1318 0.057
## 428 182 Alpha Ale 1194 0.051
## 429 183 Horny Toad Cerveza 2214 0.053
## 430 183 Native Amber 2213 0.063
## 431 183 F5 IPA 1442 0.068
## 432 183 Native Amber (2013) 170 0.063
## 433 183 Horny Toad Cerveza (2013) 169 0.053
## 434 184 Seventh Son of a Seventh Son 2250 0.077
## 435 184 Stone Fort Brown Ale 1768 0.053
## 436 184 Seventh Son Hopped Red Ale 1767 0.077
## 437 184 Humulus Nimbus Super Pale Ale 1766 0.060
## 438 184 Golden Ratio IPA 1765 0.070
## 439 185 Slow Ride 2069 0.048
## 440 189 Towhead 2237 0.052
## 441 189 Lil' Helper 2208 0.070
## 442 191 Day Hike Session 2235 0.041
## 443 191 Trailhead ISA 1661 0.048
## 444 191 Immersion Amber 1660 0.052
## 445 191 Evo IPA 1659 0.062
## 446 191 Evolutionary IPA (2012) 1173 0.062
## 447 191 Persnickety Pale 560 0.057
## 448 191 SoDo Brown Ale 519 0.054
## 449 191 Immersion Amber Ale (2011) 518 0.052
## 450 191 Evolutionary IPA (2011) 505 0.062
## 451 191 Trailhead India Style Session Ale (2011) 482 0.048
## 452 192 Snow King Pale Ale 1606 0.060
## 453 192 OB-1 Organic Ale 407 0.050
## 454 192 Snake River Pale Ale 402 0.052
## 455 192 Pako’s EyePA 393 0.068
## 456 193 Dark Voyage Black IPA (2013) 2227 0.065
## 457 193 Ghost Ship White IPA 1954 0.056
## 458 193 Mutiny IPA 1177 0.062
## 459 195 Mountain Rescue Pale Ale 2205 0.055
## 460 197 Goose Island India Pale Ale 2198 0.059
## 461 199 Double D Blonde 2195 0.049
## 462 199 Festeroo Winter Ale 1605 0.078
## 463 199 Proxima IPA 1543 0.063
## 464 199 Double D Blonde (2013) 1390 0.049
## 465 199 Alphadelic IPA 1353 0.065
## 466 199 Alphadelic IPA (2011) 499 0.065
## 467 199 Double D Blonde (2011) 498 0.049
## 468 200 Worthy IPA 2194 0.069
## 469 200 Lights Out Vanilla Cream Extra Stout 1513 0.077
## 470 200 Worthy IPA (2013) 1512 0.069
## 471 200 Worthy Pale 1511 0.060
## 472 202 Loki Red Ale 2191 0.075
## 473 202 Loki Red Ale (2013) 895 0.075
## 474 203 Campside Session IPA 2190 0.045
## 475 204 Tsunami IPA 2186 0.072
## 476 204 Tsunami IPA 2185 0.072
## 477 204 Humpback Blonde Ale 2184 0.042
## 478 204 Volcano Red Ale 2177 0.052
## 479 204 Mauna Kea Pale Ale 2176 0.054
## 480 206 Mound Builder IPA 2175 0.065
## 481 206 Amazon Princess IPA 2168 0.062
## 482 207 Vortex IPA 318 0.074
## 483 208 Evil Owl 2167 0.052
## 484 210 City of the Sun 2159 0.075
## 485 210 Booming Rollers 2157 0.068
## 486 210 Oneida 2156 0.052
## 487 210 Aurora 2154 0.067
## 488 210 Lomaland 1495 0.055
## 489 210 Fortunate Islands 1494 0.047
## 490 210 Blazing World 1492 0.065
## 491 212 #002 American I.P.A. 2148 0.071
## 492 212 #004 Session I.P.A. 2146 0.048
## 493 214 Monarch Classic American Wheat 2129 0.043
## 494 214 Sir William's English Brown Ale 2127 0.049
## 495 214 Lakefire Rye Pale Ale 2126 0.055
## 496 215 1836 2125 0.060
## 497 215 More Cowbell 2123 0.090
## 498 216 First Stand 2119 0.055
## 499 216 Battle LIne 2118 0.063
## 500 216 Brutus 2116 0.071
## 501 218 1916 Shore Shiver 2110 0.069
## 502 219 Laughing Dog Cream Ale 2108 0.050
## 503 219 Laughing Dog IPA 1396 0.064
## 504 220 Bozone HopZone IPA 1289 0.070
## 505 221 Aprè Shred 2104 0.081
## 506 221 Hemlock Double IPA 1762 0.095
## 507 221 Disconnected Red 1067 0.067
## 508 222 Arcus IPA 2096 0.069
## 509 222 Wavemaker 2095 0.058
## 510 223 Epitome 2094 0.099
## 511 223 077XX 1940 0.078
## 512 223 Boat Beer 1439 0.042
## 513 224 Pleasure Town 2093 0.063
## 514 224 Pleasure Town IPA 1814 0.063
## 515 224 Kodiak Brown Ale 586 0.050
## 516 224 Sockeye Red IPA 434 0.057
## 517 225 Trail Head 2089 0.063
## 518 225 Hop Stalker Fresh Hop IPA 2088 0.070
## 519 227 8 Barrel 2080 0.080
## 520 228 The Tradition 1809 0.050
## 521 228 On the Wings of Armageddon 851 0.092
## 522 228 The Corruption 186 0.065
## 523 229 No Wake IPA 2077 0.072
## 524 229 Boathouse Blonde 2076 0.049
## 525 229 Cedar Point 2075 0.050
## 526 231 Imperial Pumpkin Stout 2068 0.099
## 527 231 Dead-Eye DIPA 2067 0.090
## 528 231 Fisherman's IPA 2066 0.055
## 529 231 Fisherman's Brew 2064 0.055
## 530 234 Fox Tail Gluten Free Ale 469 0.050
## 531 234 Hop Box Imperial IPA 468 0.093
## 532 235 The Long Thaw White IPA 1653 0.062
## 533 235 Harpoon IPA 1379 0.059
## 534 235 UFO Pumpkin 1340 0.059
## 535 235 Harpoon IPA (2012) 770 0.059
## 536 235 UFO White 610 0.048
## 537 235 Harpoon IPA (2010) 126 0.059
## 538 237 Missile IPA 1933 0.070
## 539 238 Bravo Four Point 2051 0.044
## 540 238 Striped Bass Pale Ale 1201 0.052
## 541 239 Cream Ale 2050 0.042
## 542 240 Ananda India Pale Ale 1470 0.062
## 543 241 Saison Pamplemousse 1960 0.058
## 544 241 2020 IPA 1777 0.074
## 545 241 Wolf Among Weeds IPA 1698 0.080
## 546 241 Better Weather IPA 1641 0.094
## 547 241 Point the Way IPA 1490 0.059
## 548 241 Heal the Bay IPA 1399 0.068
## 549 241 Point the Way IPA 1296 0.059
## 550 241 Get Up Offa That Brown 991 0.055
## 551 241 Burning Bush Smoked IPA 750 0.080
## 552 241 Wolf Among Weeds IPA (2012) 749 0.080
## 553 241 Point the Way IPA (2012) 549 0.059
## 554 242 Kadigan 2042 0.056
## 555 242 Dammit Jim! 2041 0.052
## 556 243 Infamous IPA 2038 0.070
## 557 243 Hijack 1774 0.055
## 558 245 Farm Girl Saison 1168 0.060
## 559 246 Pub Ale 2033 0.038
## 560 246 Ballistic Blonde 2032 0.051
## 561 247 Golden Fleece 2031 0.045
## 562 248 Tropicalia 2029 0.065
## 563 249 Pursuit 2026 0.070
## 564 249 Half Full Bright Ale 1361 0.052
## 565 251 Pail Ale 2017 0.055
## 566 252 Barrio Blanco 2005 0.060
## 567 253 Giant DIPA 2002 0.089
## 568 254 Batch 69 IPA 1556 0.069
## 569 257 Sobek & Set 1664 0.080
## 570 257 Wet Hot American Wheat Ale 1662 0.050
## 571 257 Fascist Pig Ale 935 0.080
## 572 258 Texas Pale Ale (TPA) 1971 0.055
## 573 259 Sky-Five 1965 0.067
## 574 260 Ozark American Pale Ale 1961 0.040
## 575 262 Overgrown American Pale Ale 1946 0.055
## 576 265 Modus Hoperandi 1521 0.068
## 577 265 Modus Hoperandi 67 0.068
## 578 266 Almanac IPA 1938 0.062
## 579 266 Farmer's Tan Red Ale 1936 0.060
## 580 267 Summer Session Ale 1930 0.050
## 581 268 Cape Cod Red 1928 0.055
## 582 268 Beach Blonde 1927 0.049
## 583 269 Long Trail IPA 1926 0.059
## 584 269 Long Trail Ale 1924 0.046
## 585 270 Commotion APA 1923 0.052
## 586 271 Freeride APA 1921 0.053
## 587 273 Heady Topper 1111 0.080
## 588 273 Heady Topper 379 0.080
## 589 274 Hydraulion Red 1913 0.053
## 590 274 40 Mile IPA 1912 0.060
## 591 276 Fresh Slice White IPA 1908 0.055
## 592 277 Montauk Summer Ale 1907 0.056
## 593 278 Let It Ride IPA 1903 0.068
## 594 278 Shenanigans Summer Ale 1115 0.046
## 595 278 Midnight Ryder 729 0.065
## 596 278 Day Tripper Pale Ale 728 0.054
## 597 279 Lost Sailor IPA 1900 0.055
## 598 279 Steel Rail Extra Pale Ale 1317 0.053
## 599 281 Groupe G 1895 0.076
## 600 281 Hill 88 Double IPA 1893 0.088
## 601 282 Longhop IPA 1891 0.042
## 602 284 Thrasher Session India Pale Ale 1886 0.045
## 603 284 Gutch English Style Mild Ale 1885 0.050
## 604 285 Hop Freak 1884 0.087
## 605 285 Louie's Demise Amber Ale 1272 0.051
## 606 285 Hop Happy 1080 0.075
## 607 285 Booyah Farmhouse Ale 932 0.065
## 608 285 Louie’s Demise Immort-Ale (2010) 171 0.051
## 609 286 Seiche Scottish Ale 1881 0.078
## 610 287 Naked Pig Pale Ale 1875 0.060
## 611 288 El Chingon IPA 1874 0.076
## 612 288 Local Buzz 1872 0.052
## 613 289 Saint Archer IPA 1867 0.068
## 614 289 Saint Archer Pale Ale 1865 0.052
## 615 291 Supergoose IPA 1857 0.069
## 616 292 IPA & a Half 1856 0.073
## 617 293 Amber Road 533 0.055
## 618 293 Pamola Xtra Pale Ale 183 0.049
## 619 293 Stowaway IPA 182 0.069
## 620 295 American India Red Ale 1850 0.071
## 621 295 American Red Saison 1848 0.078
## 622 295 Colorado Red Ale 1847 0.066
## 623 296 Wachusett Light IPA 1846 0.040
## 624 296 Green Monsta IPA 1845 0.060
## 625 296 Wachusett IPA 1844 0.056
## 626 296 Larry Imperial IPA 1418 0.085
## 627 296 Country Pale Ale 1030 0.051
## 628 296 Wachusett Light IPA (2013) 1029 0.040
## 629 296 Pumpkan 908 0.052
## 630 296 Green Monsta IPA 618 0.060
## 631 298 Provision 1835 0.042
## 632 298 One Nut Brown 1834 0.047
## 633 298 Hop Farm IPA 1833 0.058
## 634 299 American Hero 1688 0.057
## 635 299 Irregardless IPA 1686 0.065
## 636 300 Our Legacy IPA 1831 0.065
## 637 300 Our Legacy IPA 1135 0.065
## 638 300 Blueberry Blonde Ale 773 0.050
## 639 301 Rebel IPA 1629 0.065
## 640 301 Samuel Adams Summer Ale 1144 0.053
## 641 302 Falling Down Brown Ale 1487 0.065
## 642 302 Old Forge Pumpkin Ale 1394 0.046
## 643 303 Squatters Hop Rising Double IPA 1825 0.090
## 644 303 Squatters Hop Rising Double IPA (2014) 1680 0.090
## 645 305 Quarter Mile Double IPA 1812 0.080
## 646 307 Hoptopus Double IPA 1806 0.088
## 647 308 Rodeo Rye Pale Ale 1805 0.042
## 648 308 Outlaw IPA 1048 0.062
## 649 308 Payette Pale Ale 890 0.048
## 650 308 Mutton Buster 775 0.055
## 651 309 Last Stop IPA 1801 0.072
## 652 309 Rollin Dirty Red Ale 1800 0.050
## 653 309 Are Wheat There Yet? 1799 0.055
## 654 310 Dagger Falls IPA 1596 0.063
## 655 310 Dagger Falls IPA 1595 0.063
## 656 310 Hell-Diver Pale Ale 1151 0.052
## 657 310 Woolybugger Wheat 1150 0.046
## 658 310 Winterfest 995 0.084
## 659 310 Dagger Falls IPA 879 0.063
## 660 312 Filthy Hoppin' IPA 1795 0.065
## 661 313 Thunder Ann 1793 0.055
## 662 314 Iron Butt Red Ale 1792 0.058
## 663 314 Initial Point India Pale Ale 1609 0.071
## 664 315 Float Trip Ale 1335 0.045
## 665 315 Black Walnut Wheat 846 0.045
## 666 315 McKinney Eddy Amber Ale 521 0.055
## 667 315 Missouri Mule India Pale Ale 479 0.070
## 668 319 Banner American Ale 1643 0.035
## 669 321 Jacaranada Rye IPA 1772 0.067
## 670 322 Lil SIPA 1771 0.050
## 671 322 Hop Bomber Rye Pale Ale 1654 0.055
## 672 323 Wynona's Big Brown Ale 1730 0.075
## 673 323 Gran Met 1729 0.092
## 674 323 Good Vibes IPA 1603 0.073
## 675 325 GreyBeard™ IPA 1760 0.069
## 676 325 Pisgah Pale Ale 1759 0.057
## 677 327 Honey Wheat 1052 0.047
## 678 329 Just IPA 1749 0.046
## 679 330 Bronx Summer Pale Ale 1748 0.052
## 680 330 Bronx Black Pale Ale 1747 0.057
## 681 330 Bronx Pale Ale 1037 0.063
## 682 331 Dead Armadillo Amber Ale 1746 0.063
## 683 333 Elevated IPA 664 0.072
## 684 336 Iron Horse Pale Ale 1722 0.050
## 685 336 Stone's Throw IPA 1435 0.045
## 686 336 Wood Chipper India Pale Ale 1434 0.067
## 687 337 Big Sky IPA 1714 0.062
## 688 337 Scape Goat Pale Ale 1713 0.050
## 689 337 Montana Trout Slayer Ale 1712 0.050
## 690 337 Moose Drool Brown Ale 1711 0.051
## 691 337 Powder Hound Winter Ale 1456 0.072
## 692 337 Moose Drool Brown Ale (2011) 767 0.051
## 693 337 Montana Trout Slayer Ale (2012) 766 0.050
## 694 337 Big Sky IPA (2012) 579 0.062
## 695 337 Scape Goat Pale Ale (2010) 159 0.050
## 696 337 Montana Trout Slayer Ale (2009) 35 0.050
## 697 337 Moose Drool Brown Ale (2009) 34 0.051
## 698 338 Wick For Brains 1705 0.061
## 699 338 Nebraska India Pale Ale 1148 0.065
## 700 338 Brunette Nut Brown Ale 1146 0.048
## 701 338 Cardinal Pale Ale 1145 0.057
## 702 340 Be Hoppy IPA 1697 0.065
## 703 341 Category 3 IPA 1685 0.061
## 704 343 KelSo India Pale Ale 1572 0.060
## 705 344 The Great Return 1677 0.075
## 706 344 Hardywood Cream Ale 1331 0.044
## 707 344 Capital Trail Pale Ale 1270 0.056
## 708 345 Troopers Alley IPA 1676 0.059
## 709 346 Madra Allta 1675 0.064
## 710 346 Duluchan India Pale Ale 1249 0.056
## 711 347 Chaotic Double IPA 1674 0.099
## 712 347 Manzanita IPA 1673 0.080
## 713 347 Riverwalk Blonde Ale 1672 0.060
## 714 347 Gillespie Brown Ale 1671 0.095
## 715 347 Manzanita Pale Ale 1670 0.066
## 716 351 Lucky Day IPA 1648 0.072
## 717 351 Terrace Hill Double IPA 1647 0.095
## 718 351 Catch 23 1646 0.075
## 719 352 Charlie in the Rye 1550 0.058
## 720 356 Elephant Rock IPA 1384 0.070
## 721 357 Belgian Style Session Ale 1625 0.045
## 722 357 Summer Paradise 1484 0.050
## 723 357 Dreamin' Double IPA 1334 0.085
## 724 360 Jam Session 1622 0.051
## 725 360 Hop Drop 'N Roll IPA 1621 0.072
## 726 361 Pumpkin Beast 1620 0.062
## 727 361 Mad Beach 1228 0.048
## 728 361 Hot Rod Red 702 0.061
## 729 362 Hop Slayer Double IPA 1619 0.082
## 730 362 Phat Chance 971 0.052
## 731 362 Hop Slayer Double IPA (2011) 740 0.082
## 732 362 Hop Slayer Double IPA (2011) 430 0.082
## 733 362 Paddy Pale Ale 162 0.056
## 734 363 The 12th Can™ 1615 0.045
## 735 363 Hilliard's Blonde 724 0.049
## 736 363 Hilliard's