This data comes from yelp. Two local breweries in Cincinnati, Ohio. The two breweries are Madtree and Rhinegeist, two well known brewers that ship nationally. The data in this will be looking at their yelp reviews and seeing how positive or negative they are.
##Average Yelp Review This is the average yelp rating and the median yelp rating of both breweries.
## # A tibble: 2 × 3
## brewery `avg rating` `median rating`
## <chr> <dbl> <dbl>
## 1 madtree 4.31 5
## 2 rhinegeist 4.27 5
Looks like Madtree is just barely ahead! but both have amazing reviews, if you are in Cincinnati, you should check both out.
#count of top 10 most used words per brewery
## `summarise()` has grouped output by 'word'. You can override using the
## `.groups` argument.
## # A tibble: 20 × 3
## # Groups: word [14]
## word brewery n
## <chr> <chr> <int>
## 1 beer rhinegeist 552
## 2 beer madtree 466
## 3 pizza madtree 280
## 4 brewery rhinegeist 279
## 5 rhinegeist rhinegeist 249
## 6 madtree madtree 214
## 7 space rhinegeist 206
## 8 beers madtree 169
## 9 beers rhinegeist 165
## 10 bar rhinegeist 163
## 11 space madtree 157
## 12 love madtree 154
## 13 bar madtree 150
## 14 food madtree 148
## 15 rooftop rhinegeist 142
## 16 friendly madtree 141
## 17 love rhinegeist 137
## 18 brewery madtree 135
## 19 time madtree 132
## 20 cincinnati rhinegeist 130
Not shockingly, both bars most reviewed word is ‘Beer’. Who would have guessed?
#which brewery mentions dogs more? Nothing is better than drinking beer and petting dogs!
## # A tibble: 2 × 2
## brewery n
## <chr> <int>
## 1 madtree 99
## 2 rhinegeist 1
## `summarise()` has grouped output by 'word'. You can override using the
## `.groups` argument.
## Joining, by = "word"
MadTree is the clear winner. With 99 separate uses, feel free to bring your pup to madtree while enjoying their brews.
#Sentiment
This is showing the sentiment analysis of the most used word per each brewery, (n>75). If you are in charge of either of these breweries, you must be extremely happy, every word has a positive sentiment.