R Notebook By Bhavya Kalra
Beer Profile and Ratings Analysis
About the Data:
The Beer Profile and Ratings dataset from Kaggle was used for the project. The main data set (beer_profile_and_ratings.csv) contains the following columns: (General) • Name: Beer name (label) • Style: Beer Style • Brewery: Brewery name • Beer Name: Complete beer name (Brewery + Brew Name) • Description: Notes on the beer if available • ABV: Alcohol content of beer (% by volume) • Min IBU: The minimum IBU value each beer can possess • Max IBU: The maximum IBU value each beer can possess (Mouth feel) • Astringency • Body • Alcohol (Taste) • Bitter • Sweet • Sour • Salty (Flavor And Aroma) • Fruits • Hoppy • Spices • Malty (Reviews) • review_aroma • review_appearance • review_palate • review_taste • review_overall • number_of_reviews
The data columns are a mix of both character and numeric types.
Purpose of this Project:
As a consumer, knowing what each beer feels like and what other people think about it would make one make better decisions while choosing a drink, or make it easier to explore new options.
As a manufacturer, knowing what the people prefer and what they are talking about the most would help produce better, more desirable products for the market.
Even though this is just a small example, the concepts used here can be used (and improved upon) to do real-world analysis on much larger data as well.
Loading the libraries
library(tidyverse)## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
## ✔ dplyr 1.1.2 ✔ readr 2.1.4
## ✔ forcats 1.0.0 ✔ stringr 1.5.0
## ✔ ggplot2 3.4.3 ✔ tibble 3.2.1
## ✔ lubridate 1.9.2 ✔ tidyr 1.3.0
## ✔ purrr 1.0.2
## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag() masks stats::lag()
## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errorslibrary(ggplot2)
library(reshape2)##
## Attaching package: 'reshape2'
##
## The following object is masked from 'package:tidyr':
##
## smithsLoading the dataset in beers data frame
beers <- read.csv("/Users/bhavyakalra/Desktop/Stats R/Final_project_beer/beer_profile_and_ratings.csv")
beersLoading the numerical data from beers dataset to beers_num
beers_num <- subset(beers, select = c(ABV, Min.IBU, Max.IBU, Astringency, Body, Alcohol, Bitter, Sweet, Sour, Salty, Fruits, Hoppy, Spices, Malty))
beers_numLoading the categorical data from beers dataset to beers_cat
beers_cat <- subset(beers, select = c(Name, Style, Brewery, Description))
beers_catSummary function on Beers dataset
summary(beers)## Name Style Brewery Beer.Name..Full.
## Length:3197 Length:3197 Length:3197 Length:3197
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## Description ABV Min.IBU Max.IBU
## Length:3197 Min. : 0.000 Min. : 0.00 Min. : 0.00
## Class :character 1st Qu.: 5.000 1st Qu.:15.00 1st Qu.: 25.00
## Mode :character Median : 6.000 Median :20.00 Median : 35.00
## Mean : 6.527 Mean :21.18 Mean : 38.99
## 3rd Qu.: 7.600 3rd Qu.:25.00 3rd Qu.: 45.00
## Max. :57.500 Max. :65.00 Max. :100.00
## Astringency Body Alcohol Bitter
## Min. : 0.00 Min. : 0.00 Min. : 0.00 Min. : 0.00
## 1st Qu.: 9.00 1st Qu.: 29.00 1st Qu.: 6.00 1st Qu.: 17.00
## Median :14.00 Median : 40.00 Median : 11.00 Median : 31.00
## Mean :16.52 Mean : 46.13 Mean : 17.06 Mean : 36.36
## 3rd Qu.:21.00 3rd Qu.: 58.00 3rd Qu.: 22.00 3rd Qu.: 52.00
## Max. :81.00 Max. :175.00 Max. :139.00 Max. :150.00
## Sweet Sour Salty Fruits
## Min. : 0.00 Min. : 0.00 Min. : 0.000 Min. : 0.00
## 1st Qu.: 33.00 1st Qu.: 11.00 1st Qu.: 0.000 1st Qu.: 12.00
## Median : 54.00 Median : 22.00 Median : 0.000 Median : 29.00
## Mean : 58.27 Mean : 33.15 Mean : 1.017 Mean : 38.53
## 3rd Qu.: 77.00 3rd Qu.: 42.00 3rd Qu.: 1.000 3rd Qu.: 60.00
## Max. :263.00 Max. :284.00 Max. :48.000 Max. :175.00
## Hoppy Spices Malty review_aroma
## Min. : 0.00 Min. : 0.00 Min. : 0.00 Min. :1.510
## 1st Qu.: 18.00 1st Qu.: 4.00 1st Qu.: 45.00 1st Qu.:3.423
## Median : 33.00 Median : 10.00 Median : 73.00 Median :3.720
## Mean : 40.92 Mean : 18.35 Mean : 75.33 Mean :3.639
## 3rd Qu.: 56.00 3rd Qu.: 23.00 3rd Qu.:103.00 3rd Qu.:3.978
## Max. :172.00 Max. :184.00 Max. :239.00 Max. :5.000
## review_appearance review_palate review_taste review_overall
## Min. :1.571 Min. :1.286 Min. :1.214 Min. :1.136
## 1st Qu.:3.605 1st Qu.:3.470 1st Qu.:3.500 1st Qu.:3.567
## Median :3.833 Median :3.742 Median :3.792 Median :3.830
## Mean :3.754 Mean :3.660 Mean :3.702 Mean :3.748
## 3rd Qu.:4.000 3rd Qu.:3.966 3rd Qu.:4.033 3rd Qu.:4.033
## Max. :4.667 Max. :5.000 Max. :5.000 Max. :5.000
## number_of_reviews
## Min. : 1.0
## 1st Qu.: 23.0
## Median : 93.0
## Mean : 233.3
## 3rd Qu.: 284.0
## Max. :3290.0Summary variable, storing numerical data(beers_num).
summary_data <- summary(beers_num)