Amber Ale 497 0.055
## 737 363 Hilliard's Saison 496 0.066
## 738 366 Barrel Aged Farmer 1574 0.070
## 739 366 Owney Irish Style Red Ale 1064 0.050
## 740 366 Roller Dam Red Ale 864 0.054
## 741 366 483 Pale Ale 863 0.053
## 742 366 Farmer Brown Ale 655 0.070
## 743 366 Big Cock IPA 540 0.070
## 744 366 40th Annual Bix Street Fest Copper Ale (Current) 517 0.048
## 745 366 483 Pale Ale (2010) 190 0.053
## 746 366 Roller Dam Red Ale (2010) 189 0.054
## 747 367 Mustang Golden Ale 421 0.053
## 748 367 Washita Wheat 420 0.053
## 749 368 Oatmeal PSA 1162 0.050
## 750 369 Bitter American 876 0.044
## 751 369 21st Amendment IPA (2006) 799 0.070
## 752 369 Brew Free! or Die IPA (2008) 797 0.070
## 753 369 Brew Free! or Die IPA (2009) 796 0.070
## 754 369 Special Edition: Allies Win The War! 531 0.085
## 755 369 Hop Crisis 432 0.097
## 756 369 Bitter American (2011) 353 0.044
## 757 369 Back in Black 173 0.068
## 758 369 Monk's Blood 11 0.083
## 759 369 Brew Free! or Die IPA 10 0.070
## 760 370 Crank Yanker IPA 1382 0.078
## 761 370 Crank Yanker IPA (2011) 395 0.078
## 762 372 Odyssey Imperial IPA 894 0.084
## 763 372 113 IPA 24 0.070
## 764 372 Phoenix Pale Ale 20 0.051
## 765 375 Bitter Bitch Imperial IPA 980 0.082
## 766 375 Old Red Beard Amber Ale 978 0.060
## 767 376 Lahaina Town Brown 1578 0.051
## 768 376 Sobrehumano Palena'ole 690 0.060
## 769 376 Flyin' HI.P.Hay 435 0.068
## 770 376 Mana Wheat 313 0.055
## 771 376 Big Swell IPA 31 0.062
## 772 377 12th Round 1577 0.076
## 773 377 RoughTail IPA 1576 0.070
## 774 380 Flying Jenny Extra Pale Ale 1505 0.060
## 775 380 Flying Jenny Extra Pale Ale (2012) 693 0.060
## 776 380 Flagship Ale 631 0.049
## 777 381 834 Happy As Ale 611 0.046
## 778 383 Full Nelson Pale Ale 1547 0.059
## 779 383 Full Nelson Pale Ale (2010) 119 0.059
## 780 384 Northern Lights India Pale Ale 1205 0.065
## 781 384 Northern Lights India Pale Ale 368 0.065
## 782 385 Westbrook IPA 575 0.068
## 783 386 Monkey Fist IPA 1539 0.069
## 784 388 Old Grogham Imperial India Pale Ale 1265 0.085
## 785 388 Old Grogham Imperial India Pale Ale (2012) 747 0.085
## 786 390 G'KNIGHT 1533 0.087
## 787 390 Deviant Dale's IPA 1328 0.080
## 788 390 Old Chub 1175 0.080
## 789 390 Dale's Pale Ale 1166 0.065
## 790 390 Dale's Pale Ale 1065 0.065
## 791 392 Agave Wheat 1522 0.042
## 792 392 SummerBright Ale 397 0.045
## 793 392 Lucky U IPA 193 0.062
## 794 392 Avalanche Ale 83 0.054
## 795 393 Saison 88 1519 0.055
## 796 393 Black IPA 967 0.071
## 797 394 Gator Tail Brown Ale 1507 0.053
## 798 394 Miami Vice IPA 1506 0.071
## 799 394 Big Rod Coconut Ale 1325 0.053
## 800 396 Pale Dog 501 0.060
## 801 398 1881 California Red 1479 0.056
## 802 398 CAPT Black IPA 1478 0.073
## 803 398 CAPT Black IPA 883 0.073
## 804 398 1881 California Red Ale 882 0.056
## 805 399 Oval Beach Blonde Ale 1477 0.050
## 806 402 Desolation IPA 837 0.062
## 807 406 Parcae Belgian Style Pale Ale 1454 0.050
## 808 406 Moirai India Pale Ale 1451 0.070
## 809 411 Gandhi-Bot Double IPA (12 oz.) 320 0.088
## 810 411 Gandhi-Bot Double IPA (16 oz.) (2010) 42 0.088
## 811 413 Monkeynaut IPA 637 0.072
## 812 416 Tybee Island Blonde 1407 0.047
## 813 416 Savannah Brown Ale 1406 0.062
## 814 418 Hazed & Infused 1395 0.049
## 815 418 Hoopla Pale Ale 808 0.057
## 816 418 Hazed & Infused (2010) 81 0.049
## 817 419 Cascadian Dark Ale 1393 0.060
## 818 419 Wheat the People 893 0.044
## 819 420 Sanitas Saison Ale 1392 0.058
## 820 420 Sanitas Black IPA 1391 0.068
## 821 424 Grazias 1351 0.063
## 822 424 Habitus IPA 1346 0.080
## 823 425 Belgorado 928 0.067
## 824 425 Silverback Pale Ale 145 0.055
## 825 427 Greenbelt Farmhouse Ale 1332 0.051
## 826 429 Schlafly Yakima Wheat Ale 1324 0.050
## 827 429 Schlafly IPA 1078 0.045
## 828 429 Schlafly American Brown Ale 1077 0.050
## 829 430 Green Bullet Organic India Pale Ale 1322 0.070
## 830 431 Face Plant IPA 1309 0.062
## 831 433 Blur India Pale Ale 1302 0.074
## 832 434 Wee-Heavy-Er Scotch Ale 1260 0.070
## 833 437 Nice Rack IPA 1282 0.055
## 834 438 East India Pale Ale 1279 0.068
## 835 438 East India Pale Ale 566 0.068
## 836 442 Rustic Red 1268 0.052
## 837 442 Stimulator Pale Ale 697 0.053
## 838 443 5 Day IPA 1258 0.061
## 839 445 Jack Pine Savage 1257 0.053
## 840 445 Bad Axe Imperial IPA 1255 0.098
## 841 445 Bark Bite IPA 985 0.066
## 842 448 Big Nose 1242 0.073
## 843 448 Stump Knocker Pale Ale 1240 0.056
## 844 448 Wild Night 1238 0.059
## 845 449 Back in the Saddle Rye Pale Ale 1047 0.037
## 846 450 Dodgy Knight Imperial IPA 1229 0.080
## 847 450 TailGate IPA 663 0.050
## 848 450 TailGate IPA 662 0.050
## 849 450 Blacktop Blonde 622 0.050
## 850 450 Blacktop Blonde 362 0.050
## 851 451 Three Skulls Ale Pale Ale 1226 0.063
## 852 454 Mother Ale 1159 0.056
## 853 454 Twister Creek India Pale Ale 947 0.065
## 854 454 Single Engine Red 929 0.058
## 855 455 Mirror Pond Pale Ale 1210 0.050
## 856 458 Bomber Mountain Amber Ale (2013) 1200 0.046
## 857 458 Indian Paintbrush IPA 1199 0.070
## 858 458 Saddle Bronc Brown Ale (2013) 1198 0.048
## 859 458 Wagon Box Wheat Beer 1197 0.059
## 860 459 Peninsula Brewers Reserve (PBR) 1187 0.050
## 861 461 Harvest Ale 901 0.065
## 862 461 Fremont Summer Ale 875 0.065
## 863 461 Universale Pale Ale 858 0.056
## 864 461 Interurban IPA 857 0.065
## 865 465 Descender IPA 1109 0.070
## 866 465 Sweet As Pacific Ale 1108 0.060
## 867 467 Pablo Beach Pale Ale 1106 0.050
## 868 470 RecreationAle 1082 0.047
## 869 472 The Hole in Hadrian's Wall 1059 0.095
## 870 472 33 Select Brown Ale 1058 0.065
## 871 472 Midwest Charm Farmhouse Ale 603 0.060
## 872 472 Boji Blue Pale Ale 602 0.050
## 873 473 South Ridge Amber Ale 1057 0.060
## 874 476 Watership Brown Ale 1021 0.072
## 875 476 Gangway IPA 938 0.062
## 876 479 Good People Pale Ale 1000 0.056
## 877 479 Snake Handler Double IPA 312 0.093
## 878 479 Good People IPA 309 0.060
## 879 479 Good People American Brown Ale 308 0.058
## 880 480 Loose Cannon 990 0.072
## 881 482 Rude Parrot IPA 972 0.059
## 882 482 British Pale Ale (2010) 866 0.054
## 883 482 British Pale Ale 48 0.054
## 884 482 Ballz Deep Double IPA 47 0.084
## 885 483 Des Moines IPA 970 0.068
## 886 483 Farmer John's Multi-Grain Ale 968 0.056
## 887 484 Topcutter India Pale Ale 966 0.068
## 888 484 Field 41 Pale Ale 965 0.044
## 889 486 Mac's Scottish Style Amber Ale (2000) 961 0.051
## 890 487 Wisco Disco 953 0.051
## 891 488 Long Hammer IPA 945 0.065
## 892 488 Long Hammer IPA 583 0.065
## 893 488 Copper Hook (2011) 339 0.058
## 894 490 Blue Point White IPA 692 0.060
## 895 490 Blue Point Summer Ale 667 0.044
## 896 491 Old Elephant Foot IPA 544 0.070
## 897 492 Deadicated Amber 924 0.054
## 898 492 California Sunshine Rye IPA 730 0.071
## 899 492 Full Boar Scotch Ale 647 0.074
## 900 494 Northern Lights Amber Ale 921 0.050
## 901 494 Polar Pale Ale 920 0.052
## 902 494 Fairweather IPA 648 0.061
## 903 495 Frankenlou's IPA 918 0.070
## 904 497 Hop Abomination 881 0.066
## 905 497 Dry Dock Amber Ale 871 0.058
## 906 501 Tonganoxie Honey Wheat 824 0.044
## 907 504 Gordon (2005) 805 0.092
## 908 504 Old Chub (2008) 787 0.080
## 909 504 Old Chub (2004) 786 0.080
## 910 504 Old Chub (2003) 785 0.080
## 911 504 Dale's Pale Ale (2008) 745 0.065
## 912 504 Dale's Pale Ale (2006) 744 0.065
## 913 504 Dale's Pale Ale (2004) 743 0.065
## 914 504 Dale's Pale Ale (2003) 742 0.065
## 915 504 Dale's Pale Ale (2002) 741 0.065
## 916 504 Gordon Beer (2006) 733 0.087
## 917 506 Choc Beer (2003) 781 0.040
## 918 510 Ace IPA 762 0.074
## 919 511 Cold Smoke Scotch Ale (2007) 760 0.065
## 920 511 Double Haul IPA (2009) 759 0.065
## 921 511 Double Haul IPA (2006) 758 0.065
## 922 511 Eddy Out Pale Ale 87 0.055
## 923 511 Double Haul IPA 86 0.065
## 924 511 Cold Smoke Scotch Ale 85 0.065
## 925 516 Eclipse Black IPA 556 0.077
## 926 518 Mucho Aloha Hawaiian Pale Ale 668 0.056
## 927 520 House Brand IPA 632 0.060
## 928 521 Hoppy Boy 641 0.062
## 929 522 Snake Dog IPA 608 0.071
## 930 524 This Season's Blonde 597 0.056
## 931 524 Independence Pass Ale 596 0.070
## 932 528 Jon Boat Coastal Ale 559 0.045
## 933 528 I-10 IPA 558 0.068
## 934 528 People's Pale Ale 553 0.053
## 935 529 Shiva IPA 428 0.060
## 936 531 Black Adder IBA (Current) 383 0.073
## 937 531 Tule Duck Red Ale (Current) 28 0.062
## 938 534 Jockamo IPA 516 0.065
## 939 539 Dundee Summer Wheat Beer 457 0.045
## 940 540 Greenville Pale Ale 433 0.055
## 941 542 Sky High Rye 413 0.060
## 942 542 Whitsun 390 0.062
## 943 547 Common Sense Kentucky Common Ale 382 0.053
## 944 547 Upstate I.P.W. 381 0.065
## IBU Style Ounces
## 1 50 American IPA 16.0
## 2 19 English Brown Ale 16.0
## 3 38 Pumpkin Ale 16.0
## 4 68 American Double / Imperial IPA 16.0
## 5 42 American Pale Ale (APA) 16.0
## 6 21 Pumpkin Ale 16.0
## 7 13 Belgian Pale Ale 16.0
## 8 68 American Double / Imperial IPA 16.0
## 9 38 Saison / Farmhouse Ale 16.0
## 10 65 American IPA 16.0
## 11 20 English Brown Ale 16.0
## 12 100 American Double / Imperial IPA 16.0
## 13 85 American IPA 16.0
## 14 24 Wheat Ale 16.0
## 15 100 American Double / Imperial IPA 16.0
## 16 30 Cream Ale 16.0
## 17 19 American Pale Wheat Ale 12.0
## 18 16 American Amber / Red Ale 12.0
## 19 42 American IPA 12.0
## 20 25 American Amber / Red Ale 16.0
## 21 74 American IPA 16.0
## 22 47 American IPA 12.0
## 23 51 American IPA 12.0
## 24 10 American Brown Ale 12.0
## 25 15 American Blonde Ale 12.0
## 26 65 American IPA 12.0
## 27 40 American Pale Ale (APA) 12.0
## 28 35 American IPA 12.0
## 29 72 American IPA 12.0
## 30 50 Scotch Ale / Wee Heavy 12.0
## 31 65 American IPA 12.0
## 32 42 American IPA 12.0
## 33 27 American Blonde Ale 16.0
## 34 104 American IPA 16.0
## 35 115 American Double / Imperial IPA 16.0
## 36 36 American IPA 16.0
## 37 22 Irish Red Ale 16.0
## 38 46 American IPA 16.0
## 39 64 American Pale Wheat Ale 16.0
## 40 37 American Pale Ale (APA) 16.0
## 41 90 American IPA 16.0
## 42 58 American Pale Ale (APA) 12.0
## 43 40 American Pale Ale (APA) 12.0
## 44 115 American Double / Imperial IPA 12.0
## 45 16 American Pale Wheat Ale 16.0
## 46 86 American IPA 16.0
## 47 40 American Pale Ale (APA) 16.0
## 48 20 Belgian Pale Ale 16.0
## 49 23 Scotch Ale / Wee Heavy 16.0
## 50 36 Belgian Dark Ale 16.0
## 51 30 Scotch Ale / Wee Heavy 16.0
## 52 23 Scotch Ale / Wee Heavy 16.0
## 53 75 American IPA 16.0
## 54 75 American IPA 16.0
## 55 75 American IPA 16.0
## 56 75 American IPA 16.0
## 57 30 Scotch Ale / Wee Heavy 16.0
## 58 77 American IPA 16.0
## 59 50 American Pale Ale (APA) 16.0
## 60 23 Scottish Ale 16.0
## 61 91 American Double / Imperial IPA 16.0
## 62 30 Scotch Ale / Wee Heavy 16.0
## 63 77 American IPA 16.0
## 64 23 Scottish Ale 16.0
## 65 20 Cream Ale 16.0
## 66 50 American Pale Ale (APA) 16.0
## 67 23 American Blonde Ale 16.0
## 68 61 Belgian IPA 16.0
## 69 45 American IPA 16.0
## 70 65 American IPA 16.0
## 71 50 English Strong Ale 16.0
## 72 18 Belgian Dark Ale 16.0
## 73 90 American Double / Imperial IPA 16.0
## 74 70 American IPA 16.0
## 75 36 American Pale Ale (APA) 16.0
## 76 18 Cream Ale 16.0
## 77 99 American Double / Imperial IPA 16.0
## 78 15 American Blonde Ale 12.0
## 79 20 American Amber / Red Ale 12.0
## 80 85 American IPA 12.0
## 81 45 American Pale Ale (APA) 12.0
## 82 45 American Pale Ale (APA) 12.0
## 83 85 American IPA 12.0
## 84 45 American Pale Ale (APA) 12.0
## 85 20 American Amber / Red Ale 12.0
## 86 80 American IPA 12.0
## 87 35 American Pale Ale (APA) 16.0
## 88 34 English Brown Ale 16.0
## 89 101 American Double / Imperial IPA 16.0
## 90 40 American IPA 12.0
## 91 75 American IPA 12.0
## 92 70 American IPA 12.0
## 93 69 American IPA 12.0
## 94 17 American Brown Ale 12.0
## 95 63 American IPA 12.0
## 96 60 American IPA 16.0
## 97 100 American IPA 12.0
## 98 40 American Pale Ale (APA) 12.0
## 99 70 American IPA 12.0
## 100 20 Saison / Farmhouse Ale 16.0
## 101 20 Saison / Farmhouse Ale 16.0
## 102 110 American IPA 16.0
## 103 12 American Brown Ale 16.0
## 104 20 American Pale Wheat Ale 16.0
## 105 20 American Pale Wheat Ale 12.0
## 106 93 American Double / Imperial IPA 16.0
## 107 22 American Brown Ale 16.0
## 108 60 American IPA 16.0
## 109 62 American IPA 24.0
## 110 50 American Pale Ale (APA) 12.0
## 111 111 American Double / Imperial IPA 12.0
## 112 70 American Strong Ale 12.0
## 113 74 American IPA 16.0
## 114 34 Cream Ale 16.0
## 115 62 American IPA 16.0
## 116 47 American Brown Ale 16.0
## 117 11 American Pale Wheat Ale 16.0
## 118 35 Saison / Farmhouse Ale 16.0
## 119 103 American Double / Imperial IPA 12.0
## 120 48 Pumpkin Ale 16.0
## 121 34 Cream Ale 16.0
## 122 62 American IPA 16.0
## 123 47 American IPA 12.0
## 124 75 American IPA 12.0
## 125 20 American Blonde Ale 12.0
## 126 70 American IPA 12.0
## 127 24 American Wild Ale 19.2
## 128 33 American White IPA 12.0
## 129 30 American Wild Ale 19.2
## 130 90 American Double / Imperial IPA 19.2
## 131 30 Belgian Pale Ale 12.0
## 132 44 English India Pale Ale (IPA) 12.0
## 133 27 American Blonde Ale 12.0
## 134 45 American Pale Ale (APA) 12.0
## 135 22 Abbey Single Ale 12.0
## 136 76 American IPA 12.0
## 137 85 American Double / Imperial IPA 12.0
## 138 22 Abbey Single Ale 12.0
## 139 55 American Pale Ale (APA) 16.0
## 140 100 American Double / Imperial IPA 16.0
## 141 18 American Blonde Ale 12.0
## 142 28 American Pale Wheat Ale 12.0
## 143 85 American Black Ale 16.0
## 144 69 American IPA 16.0
## 145 90 American IPA 16.0
## 146 45 American Brown Ale 16.0
## 147 45 American Brown Ale 16.0
## 148 120 American Double / Imperial IPA 16.0
## 149 33 Saison / Farmhouse Ale 16.0
## 150 99 American IPA 16.0
## 151 68 American IPA 16.0
## 152 20 American Brown Ale 16.0
## 153 46 American Pale Ale (APA) 12.0
## 154 25 Belgian Strong Pale Ale 12.0
## 155 25 American Amber / Red Ale 12.0
## 156 33 American Brown Ale 12.0
## 157 70 American IPA 12.0
## 158 82 American IPA 12.0
## 159 17 American Blonde Ale 16.0
## 160 45 American IPA 16.0
## 161 75 American IPA 16.0
## 162 19 American Blonde Ale 16.0
## 163 45 American Pale Ale (APA) 16.0
## 164 90 American Double / Imperial IPA 12.0
## 165 115 American Double / Imperial IPA 16.0
## 166 8 American Blonde Ale 12.0
## 167 62 American IPA 12.0
## 168 69 American IPA 16.0
## 169 43 American Dark Wheat Ale 12.0
## 170 43 American Dark Wheat Ale 12.0
## 171 36 American Pale Ale (APA) 12.0
## 172 68 American Strong Ale 12.0
## 173 87 American IPA 12.0
## 174 68 American IPA 12.0
## 175 34 American Black Ale 12.0
## 176 35 American IPA 12.0
## 177 16 American Brown Ale 12.0
## 178 20 American Amber / Red Ale 12.0
## 179 20 American Pale Wheat Ale 16.0
## 180 20 American Pale Wheat Ale 16.0
## 181 20 American Pale Wheat Ale 16.0
## 182 20 American Pale Wheat Ale 16.0
## 183 20 American Pale Wheat Ale 16.0
## 184 20 American Pale Wheat Ale 16.0
## 185 20 American Pale Wheat Ale 16.0
## 186 20 American Pale Wheat Ale 16.0
## 187 20 American Pale Wheat Ale 16.0
## 188 20 American Pale Wheat Ale 16.0
## 189 20 American Pale Wheat Ale 16.0
## 190 20 American Pale Wheat Ale 16.0
## 191 60 American Amber / Red Ale 16.0
## 192 75 American IPA 16.0
## 193 70 American Strong Ale 16.0
## 194 60 American White IPA 16.0
## 195 60 American Amber / Red Ale 16.0
## 196 70 American Strong Ale 16.0
## 197 75 American IPA 16.0
## 198 40 American IPA 12.0
## 199 70 American IPA 12.0
## 200 18 American Amber / Red Ale 12.0
## 201 18 American Amber / Red Ale 12.0
## 202 70 American IPA 16.0
## 203 18 American Amber / Red Ale 16.0
## 204 70 American IPA 12.0
## 205 18 American Amber / Red Ale 12.0
## 206 65 American IPA 12.0
## 207 37 American Pale Ale (APA) 16.0
## 208 26 American Pale Wheat Ale 12.0
## 209 65 American IPA 16.0
## 210 37 American Pale Ale (APA) 12.0
## 211 69 American Double / Imperial IPA 12.0
## 212 65 American IPA 16.0
## 213 11 American Pale Wheat Ale 16.0
## 214 30 American Pale Ale (APA) 16.0
## 215 30 American Pale Ale (APA) 12.0
## 216 18 American Pale Wheat Ale 16.0
## 217 18 American Pale Wheat Ale 12.0
## 218 20 American Pale Wheat Ale 12.0
## 219 18 American Blonde Ale 12.0
## 220 40 American Pale Ale (APA) 12.0
## 221 70 American IPA 12.0
## 222 32 American Brown Ale 12.0
## 223 30 American Amber / Red Ale 12.0
## 224 42 American Amber / Red Ale 12.0
## 225 42 American Pale Ale (APA) 12.0
## 226 60 American Amber / Red Ale 12.0
## 227 45 American Pale Ale (APA) 12.0
## 228 75 American IPA 12.0
## 229 25 American Blonde Ale 12.0
## 230 67 American IPA 16.0
## 231 20 Cream Ale 16.0
## 232 93 American Amber / Red Ale 16.0
## 233 85 American IPA 12.0
## 234 66 American IPA 32.0
## 235 44 American Pale Ale (APA) 32.0
## 236 75 American Double / Imperial IPA 32.0
## 237 126 American Double / Imperial IPA 12.0
## 238 75 American IPA 12.0
## 239 24 American Amber / Red Ale 12.0
## 240 24 American Amber / Red Ale 12.0
## 241 70 American IPA 12.0
## 242 45 American Pale Ale (APA) 12.0
## 243 85 American IPA 12.0
## 244 40 American Pale Ale (APA) 12.0
## 245 28 American Pale Wheat Ale 12.0
## 246 36 American Pale Ale (APA) 12.0
## 247 70 American White IPA 12.0
## 248 70 American IPA 12.0
## 249 72 American IPA 12.0
## 250 22 Scotch Ale / Wee Heavy 16.0
## 251 94 English India Pale Ale (IPA) 16.0
## 252 45 American Pale Ale (APA) 12.0
## 253 72 American IPA 16.0
## 254 82 American IPA 12.0
## 255 40 American Pale Ale (APA) 12.0
## 256 100 American IPA 16.0
## 257 100 American Double / Imperial IPA 12.0
## 258 25 American Blonde Ale 16.0
## 259 100 American IPA 16.0
## 260 21 Cream Ale 12.0
## 261 16 American Blonde Ale 12.0
## 262 35 American IPA 12.0
## 263 44 American Pale Ale (APA) 12.0
## 264 88 American IPA 12.0
## 265 35 American Amber / Red Ale 12.0
## 266 33 Saison / Farmhouse Ale 12.0
## 267 60 American IPA 12.0
## 268 36 American Pale Ale (APA) 12.0
## 269 103 American Double / Imperial IPA 12.0
## 270 45 American Pale Ale (APA) 12.0
## 271 110 American Double / Imperial IPA 12.0
## 272 100 American Double / Imperial IPA 12.0
## 273 110 American Double / Imperial IPA 12.0
## 274 40 Old Ale 12.0
## 275 20 American Blonde Ale 16.0
## 276 100 American Double / Imperial IPA 12.0
## 277 45 American Pale Ale (APA) 16.0
## 278 20 American Blonde Ale 12.0
## 279 65 American Pale Ale (APA) 12.0
## 280 65 American IPA 12.0
## 281 58 American IPA 16.0
## 282 42 American Pale Ale (APA) 12.0
## 283 6 American Pale Wheat Ale 16.0
## 284 25 Pumpkin Ale 16.0
## 285 25 American Amber / Red Ale 16.0
## 286 35 American Pale Ale (APA) 16.0
## 287 55 American IPA 12.0
## 288 40 American Pale Ale (APA) 12.0
## 289 20 Saison / Farmhouse Ale 12.0
## 290 85 American Double / Imperial IPA 12.0
## 291 70 American IPA 12.0
## 292 75 American IPA 16.0
## 293 33 American Brown Ale 12.0
## 294 100 American Double / Imperial IPA 12.0
## 295 25 Saison / Farmhouse Ale 16.0
## 296 23 American Blonde Ale 12.0
## 297 70 American IPA 12.0
## 298 85 American Black Ale 12.0
## 299 21 American Blonde Ale 12.0
## 300 50 American Blonde Ale 12.0
## 301 21 American Blonde Ale 12.0
## 302 33 American Pale Ale (APA) 12.0
## 303 9 American Black Ale 12.0
## 304 64 American IPA 12.0
## 305 7 American Pale Wheat Ale 16.0
## 306 7 American Pale Wheat Ale 12.0
## 307 7 American Pale Wheat Ale 12.0
## 308 32 American Brown Ale 12.0
## 309 7 American Pale Wheat Ale 12.0
## 310 33 American Pale Ale (APA) 12.0
## 311 89 American IPA 12.0
## 312 72 American IPA 16.0
## 313 65 American IPA 16.0
## 314 60 American Pale Ale (APA) 12.0
## 315 20 American Blonde Ale 12.0
## 316 80 American Amber / Red Ale 16.0
## 317 20 American Blonde Ale 16.0
## 318 60 American Pale Ale (APA) 16.0
## 319 14 American Pale Wheat Ale 12.0
## 320 68 American Pale Ale (APA) 12.0
## 321 14 American Pale Wheat Ale 12.0
## 322 49 American Pale Ale (APA) 12.0
## 323 32 American Amber / Red Ale 12.0
## 324 42 American Pale Ale (APA) 12.0
## 325 65 American IPA 12.0
## 326 65 American Black Ale 12.0
## 327 60 American IPA 12.0
## 328 60 American IPA 12.0
## 329 60 American IPA 12.0
## 330 60 American IPA 12.0
## 331 60 American IPA 12.0
## 332 70 American IPA 12.0
## 333 70 American IPA 12.0
## 334 25 English Brown Ale 12.0
## 335 25 American Brown Ale 12.0
## 336 75 American Amber / Red Ale 12.0
## 337 70 American IPA 12.0
## 338 18 American Pale Wheat Ale 12.0
## 339 24 American Pale Wheat Ale 12.0
## 340 22 Cream Ale 16.0
## 341 24 American Pale Wheat Ale 16.0
## 342 72 Belgian Strong Dark Ale 12.0
## 343 29 Scotch Ale / Wee Heavy 12.0
## 344 47 American Pale Ale (APA) 12.0
## 345 30 American Brown Ale 12.0
## 346 70 American IPA 12.0
## 347 24 American Amber / Red Ale 12.0
## 348 70 American IPA 12.0
## 349 60 American IPA 12.0
## 350 18 American Blonde Ale 12.0
## 351 37 American Pale Ale (APA) 12.0
## 352 28 American Amber / Red Ale 12.0
## 353 18 American Blonde Ale 12.0
## 354 82 American IPA 12.0
## 355 100 American IPA 12.0
## 356 55 American Pale Ale (APA) 12.0
## 357 24 American Amber / Red Ale 12.0
## 358 94 American IPA 12.0
## 359 94 American IPA 12.0
## 360 55 American Pale Ale (APA) 12.0
## 361 55 American Pale Ale (APA) 12.0
## 362 55 American Pale Ale (APA) 12.0
## 363 55 American Pale Ale (APA) 12.0
## 364 55 American Pale Ale (APA) 12.0
## 365 24 American Amber / Red Ale 12.0
## 366 94 American IPA 12.0
## 367 44 American Pale Ale (APA) 12.0
## 368 71 American Black Ale 12.0
## 369 60 American IPA 12.0
## 370 10 Pumpkin Ale 12.0
## 371 42 American IPA 12.0
## 372 83 American IPA 12.0
## 373 17 American Blonde Ale 12.0
## 374 82 American IPA 12.0
## 375 34 American Pale Ale (APA) 12.0
## 376 29 American Pale Ale (APA) 12.0
## 377 47 American IPA 12.0
## 378 21 Scottish Ale 12.0
## 379 20 Saison / Farmhouse Ale 16.0
## 380 35 American Amber / Red Ale 16.0
## 381 70 American IPA 12.0
## 382 36 Saison / Farmhouse Ale 12.0
## 383 40 English Brown Ale 12.0
## 384 22 American Blonde Ale 16.0
## 385 60 American IPA 16.0
## 386 22 American Blonde Ale 16.0
## 387 36 American Brown Ale 16.0
## 388 25 American Dark Wheat Ale 16.0
## 389 26 English Dark Mild Ale 16.0
## 390 60 American IPA 16.0
## 391 22 American Blonde Ale 16.0
## 392 35 American IPA 12.0
## 393 65 American Pale Ale (APA) 12.0
## 394 65 American Pale Ale (APA) 12.0
## 395 65 American Pale Ale (APA) 19.2
## 396 65 American Pale Ale (APA) 12.0
## 397 65 American Pale Ale (APA) 12.0
## 398 85 American Double / Imperial IPA 12.0
## 399 65 American Pale Ale (APA) 12.0
## 400 65 American Pale Ale (APA) 12.0
## 401 85 American Double / Imperial IPA 16.0
## 402 70 American Strong Ale 12.0
## 403 60 American Double / Imperial IPA 12.0
## 404 85 American Double / Imperial IPA 12.0
## 405 100 American Double / Imperial IPA 12.0
## 406 35 Scottish Ale 12.0
## 407 85 American Double / Imperial IPA 12.0
## 408 65 American Pale Ale (APA) 12.0
## 409 68 American Pale Ale (APA) 12.0
## 410 25 American Blonde Ale 12.0
## 411 60 American IPA 12.0
## 412 80 American IPA 12.0
## 413 4 Cream Ale 12.0
## 414 80 American IPA 12.0
## 415 15 American Amber / Red Ale 12.0
## 416 15 American Amber / Red Ale 12.0
## 417 4 Cream Ale 12.0
## 418 80 American IPA 12.0
## 419 15 American Amber / Red Ale 12.0
## 420 4 Cream Ale 12.0
## 421 28 American Pale Ale (APA) 12.0
## 422 80 American Double / Imperial IPA 16.0
## 423 60 American Pale Ale (APA) 12.0
## 424 60 American Pale Ale (APA) 12.0
## 425 73 American IPA 16.0
## 426 21 Belgian Pale Ale 12.0
## 427 20 Scotch Ale / Wee Heavy 12.0
## 428 45 American Pale Ale (APA) 12.0
## 429 25 American Blonde Ale 16.0
## 430 35 American Amber / Red Ale 16.0
## 431 100 American IPA 16.0
## 432 35 American Amber / Red Ale 16.0
## 433 25 American Blonde Ale 16.0
## 434 40 American Strong Ale 16.0
## 435 20 English Brown Ale 16.0
## 436 40 American Amber / Red Ale 16.0
## 437 53 American Pale Ale (APA) 16.0
## 438 68 American IPA 16.0
## 439 35 American Pale Ale (APA) 12.0
## 440 21 American Blonde Ale 12.0
## 441 70 American IPA 12.0
## 442 41 American IPA 12.0
## 443 48 American IPA 12.0
## 444 27 American Amber / Red Ale 12.0
## 445 70 American IPA 12.0
## 446 70 American IPA 12.0
## 447 36 American Pale Ale (APA) 12.0
## 448 20 American Brown Ale 12.0
## 449 27 American Amber / Red Ale 12.0
## 450 70 American IPA 12.0
## 451 48 American IPA 12.0
## 452 55 American Pale Ale (APA) 12.0
## 453 22 English Brown Ale 12.0
## 454 32 American Pale Ale (APA) 12.0
## 455 60 American IPA 12.0
## 456 80 American Black Ale 12.0
## 457 55 American IPA 12.0
## 458 70 American IPA 12.0
## 459 40 American Pale Ale (APA) 12.0
## 460 55 American IPA 12.0
## 461 20 American Blonde Ale 12.0
## 462 60 American Strong Ale 12.0
## 463 70 American IPA 12.0
## 464 20 American Blonde Ale 12.0
## 465 90 American IPA 12.0
## 466 90 American IPA 12.0
## 467 20 American Blonde Ale 12.0
## 468 69 American IPA 12.0
## 469 30 American Double / Imperial IPA 12.0
## 470 69 American IPA 12.0
## 471 50 American Pale Ale (APA) 12.0
## 472 53 American Amber / Red Ale 16.0
## 473 53 American Amber / Red Ale 16.0
## 474 50 American IPA 16.0
## 475 75 American IPA 19.2
## 476 75 American IPA 12.0
## 477 22 American Blonde Ale 12.0
## 478 23 American Amber / Red Ale 12.0
## 479 42 American Pale Ale (APA) 12.0
## 480 77 American IPA 12.0
## 481 62 American IPA 12.0
## 482 97 American IPA 16.0
## 483 40 American Amber / Red Ale 12.0
## 484 85 American IPA 16.0
## 485 75 American IPA 16.0
## 486 50 American Pale Ale (APA) 16.0
## 487 75 American Amber / Red Ale 16.0
## 488 30 Saison / Farmhouse Ale 16.0
## 489 46 American Pale Wheat Ale 16.0
## 490 115 American Amber / Red Ale 16.0
## 491 60 American IPA 12.0
## 492 38 American IPA 12.0
## 493 21 American Pale Wheat Ale 12.0
## 494 21 English Brown Ale 12.0
## 495 35 American Pale Ale (APA) 12.0
## 496 40 American Blonde Ale 12.0
## 497 118 American Double / Imperial IPA 16.0
## 498 35 Saison / Farmhouse Ale 12.0
## 499 23 American Brown Ale 12.0
## 500 69 English India Pale Ale (IPA) 12.0
## 501 65 American IPA 12.0
## 502 12 Cream Ale 12.0
## 503 66 American IPA 12.0
## 504 80 American IPA 12.0
## 505 17 American Strong Ale 16.0
## 506 104 American Double / Imperial IPA 12.0
## 507 85 American Amber / Red Ale 16.0
## 508 81 American IPA 12.0
## 509 38 American Amber / Red Ale 12.0
## 510 100 American Black Ale 16.0
## 511 80 American Double / Imperial IPA 16.0
## 512 35 American IPA 12.0
## 513 61 American IPA 12.0
## 514 61 American IPA 12.0
## 515 24 American Brown Ale 12.0
## 516 70 American IPA 12.0
## 517 55 American Pale Ale (APA) 12.0
## 518 80 American IPA 16.0
## 519 69 American Strong Ale 16.0
## 520 15 American Blonde Ale 12.0
## 521 115 American Double / Imperial IPA 12.0
## 522 80 American IPA 12.0
## 523 50 American IPA 12.0
## 524 15 American Blonde Ale 12.0
## 525 26 American Amber / Red Ale 12.0
## 526 43 Pumpkin Ale 16.0
## 527 130 American Double / Imperial IPA 16.0
## 528 64 American IPA 12.0
## 529 30 American Amber / Red Ale 12.0
## 530 50 American Pale Ale (APA) 12.0
## 531 90 American Double / Imperial IPA 12.0
## 532 45 American White IPA 12.0
## 533 42 American IPA 12.0
## 534 20 Pumpkin Ale 12.0
## 535 42 American IPA 12.0
## 536 10 American Pale Wheat Ale 12.0
## 537 42 American IPA 12.0
## 538 65 American IPA 12.0
## 539 45 American Pale Ale (APA) 12.0
## 540 26 American Pale Ale (APA) 12.0
## 541 35 Cream Ale 12.0
## 542 61 American IPA 12.0
## 543 35 Saison / Farmhouse Ale 12.0
## 544 74 American IPA 16.0
## 545 70 American IPA 16.0
## 546 92 American IPA 16.0
## 547 60 American IPA 16.0
## 548 65 American IPA 16.0
## 549 60 American IPA 12.0
## 550 20 American Brown Ale 16.0
## 551 70 American IPA 16.0
## 552 70 American IPA 16.0
## 553 60 American IPA 16.0
## 554 30 American Blonde Ale 12.0
## 555 50 American Amber / Red Ale 12.0
## 556 75 American IPA 12.0
## 557 20 Cream Ale 12.0
## 558 30 Saison / Farmhouse Ale 16.0
## 559 18 English Dark Mild Ale 12.0
## 560 31 Belgian Pale Ale 12.0
## 561 35 Belgian Pale Ale 12.0
## 562 65 American IPA 12.0
## 563 40 American IPA 12.0
## 564 18 American Blonde Ale 12.0
## 565 30 American Pale Ale (APA) 16.0
## 566 60 American IPA 12.0
## 567 88 American Double / Imperial IPA 16.0
## 568 69 American IPA 12.0
## 569 80 American Black Ale 16.0
## 570 22 American Pale Wheat Ale 16.0
## 571 72 American Amber / Red Ale 16.0
## 572 40 American IPA 16.0
## 573 70 American IPA 12.0
## 574 39 American Pale Ale (APA) 12.0
## 575 55 American Pale Ale (APA) 12.0
## 576 65 American IPA 12.0
## 577 65 American IPA 12.0
## 578 72 American IPA 12.0
## 579 30 American Amber / Red Ale 12.0
## 580 61 American Pale Wheat Ale 12.0
## 581 35 American Amber / Red Ale 16.0
## 582 10 American Blonde Ale 16.0
## 583 42 English India Pale Ale (IPA) 12.0
## 584 30 American Amber / Red Ale 12.0
## 585 49 American Pale Ale (APA) 12.0
## 586 40 American Pale Ale (APA) 12.0
## 587 120 American Double / Imperial IPA 16.0
## 588 120 American Double / Imperial IPA 16.0
## 589 22 Irish Red Ale 12.0
## 590 50 American IPA 12.0
## 591 45 American White IPA 12.0
## 592 28 American Blonde Ale 12.0
## 593 90 American IPA 12.0
## 594 27 American Pale Wheat Ale 12.0
## 595 80 American Black Ale 12.0
## 596 45 American Pale Ale (APA) 12.0
## 597 40 English India Pale Ale (IPA) 12.0
## 598 20 American Pale Ale (APA) 12.0
## 599 65 Belgian IPA 16.0
## 600 77 American Double / Imperial IPA 16.0
## 601 30 American IPA 16.0
## 602 44 American IPA 12.0
## 603 16 English Pale Mild Ale 12.0
## 604 80 American Double / Imperial IPA 16.0
## 605 24 American Amber / Red Ale 16.0
## 606 51 American IPA 16.0
## 607 20 Saison / Farmhouse Ale 16.0
## 608 24 American Amber / Red Ale 16.0
## 609 16 Scottish Ale 16.0
## 610 43 American Pale Ale (APA) 12.0
## 611 73 American IPA 12.0
## 612 20 American Blonde Ale 12.0
## 613 66 American IPA 12.0
## 614 40 American Pale Ale (APA) 12.0
## 615 67 American IPA 12.0
## 616 87 American IPA 12.0
## 617 35 American Amber / Red Ale 12.0
## 618 28 American Pale Ale (APA) 12.0
## 619 69 American IPA 12.0
## 620 83 American Strong Ale 12.0
## 621 34 Saison / Farmhouse Ale 12.0
## 622 44 American Amber / Red Ale 12.0
## 623 37 American IPA 12.0
## 624 55 American IPA 12.0
## 625 50 American IPA 12.0
## 626 85 American Double / Imperial IPA 12.0
## 627 17 English Pale Ale 12.0
## 628 37 American IPA 12.0
## 629 20 Pumpkin Ale 12.0
## 630 55 American IPA 12.0
## 631 25 Saison / Farmhouse Ale 12.0
## 632 28 American Brown Ale 12.0
## 633 45 American IPA 12.0
## 634 42 American Amber / Red Ale 12.0
## 635 75 American IPA 12.0
## 636 60 American IPA 12.0
## 637 60 American IPA 16.0
## 638 12 American Blonde Ale 12.0
## 639 45 American IPA 16.0
## 640 7 American Pale Wheat Ale 12.0
## 641 65 American Brown Ale 16.0
## 642 20 Pumpkin Ale 16.0
## 643 75 American Double / Imperial IPA 12.0
## 644 75 American Double / Imperial IPA 12.0
## 645 80 American Double / Imperial IPA 12.0
## 646 108 American Double / Imperial IPA 16.0
## 647 35 American Pale Ale (APA) 12.0
## 648 65 American IPA 12.0
## 649 35 American Pale Ale (APA) 12.0
## 650 25 American Brown Ale 12.0
## 651 60 American IPA 12.0
## 652 21 Irish Red Ale 12.0
## 653 28 American Pale Wheat Ale 12.0
## 654 100 American IPA 12.0
## 655 100 American IPA 12.0
## 656 32 American Pale Ale (APA) 12.0
## 657 12 American Pale Wheat Ale 12.0
## 658 90 American Strong Ale 16.0
## 659 100 American IPA 12.0
## 660 72 American IPA 16.0
## 661 37 American Pale Ale (APA) 12.0
## 662 39 American Amber / Red Ale 12.0
## 663 92 American IPA 12.0
## 664 18 American Blonde Ale 16.0
## 665 18 American Dark Wheat Ale 16.0
## 666 20 American Amber / Red Ale 16.0
## 667 70 American IPA 16.0
## 668 45 American Amber / Red Ale 12.0
## 669 60 American IPA 16.0
## 670 55 American IPA 16.0
## 671 60 American Pale Ale (APA) 16.0
## 672 31 American Brown Ale 12.0
## 673 25 Belgian Strong Pale Ale 12.0
## 674 85 American IPA 12.0
## 675 51 American IPA 12.0
## 676 31 American Pale Ale (APA) 12.0
## 677 14 American Pale Wheat Ale 12.0
## 678 45 American IPA 12.0
## 679 16 American Pale Ale (APA) 16.0
## 680 46 American Black Ale 16.0
## 681 50 American Pale Ale (APA) 16.0
## 682 37 American Amber / Red Ale 12.0
## 683 100 American IPA 16.0
## 684 32 American Pale Ale (APA) 12.0
## 685 19 Scottish Ale 12.0
## 686 70 American IPA 12.0
## 687 65 American IPA 12.0
## 688 40 English Pale Ale 12.0
## 689 35 American Pale Wheat Ale 12.0
## 690 26 American Brown Ale 12.0
## 691 60 English Strong Ale 12.0
## 692 26 American Brown Ale 12.0
## 693 35 American Pale Wheat Ale 12.0
## 694 65 American IPA 12.0
## 695 40 English Pale Ale 12.0
## 696 35 American Pale Wheat Ale 12.0
## 697 26 American Brown Ale 12.0
## 698 11 Pumpkin Ale 12.0
## 699 65 American IPA 12.0
## 700 15 English Brown Ale 12.0
## 701 29 American Pale Ale (APA) 12.0
## 702 69 American IPA 16.0
## 703 64 American IPA 12.0
## 704 64 American IPA 12.0
## 705 70 American IPA 16.0
## 706 18 Cream Ale 12.0
## 707 55 American Pale Ale (APA) 12.0
## 708 135 American IPA 12.0
## 709 95 American IPA 12.0
## 710 70 American IPA 12.0
## 711 93 American Double / Imperial IPA 12.0
## 712 88 American IPA 12.0
## 713 25 American Blonde Ale 12.0
## 714 49 American Brown Ale 12.0
## 715 44 American Pale Ale (APA) 12.0
## 716 85 American IPA 16.0
## 717 99 American Double / Imperial IPA 16.0
## 718 77 American Black Ale 16.0
## 719 55 American IPA 12.0
## 720 75 American IPA 12.0
## 721 21 Belgian Pale Ale 12.0
## 722 18 American Pale Wheat Ale 12.0
## 723 85 American Double / Imperial IPA 12.0
## 724 31 American Pale Ale (APA) 16.0
## 725 80 American IPA 16.0
## 726 17 Pumpkin Ale 12.0
## 727 23 American Pale Wheat Ale 12.0
## 728 41 American Amber / Red Ale 12.0
## 729 100 American Double / Imperial IPA 12.0
## 730 27 American Blonde Ale 12.0
## 731 100 American Double / Imperial IPA 12.0
## 732 100 American Double / Imperial IPA 12.0
## 733 41 American Pale Ale (APA) 12.0
## 734 32 American Pale Ale (APA) 16.0
## 735 20 American Blonde Ale 16.0
## 736 60 American Amber / Red Ale 16.0
## 737 30 Saison / Farmhouse Ale 16.0
## 738 22 American Brown Ale 16.0
## 739 30 Irish Red Ale 16.0
## 740 30 Irish Red Ale 16.0
## 741 48 American Pale Ale (APA) 16.0
## 742 22 American Brown Ale 16.0
## 743 70 American IPA 16.0
## 744 25 American Amber / Red Ale 16.0
## 745 48 American Pale Ale (APA) 16.0
## 746 30 Irish Red Ale 16.0
## 747 10 American Blonde Ale 12.0
## 748 14 American Pale Wheat Ale 12.0
## 749 35 American Pale Ale (APA) 16.0
## 750 42 American Pale Ale (APA) 12.0
## 751 70 American IPA 12.0
## 752 70 American IPA 12.0
## 753 70 American IPA 12.0
## 754 52 English Strong Ale 12.0
## 755 94 American Double / Imperial IPA 12.0
## 756 42 American Pale Ale (APA) 12.0
## 757 65 American Black Ale 12.0
## 758 35 Belgian Dark Ale 12.0
## 759 65 American IPA 12.0
## 760 74 American IPA 16.0
## 761 74 American IPA 16.0
## 762 90 American Double / Imperial IPA 12.0
## 763 113 American IPA 12.0
## 764 40 American Pale Ale (APA) 12.0
## 765 138 American Double / Imperial IPA 12.0
## 766 35 American Amber / Red Ale 12.0
## 767 20 American Brown Ale 12.0
## 768 24 American Amber / Red Ale 12.0
## 769 68 American IPA 12.0
## 770 15 American Pale Wheat Ale 12.0
## 771 65 American IPA 12.0
## 772 78 American Strong Ale 16.0
## 773 80 American IPA 16.0
## 774 54 American Pale Ale (APA) 12.0
## 775 54 American Pale Ale (APA) 12.0
## 776 22 Cream Ale 12.0
## 777 35 American Pale Ale (APA) 12.0
## 778 60 American Pale Ale (APA) 12.0
## 779 60 American Pale Ale (APA) 12.0
## 780 52 American IPA 16.0
## 781 52 American IPA 12.0
## 782 65 American IPA 12.0
## 783 65 American IPA 12.0
## 784 86 American Double / Imperial IPA 16.0
## 785 86 American Double / Imperial IPA 16.0
## 786 85 American Double / Imperial IPA 12.0
## 787 85 American Double / Imperial IPA 16.0
## 788 35 Scottish Ale 12.0
## 789 65 American Pale Ale (APA) 19.2
## 790 65 American Pale Ale (APA) 12.0
## 791 9 American Pale Wheat Ale 12.0
## 792 15 American Pale Wheat Ale 12.0
## 793 68 American IPA 12.0
## 794 19 American Amber / Red Ale 12.0
## 795 30 Saison / Farmhouse Ale 12.0
## 796 95 American Black Ale 12.0
## 797 30 American Brown Ale 12.0
## 798 62 American IPA 12.0
## 799 16 American Blonde Ale 12.0
## 800 50 American Pale Ale (APA) 12.0
## 801 35 American Amber / Red Ale 12.0
## 802 55 American Black Ale 12.0
## 803 55 American Black Ale 16.0
## 804 35 American Amber / Red Ale 16.0
## 805 11 American Blonde Ale 16.0
## 806 43 American IPA 16.0
## 807 20 Belgian Pale Ale 16.0
## 808 70 American IPA 16.0
## 809 85 American Double / Imperial IPA 12.0
## 810 85 American Double / Imperial IPA 16.0
## 811 70 American IPA 12.0
## 812 17 American Blonde Ale 12.0
## 813 55 American Brown Ale 12.0
## 814 35 American Pale Ale (APA) 12.0
## 815 35 American Pale Ale (APA) 12.0
## 816 35 American Pale Ale (APA) 12.0
## 817 75 American Black Ale 12.0
## 818 13 American Pale Wheat Ale 16.0
## 819 20 Saison / Farmhouse Ale 12.0
## 820 65 American Black Ale 12.0
## 821 30 Cream Ale 16.0
## 822 86 American IPA 16.0
## 823 45 Belgian IPA 12.0
## 824 40 American Pale Ale (APA) 12.0
## 825 20 Saison / Farmhouse Ale 12.0
## 826 45 American Pale Wheat Ale 12.0
## 827 30 American IPA 12.0
## 828 30 American Brown Ale 12.0
## 829 45 American IPA 16.0
## 830 65 American IPA 12.0
## 831 60 American IPA 12.0
## 832 24 Scotch Ale / Wee Heavy 12.0
## 833 65 American IPA 16.0
## 834 47 English India Pale Ale (IPA) 16.0
## 835 47 English India Pale Ale (IPA) 12.0
## 836 23 Irish Red Ale 16.0
## 837 48 American Pale Ale (APA) 16.0
## 838 66 American IPA 12.0
## 839 43 American Pale Ale (APA) 16.0
## 840 76 American Double / Imperial IPA 16.0
## 841 50 American IPA 16.0
## 842 50 American IPA 12.0
## 843 35 American Pale Ale (APA) 12.0
## 844 18 Cream Ale 12.0
## 845 53 American Pale Ale (APA) 12.0
## 846 95 American Double / Imperial IPA 12.0
## 847 44 American IPA 24.0
## 848 44 American IPA 12.0
## 849 19 American Blonde Ale 24.0
## 850 19 American Blonde Ale 12.0
## 851 42 American Pale Ale (APA) 16.0
## 852 46 American Blonde Ale 12.0
## 853 71 American IPA 12.0
## 854 46 Irish Red Ale 12.0
## 855 40 American Pale Ale (APA) 12.0
## 856 20 American Amber / Red Ale 12.0
## 857 75 American IPA 12.0
## 858 16 English Brown Ale 12.0
## 859 15 American Pale Wheat Ale 12.0
## 860 15 American Blonde Ale 12.0
## 861 35 Saison / Farmhouse Ale 12.0
## 862 45 American Pale Ale (APA) 12.0
## 863 30 American Pale Ale (APA) 12.0
## 864 80 American IPA 12.0
## 865 70 American IPA 12.0
## 866 18 American Pale Wheat Ale 12.0
## 867 30 American Pale Ale (APA) 12.0
## 868 42 American Pale Ale (APA) 12.0
## 869 19 Scottish Ale 16.0
## 870 26 American Brown Ale 16.0
## 871 29 Saison / Farmhouse Ale 16.0
## 872 45 American Pale Ale (APA) 16.0
## 873 31 American Amber / Red Ale 16.0
## 874 55 American Brown Ale 12.0
## 875 55 American IPA 12.0
## 876 36 American Pale Ale (APA) 12.0
## 877 103 American Double / Imperial IPA 12.0
## 878 64 American IPA 12.0
## 879 36 American Brown Ale 12.0
## 880 45 American IPA 12.0
## 881 75 American IPA 16.0
## 882 30 English Pale Ale 16.0
## 883 30 English Pale Ale 16.0
## 884 82 American Double / Imperial IPA 16.0
## 885 75 American IPA 16.0
## 886 21 American Blonde Ale 16.0
## 887 70 American IPA 12.0
## 888 38 American Pale Ale (APA) 12.0
## 889 32 American Amber / Red Ale 12.0
## 890 31 American Amber / Red Ale 16.0
## 891 44 American IPA 16.0
## 892 44 American IPA 12.0
## 893 27 American Amber / Red Ale 12.0
## 894 40 American White IPA 12.0
## 895 16 American Blonde Ale 12.0
## 896 80 American IPA 16.0
## 897 27 American Amber / Red Ale 16.0
## 898 85 American IPA 16.0
## 899 12 Scotch Ale / Wee Heavy 16.0
## 900 15 American Amber / Red Ale 12.0
## 901 17 American Pale Ale (APA) 12.0
## 902 64 American IPA 12.0
## 903 105 American IPA 16.0
## 904 100 American IPA 12.0
## 905 49 American Amber / Red Ale 12.0
## 906 22 American Pale Wheat Ale 12.0
## 907 85 American Double / Imperial IPA 12.0
## 908 35 Scottish Ale 12.0
## 909 35 Scottish Ale 12.0
## 910 35 Scottish Ale 12.0
## 911 65 American Pale Ale (APA) 12.0
## 912 65 American Pale Ale (APA) 12.0
## 913 65 American Pale Ale (APA) 12.0
## 914 65 American Pale Ale (APA) 12.0
## 915 65 American Pale Ale (APA) 12.0
## 916 60 American Double / Imperial IPA 12.0
## 917 9 American Dark Wheat Ale 12.0
## 918 83 American IPA 16.0
## 919 11 Scotch Ale / Wee Heavy 16.0
## 920 65 American IPA 16.0
## 921 65 American IPA 16.0
## 922 50 American Pale Ale (APA) 16.0
## 923 65 American IPA 16.0
## 924 11 Scotch Ale / Wee Heavy 16.0
## 925 71 American Black Ale 16.0
## 926 36 American Pale Ale (APA) 12.0
## 927 55 American IPA 12.0
## 928 65 American IPA 16.0
## 929 60 American IPA 12.0
## 930 27 American Blonde Ale 12.0
## 931 67 American IPA 12.0
## 932 20 American Blonde Ale 12.0
## 933 55 American IPA 12.0
## 934 28 American Pale Ale (APA) 12.0
## 935 69 American IPA 12.0
## 936 85 American Black Ale 16.0
## 937 42 American Amber / Red Ale 16.0
## 938 52 American IPA 12.0
## 939 18 American Pale Wheat Ale 12.0
## 940 52 American Pale Ale (APA) 12.0
## 941 55 American Pale Ale (APA) 12.0
## 942 17 American Pale Wheat Ale 12.0
## 943 22 American Brown Ale 16.0
## 944 70 American IPA 12.0
## Name.y City State
## 1 NorthGate Brewing Minneapolis MN
## 2 NorthGate Brewing Minneapolis MN
## 3 NorthGate Brewing Minneapolis MN
## 4 Against the Grain Brewery Louisville KY
## 5 Against the Grain Brewery Louisville KY
## 6 Against the Grain Brewery Louisville KY
## 7 Against the Grain Brewery Louisville KY
## 8 Against the Grain Brewery Louisville KY
## 9 Against the Grain Brewery Louisville KY
## 10 Against the Grain Brewery Louisville KY
## 11 Against the Grain Brewery Louisville KY
## 12 Mike Hess Brewing Company San Diego CA
## 13 Mike Hess Brewing Company San Diego CA
## 14 Mike Hess Brewing Company San Diego CA
## 15 Mike Hess Brewing Company San Diego CA
## 16 Mike Hess Brewing Company San Diego CA
## 17 Fort Point Beer Company San Francisco CA
## 18 Fort Point Beer Company San Francisco CA
## 19 Fort Point Beer Company San Francisco CA
## 20 Petoskey Brewing Petoskey MI
## 21 Petoskey Brewing Petoskey MI
## 22 Blackrocks Brewery Marquette MI
## 23 Blackrocks Brewery Marquette MI
## 24 Perrin Brewing Company Comstock Park MI
## 25 Perrin Brewing Company Comstock Park MI
## 26 Perrin Brewing Company Comstock Park MI
## 27 Perrin Brewing Company Comstock Park MI
## 28 Perrin Brewing Company Comstock Park MI
## 29 Witch's Hat Brewing Company South Lyon MI
## 30 Founders Brewing Company Grand Rapids MI
## 31 Founders Brewing Company Grand Rapids MI
## 32 Founders Brewing Company Grand Rapids MI
## 33 Flat 12 Bierwerks Indianapolis IN
## 34 Flat 12 Bierwerks Indianapolis IN
## 35 Tin Man Brewing Company Evansville IN
## 36 Tin Man Brewing Company Evansville IN
## 37 Tin Man Brewing Company Evansville IN
## 38 Bare Hands Brewery Granger IN
## 39 Three Pints Brewing Martinsville IN
## 40 Three Pints Brewing Martinsville IN
## 41 Four Fathers Brewing Valparaiso IN
## 42 Indiana City Brewing Indianapolis IN
## 43 Burn 'Em Brewing Michigan City IN
## 44 Burn 'Em Brewing Michigan City IN
## 45 Burn 'Em Brewing Michigan City IN
## 46 Burn 'Em Brewing Michigan City IN
## 47 Burn 'Em Brewing Michigan City IN
## 48 Sun King Brewing Company Indianapolis IN
## 49 Sun King Brewing Company Indianapolis IN
## 50 Sun King Brewing Company Indianapolis IN
## 51 Sun King Brewing Company Indianapolis IN
## 52 Sun King Brewing Company Indianapolis IN
## 53 Sun King Brewing Company Indianapolis IN
## 54 Sun King Brewing Company Indianapolis IN
## 55 Sun King Brewing Company Indianapolis IN
## 56 Sun King Brewing Company Indianapolis IN
## 57 Sun King Brewing Company Indianapolis IN
## 58 Sun King Brewing Company Indianapolis IN
## 59 Sun King Brewing Company Indianapolis IN
## 60 Sun King Brewing Company Indianapolis IN
## 61 Sun King Brewing Company Indianapolis IN
## 62 Sun King Brewing Company Indianapolis IN
## 63 Sun King Brewing Company Indianapolis IN
## 64 Sun King Brewing Company Indianapolis IN
## 65 Sun King Brewing Company Indianapolis IN
## 66 Sun King Brewing Company Indianapolis IN
## 67 Evil Czech Brewery Mishawaka IN
## 68 Evil Czech Brewery Mishawaka IN
## 69 450 North Brewing Company Columbus IN
## 70 450 North Brewing Company Columbus IN
## 71 450 North Brewing Company Columbus IN
## 72 450 North Brewing Company Columbus IN
## 73 Cedar Creek Brewery Seven Points TX
## 74 Cedar Creek Brewery Seven Points TX
## 75 Cedar Creek Brewery Seven Points TX
## 76 Cedar Creek Brewery Seven Points TX
## 77 SanTan Brewing Company Chandler AZ
## 78 SanTan Brewing Company Chandler AZ
## 79 SanTan Brewing Company Chandler AZ
## 80 SanTan Brewing Company Chandler AZ
## 81 SanTan Brewing Company Chandler AZ
## 82 SanTan Brewing Company Chandler AZ
## 83 SanTan Brewing Company Chandler AZ
## 84 SanTan Brewing Company Chandler AZ
## 85 SanTan Brewing Company Chandler AZ
## 86 Boulevard Brewing Company Kansas City MO
## 87 The Dudes' Brewing Company Torrance CA
## 88 The Dudes' Brewing Company Torrance CA
## 89 The Dudes' Brewing Company Torrance CA
## 90 Ballast Point Brewing Company San Diego CA
## 91 Ballast Point Brewing Company San Diego CA
## 92 Ballast Point Brewing Company San Diego CA
## 93 Avery Brewing Company Boulder CO
## 94 Avery Brewing Company Boulder CO
## 95 Twisted X Brewing Company Dripping Springs TX
## 96 Big Muddy Brewing Murphysboro IL
## 97 Rivertowne Brewing Company Export PA
## 98 Revolution Brewing Company Chicago IL
## 99 Revolution Brewing Company Chicago IL
## 100 Tallgrass Brewing Company Manhattan KS
## 101 Tallgrass Brewing Company Manhattan KS
## 102 Tallgrass Brewing Company Manhattan KS
## 103 Tallgrass Brewing Company Manhattan KS
## 104 Tallgrass Brewing Company Manhattan KS
## 105 Tallgrass Brewing Company Manhattan KS
## 106 Tallgrass Brewing Company Manhattan KS
## 107 Tallgrass Brewing Company Manhattan KS
## 108 Tallgrass Brewing Company Manhattan KS
## 109 Sixpoint Craft Ales Brooklyn NY
## 110 Sixpoint Craft Ales Brooklyn NY
## 111 Sixpoint Craft Ales Brooklyn NY
## 112 Sixpoint Craft Ales Brooklyn NY
## 113 Sixpoint Craft Ales Brooklyn NY
## 114 Sixpoint Craft Ales Brooklyn NY
## 115 Sixpoint Craft Ales Brooklyn NY
## 116 Sixpoint Craft Ales Brooklyn NY
## 117 Sixpoint Craft Ales Brooklyn NY
## 118 Sixpoint Craft Ales Brooklyn NY
## 119 Sixpoint Craft Ales Brooklyn NY
## 120 Sixpoint Craft Ales Brooklyn NY
## 121 Sixpoint Craft Ales Brooklyn NY
## 122 Sixpoint Craft Ales Brooklyn NY
## 123 Firestone Walker Brewing Company Paso Robles CA
## 124 Firestone Walker Brewing Company Paso Robles CA
## 125 Firestone Walker Brewing Company Paso Robles CA
## 126 Flying Mouse Brewery Troutville VA
## 127 Upslope Brewing Company Boulder CO
## 128 Upslope Brewing Company Boulder CO
## 129 Upslope Brewing Company Boulder CO
## 130 Upslope Brewing Company Boulder CO
## 131 Upslope Brewing Company Boulder CO
## 132 Bent Brewstillery Roseville MN
## 133 Bent Brewstillery Roseville MN
## 134 Pollyanna Brewing Company Lemont IL
## 135 Destihl Brewery Bloomington IL
## 136 Destihl Brewery Bloomington IL
## 137 Destihl Brewery Bloomington IL
## 138 Destihl Brewery Bloomington IL
## 139 Summit Brewing Company St. Paul MN
## 140 Summit Brewing Company St. Paul MN
## 141 4 Hands Brewing Company Saint Louis MO
## 142 4 Hands Brewing Company Saint Louis MO
## 143 Surly Brewing Company Brooklyn Center MN
## 144 Surly Brewing Company Brooklyn Center MN
## 145 Surly Brewing Company Brooklyn Center MN
## 146 Surly Brewing Company Brooklyn Center MN
## 147 Surly Brewing Company Brooklyn Center MN
## 148 Surly Brewing Company Brooklyn Center MN
## 149 Surly Brewing Company Brooklyn Center MN
## 150 Surly Brewing Company Brooklyn Center MN
## 151 Against The Grain Brewery Louisville KY
## 152 Against The Grain Brewery Louisville KY
## 153 Crazy Mountain Brewing Company Edwards CO
## 154 Crazy Mountain Brewing Company Edwards CO
## 155 Crazy Mountain Brewing Company Edwards CO
## 156 Freetail Brewing Company San Antonio TX
## 157 Freetail Brewing Company San Antonio TX
## 158 3 Daughters Brewing St Petersburg FL
## 159 Red Shedman Farm Brewery and Hop... Mt. Airy MD
## 160 Red Shedman Farm Brewery and Hop... Mt. Airy MD
## 161 Appalachian Mountain Brewery Boone NC
## 162 Appalachian Mountain Brewery Boone NC
## 163 Birdsong Brewing Company Charlotte NC
## 164 Union Craft Brewing Baltimore MD
## 165 Atwater Brewery Detroit MI
## 166 Atwater Brewery Detroit MI
## 167 Atwater Brewery Detroit MI
## 168 Two Brothers Brewing Company Warrenville IL
## 169 Two Brothers Brewing Company Warrenville IL
## 170 Two Brothers Brewing Company Warrenville IL
## 171 Two Brothers Brewing Company Warrenville IL
## 172 Two Brothers Brewing Company Warrenville IL
## 173 Bent Paddle Brewing Company Duluth MN
## 174 Bent Paddle Brewing Company Duluth MN
## 175 Bent