summary_data## ABV Min.IBU Max.IBU Astringency
## Min. : 0.000 Min. : 0.00 Min. : 0.00 Min. : 0.00
## 1st Qu.: 5.000 1st Qu.:15.00 1st Qu.: 25.00 1st Qu.: 9.00
## Median : 6.000 Median :20.00 Median : 35.00 Median :14.00
## Mean : 6.527 Mean :21.18 Mean : 38.99 Mean :16.52
## 3rd Qu.: 7.600 3rd Qu.:25.00 3rd Qu.: 45.00 3rd Qu.:21.00
## Max. :57.500 Max. :65.00 Max. :100.00 Max. :81.00
## Body Alcohol Bitter Sweet
## Min. : 0.00 Min. : 0.00 Min. : 0.00 Min. : 0.00
## 1st Qu.: 29.00 1st Qu.: 6.00 1st Qu.: 17.00 1st Qu.: 33.00
## Median : 40.00 Median : 11.00 Median : 31.00 Median : 54.00
## Mean : 46.13 Mean : 17.06 Mean : 36.36 Mean : 58.27
## 3rd Qu.: 58.00 3rd Qu.: 22.00 3rd Qu.: 52.00 3rd Qu.: 77.00
## Max. :175.00 Max. :139.00 Max. :150.00 Max. :263.00
## Sour Salty Fruits Hoppy
## Min. : 0.00 Min. : 0.000 Min. : 0.00 Min. : 0.00
## 1st Qu.: 11.00 1st Qu.: 0.000 1st Qu.: 12.00 1st Qu.: 18.00
## Median : 22.00 Median : 0.000 Median : 29.00 Median : 33.00
## Mean : 33.15 Mean : 1.017 Mean : 38.53 Mean : 40.92
## 3rd Qu.: 42.00 3rd Qu.: 1.000 3rd Qu.: 60.00 3rd Qu.: 56.00
## Max. :284.00 Max. :48.000 Max. :175.00 Max. :172.00
## Spices Malty
## Min. : 0.00 Min. : 0.00
## 1st Qu.: 4.00 1st Qu.: 45.00
## Median : 10.00 Median : 73.00
## Mean : 18.35 Mean : 75.33
## 3rd Qu.: 23.00 3rd Qu.:103.00
## Max. :184.00 Max. :239.00Unique counts variable, giving unique count of “Brewery” data values.
unique_counts <- table(beers_cat$Brewery)