Paddle Brewing Company Duluth MN
## 176 Speakasy Ales & Lagers San Francisco CA
## 177 Black Tooth Brewing Company Sheridan WY
## 178 Black Tooth Brewing Company Sheridan WY
## 179 Hopworks Urban Brewery Portland OR
## 180 Hopworks Urban Brewery Portland OR
## 181 Hopworks Urban Brewery Portland OR
## 182 Hopworks Urban Brewery Portland OR
## 183 Hopworks Urban Brewery Portland OR
## 184 Hopworks Urban Brewery Portland OR
## 185 Hopworks Urban Brewery Portland OR
## 186 Hopworks Urban Brewery Portland OR
## 187 Hopworks Urban Brewery Portland OR
## 188 Hopworks Urban Brewery Portland OR
## 189 Hopworks Urban Brewery Portland OR
## 190 Hopworks Urban Brewery Portland OR
## 191 Hopworks Urban Brewery Portland OR
## 192 Hopworks Urban Brewery Portland OR
## 193 Hopworks Urban Brewery Portland OR
## 194 Hopworks Urban Brewery Portland OR
## 195 Hopworks Urban Brewery Portland OR
## 196 Hopworks Urban Brewery Portland OR
## 197 Hopworks Urban Brewery Portland OR
## 198 New Belgium Brewing Company Fort Collins CO
## 199 New Belgium Brewing Company Fort Collins CO
## 200 New Belgium Brewing Company Fort Collins CO
## 201 New Belgium Brewing Company Fort Collins CO
## 202 New Belgium Brewing Company Fort Collins CO
## 203 New Belgium Brewing Company Fort Collins CO
## 204 New Belgium Brewing Company Fort Collins CO
## 205 New Belgium Brewing Company Fort Collins CO
## 206 Sierra Nevada Brewing Company Chico CA
## 207 Sierra Nevada Brewing Company Chico CA
## 208 Sierra Nevada Brewing Company Chico CA
## 209 Sierra Nevada Brewing Company Chico CA
## 210 Sierra Nevada Brewing Company Chico CA
## 211 Grey Sail Brewing Company Westerly RI
## 212 Kirkwood Station Brewing Company Kirkwood MO
## 213 Kirkwood Station Brewing Company Kirkwood MO
## 214 Goose Island Brewing Company Chicago IL
## 215 Goose Island Brewing Company Chicago IL
## 216 Goose Island Brewing Company Chicago IL
## 217 Goose Island Brewing Company Chicago IL
## 218 Goose Island Brewing Company Chicago IL
## 219 Madtree Brewing Company Cincinnati OH
## 220 Madtree Brewing Company Cincinnati OH
## 221 Madtree Brewing Company Cincinnati OH
## 222 Madtree Brewing Company Cincinnati OH
## 223 Madtree Brewing Company Cincinnati OH
## 224 Rhinegeist Brewery Cincinnati OH
## 225 Rhinegeist Brewery Cincinnati OH
## 226 Rhinegeist Brewery Cincinnati OH
## 227 Rhinegeist Brewery Cincinnati OH
## 228 Rhinegeist Brewery Cincinnati OH
## 229 Rhinegeist Brewery Cincinnati OH
## 230 Warped Wing Brewing Company Dayton OH
## 231 Warped Wing Brewing Company Dayton OH
## 232 Tröegs Brewing Company Hershey PA
## 233 Tröegs Brewing Company Hershey PA
## 234 Mission Brewery San Diego CA
## 235 Mission Brewery San Diego CA
## 236 Mission Brewery San Diego CA
## 237 Christian Moerlein Brewing Company Cincinnati OH
## 238 Coastal Extreme Brewing Company Newport RI
## 239 Coastal Extreme Brewing Company Newport RI
## 240 Coastal Extreme Brewing Company Newport RI
## 241 King Street Brewing Company Anchorage AK
## 242 Beer Works Brewery Lowell MA
## 243 Beer Works Brewery Lowell MA
## 244 Lone Tree Brewing Company Lone Tree CO
## 245 Four String Brewing Company Columbus OH
## 246 Four String Brewing Company Columbus OH
## 247 Four String Brewing Company Columbus OH
## 248 Glabrous Brewing Company Pineland ME
## 249 Bonfire Brewing Company Eagle CO
## 250 Bonfire Brewing Company Eagle CO
## 251 Bonfire Brewing Company Eagle CO
## 252 Bonfire Brewing Company Eagle CO
## 253 Bonfire Brewing Company Eagle CO
## 254 Woodstock Inn, Station & Brewery North Woodstock NH
## 255 Renegade Brewing Company Denver CO
## 256 Renegade Brewing Company Denver CO
## 257 Renegade Brewing Company Denver CO
## 258 Renegade Brewing Company Denver CO
## 259 Renegade Brewing Company Denver CO
## 260 Mother Earth Brew Company Vista CA
## 261 Black Market Brewing Company Temecula CA
## 262 Black Market Brewing Company Temecula CA
## 263 Black Market Brewing Company Temecula CA
## 264 Smartmouth Brewing Company Norfolk VA
## 265 Smartmouth Brewing Company Norfolk VA
## 266 Smartmouth Brewing Company Norfolk VA
## 267 Base Camp Brewing Co. Portland OR
## 268 Alameda Brewing Portland OR
## 269 Alameda Brewing Portland OR
## 270 Southern Star Brewing Company Conroe TX
## 271 Southern Star Brewing Company Conroe TX
## 272 Southern Star Brewing Company Conroe TX
## 273 Southern Star Brewing Company Conroe TX
## 274 Southern Star Brewing Company Conroe TX
## 275 Southern Star Brewing Company Conroe TX
## 276 Southern Star Brewing Company Conroe TX
## 277 Southern Star Brewing Company Conroe TX
## 278 Southern Star Brewing Company Conroe TX
## 279 Steamworks Brewing Company Durango CO
## 280 Steamworks Brewing Company Durango CO
## 281 Cheboygan Brewing Company Cheboygan MI
## 282 Center of the Universe Brewing C... Ashland VA
## 283 Griffin Claw Brewing Company Birmingham MI
## 284 Griffin Claw Brewing Company Birmingham MI
## 285 Griffin Claw Brewing Company Birmingham MI
## 286 Griffin Claw Brewing Company Birmingham MI
## 287 Griffin Claw Brewing Company Birmingham MI
## 288 Karbach Brewing Company Houston TX
## 289 Karbach Brewing Company Houston TX
## 290 Karbach Brewing Company Houston TX
## 291 Karbach Brewing Company Houston TX
## 292 Uncle Billy's Brewery and Smokeh... Austin TX
## 293 Deep Ellum Brewing Company Dallas TX
## 294 Deep Ellum Brewing Company Dallas TX
## 295 Deep Ellum Brewing Company Dallas TX
## 296 Deep Ellum Brewing Company Dallas TX
## 297 Deep Ellum Brewing Company Dallas TX
## 298 Real Ale Brewing Company Blanco TX
## 299 Real Ale Brewing Company Blanco TX
## 300 Real Ale Brewing Company Blanco TX
## 301 Real Ale Brewing Company Blanco TX
## 302 Stevens Point Brewery Stevens Point WI
## 303 Stevens Point Brewery Stevens Point WI
## 304 Stevens Point Brewery Stevens Point WI
## 305 Stevens Point Brewery Stevens Point WI
## 306 Stevens Point Brewery Stevens Point WI
## 307 Stevens Point Brewery Stevens Point WI
## 308 Stevens Point Brewery Stevens Point WI
## 309 Stevens Point Brewery Stevens Point WI
## 310 Stevens Point Brewery Stevens Point WI
## 311 Weston Brewing Company Weston MO
## 312 Southern Prohibition Brewing Com... Hattiesburg MS
## 313 Southern Prohibition Brewing Com... Hattiesburg MS
## 314 Southern Prohibition Brewing Com... Hattiesburg MS
## 315 Southern Prohibition Brewing Com... Hattiesburg MS
## 316 Southern Prohibition Brewing Com... Hattiesburg MS
## 317 Southern Prohibition Brewing Com... Hattiesburg MS
## 318 Southern Prohibition Brewing Com... Hattiesburg MS
## 319 Pug Ryan's Brewery Dillon CO
## 320 Pug Ryan's Brewery Dillon CO
## 321 Pug Ryan's Brewery Dillon CO
## 322 Summit Brewing Company St Paul MN
## 323 Independence Brewing Company Austin TX
## 324 Independence Brewing Company Austin TX
## 325 Cigar City Brewing Company Tampa FL
## 326 Cigar City Brewing Company Tampa FL
## 327 Cigar City Brewing Company Tampa FL
## 328 Cigar City Brewing Company Tampa FL
## 329 Cigar City Brewing Company Tampa FL
## 330 Cigar City Brewing Company Tampa FL
## 331 Cigar City Brewing Company Tampa FL
## 332 Cigar City Brewing Company Tampa FL
## 333 Cigar City Brewing Company Tampa FL
## 334 Cigar City Brewing Company Tampa FL
## 335 Cigar City Brewing Company Tampa FL
## 336 Cigar City Brewing Company Tampa FL
## 337 Cigar City Brewing Company Tampa FL
## 338 Third Street Brewhouse Cold Spring MN
## 339 Narragansett Brewing Company Providence RI
## 340 Narragansett Brewing Company Providence RI
## 341 Narragansett Brewing Company Providence RI
## 342 Odyssey Beerwerks Arvada CO
## 343 Odyssey Beerwerks Arvada CO
## 344 Lonerider Brewing Company Raleigh NC
## 345 Lonerider Brewing Company Raleigh NC
## 346 Oakshire Brewing Eugene OR
## 347 Oakshire Brewing Eugene OR
## 348 Oakshire Brewing Eugene OR
## 349 Tin Roof Brewing Company Baton Rouge LA
## 350 Tin Roof Brewing Company Baton Rouge LA
## 351 Tin Roof Brewing Company Baton Rouge LA
## 352 Tin Roof Brewing Company Baton Rouge LA
## 353 Three Creeks Brewing Sisters OR
## 354 Three Creeks Brewing Sisters OR
## 355 Caldera Brewing Company Ashland OR
## 356 Caldera Brewing Company Ashland OR
## 357 Caldera Brewing Company Ashland OR
## 358 Caldera Brewing Company Ashland OR
## 359 Caldera Brewing Company Ashland OR
## 360 Caldera Brewing Company Ashland OR
## 361 Caldera Brewing Company Ashland OR
## 362 Caldera Brewing Company Ashland OR
## 363 Caldera Brewing Company Ashland OR
## 364 Caldera Brewing Company Ashland OR
## 365 Caldera Brewing Company Ashland OR
## 366 Caldera Brewing Company Ashland OR
## 367 Greenbrier Valley Brewing Company Lewisburg WV
## 368 Greenbrier Valley Brewing Company Lewisburg WV
## 369 Phoenix Ale Brewery Phoenix AZ
## 370 Uinta Brewing Company Salt Lake City UT
## 371 Uinta Brewing Company Salt Lake City UT
## 372 Uinta Brewing Company Salt Lake City UT
## 373 Uinta Brewing Company Salt Lake City UT
## 374 Uinta Brewing Company Salt Lake City UT
## 375 Uinta Brewing Company Salt Lake City UT
## 376 Uinta Brewing Company Salt Lake City UT
## 377 Four Peaks Brewing Company Tempe AZ
## 378 Four Peaks Brewing Company Tempe AZ
## 379 Martin House Brewing Company Fort Worth TX
## 380 Martin House Brewing Company Fort Worth TX
## 381 Sly Fox Brewing Company Phoenixville PA
## 382 Round Guys Brewing Lansdale PA
## 383 Round Guys Brewing Lansdale PA
## 384 Great Crescent Brewery Aurora IN
## 385 Great Crescent Brewery Aurora IN
## 386 Great Crescent Brewery Aurora IN
## 387 Great Crescent Brewery Aurora IN
## 388 Great Crescent Brewery Aurora IN
## 389 Great Crescent Brewery Aurora IN
## 390 Great Crescent Brewery Aurora IN
## 391 Great Crescent Brewery Aurora IN
## 392 Oskar Blues Brewery Longmont CO
## 393 Oskar Blues Brewery Longmont CO
## 394 Oskar Blues Brewery Longmont CO
## 395 Oskar Blues Brewery Longmont CO
## 396 Oskar Blues Brewery Longmont CO
## 397 Oskar Blues Brewery Longmont CO
## 398 Oskar Blues Brewery Longmont CO
## 399 Oskar Blues Brewery Longmont CO
## 400 Oskar Blues Brewery Longmont CO
## 401 Oskar Blues Brewery Longmont CO
## 402 Oskar Blues Brewery Longmont CO
## 403 Oskar Blues Brewery Longmont CO
## 404 Oskar Blues Brewery Longmont CO
## 405 Oskar Blues Brewery Longmont CO
## 406 Oskar Blues Brewery Longmont CO
## 407 Oskar Blues Brewery Longmont CO
## 408 Oskar Blues Brewery Longmont CO
## 409 High Hops Brewery Windsor CO
## 410 Crooked Fence Brewing Company Garden City ID
## 411 Everybody's Brewing White Salmon WA
## 412 Everybody's Brewing White Salmon WA
## 413 Anderson Valley Brewing Company Boonville CA
## 414 Anderson Valley Brewing Company Boonville CA
## 415 Anderson Valley Brewing Company Boonville CA
## 416 Anderson Valley Brewing Company Boonville CA
## 417 Anderson Valley Brewing Company Boonville CA
## 418 Anderson Valley Brewing Company Boonville CA
## 419 Anderson Valley Brewing Company Boonville CA
## 420 Anderson Valley Brewing Company Boonville CA
## 421 Anderson Valley Brewing Company Boonville CA
## 422 Fiddlehead Brewing Company Shelburne VT
## 423 Rahr & Sons Brewing Company Fort Worth TX
## 424 18th Street Brewery Gary IN
## 425 Frog Level Brewing Company Waynesville NC
## 426 Wild Wolf Brewing Company Nellysford VA
## 427 Wild Wolf Brewing Company Nellysford VA
## 428 Wild Wolf Brewing Company Nellysford VA
## 429 COOP Ale Works Oklahoma City OK
## 430 COOP Ale Works Oklahoma City OK
## 431 COOP Ale Works Oklahoma City OK
## 432 COOP Ale Works Oklahoma City OK
## 433 COOP Ale Works Oklahoma City OK
## 434 Seventh Son Brewing Company Columbus OH
## 435 Seventh Son Brewing Company Columbus OH
## 436 Seventh Son Brewing Company Columbus OH
## 437 Seventh Son Brewing Company Columbus OH
## 438 Seventh Son Brewing Company Columbus OH
## 439 Oasis Texas Brewing Company Austin TX
## 440 Mother's Brewing Springfield MO
## 441 Mother's Brewing Springfield MO
## 442 Two Beers Brewing Company Seattle WA
## 443 Two Beers Brewing Company Seattle WA
## 444 Two Beers Brewing Company Seattle WA
## 445 Two Beers Brewing Company Seattle WA
## 446 Two Beers Brewing Company Seattle WA
## 447 Two Beers Brewing Company Seattle WA
## 448 Two Beers Brewing Company Seattle WA
## 449 Two Beers Brewing Company Seattle WA
## 450 Two Beers Brewing Company Seattle WA
## 451 Two Beers Brewing Company Seattle WA
## 452 Snake River Brewing Company Jackson WY
## 453 Snake River Brewing Company Jackson WY
## 454 Snake River Brewing Company Jackson WY
## 455 Snake River Brewing Company Jackson WY
## 456 Capital Brewery Middleton WI
## 457 Capital Brewery Middleton WI
## 458 Capital Brewery Middleton WI
## 459 Goodlife Brewing Co. Bend OR
## 460 Goose Island Brewery Company Chicago IL
## 461 Hop Valley Brewing Company Springfield OR
## 462 Hop Valley Brewing Company Springfield OR
## 463 Hop Valley Brewing Company Springfield OR
## 464 Hop Valley Brewing Company Springfield OR
## 465 Hop Valley Brewing Company Springfield OR
## 466 Hop Valley Brewing Company Springfield OR
## 467 Hop Valley Brewing Company Springfield OR
## 468 Worthy Brewing Company Bend OR
## 469 Worthy Brewing Company Bend OR
## 470 Worthy Brewing Company Bend OR
## 471 Worthy Brewing Company Bend OR
## 472 Fearless Brewing Company Estacada OR
## 473 Fearless Brewing Company Estacada OR
## 474 Upland Brewing Company Bloomington IN
## 475 Mehana Brewing Co. Hilo HI
## 476 Mehana Brewing Co. Hilo HI
## 477 Mehana Brewing Co. Hilo HI
## 478 Mehana Brewing Co. Hilo HI
## 479 Mehana Brewing Co. Hilo HI
## 480 People's Brewing Company Lafayette IN
## 481 People's Brewing Company Lafayette IN
## 482 Fort George Brewery Astoria OR
## 483 Branchline Brewing Company San Antonio TX
## 484 Modern Times Beer San Diego CA
## 485 Modern Times Beer San Diego CA
## 486 Modern Times Beer San Diego CA
## 487 Modern Times Beer San Diego CA
## 488 Modern Times Beer San Diego CA
## 489 Modern Times Beer San Diego CA
## 490 Modern Times Beer San Diego CA
## 491 Wisconsin Brewing Company Verona WI
## 492 Wisconsin Brewing Company Verona WI
## 493 Grapevine Craft Brewery Farmers Branch TX
## 494 Grapevine Craft Brewery Farmers Branch TX
## 495 Grapevine Craft Brewery Farmers Branch TX
## 496 Buffalo Bayou Brewing Company Houston TX
## 497 Buffalo Bayou Brewing Company Houston TX
## 498 Texian Brewing Co. Richmond TX
## 499 Texian Brewing Co. Richmond TX
## 500 Texian Brewing Co. Richmond TX
## 501 Forgotten Boardwalk Cherry Hill NJ
## 502 Laughing Dog Brewing Company Ponderay ID
## 503 Laughing Dog Brewing Company Ponderay ID
## 504 Bozeman Brewing Company Bozeman MT
## 505 Big Choice Brewing Broomfield CO
## 506 Big Choice Brewing Broomfield CO
## 507 Big Choice Brewing Broomfield CO
## 508 Big Storm Brewing Company Odessa FL
## 509 Big Storm Brewing Company Odessa FL
## 510 Carton Brewing Company Atlantic Highlands NJ
## 511 Carton Brewing Company Atlantic Highlands NJ
## 512 Carton Brewing Company Atlantic Highlands NJ
## 513 Midnight Sun Brewing Company Anchorage AK
## 514 Midnight Sun Brewing Company Anchorage AK
## 515 Midnight Sun Brewing Company Anchorage AK
## 516 Midnight Sun Brewing Company Anchorage AK
## 517 Fat Head's Brewery Middleburg Heights OH
## 518 Fat Head's Brewery Middleburg Heights OH
## 519 Chatham Brewing Chatham NY
## 520 DC Brau Brewing Company Washington DC
## 521 DC Brau Brewing Company Washington DC
## 522 DC Brau Brewing Company Washington DC
## 523 Geneva Lake Brewing Company Lake Geneva WI
## 524 Geneva Lake Brewing Company Lake Geneva WI
## 525 Geneva Lake Brewing Company Lake Geneva WI
## 526 Cape Ann Brewing Company Gloucester MA
## 527 Cape Ann Brewing Company Gloucester MA
## 528 Cape Ann Brewing Company Gloucester MA
## 529 Cape Ann Brewing Company Gloucester MA
## 530 Joseph James Brewing Company Henderson NV
## 531 Joseph James Brewing Company Henderson NV
## 532 Harpoon Brewery Boston MA
## 533 Harpoon Brewery Boston MA
## 534 Harpoon Brewery Boston MA
## 535 Harpoon Brewery Boston MA
## 536 Harpoon Brewery Boston MA
## 537 Harpoon Brewery Boston MA
## 538 Champion Brewing Company Charlottesville VA
## 539 Devil's Backbone Brewing Company Lexington VA
## 540 Devil's Backbone Brewing Company Lexington VA
## 541 Newburgh Brewing Company Newburgh NY
## 542 Wiseacre Brewing Company Memphis TN
## 543 Golden Road Brewing Los Angeles CA
## 544 Golden Road Brewing Los Angeles CA
## 545 Golden Road Brewing Los Angeles CA
## 546 Golden Road Brewing Los Angeles CA
## 547 Golden Road Brewing Los Angeles CA
## 548 Golden Road Brewing Los Angeles CA
## 549 Golden Road Brewing Los Angeles CA
## 550 Golden Road Brewing Los Angeles CA
## 551 Golden Road Brewing Los Angeles CA
## 552 Golden Road Brewing Los Angeles CA
## 553 Golden Road Brewing Los Angeles CA
## 554 New Republic Brewing Company College Station TX
## 555 New Republic Brewing Company College Station TX
## 556 Infamous Brewing Company Austin TX
## 557 Infamous Brewing Company Austin TX
## 558 Lift Bridge Brewing Company Stillwater MN
## 559 Lucky Town Brewing Company Jackson MS
## 560 Lucky Town Brewing Company Jackson MS
## 561 Quest Brewing Company Greenville SC
## 562 Creature Comforts Athens GA
## 563 Half Full Brewery Stamford CT
## 564 Half Full Brewery Stamford CT
## 565 Chapman's Brewing Angola IN
## 566 Barrio Brewing Company Tucson AZ
## 567 Santa Cruz Mountain Brewing Santa Cruz CA
## 568 Frankenmuth Brewery Frankenmuth MI
## 569 Finch's Beer Company Chicago IL
## 570 Finch's Beer Company Chicago IL
## 571 Finch's Beer Company Chicago IL
## 572 South Austin Brewery South Austin TX
## 573 Bauhaus Brew Labs Minneapolis MN
## 574 Ozark Beer Company Rogers AR
## 575 Otter Creek Brewing Waterbury VT
## 576 Ska Brewing Company Durango CO
## 577 Ska Brewing Company Durango CO
## 578 Tractor Brewing Company Albuquerque NM
## 579 Tractor Brewing Company Albuquerque NM
## 580 Peak Organic Brewing Company Portland ME
## 581 Cape Cod Beer Hyannis MA
## 582 Cape Cod Beer Hyannis MA
## 583 Long Trail Brewing Company Bridgewater Corners VT
## 584 Long Trail Brewing Company Bridgewater Corners VT
## 585 Great Raft Brewing Company Shreveport LA
## 586 Alaskan Brewing Company Juneau AK
## 587 The Alchemist Waterbury VT
## 588 The Alchemist Waterbury VT
## 589 Three Notch'd Brewing Company Charlottesville VA
## 590 Three Notch'd Brewing Company Charlottesville VA
## 591 Otter Creek Brewing Middlebury VT
## 592 Montauk Brewing Company Montauk NY
## 593 Indeed Brewing Company Minneapolis MN
## 594 Indeed Brewing Company Minneapolis MN
## 595 Indeed Brewing Company Minneapolis MN
## 596 Indeed Brewing Company Minneapolis MN
## 597 Berkshire Brewing Company South Deerfield MA
## 598 Berkshire Brewing Company South Deerfield MA
## 599 Headlands Brewing Company Mill Valley CA
## 600 Headlands Brewing Company Mill Valley CA
## 601 Bolero Snort Brewery Ridgefield Park NJ
## 602 Defiance Brewing Company Hays KS
## 603 Defiance Brewing Company Hays KS
## 604 Milwaukee Brewing Company Milwaukee WI
## 605 Milwaukee Brewing Company Milwaukee WI
## 606 Milwaukee Brewing Company Milwaukee WI
## 607 Milwaukee Brewing Company Milwaukee WI
## 608 Milwaukee Brewing Company Milwaukee WI
## 609 Catawba Island Brewing Port Clinton OH
## 610 Back Forty Beer Company Gadsden AL
## 611 Four Corners Brewing Company Dallas TX
## 612 Four Corners Brewing Company Dallas TX
## 613 Saint Archer Brewery San Diego CA
## 614 Saint Archer Brewery San Diego CA
## 615 Hale's Ales Seattle WA
## 616 Tommyknocker Brewery Idaho Springs CO
## 617 Baxter Brewing Company Lewiston ME
## 618 Baxter Brewing Company Lewiston ME
## 619 Baxter Brewing Company Lewiston ME
## 620 Black Shirt Brewing Company Denver CO
## 621 Black Shirt Brewing Company Denver CO
## 622 Black Shirt Brewing Company Denver CO
## 623 Wachusett Brewing Company Westminster MA
## 624 Wachusett Brewing Company Westminster MA
## 625 Wachusett Brewing Company Westminster MA
## 626 Wachusett Brewing Company Westminster MA
## 627 Wachusett Brewing Company Westminster MA
## 628 Wachusett Brewing Company Westminster MA
## 629 Wachusett Brewing Company Westminster MA
## 630 Wachusett Brewing Company Westminster MA
## 631 Hop Farm Brewing Company Pittsburgh PA
## 632 Hop Farm Brewing Company Pittsburgh PA
## 633 Hop Farm Brewing Company Pittsburgh PA
## 634 Liquid Hero Brewery York PA
## 635 Liquid Hero Brewery York PA
## 636 Matt Brewing Company Utica NY
## 637 Matt Brewing Company Utica NY
## 638 Matt Brewing Company Utica NY
## 639 Boston Beer Company Boston MA
## 640 Boston Beer Company Boston MA
## 641 Old Forge Brewing Company Danville PA
## 642 Old Forge Brewing Company Danville PA
## 643 Utah Brewers Cooperative Salt Lake City UT
## 644 Utah Brewers Cooperative Salt Lake City UT
## 645 Blue Hills Brewery Canton MA
## 646 Beach Brewing Company Virginia Beach VA
## 647 Payette Brewing Company Garden City ID
## 648 Payette Brewing Company Garden City ID
## 649 Payette Brewing Company Garden City ID
## 650 Payette Brewing Company Garden City ID
## 651 Brew Bus Brewing Tampa FL
## 652 Brew Bus Brewing Tampa FL
## 653 Brew Bus Brewing Tampa FL
## 654 Sockeye Brewing Company Boise ID
## 655 Sockeye Brewing Company Boise ID
## 656 Sockeye Brewing Company Boise ID
## 657 Sockeye Brewing Company Boise ID
## 658 Sockeye Brewing Company Boise ID
## 659 Sockeye Brewing Company Boise ID
## 660 Dirty Bucket Brewing Company Woodinville WA
## 661 Jackalope Brewing Company Nashville TN
## 662 Slanted Rock Brewing Company Meridian ID
## 663 Slanted Rock Brewing Company Meridian ID
## 664 Piney River Brewing Company Bucryus MO
## 665 Piney River Brewing Company Bucryus MO
## 666 Piney River Brewing Company Bucryus MO
## 667 Piney River Brewing Company Bucryus MO
## 668 Banner Beer Company Williamsburg MA
## 669 Claremont Craft Ales Claremont CA
## 670 Rivertown Brewing Company Lockland OH
## 671 Rivertown Brewing Company Lockland OH
## 672 Voodoo Brewery Meadville PA
## 673 Voodoo Brewery Meadville PA
## 674 Voodoo Brewery Meadville PA
## 675 Pisgah Brewing Company Black Mountain NC
## 676 Pisgah Brewing Company Black Mountain NC
## 677 Morgan Street Brewery Saint Louis MO
## 678 The Just Beer Project Burlington VT
## 679 The Bronx Brewery Bronx NY
## 680 The Bronx Brewery Bronx NY
## 681 The Bronx Brewery Bronx NY
## 682 Dead Armadillo Craft Brewing Tulsa OK
## 683 La Cumbre Brewing Company Albuquerque NM
## 684 Fargo Brewing Company Fargo ND
## 685 Fargo Brewing Company Fargo ND
## 686 Fargo Brewing Company Fargo ND
## 687 Big Sky Brewing Company Missoula MT
## 688 Big Sky Brewing Company Missoula MT
## 689 Big Sky Brewing Company Missoula MT
## 690 Big Sky Brewing Company Missoula MT
## 691 Big Sky Brewing Company Missoula MT
## 692 Big Sky Brewing Company Missoula MT
## 693 Big Sky Brewing Company Missoula MT
## 694 Big Sky Brewing Company Missoula MT
## 695 Big Sky Brewing Company Missoula MT
## 696 Big Sky Brewing Company Missoula MT
## 697 Big Sky Brewing Company Missoula MT
## 698 Nebraska Brewing Company Papillion NE
## 699 Nebraska Brewing Company Papillion NE
## 700 Nebraska Brewing Company Papillion NE
## 701 Nebraska Brewing Company Papillion NE
## 702 Wormtown Brewery Worcester MA
## 703 Due South Brewing Company Boynton Beach FL
## 704 KelSo Beer Company Brooklyn NY
## 705 Hardywood Park Craft Brewery Richmond VA
## 706 Hardywood Park Craft Brewery Richmond VA
## 707 Hardywood Park Craft Brewery Richmond VA
## 708 Wolf Hills Brewing Company Abingdon VA
## 709 Lavery Brewing Company Erie PA
## 710 Lavery Brewing Company Erie PA
## 711 Manzanita Brewing Company Santee CA
## 712 Manzanita Brewing Company Santee CA
## 713 Manzanita Brewing Company Santee CA
## 714 Manzanita Brewing Company Santee CA
## 715 Manzanita Brewing Company Santee CA
## 716 Central Coast Brewing Company San Luis Obispo CA
## 717 Central Coast Brewing Company San Luis Obispo CA
## 718 Central Coast Brewing Company San Luis Obispo CA
## 719 Westfield River Brewing Company Westfield MA
## 720 Pikes Peak Brewing Company Monument CO
## 721 Manayunk Brewing Company Philadelphia PA
## 722 Manayunk Brewing Company Philadelphia PA
## 723 Manayunk Brewing Company Philadelphia PA
## 724 NoDa Brewing Company Charlotte NC
## 725 NoDa Brewing Company Charlotte NC
## 726 Aviator Brewing Company Fuquay-Varina NC
## 727 Aviator Brewing Company Fuquay-Varina NC
## 728 Aviator Brewing Company Fuquay-Varina NC
## 729 Wild Onion Brewing Company Lake Barrington IL
## 730 Wild Onion Brewing Company Lake Barrington