unique_counts##
## (512) Brewing Company
## 2
## 10 Barrel Brewing Co.
## 2
## 21st Amendment Brewery
## 6
## 5 Rabbit Cerveceria
## 1
## 8 Wired Brewing Co.
## 1
## Aarhus Bryghus
## 1
## Aass Brewery
## 1
## Abbaye de Leffe S.A.
## 5
## Abita Brewing Co.
## 11
## AC Golden Brewing Company
## 1
## Adnams plc, Sole Bay Brewery
## 4
## Aktien-Brauerei Kaufbeuren AG
## 3
## Alamo Beer Co.
## 1
## Alaskan Brewing Co.
## 6
## Alaus Darykla Kalnapilis
## 1
## Aldaris
## 1
## Ale Asylum
## 4
## AleSmith Brewing Company
## 15
## Alexander Keith's
## 1
## All Stars Bakery
## 1
## Allagash Brewing Company
## 13
## Allentown Brew Works
## 1
## Alltech’s Lexington Brewing and Distilling Co.
## 3
## Alpine Beer Company
## 10
## Amarcord Birra Artigianale Italiana
## 1
## Amstel Brouwerij B. V.
## 3
## Anadolu Efes Brewery
## 3
## Anaheim Brewery
## 1
## Anchor Brewing Company
## 6
## Anchorage Brewing Company
## 2
## Anderson Valley Brewing Company
## 8
## Anheuser-Busch
## 30
## Ankerbräu Nördlingen
## 1
## Appalachian Brewing Company
## 5
## Arcadia Brewing Company
## 11
## Arcense Stoombierbouwerij (Hertog Jan Brouwerij)
## 1
## Arcobräu Gräfliches Brauhaus
## 1
## Asahi Breweries Ltd
## 12
## Asheville Brewing Company
## 1
## Asia Pacific Breweries Ltd.
## 1
## Atwater Block Brewery
## 8
## August Schell Brewing Company
## 7
## Austin Beerworks
## 3
## Avery Brewing Company
## 14
## Aviator Brewing Company
## 2
## B.W. Beer Works USA
## 1
## Back Forty Beer Co.
## 1
## Badger Brewery, Hall and Woodhouse
## 1
## Badische Staatsbrauerei Rothaus AG
## 1
## Bahamian Brewery Beverage & Co. Ltd.
## 1
## Baird Brewing Company / Fishmarket Taproom
## 2
## Ballast Point Brewing Company
## 16
## Baltika Breweries
## 11
## Barley Brown's Brewpub
## 1
## Bass Brewers Limited
## 1
## Bayerische Staatsbrauerei Weihenstephan
## 10
## Bayern Brewing, Inc.
## 4
## Bayou Teche Brewery
## 2
## Bayreuther Bierbrauerei
## 1
## Beacon Hotel (Sarah Hughes Brewery)
## 1
## Beamish & Crawford Plc.
## 1
## Bear Republic Brewing Co.
## 6
## Beau's All Natural Brewing Company
## 3
## Beaver Brewing Company
## 2
## Beer Here
## 1
## Beer Works
## 1
## Beijing Yanjing Beer Group Corporation
## 1
## Belhaven Brewery Company Ltd.
## 6
## Bend Brewing Company
## 1
## Bent River Brewing Company
## 1
## Berkshire Brewing Company Inc.
## 8
## Berliner Kindl Brauerei
## 1
## Bernard Family Brewery
## 1
## BFM Brasserie Des Franches-Montagnes
## 2
## Bierbrouwerij De Koningshoeven B.V.
## 7
## Bierbrouwerij Sint Christoffel B.V
## 2
## Bières de Chimay S.A.
## 4
## Big Boss Brewing
## 3
## Big City Brewing CO LTD
## 1
## Big Rock Brewery
## 2
## Big Sky Brewing Company
## 9
## Big Time Brewery & Alehouse
## 1
## Big Woods Brewing Co.
## 1
## Binding-Brauerei AG
## 5
## Birra Menabrea SpA
## 1
## Birra Moretti (Heineken)
## 1
## Birra Peroni Industriale S.p.A.
## 2
## Birrificio Del Ducato
## 1
## Birrificio Italiano
## 1
## Birrificio Le Baladin
## 1
## Bison Brewing
## 3
## Bitburger Brauerei
## 3
## BJ's Chicago Pizza & Brewery Inc.
## 1
## BJ's Restaurant & Brewhouse
## 1
## Black Creek Historic Brewery
## 1
## Black Market Brewing Co.
## 1
## Black Raven Brewing Co.
## 2
## Black Sheep Brewery PLC
## 2
## Black Toad Brewing Co.
## 1
## Blitz-Weinhard Brewing Co.
## 2
## Block 15 Brewery & Restaurant
## 1
## Blue Mountain Brewery
## 7
## Blue Point Brewing Company
## 9
## Bold City Brewery
## 1
## Boon Rawd Brewery Co., Ltd
## 1
## Bootlegger's Brewery
## 2
## Borodino ZAO
## 1
## BOSS Browar Witnica S.A.
## 2
## Boston Beer Company (Samuel Adams)
## 40
## BottleTree Beer Co.
## 1
## Boulder Beer / Wilderness Pub
## 6
## Boulevard Brewing Co.
## 17
## Box Steam Brewery
## 1
## Brasserie Almaza S.A.L.
## 1
## Brasserie Artisanale De Rullés SPRL
## 2
## Brasserie Belle-Vue
## 2
## Brasserie Britt de Bretagne
## 1
## Brasserie Cantillon
## 17
## Brasserie Caracole
## 2
## Brasserie Castelain
## 3
## Brasserie d'Achouffe
## 5
## Brasserie d'Orval S.A.
## 1
## Brasserie De Brunehaut
## 2
## Brasserie De Cazeau
## 1
## Brasserie de l'Abbaye des Rocs s.a.
## 3
## Brasserie de l'Abbaye du Val-Dieu
## 4
## Brasserie de la Senne
## 3
## Brasserie de Rochefort
## 3
## Brasserie de Silly S.A.
## 1
## Brasserie de Tahiti S.A.
## 1
## Brasserie Des Gabariers (L&L Cognac SA)
## 1
## Brasserie Dieu Du Ciel
## 11
## Brasserie Du Bocq
## 2
## Brasserie Dubuisson Frères sprl
## 1
## Brasserie Dupont sprl
## 7
## Brasserie Duyck
## 4
## Brasserie Fantôme
## 1
## Brasserie Fischer / Fischer Biere d' Alsace
## 2
## Brasserie Grain d' Orge (Brasserie Jeanne d'Arc SA)
## 1
## Brasserie La Binchoise (Malterie des Remparts)
## 1
## Brasserie La Choulette
## 4
## Brasserie Lefèbvre SA
## 4
## Brasserie Meteor
## 1
## Brasserie Piedboeuf
## 2
## Brasserie Pietra
## 1
## Brasserie St. Feuillien
## 6
## Brasserie Thiriez
## 2
## Brasserie Trois Dames
## 1
## Brasserie Val De Sambre
## 1
## Brasseries Du Maroc
## 1
## Brasseries Kronenbourg
## 2
## Brasseurs De Montréal
## 1
## Brasseurs Du Nord Inc.
## 1
## Brasseurs Illimités
## 1
## Brau Brothers Brewing Co. LLC
## 3
## Brauerei Beck & Co.
## 7
## Brauerei C. & A. Veltins GmbH & Co.
## 1
## Brauerei Diebels GmbH & Co KG
## 1
## Brauerei Früh Am Dom
## 1
## Brauerei Gasthof Kundmüller
## 1
## Brauerei Gasthof Rittmayer
## 1
## Brauerei Gebrüder Maisel GmbH & Co.
## 4
## Brauerei Göller Zur Alten Freyung
## 1
## Brauerei Göss (Brau Union)
## 2
## Brauerei Heinrich Reissdorf
## 1
## Brauerei Heller-Trum / Schlenkerla
## 7
## Brauerei Hirt GmbH
## 1
## Brauerei Hofstetten Krammer GmbH & Co. KG
## 4
## Brauerei Im Füchschen
## 1
## Brauerei Max Leibinger GmbH
## 1
## Brauerei Michael Plank
## 2
## Brauerei Pinkus Mueller
## 4
## Brauerei Schloss Eggenberg
## 5
## Brauerei Schrems
## 1
## Brauerei Tucher Brau
## 4
## Brauerei Zehendner GmbH
## 1
## Breckenridge Brewery
## 11
## BrewDog
## 4
## Brewery Ommegang
## 8
## Brewery Vivant
## 4
## Bridge Road Brewers
## 1
## Bristol Brewing Company
## 2
## Brooklyn Brewery
## 14
## Broughton Ales Ltd
## 1
## Brouwerij 't IJ
## 1
## Brouwerij Alken-Maes
## 2
## Brouwerij Bockor N.V.
## 3
## Brouwerij Boon
## 8
## Brouwerij Bosteels
## 3
## Brouwerij Contreras
## 2
## Brouwerij Corsendonk
## 4
## Brouwerij De Dochter van de Korenaar
## 1
## Brouwerij De Dolle Brouwers
## 6
## Brouwerij De Koninck NV
## 3
## Brouwerij De Landtsheer NV
## 4
## Brouwerij De Molen
## 6
## Brouwerij De Smedt / Brouwerij Affligem
## 4
## Brouwerij De Troch
## 4
## Brouwerij der St. Benedictusabdij de Achelse
## 3
## Brouwerij Drie Fonteinen
## 11
## Brouwerij Duvel Moortgat NV
## 3
## Brouwerij Girardin
## 7
## Brouwerij Haacht NV
## 2
## Brouwerij Het Anker
## 6
## Brouwerij Hof Ten Dormaal
## 1
## Brouwerij Huyghe
## 6
## Brouwerij Kerkom
## 3
## Brouwerij Liefmans
## 2
## Brouwerij Lindemans
## 7
## Brouwerij Mort Subite
## 5
## Brouwerij Oud Beersel
## 4
## Brouwerij Palm NV
## 2
## Brouwerij Rodenbach N.V.
## 5
## Brouwerij Roman N.V.
## 1
## Brouwerij Slaghmuylder
## 1
## Brouwerij Smisje
## 2
## Brouwerij St. Bernardus NV
## 7
## Brouwerij Sterkens N.V.
## 3
## Brouwerij Straffe Hendrik / Huisbrouwerij De Halve Maan
## 4
## Brouwerij Strubbe
## 1
## Brouwerij Timmermans-John Martin N.V.
## 3
## Brouwerij Van den Bossche
## 1
## Brouwerij van Hoegaarden
## 2
## Brouwerij Van Honsebrouck N.V.
## 9
## Brouwerij Van Steenberge N.V.
## 13
## Brouwerij Van Viven
## 2
## Brouwerij Verhaeghe
## 3
## Brouwerij Westmalle
## 2
## Brouwerij Westvleteren (Sint-Sixtusabdij van Westvleteren)
## 3
## Browar Amber
## 2
## Browar Kormoran
## 1
## Browar Okocim S.A. (Carlsberg)
## 2
## Browar Van Pur S.A. (Brau Union Polska)
## 1
## Browary Warka Sp. z o.o.
## 1
## Browerij Nacional Balashi
## 1
## Buffalo Bill's Brewery
## 3
## Bürgerbräu Bad Reichenhall
## 1
## Butternuts Beer & Ale
## 2
## Buzzards Bay Brewing
## 1
## Café-Brouwerij Loterbol
## 1
## Cairngorm Brewery Company, The
## 1
## Calapooia Brewing Company
## 1
## Caldera Brewing Company
## 2
## Calfkiller Brewing Company
## 1
## Cambridge Brewing Company
## 1
## Cameron's Brewing Co.
## 2
## Camo Brewing Company
## 4
## Cannery Brewing Company
## 1
## Cape Ann Brewing Company
## 2
## Capital Brewery
## 8
## Captain Lawrence Brewing Co.
## 9
## Carib Brewery Limited
## 1
## Carlow Brewing Company
## 3
## Carlsberg Danmark A/S
## 3
## Carlsberg Sverige AB
## 1
## Carlsberg-Tetley Brewing Ltd
## 2
## Carolina Brewery
## 1
## Carton Brewing Company
## 1
## Cascade Brewery Company Ltd.
## 2
## Cascade Brewing / Raccoon Lodge & Brewpub
## 7
## Casco Bay Brewing Co.
## 1
## Castle Eden & Camerons Brewing Company Ltd
## 1
## Cathedral Square Brewery
## 1
## Central Waters Brewing Company
## 4
## Ceres Brewery (Royal Unibrew)
## 2
## Cervecera Mexicana S.A. De C.V.
## 1
## Cerveceria Costa Rica
## 1
## Cervecería Cuauhtémoc Moctezuma, S.A. de C.V.
## 11
## Cervecería Minerva
## 1
## Cerveceria Nacional Dominicana
## 2
## Cerveceria Vegana, S.A.
## 1
## Cervecería y Maltería Quilmes / Grupo Bemberg
## 1
## Cervejaria Sudbrack Ltda
## 4
## Cervezas Moritz, S.A.
## 1
## Ceylon / Lion Brewery Limited
## 2
## Charleville Vineyard Microbrewery
## 1
## Cheboygan Brewing Company
## 1
## Choc Beer Co. / Pete's Place
## 4
## Christian Moerlein Brewing Company
## 5
## Church Brew Works
## 1
## Cigar City Brewing
## 15
## Cisco Brewers Inc.
## 7
## Cismontane Brewing Company
## 1
## City Brewing Company, LLC
## 2
## City Steam Brewery Café
## 1
## Clown Shoes
## 4
## COAST Brewing Company
## 4
## Cobra Beer Partnership Limited
## 1
## Cold Spring Brewing Co.
## 1
## Columbus Brewing Company
## 2
## Compañía Cervecera de Puerto Rico
## 1
## Coniston Brewing Co. Ltd
## 2
## Coop Ale Works
## 1
## Coopers Brewery Limited
## 6
## Coopersmith's Pub & Brewing
## 1
## Cooperstown Brewing Company
## 3
## Coors Brewing Company
## 6
## Copper Dragon Brewery
## 1
## Copper Kettle Brewing Company
## 1
## Coronado Brewing Company
## 4
## Crabtree Brewing Company
## 1
## Craftsman Brewing Co.
## 1
## Creemore Springs Brewery Limited
## 4
## Crescent City Brewhouse
## 1
## Crest Brewing Company
## 1
## Cricket Hill Brewing Co.
## 3
## Crooked Stave Artisan Beer Project
## 1
## Crossroads Brewing Company
## 1
## Crow Peak Brewing
## 2
## Crown Valley Brewing & Distilling Co.
## 2
## Cucapá Brewing Company
## 1
## D.L. Geary Brewing Company
## 6
## Daleside Brewery
## 3
## Damm S. A.
## 3
## Daniel Thwaites Brewery PLC
## 3
## Dansk Mjød A/S
## 1
## Dark Horse Brewing Company
## 17
## Dark Star Brewing Company Limited
## 1
## Darl, Tov
## 3
## Darwin Brewery Ltd.
## 1
## Davidson Brothers Restaurant & Brewery
## 1
## DC Brau Brewing Co.
## 2
## De Cam Geuzestekerij
## 4
## De Leyerth Brouwerijen (Urthel)
## 2
## De Proefbrouwerij (bvba Andelot)
## 2
## De Struise Brouwers
## 5
## Deep Ellum Brewing Company
## 1
## Deka Brewery
## 1
## Depot Street Brewing
## 1
## Der HirschBrau/Privatbrauerei Höss
## 5
## Deschutes Brewery
## 14
## Desnoes & Geddes Limited
## 3
## Detroit Beer Co.
## 1
## Devils Backbone Brewing Company
## 5
## Dinkelacker-Schwabenbraeu AG
## 3
## Dock Street Brewery & Restaurant
## 1
## Dogfish Head Brewery
## 31
## Dortmunder Actien Brauerei / DAB
## 4
## Dostal Alley Brewpub
## 1
## Dragonmead Microbrewery
## 5
## Drake's Brewing Co.
## 1
## Dreher Brewery
## 1
## Driftwood Brewery
## 2
## Dry Dock Brewing Co.
## 1
## DuClaw Brewing Company
## 8
## Dunedin Brewery
## 1
## Eagle Rock Brewery
## 1
## East End Brewing Company
## 2
## Eel River Brewing Co.
## 1
## Einbecker Brauhaus AG
## 5
## Einstök Ölgerð
## 2
## Elbrewery Co. Ltd. Sp. z o.o.
## 1
## Element Brewing Company
## 3
## Elevator Brewery & Draught Haus
## 2
## Elysian Brewing Company
## 6
## Emmett's Brewing Company
## 1
## Empire Brewing Company
## 2
## Empyrean Brewing Company
## 2
## English Ales Brewery
## 1
## Epic Brewing Company
## 1
## Erdinger Weissbräu
## 6
## Erie Brewing Co.