IL
## 731 Wild Onion Brewing Company Lake Barrington IL
## 732 Wild Onion Brewing Company Lake Barrington IL
## 733 Wild Onion Brewing Company Lake Barrington IL
## 734 Hilliard's Beer Seattle WA
## 735 Hilliard's Beer Seattle WA
## 736 Hilliard's Beer Seattle WA
## 737 Hilliard's Beer Seattle WA
## 738 Great River Brewery Davenport IA
## 739 Great River Brewery Davenport IA
## 740 Great River Brewery Davenport IA
## 741 Great River Brewery Davenport IA
## 742 Great River Brewery Davenport IA
## 743 Great River Brewery Davenport IA
## 744 Great River Brewery Davenport IA
## 745 Great River Brewery Davenport IA
## 746 Great River Brewery Davenport IA
## 747 Mustang Brewing Company Mustang OK
## 748 Mustang Brewing Company Mustang OK
## 749 Airways Brewing Company Kent WA
## 750 21st Amendment Brewery San Francisco CA
## 751 21st Amendment Brewery San Francisco CA
## 752 21st Amendment Brewery San Francisco CA
## 753 21st Amendment Brewery San Francisco CA
## 754 21st Amendment Brewery San Francisco CA
## 755 21st Amendment Brewery San Francisco CA
## 756 21st Amendment Brewery San Francisco CA
## 757 21st Amendment Brewery San Francisco CA
## 758 21st Amendment Brewery San Francisco CA
## 759 21st Amendment Brewery San Francisco CA
## 760 Eddyline Brewery & Restaurant Buena Vista CO
## 761 Eddyline Brewery & Restaurant Buena Vista CO
## 762 Sly Fox Brewing Company Pottstown PA
## 763 Sly Fox Brewing Company Pottstown PA
## 764 Sly Fox Brewing Company Pottstown PA
## 765 Astoria Brewing Company Astoria OR
## 766 Astoria Brewing Company Astoria OR
## 767 Maui Brewing Company Lahaina HI
## 768 Maui Brewing Company Lahaina HI
## 769 Maui Brewing Company Lahaina HI
## 770 Maui Brewing Company Lahaina HI
## 771 Maui Brewing Company Lahaina HI
## 772 RoughTail Brewing Company Midwest City OK
## 773 RoughTail Brewing Company Midwest City OK
## 774 Grey Sail Brewing of Rhode Island Westerly RI
## 775 Grey Sail Brewing of Rhode Island Westerly RI
## 776 Grey Sail Brewing of Rhode Island Westerly RI
## 777 Blue Blood Brewing Company Lincoln NE
## 778 Blue Mountain Brewery Afton VA
## 779 Blue Mountain Brewery Afton VA
## 780 Starr Hill Brewery Crozet VA
## 781 Starr Hill Brewery Crozet VA
## 782 Westbrook Brewing Company Mt. Pleasant SC
## 783 Shipyard Brewing Company Portland ME
## 784 Natian Brewery Portland OR
## 785 Natian Brewery Portland OR
## 786 Oskar Blues Brewery (North Carol... Brevard NC
## 787 Oskar Blues Brewery (North Carol... Brevard NC
## 788 Oskar Blues Brewery (North Carol... Brevard NC
## 789 Oskar Blues Brewery (North Carol... Brevard NC
## 790 Oskar Blues Brewery (North Carol... Brevard NC
## 791 Breckenridge Brewery Denver CO
## 792 Breckenridge Brewery Denver CO
## 793 Breckenridge Brewery Denver CO
## 794 Breckenridge Brewery Denver CO
## 795 Santa Fe Brewing Company Santa Fe NM
## 796 Santa Fe Brewing Company Santa Fe NM
## 797 Miami Brewing Company Miami FL
## 798 Miami Brewing Company Miami FL
## 799 Miami Brewing Company Miami FL
## 800 Hops & Grain Brewery Austin TX
## 801 Ruhstaller Beer Company Sacramento CA
## 802 Ruhstaller Beer Company Sacramento CA
## 803 Ruhstaller Beer Company Sacramento CA
## 804 Ruhstaller Beer Company Sacramento CA
## 805 Saugatuck Brewing Company Douglas MI
## 806 Amnesia Brewing Company Washougal WA
## 807 Fate Brewing Company Boulder CO
## 808 Fate Brewing Company Boulder CO
## 809 New England Brewing Company Woodbridge CT
## 810 New England Brewing Company Woodbridge CT
## 811 Straight to Ale Huntsville AL
## 812 Coastal Empire Beer Company Savannah GA
## 813 Coastal Empire Beer Company Savannah GA
## 814 Boulder Beer Company Boulder CO
## 815 Boulder Beer Company Boulder CO
## 816 Boulder Beer Company Boulder CO
## 817 Coalition Brewing Company Portland OR
## 818 Coalition Brewing Company Portland OR
## 819 Sanitas Brewing Company Boulder CO
## 820 Sanitas Brewing Company Boulder CO
## 821 Hess Brewing Company San Diego CA
## 822 Hess Brewing Company San Diego CA
## 823 Wynkoop Brewing Company Denver CO
## 824 Wynkoop Brewing Company Denver CO
## 825 Armadillo Ale Works Denton TX
## 826 Schlafly Brewing Company Saint Louis MO
## 827 Schlafly Brewing Company Saint Louis MO
## 828 Schlafly Brewing Company Saint Louis MO
## 829 Asher Brewing Company Boulder CO
## 830 Lost Rhino Brewing Company Ashburn VA
## 831 Seabright Brewery Santa Cruz CA
## 832 French Broad Brewery Asheville NC
## 833 Southern Oregon Brewing Company Medford OR
## 834 Brooklyn Brewery Brooklyn NY
## 835 Brooklyn Brewery Brooklyn NY
## 836 Pateros Creek Brewing Company Fort Collins CO
## 837 Pateros Creek Brewing Company Fort Collins CO
## 838 O'Fallon Brewery O'Fallon MO
## 839 Big Wood Brewery Vadnais Heights MN
## 840 Big Wood Brewery Vadnais Heights MN
## 841 Big Wood Brewery Vadnais Heights MN
## 842 Swamp Head Brewery Gainesville FL
## 843 Swamp Head Brewery Gainesville FL
## 844 Swamp Head Brewery Gainesville FL
## 845 Mavericks Beer Company Half Moon Bay CA
## 846 TailGate Beer San Diego CA
## 847 TailGate Beer San Diego CA
## 848 TailGate Beer San Diego CA
## 849 TailGate Beer San Diego CA
## 850 TailGate Beer San Diego CA
## 851 Northwest Brewing Company Pacific WA
## 852 Denali Brewing Company Talkeetna AK
## 853 Denali Brewing Company Talkeetna AK
## 854 Denali Brewing Company Talkeetna AK
## 855 Deschutes Brewery Bend OR
## 856 The Black Tooth Brewing Company Sheridan WY
## 857 The Black Tooth Brewing Company Sheridan WY
## 858 The Black Tooth Brewing Company Sheridan WY
## 859 The Black Tooth Brewing Company Sheridan WY
## 860 Kenai River Brewing Company Soldotna AK
## 861 Fremont Brewing Company Seattle WA
## 862 Fremont Brewing Company Seattle WA
## 863 Fremont Brewing Company Seattle WA
## 864 Fremont Brewing Company Seattle WA
## 865 Good Life Brewing Company Bend OR
## 866 Good Life Brewing Company Bend OR
## 867 Green Room Brewing Jacksonville FL
## 868 Terrapin Brewing Company Athens GA
## 869 Okoboji Brewing Company Spirit Lake IA
## 870 Okoboji Brewing Company Spirit Lake IA
## 871 Okoboji Brewing Company Spirit Lake IA
## 872 Okoboji Brewing Company Spirit Lake IA
## 873 Crystal Springs Brewing Company Boulder CO
## 874 Red Hare Brewing Company Marietta GA
## 875 Red Hare Brewing Company Marietta GA
## 876 Good People Brewing Company Birmingham AL
## 877 Good People Brewing Company Birmingham AL
## 878 Good People Brewing Company Birmingham AL
## 879 Good People Brewing Company Birmingham AL
## 880 Heavy Seas Beer Halethorpe MD
## 881 7 Seas Brewing Company Gig Harbor WA
## 882 7 Seas Brewing Company Gig Harbor WA
## 883 7 Seas Brewing Company Gig Harbor WA
## 884 7 Seas Brewing Company Gig Harbor WA
## 885 Confluence Brewing Company Des Moines IA
## 886 Confluence Brewing Company Des Moines IA
## 887 Bale Breaker Brewing Company Yakima WA
## 888 Bale Breaker Brewing Company Yakima WA
## 889 MacTarnahans Brewing Company Portland OR
## 890 Stillmank Beer Company Green Bay WI
## 891 Redhook Brewery Woodinville WA
## 892 Redhook Brewery Woodinville WA
## 893 Redhook Brewery Woodinville WA
## 894 Blue Point Brewing Company Patchogue NY
## 895 Blue Point Brewing Company Patchogue NY
## 896 Tampa Bay Brewing Company Tampa FL
## 897 Devil's Canyon Brewery Belmont CA
## 898 Devil's Canyon Brewery Belmont CA
## 899 Devil's Canyon Brewery Belmont CA
## 900 Broken Tooth Brewing Company Anchorage AK
## 901 Broken Tooth Brewing Company Anchorage AK
## 902 Broken Tooth Brewing Company Anchorage AK
## 903 Seven Brides Brewery Silverton OR
## 904 Dry Dock Brewing Company Aurora CO
## 905 Dry Dock Brewing Company Aurora CO
## 906 High Noon Saloon And Brewery Leavenworth KS
## 907 Oskar Blues Brewery Lyons CO
## 908 Oskar Blues Brewery Lyons CO
## 909 Oskar Blues Brewery Lyons CO
## 910 Oskar Blues Brewery Lyons CO
## 911 Oskar Blues Brewery Lyons CO
## 912 Oskar Blues Brewery Lyons CO
## 913 Oskar Blues Brewery Lyons CO
## 914 Oskar Blues Brewery Lyons CO
## 915 Oskar Blues Brewery Lyons CO
## 916 Oskar Blues Brewery Lyons CO
## 917 Krebs Brewing Company (Pete's Pl... Krebs OK
## 918 Wingman Brewers Tacoma WA
## 919 Kettle House Brewing Company Missoula MT
## 920 Kettle House Brewing Company Missoula MT
## 921 Kettle House Brewing Company Missoula MT
## 922 Kettle House Brewing Company Missoula MT
## 923 Kettle House Brewing Company Missoula MT
## 924 Kettle House Brewing Company Missoula MT
## 925 Crabtree Brewing Company Greeley CO
## 926 Butcher's Brewing Carlsbad CA
## 927 Big River Brewing Company Chattanooga TN
## 928 Twisted Pine Brewing Company Boulder CO
## 929 Flying Dog Brewery Frederick MD
## 930 Aspen Brewing Company Aspen CO
## 931 Aspen Brewing Company Aspen CO
## 932 Intuition Ale Works Jacksonville FL
## 933 Intuition Ale Works Jacksonville FL
## 934 Intuition Ale Works Jacksonville FL
## 935 Asheville Brewing Company Asheville NC
## 936 Buckbean Brewing Company Reno NV
## 937 Buckbean Brewing Company Reno NV
## 938 Abita Brewing Company Abita Springs LA
## 939 Dundee Brewing Company Rochester NY
## 940 Twin Lakes Brewing Company Greenville DE
## 941 Arcadia Brewing Company Battle Creek MI
## 942 Arcadia Brewing Company Battle Creek MI
## 943 Upstate Brewing Company Elmira NY
## 944 Upstate Brewing Company Elmira NY# create new column called group to seperate Ale and IPA without specific name
for (i in 1:length(mergedBall$Style)){
if (grepl("IPA", mergedBall$Style[i])){
mergedBall$group[i]= "IPA"
} else{
mergedBall$group[i] = "Ale"
}
}
#creating the training and testing for IBU and ABV
trainIndices = sample(1:dim(mergedBall)[1], round(0.75* dim(mergedBall)[1]))
train = mergedBall[trainIndices,]
test = mergedBall[-trainIndices,]
mergedBall %>% ggplot(aes(x = IBU, y = ABV, color = group)) + geom_point()
#k = 3
classifications = knn(train[,c(4,5)], test[,c(4,5)], train$group, prob = TRUE, k =3)
table(classifications, test$group)##
## classifications Ale IPA
## Ale 115 16
## IPA 16 89cm = confusionMatrix(table(classifications, test$group))
cm## Confusion Matrix and Statistics
##
##
## classifications Ale IPA
## Ale 115 16
## IPA 16 89
##
## Accuracy : 0.8644
## 95% CI : (0.814, 0.9054)
## No Information Rate : 0.5551
## P-Value [Acc > NIR] : <2e-16
##
## Kappa : 0.7255
##
## Mcnemar's Test P-Value : 1
##
## Sensitivity : 0.8779
## Specificity : 0.8476
## Pos Pred Value : 0.8779
## Neg Pred Value : 0.8476
## Prevalence : 0.5551
## Detection Rate : 0.4873
## Detection Prevalence : 0.5551
## Balanced Accuracy : 0.8627
##
## 'Positive' Class : Ale
## #predicting if an IPA or Ale from guess
df_test = data.frame(ABV = 0.3 , IBU = 30 )
classifications = knn(train[,c(4,5)], df_test, train$group, prob = TRUE, k =3)
classifications## [1] Ale
## attr(,"prob")
## [1] 0.6666667
## Levels: Ale IPA9. Find states for target market, based on ABV, for each specific group.
In our bar chart, we can see that New Jersey has the highest mean ABV for Ale at 0.099 while Nevada has the highest for IPA at 0.093.
The code below summarizes the median ABV of each state of each group for us for us. Afterward it plots the mean ABV of each state in descending order.
#If you want to make an Ale here are the states you should market to
df = mergedBall %>% filter(group == "Ale") %>% group_by(State)%>% summarise(meanABV = mean(ABV)) %>% arrange(desc(meanABV))
ggplot(df, aes(x = reorder(State, -meanABV), y = meanABV)) + geom_bar(stat = "identity")+ theme(axis.text.x = element_text(angle = 90, vjust = 0.5, hjust=1))
#If you want to make an IPA here are the states you should market to
df = mergedBall %>% filter(group == "IPA") %>% group_by(State)%>% summarise(meanABV = mean(ABV)) %>% arrange(desc(meanABV))
ggplot(df, aes(x = reorder(State, -meanABV), y = meanABV)) + geom_bar(stat = "identity")+ theme(axis.text.x = element_text(angle = 90, vjust = 0.5, hjust=1))
6.Comment on the summary statistics and distribution of the ABV variable
Looking at the histogram distribution, we find that it is right-skewed. Next, we find that the min ABV is 0.027, 1st quartile in 0.05, median is 0.057, mean is 0.05991, 3rd quartile is 0.068 and max is 0.125.
The code below creates a histogram to plot the distribution of ABV for all the beers and get a summary statistics on the ABV column.