## 3
## Evil Twin Brewing
## 3
## Evolution Craft Brewing Company
## 2
## Fargo Brewing Company
## 1
## Fat Heads Brewery & Saloon
## 7
## Fearless Brewing Company
## 1
## Federal Jack's Restaurant & Brew Pub
## 2
## Fentimans Ltd.
## 1
## Feral Brewing Co.
## 1
## Fiddlehead Brewing Company
## 1
## FiftyFifty Brewing Co.
## 2
## Figueroa Mountain Brewing Co.
## 1
## Finlandia Sahti Ky
## 2
## Fireman's Brew, Inc.
## 1
## Firestone Walker Brewing Co.
## 15
## Fish Brewing Company / Fishbowl Brewpub
## 3
## Fitger's Brewhouse
## 2
## Flat Branch Pub & Brewery
## 2
## Flensburger Brauerei GmbH Und Co. KG
## 3
## Florida Beer Company
## 2
## Flossmoor Station Restaurant & Brewery
## 2
## Flying Bison Brewing Company
## 2
## Flying Dog Brewery
## 13
## Flying Fish Brewing Company
## 6
## Flying Monkeys Craft Brewery
## 1
## Foothills Brewing Company
## 8
## Fordham Brewing Company
## 3
## Fort Garry Brewing Company Ltd.
## 1
## Foster's Group Limited
## 3
## Founders Brewing Company
## 18
## Four Peaks Brewing Company
## 3
## Franciscan Well Micro Brewery
## 1
## Franconia Brewing Company
## 3
## Free State Brewing Co.
## 3
## Freetail Brewing Company
## 1
## Fremont Brewing Company
## 2
## French Broad Brewing Co.
## 4
## Friesisches Brauhaus zu Jever GmbH & Co KG
## 1
## Fuller Smith & Turner PLC
## 8
## Fullsteam Brewery
## 1
## Fulton Beer
## 2
## Fürst Wallerstein Brauhaus
## 1
## Fürstlich Fürstenbergische Brauerei KG
## 1
## Furthermore Beer
## 4
## Garrison Brewing Company
## 2
## Gasthaus & Gosebrauerei Bayerischer Bahnhof
## 2
## Gebr. Sünner GmbH & Co. KG
## 1
## Genesee Brewing Co. / Dundee Brewing Co.
## 12
## George Bateman and Son Ltd. / Batemans Brewery
## 1
## George Gale & Company Ltd
## 3
## Good People Brewing Company
## 1
## Goose Island Beer Co.
## 15
## Gordon Biersch Brewery Restaurant
## 9
## Grand Teton Brewing Co.
## 5
## Granite Brewery & Restaurant
## 2
## Granite City Food & Brewery
## 2
## Granville Island Brewery
## 4
## Great Dane Pub & Brewing Company (Downtown)
## 2
## Great Divide Brewing Company
## 20
## Great Lakes Brewing Company
## 18
## Green Flash Brewing Co.
## 8
## Green Man Brewery
## 3
## Green Valley Brewing Company (Crooked Creek)
## 2
## Green's Gluten Free Beers
## 1
## Greenbush Brewing Company
## 2
## Greene King / Morland Brewery
## 10
## Greenpoint Beerworks / Kelso of Brooklyn
## 2
## Greenport Harbor Brewing Company
## 1
## Grey Sail Brewing of Rhode Island
## 2
## Grimm Brothers Brewhouse
## 2
## Gritty McDuff's Brewing Company
## 5
## Grolsch Bierbrouwerij N.V.
## 2
## Grupo Cervezas Alhambra, SL
## 2
## Grupo Cruzcampo SA
## 1
## Grupo Modelo S.A. de C.V.
## 7
## Guangzhou Zhujiang Brewery Co. Ltd.
## 1
## Gubernija Brewery
## 2
## Gueuzerie Tilquin
## 4
## Guinness Ltd.
## 11
## Guinness Nigeria PLC
## 1
## Gulpener Bierbrouwerij B.V.
## 1
## HaandBryggeriet
## 3
## Hacker-Pschorr Bräu GmbH
## 10
## Hair of the Dog Brewing Company / Brewery and Tasting Room
## 10
## Half Acre Beer Company
## 3
## Hamm's Brewing Co.
## 1
## Hangzhou Xihu Beer Asahi Co. , Ltd.
## 1
## Hansa Brauerei / Namibia Breweries
## 1
## Hanssens Artisanaal bvba
## 6
## Harar Beer Factory
## 1
## Hardywood Park Craft Brewery
## 2
## Harpoon Brewery
## 9
## Harvest Moon Brewery
## 1
## Harviestoun Brewery Ltd.
## 7
## Heater Allen Brewing
## 1
## Heavy Seas Beer
## 6
## Heineken Nederland B.V.
## 6
## Helios Distillery Co., Ltd.
## 1
## Henninger Bräu AG
## 1
## Herzoglich Bayerisches Brauhaus Tegernsee
## 1
## High Point Brewing Company
## 4
## Highland Brewing
## 4
## Hijos De Rivera, S.A.
## 2
## Hill Farmstead Brewery
## 16
## Hinterland Brewery Restaurant
## 2
## Hite Brewery Company LTD
## 1
## Hockley Valley Brewing Co.
## 1
## Hofbrauhaus Freising
## 1
## Hofbräuhaus München
## 6
## Hofbrauhaus Wolters GmbH
## 1
## Hog's Back Brewery
## 1
## Hook Norton Brewery Co. Ltd.
## 3
## Hop Back Brewery plc
## 2
## Hop City Brewing Co.
## 1
## Hoppin' Frog Brewery
## 7
## Hops & Grain
## 1
## Hopworks Urban Brewery
## 2
## Horseheads Brewing Inc.
## 1
## Hövels Hausbrauerei
## 1
## Howe Sound Inn & Brewing Company
## 1
## Hudepohl-Schoenling Brewing Co.
## 2
## Independence Brewing Co.
## 1
## Indian Wells Brewing Company
## 2
## Innis & Gunn
## 2
## Inveralmond Brewery Ltd., The
## 3
## Ipswich Ale Brewery
## 2
## Iron Hill Brewery & Restaurant
## 5
## Iron Horse Brewery
## 2
## Isle of Arran Brewery Company Ltd.
## 1
## Isle Of Skye Brewery
## 1
## Israel Beer Breweries Ltd.
## 1
## Ithaca Beer Company
## 6
## J. Boag & Son Brewing
## 1
## J.W. Lees & Co (Brewers) Ltd
## 6
## Jack's Abby Brewing
## 6
## Jackie O's Pub & Brewery
## 8
## Jacob Leinenkugel Brewing Company
## 8
## Jamieson Brewery
## 1
## Jester King Craft Brewery
## 4
## John Martin's (John Martin SA)
## 1
## Jolly Pumpkin Artisan Ales
## 13
## Jopen Bier BV Haarlem
## 3
## JOS. Schlitz Brewing Co. (Pabst)
## 3
## Kaltenberg International / König Ludwig International GmbH & Co.KG
## 3
## Karbach Brewing Co.
## 2
## Karl Strauss Brewing Company
## 3
## Keegan Ales
## 2
## Keweenaw Brewing Company
## 2
## Kirin Brewery Company, Limited
## 15
## Kiuchi Brewery
## 6
## Klosterbrauerei Andechs
## 5
## Klosterbrauerei Ettal / Ettaler Klosterbetriebe GmbH
## 4
## Klosterbrauerei Reutberg
## 1
## Klosterbrauerei Weltenburg
## 4
## Kona Brewing Co.
## 6
## König-Brauerei GmbH
## 1
## Köstritzer Schwarzbierbrauerei GmbH & Co.
## 1
## Královský Pivovar Krušovice a.s.
## 2
## Krombacher Brauerei
## 3
## Kuhnhenn Brewing Company
## 14
## Kulmbacher Brauerei AG
## 10
## La Cumbre Brewing Co.
## 1
## Labatt Brewing Company Ltd.
## 4
## Ladyface Ale Companie
## 1
## Lagerheads Smokehouse & Brewing Co.
## 1
## Lagunitas Brewing Company
## 19
## Lake Louie Brewery Company
## 3
## Lake Placid Craft Brewing Company
## 1
## Lakefront Brewery, Inc.
## 7
## Lammin Sahti Oy
## 3
## Lancaster Brewery Company Ltd
## 1
## Lancaster Brewing Company
## 4
## Land Beer
## 1
## Lao Brewery Co.
## 2
## Latrobe Brewing Co.
## 1
## Laughing Dog Brewing
## 1
## Lavery Brewing Company
## 1
## Lawson's Finest Liquids
## 4
## Lazy Magnolia Brewing Company
## 1
## Le Bilboquet, Brasseur Artisan
## 1
## Le Trou Du Diable
## 2
## Lech Browary Wielkopolski (SABMiller)
## 1
## Leelanau Brewing Company
## 1
## Left Coast Brewing Company
## 1
## Left Hand Brewing Company
## 6
## Legend Brewing Co.
## 1
## Les Brasseurs de Gayant
## 3
## Les Brasseurs Du Temps
## 1
## Les Trois Mousquetaires
## 6
## Liberty Street Brewing Company
## 2
## Lift Bridge Brewery
## 2
## Linden Street Brewery
## 1
## Lion Brewery, Inc.
## 3
## Live Oak Brewing Company
## 6
## Local Option
## 2
## Lodi Beer Company
## 1
## Logsdon Farmhouse Ales
## 1
## Lonerider Brewing
## 2
## Long Ireland Beer Company
## 1
## Long Trail Brewing Co.
## 6
## Lord Nelson Brewery Hotel
## 1
## Lost Coast Brewery and Cafe
## 5
## Lost Rhino Brewing Company
## 1
## LoverBeer
## 1
## Löwenbräu AG
## 1
## Lucky Bucket Brewing Co.
## 1
## Mad River Brewing Company
## 3
## Madison River Brewing Company
## 1
## Magic Hat Brewing Company
## 8
## Magic Rock Brewing
## 1
## Magnolia Pub & Brewery
## 1
## Mahou S.A.
## 2
## Mahrs-Bräu
## 3
## Maine Beer Company
## 4
## Malmgårdin Panimo
## 2
## Marble Brewery
## 1
## Margaritaville Brewing Co.
## 1
## Marin Brewing Company
## 2
## Maritime Pacific Brewing Company
## 1
## Market Street Brewing Co. and Restaurant
## 1
## Marshall Brewing Company
## 1
## Marshall Wharf Brewing Company / Three Tides Restaurant
## 3
## Matt Brewing Company
## 21
## Maui Brewing Co.
## 3
## Mayflower Brewing Company
## 5
## McAuslan Brewing
## 2
## McNeill's Brewery
## 1
## Meantime Brewing Company Limited
## 4
## Melanie Brewing Company
## 1
## Mendocino Brewing Company
## 3
## Metropolitan Brewing
## 3
## Micro Cervejaria Bamberg
## 1
## Micro-Brasserie L'Alchimiste
## 2
## Microbrasserie Charlevoix
## 1
## Microbrasserie du Lièvre
## 1
## Middle Ages Brewing Co., Ltd.
## 9
## Midnight Sun Brewing Co.
## 5
## Midtfyns Bryghus
## 1
## Mike Hess Brewing
## 1
## Mikkeller ApS
## 11
## Mill Street Brew Pub
## 6
## Miller Brewing Co.
## 15
## Millstream Brewing Company
## 2
## Minhas Craft Brewery
## 6
## Minipivovar U Medvídků
## 1
## Minneapolis Town Hall Brewery
## 2
## Mission Brewery
## 1
## Mississippi Brewing Co.
## 1
## Moab Brewery
## 1
## Moat Mountain Smoke House & Brewing Co.
## 4
## Mohan Breweries & Distilleries Ltd
## 1
## Molson Coors Canada
## 10
## Monastyrskiy Kvas
## 3
## Monday Night Brewing
## 1
## Montana Brewing Company
## 1
## Monteith's Brewing Co.
## 1
## Moonlight Brewing Company
## 6
## Moorhouse's Brewery (Burnley) Ltd
## 1
## Moosehead Breweries Ltd.
## 1
## Mother Earth Brewing
## 2
## Mother's Brewing Company
## 1
## Motor City Brewing Works
## 1
## Mountain Goat Beer Pty Ltd
## 1
## Mountain Sun Pub & Brewery
## 1
## Moylan's Brewery
## 4
## Murphy Brewery Ireland Limited
## 2
## Museum Brewing Company / White Shield Brewery
## 1
## Muskoka Brewery
## 1
## Mythos Breweries S.A.
## 1
## Narragansett Brewing Co.
## 3
## Natty Greene's Pub & Brewing Co.
## 1
## Nebraska Brewing Company
## 3
## Nelson Brewing Company
## 1
## Nethergate Brewery Co. Ltd.
## 1
## Neustadt Springs Brewery
## 1
## New Albanian Brewing Company - Pizzeria and Public House
## 4
## New Belgium Brewing
## 8
## New England Brewing Co.
## 4
## New Glarus Brewing Company
## 17
## New Holland Brewing Company
## 8
## New Orleans Lager & Ale Brewing Company (NOLA)
## 3
## New Zealand Breweries Limited
## 1
## Ninkasi Brewing Company
## 5
## No Label Brewing Company
## 1
## NoDa Brewing Company
## 1
## Nøgne Ø - Det Kompromissløse Bryggeri A/S
## 7
## North by Northwest Restaurant & Brewery
## 2
## North Coast Brewing Co.
## 11
## North Country Brewing
## 1
## Northwoods Brewpub and Grill
## 1
## Notch Brewing
## 2
## O'Connor Brewing Co.
## 1
## O'Fallon Brewery
## 3
## Oakshire Brewing
## 1
## Obolon Brewery
## 2
## Ochakovo
## 1
## Odell Brewing Company
## 10
## Oggi's Pizza & Brewing Co.
## 1
## Okanagan Spring Brewery
## 1
## Old Forge Brewing Company
## 1
## Olde Hickory Brewery
## 4
## Ölvisholt Brugghús
## 1
## Omnipollo
## 1
## Orange Blossom Pilsner LLC
## 1
## Oranjeboom Bierbrouwerij B. V.
## 1
## Orion Beer Co., Ltd.
## 4
## Orkney Brewery
## 5
## Oskar Blues Grill & Brew
## 8
## Otro Mundo Brewing Company
## 1
## Ottakringer Brauerei AG
## 1
## Otter Brewery Ltd
## 1
## Otter Creek Brewing / Wolaver's
## 1
## Oxbow Brewing Company
## 1
## Oy Sinebrychoff Ab
## 1
## Pabst Brewing Company
## 17
## Palmetto Brewing Company
## 1
## Palos De Moguer - 82
## 1
## Panil
## 3
## Parish Brewing Company
## 1
## Paulaner Brauerei GmbH & Co. KG
## 11
## Peace Tree Brewing Co.
## 1
## Peak Organic Brewing Company
## 6
## Peekskill Brewery
## 1
## Pelican Pub & Brewery
## 5
## Pennsylvania Brewing Company
## 8
## Perennial Artisan Ales
## 4
## Philadelphia Brewing Company
## 2
## Phillips Brewing Company
## 1
## Picobrouwerij Alvinne / Den Bierzolder
## 3
## Piece Brewery & Pizzeria
## 1
## Piney River Brewing Company
## 1
## Pisgah Brewing Co.
## 1
## Pittsburgh Brewing Co.
## 2
## Pivovar Herold Březnice A.s.
## 1
## Pivovar Náchod a.s.
## 4
## Pivovar Velké Popovice a.s.
## 1
## Pivovar Zlaty Bazant a.s.
## 1
## Pivovarinniy Zavod Samko
## 1
## Pivovarský Dům
## 1
## Pivovary Staropramen
## 2
## Port City Brewing
## 1
## Portneuf Valley Brewing
## 1
## Portsmouth Brewery
## 7
## Portsmouth Brewing Co. / Mault's Brewpub
## 1
## Pratt Street Ale House
## 1
## Privatbrauerei Bischoff
## 1
## Privatbrauerei Eichbaum GmbH & Co. KG
## 1
## Privatbrauerei Frankenheim
## 1
## Privatbrauerei Gaffel Becker & Co.
## 1
## Private Landbrauerei Scheuerer
## 2
## Professor Fritz Briem
## 3
## Propeller Brewery
## 2
## Public House Brewing Company
## 1
## Purple Moose Brewery
## 1
## Pyramid Breweries, Inc.
## 5
## Rabbit's Foot Meadery
## 1
## Radeberger Exportbierbrauerei
## 1
## Radomyshlskij Pivovarennyj Zavod
## 1
## Rahr & Sons Brewing Company
## 11
## Railway City Brewing Company
## 1
## Ranger Creek Brewing & Distilling
## 1
## RCH Brewery
## 2
## Real Ale Brewing Company
## 9
## Red Hare Brewing Company
## 1
## Red Oak Brewery
## 3
## Ridgeway Brewing
## 11
## Right Brain Brewery
## 1
## Rinkuškiai Alaus Darykloje
## 6
## Rising Tide Brewing Company
## 2
## River Horse Brewing Co.
## 5
## RJ Rockers Brewing Company
## 4
## Robert Cain & Company Limited
## 2
## Rochester Mills Beer Co.
## 1
## Rock Art Brewery
## 5
## Rock Bottom Restaurant & Brewery
## 2
## Rogue Ales
## 22
## Rohrbach Brewing Company (Brewpub)
## 1
## Roy Pitz Brewing Company
## 1
## Royal Unibrew A/S
## 4
## Rudgate Brewery Limited
## 1
## Rush River Brewing Company
## 1
## Russian River Brewing Company
## 20
## Saint Arnold Brewing Company
## 9
## Saint Ides Brewing Company
## 1
## Saku Brewery LTD
## 1
## Salopian Brewing Company Ltd
## 1
## Samuel Smith Old Brewery (Tadcaster)
## 10
## San Miguel Fabricas De Cervaza Y Maltas S.A.
## 1
## Santa Fe Brewing Company
## 2
## Sapporo Breweries Ltd.
## 9
## Saugatuck Brewing Company
## 1
## Scheldebrouwerij
## 1
## Schmohz Brewing Company
## 2
## Schorschbräu
## 3
## Scuttlebutt Brewing Company
## 2
## Sea Dog Brewing Company
## 3
## Sharp's Brewery
## 1
## Shaw Wallace & Company Ltd.
## 1
## Sheepscot Valley Brewing Company
## 1
## Shepherd Neame Ltd
## 3
## Shipyard Brewing Co.
## 16
## Shmaltz Brewing Company
## 1
## Shoreline Brewery And Restaurant
## 1
## Short's Brewing Company
## 21
## Sierra Blanca Brewing Company (Rio Grande)
## 2
## Sierra Nevada Brewing Co.
## 15
## Simonds Farsons Cisk Plc.
## 1
## Six Rivers Brewery
## 1
## Sixpoint Brewery
## 2
## Ska Brewing Co.
## 4
## Slavutych Brewery
## 2
## Sleeman Breweries Ltd.
## 3
## Sly Fox Brewing Company
## 12
## Smithwick's Brewery / Irish Ale Breweries Ltd
## 1
## Smoky Mountain Brewery & Restaurant
## 1
## Smuttynose Brewing Company
## 12
## Snake River Brewing Company & Brewpub
## 3
## Sociedade Central de Cervejas
## 2
## South Street Brewery
## 1
## Southampton Publick House
## 12
## Southern Star Brewing Company
## 3
## Southern Tier Brewing Company
## 15
## SP Etrus
## 1
## Spaten-Franziskaner-Bräu
## 8
## Speakeasy Ales & Lagers
## 2
## Spendrups Bryggeri AB
## 2
## Spoetzl Brewery
## 16
## Sprecher Brewing Company
## 11
## Spring House Brewing Company
## 2
## St. Austell Brewery
## 1
## St. George Brewing Company, The
## 2
## St. Georgenbräu
## 1
## St. Pauli Brauerei C.L. Wilh. Brandt Gmbh & Co.
## 3
## St. Peter's Brewery Co Ltd
## 9
## Starr Hill Brewery
## 7
## Steam Whistle Brewing
## 1
## Steamworks Brewing Co.
## 1
## Steel Brewing Company
## 2
## Steel Toe Brewing
## 1
## Stella Artois
## 1
## Stevens Point Brewery
## 1
## Stieglbrauerei zu Salzburg GmbH
## 4
## Stiftsbrauerei Schlägl
## 1
## Stillwater Artisanal Ales
## 2
## Stone Brewing Co.
## 2
## Stoudts Brewing Co.
## 7
## Straight To Ale
## 2
## Strangford Lough Brewing Company Ltd
## 1
## Summit Brewing Company
## 6
## Sun King Brewing Company
## 5
## Suntory
## 3
## Surly Brewing Company
## 11
## Swamp Head Brewery & Tasting Room
## 2
## SweetWater Brewing Company
## 7
## Sweetwater Tavern & Brewery
## 1
## Switchback Brewing Company
## 1
## T & R Theakston Ltd.
## 1
## Taiwan Tobacco & Liquor Corporation
## 1
## Taps Fish House & Brewery
## 1
## Telluride Brewing Co.
## 1
## Tempo Beer Industries LTD
## 1
## Tennent Caledonian Breweries
## 2
## Terrapin Beer Company
## 7
## Texelse Bierbrouwerij
## 1
## The Alchemist
## 1
## The Bier Brewery
## 1
## The Brew Kettle Taproom & Smokehouse / Production Works
## 1
## The Brewer's Art
## 2
## The Bronx Brewery
## 1
## The Bruery
## 10
## The Caledonian Brewing Company
## 2
## The Defiant Brewing Company
## 1
## The Duck-Rabbit Craft Brewery
## 10
## The Fat Cat Beer Company
## 1
## The Kernel Brewery
## 1
## The Livery
## 1
## The Lost Abbey
## 18
## The Merchant Ale House Restaurant & Brewpub
## 1
## the Nils Oscar Company
## 2
## The Olde Mecklenburg Brewery
## 3
## The People's Pint
## 1
## The Porterhouse Brewing Company
## 6
## The Ship Inn
## 1
## The Vermont Pub & Brewery
## 2
## Thirsty Dog Brewing Company
## 8
## Thisted Bryghus
## 1
## Thomas Caffrey Brewing Co.
## 1
## Thomas Creek Brewery
## 4
## Thomas Hooker Brewing Company
## 5
## Thornbridge Brewery
## 1
## Three Floyds Brewing Co. & Brewpub
## 29
## Throwback Brewery
## 2
## Thunderhead Brewing Company
## 1
## Thurn Und Taxis Regensburg Gmbh Fürstliche Brauerei
## 1
## Tighthead Brewing Company
## 1
## Titanic Brewery
## 1
## Titletown Brewing Company
## 1
## To Øl
## 1
## Tommyknocker Brewery
## 9
## Tooheys Brewing
## 1
## Toppling Goliath Brewing Company
## 3
## Trader Joe's Brewing Company
## 7
## Traquair House Brewery Lld
## 2
## Trinity Brewhouse
## 1
## Trinity Brewing Company
## 1
## Triumph Brewing Company
## 2
## Tröegs Brewing Company
## 11
## Trumer Brauerei Berkeley
## 1
## Tsingtao Brewery Co., Ltd.
## 2
## Tuborgs Bryggerier A/S
## 3
## Tuckerman Brewing Co.
## 1
## Tullibardine Distillery
## 1
## Twisted Pine Brewing Company
## 2
## Twisted X Brewing Company
## 1
## Two Brothers Brewing Company
## 9
## Tyranena Brewing Company
## 9
## U Fleků Pivovaru a Restauraci
## 1
## UAB Švyturys
## 2
## Uehara Shuzou Co. Ltd. / Echigo Beer Pub
## 2
## Uerige Obergärige Hausbrauerei GmbH / Zum Uerige
## 3
## Uinta Brewing Company
## 7
## Uncommon Brewers
## 2
## Unertl Weissbier GmbH
## 1
## Unibroue
## 12
## UNICER União Cervejeira S.A.
## 2
## United Brands Company
## 1
## United Breweries - UB Group
## 2
## Upland Brewing Company
## 8
## Upright Brewing Company
## 5
## Upslope Brewing Company
## 3
## Urban Chestnut Brewing Company
## 3
## Utah Brewers Cooperative
## 2
## Utenos Alus
## 1
## Valkyrie Brewing
## 2
## VBL Tien Giang Limited (Fosters)
## 1
## Victory Brewing Company
## 23
## Vintage Brewing Company
## 2
## Vofas-Engelman
## 1
## W.H. Brakspear & Sons plc
## 2
## Wachusett Brewing Company
## 2
## Wandering Star Brewing Company
## 1
## Warsteiner Brauerei
## 3
## Weeping Radish Eco Farm & Brewery
## 1
## Weissbierbrauerei Hopf
## 2
## Weisses Bräuhaus G. Schneider & Sohn GmbH
## 8
## Wellington County Brewery
## 2
## Wernesgrüner Brauerei AG
## 1
## Westbrook Brewing Co.
## 2
## Westerham Brewery Company Ltd
## 1
## Weston Brewing Company & O'Malley's Pub
## 2
## Weyerbacher Brewing Co.
## 10
## Whistler Brewing Company
## 1
## Whitbread PLC
## 2
## White Birch Brewing
## 4
## White Winter Winery, Inc.
## 2
## Widmer Brothers Brewing Company
## 5
## Wild Rose Brewery & Taproom
## 1
## Williams Brothers Brewing Company
## 9
## Wolverine State Brewing Company
## 1
## Woodstock Inn Brewery
## 2
## Würzburger Hofbräu AG
## 3
## Wychwood Brewery Company Ltd
## 8
## Wye Valley Brewery
## 1
## Wynkoop Brewing Company
## 1
## Yards Brewing Co.
## 4
## Yazoo Brewing Company
## 5
## Yeastie Boys
## 1
## Yo-Ho Brewing Company
## 1
## York Brewery Company Limited
## 1
## Yuengling Brewery
## 2
## \u008eŽatecký Pivovar
## 2
## Zero Gravity Craft Brewery / American Flatbread
## 3
## Zywiec Breweries PLC (Heineken)
## 2Aggregate Functions on Alcohol column of Beers
min_value <- min(beers_num$Alcohol)
max_value <- max(beers_num$Alcohol)
mean_value <- mean(beers_num$Alcohol)
median_value <- median(beers_num$Alcohol)
range_value <- range(beers_num$Alcohol)
variance <- var(beers_num$Alcohol)
std_deviation <- sd(beers_num$Alcohol)
cat("minimum value of Alcohol is:",min_value,"\n")## minimum value of Alcohol is: 0cat("maximum value of Alcohol is:",max_value,"\n")## maximum value of Alcohol is: 139cat("mean value of Alcohol is:",mean_value,"\n")## mean value of Alcohol is: 17.05599cat("median value of Alcohol is:",median_value,"\n")## median value of Alcohol is: 11cat("range of Alcohol is:",range_value,"\n")## range of Alcohol is: 0 139cat("variance of Alcohol is:",variance,"\n")## variance of Alcohol is: 300.3751cat("standard deviation of Alcohol is:",std_deviation,"\n")## standard deviation of Alcohol is: 17.33133quantile(beers$Alcohol, probs = c(0.25, 0.5, 0.75))## 25% 50% 75%
## 6 11 22Melt function elongates and reshapes the data in single column
beers_num_long <- melt(beers_num)## No id variables; using all as measure variablesbeers_num_longPlotting boxplot for all the numerical values.
ggplot(data = beers_num_long, aes(x = variable, y = value)) +
geom_boxplot(aes(fill = variable, alpha = 0.6)) +
theme_bw() +
theme(legend.position = "none", plot.title = element_text(hjust = 0.5))
Plotting correlation between the numerical data, making heatmap from the same matrix
correlation_matrix <- cor(beers_num)
correlation_matrix## ABV Min.IBU Max.IBU Astringency Body
## ABV 1.00000000 0.43200478 0.50103728 -0.16952052 0.24167312
## Min.IBU 0.43200478 1.00000000 0.85424806 -0.07150127 0.32533790
## Max.IBU 0.50103728 0.85424806 1.00000000 -0.12027328 0.31061666
## Astringency -0.16952052 -0.07150127 -0.12027328 1.00000000 -0.05953971
## Body 0.24167312 0.32533790 0.31061666 -0.05953971 1.00000000
## Alcohol 0.65490813 0.32369408 0.39281140 -0.17198688 0.26888501
## Bitter 0.06738792 0.53945216 0.47808036 0.11468598 0.54223642
## Sweet 0.46348750 0.22713878 0.27729218 -0.02145640 0.45884180
## Sour 0.10079488 -0.07309796 -0.04327508 0.57102991 -0.12673331
## Salty -0.12008883 -0.05751177 -0.08321352 0.34715504 -0.09927735
## Fruits 0.29100109 0.06633532 0.17292851 0.34523213 -0.04815457
## Hoppy -0.05259620 0.40747532 0.34516752 0.33095085 0.07013823
## Spices 0.19146831 -0.04615179 0.04453346 -0.08379502 0.18512299
## Malty 0.16206018 0.30004067 0.28821916 -0.08208537 0.75422818
## Alcohol Bitter Sweet Sour Salty
## ABV 0.654908132 0.067387915 0.46348750 0.100794883 -0.120088829
## Min.IBU 0.323694076 0.539452155 0.22713878 -0.073097956 -0.057511768
## Max.IBU 0.392811402 0.478080363 0.27729218 -0.043275080 -0.083213518
## Astringency -0.171986878 0.114685977 -0.02145640 0.571029913 0.347155038
## Body 0.268885007 0.542236421 0.45884180 -0.126733314 -0.099277352
## Alcohol 1.000000000 0.009087782 0.52703889 0.048767388 -0.094329293
## Bitter 0.009087782 1.000000000 0.09170547 -0.136913688 0.004692825
## Sweet 0.527038889 0.091705467 1.00000000 0.257912561 -0.131917834
## Sour 0.048767388 -0.136913688 0.25791256 1.000000000 0.098172842
## Salty -0.094329293 0.004692825 -0.13191783 0.098172842 1.000000000
## Fruits 0.254299063 -0.093449864 0.48202994 0.785882542 0.026919585
## Hoppy -0.079949288 0.712886753 -0.03432745 0.068894607 0.172606178
## Spices 0.252875793 -0.084048103 0.10754762 0.001831036 -0.023078823
## Malty 0.270105608 0.565570029 0.47103197 -0.303266373 -0.028241289
## Fruits Hoppy Spices Malty
## ABV 0.29100109 -0.05259620 0.191468311 0.16206018
## Min.IBU 0.06633532 0.40747532 -0.046151786 0.30004067
## Max.IBU 0.17292851 0.34516752 0.044533456 0.28821916
## Astringency 0.34523213 0.33095085 -0.083795019 -0.08208537
## Body -0.04815457 0.07013823 0.185122992 0.75422818
## Alcohol 0.25429906 -0.07994929 0.252875793 0.27010561
## Bitter -0.09344986 0.71288675 -0.084048103 0.56557003
## Sweet 0.48202994 -0.03432745 0.107547623 0.47103197
## Sour 0.78588254 0.06889461 0.001831036 -0.30326637
## Salty 0.02691958 0.17260618 -0.023078823 -0.02824129
## Fruits 1.00000000 0.11040734 0.148281264 -0.19688969
## Hoppy 0.11040734 1.00000000 -0.131963707 0.19576698
## Spices 0.14828126 -0.13196371 1.000000000 0.06139856
## Malty -0.19688969 0.19576698 0.061398556 1.00000000heatmap(correlation_matrix,
col = colorRampPalette(c("blue", "white", "red"))(50),
main = "Correlation Matrix Heatmap",
xlab = "Variables",
ylab = "Variables")