Chuck Rates Beer

The 5th year for Chuck does Data Science, I challenged myself to drink a different beer everyday and rate it. The challenge was completed with no missing days (no applause necessary). I figured there could be some interesting findings from this data including what types of beer do I rate the highest/lowest, do I tend towards one type of beer, and could I make a model to predict whether I would like a new beer not in the current data set. If you follow the link you should be able to try it for yourself by following the link below. Just type in a beer select the correct one and it will be rated by Robo Chuck. There is also a calendar displaying each beer as its picture for that day. You can hover over it to see details and click on it to take you to Untappd for more info.

Data visualization and Robo Chuck can be found  here.
Disclaimer: May not work well on mobile.

Some interesting stats:

Highest rated beers (5 star rated):
Guinness - Guinness Draught
Great Divide Brewing Co. - Velvet Yeti Nitro
D9 Brewing Co. - Brown Sugar Brown Cow
Edmund's Oast - Peanut Butter & Jelly
Holy City Brewing - Pluff Mud Porter
Frothy Beard - Back From the Dead
Brauerei Lemke - Lemke Original
Anderson Valley Brewing Co. - Barney Flats Oatmeal Stout

Lowest rated beers (0.5 star rated):
Dogfish Head Craft Brewery - SeaQuench Ale
SweetWater Brewing Co. - Grass Monkey
Boston Beer Co. - Samuel Adams Pumpkin Ale

Breakdown of all ratings (0-5 in 0.5 increments):
0.0:   0
0.5:   3
1.0:   9
1.5:   30
2.0:   56
2.5:   84
3.0:   66
3.5:   58
4.0:   40
4.5:   11
5.0:   8

Breakdown of styles (number of beers I had in that style):
IPA - American 40
Pale Ale - American 20
Stout - Milk / Sweet 16
Lager - North American Adjunct 13
Lager - Pale 13
Porter - American 12
Lager - American Light 10
Hefeweizen 9
Witbier 9
Lager - Vienna 9
Brown Ale - American 8
Brown Ale - English 8
IPA - New England 8
Red Ale - American Amber / Red 8
Fruit Beer 7
Blonde Ale 7
IPA - Imperial / Double 7
Stout - American 7
Stout - Irish Dry 7
Golden Ale 6
Pilsner - Czech 5
Pale Ale - English 5
Cream Ale 5
Shandy / Radler 4
Lager - Euro 4
Lager - American Amber / Red 4
Sour - Gose 4
Pale Wheat Ale - American 4
Pilsner - German 4
Stout - American Imperial / Double 4
Porter - Coffee 4
IPA - Session / India Session Ale 4
Stout - Oatmeal 4
Scotch Ale / Wee Heavy 3
Lager - Dark 3
Extra Special / Strong Bitter 3
Sour - Ale 3
Lager - Helles 3
Stout - Foreign / Export 3
Porter - Other 3
Pilsner - Other 2
Kölsch 2
Saison / Farmhouse Ale 2
Cider - Other 2
Belgian Tripel 2
Festbier 2
Dark Ale 2
Märzen 2
Strong Ale - American 2
Lager - Munich Dunkel 2
Bock - Single / Traditional 2
Lager - Japanese Rice 2
Lager - Amber 2
Pumpkin / Yam Beer 2
Porter - English 2
Brown Ale - Other 2
Belgian Strong Dark Ale 1
Belgian Dubbel 1
Scottish Export Ale 1
Winter Warmer 1
Belgian Quad 1
Porter - Baltic 1
Rye Beer 1
Dunkelweizen 1
Pale Ale - Belgian 1
Stout - Imperial Milk / Sweet 1
Stout - English 1
Lager - IPL (India Pale Lager) 1
Mead - Braggot 1
Stout - Other 1
Cider - Sweet 1
English Bitter 1
Spiced / Herbed Beer 1
Bock - Maibock / Heller (Helles) / Lentebock 1
Brown Ale - Imperial / Double 1
Stout - Russian Imperial 1
Winter Ale 1
Other 1
IPA - Brown 1
Red Ale - Irish 1
Red Ale - Imperial / Double 1
Scottish Ale 1
Lager - Winter 1
Porter - Imperial / Double 1
Altbier 1
Malt Liquor 1
Smoked Beer 1
IPA - Triple 1
Stout - Oyster 1

Type of beer I had the most of:
IPA - American (40)

Breakdown of Major Styles (number of beers I had in that style):
Lager 67
IPA 61
Stout 46
Pale Ale 26
Porter 23
Brown Ale 19
Pilsner 11
Red Ale 10
Witbier 9
Hefeweizen 9
Sour 7
Fruit Beer 7
Blonde Ale 7
Golden Ale 6
Cream Ale 5
Shandy / Radler 4
Pale Wheat Ale 4
Scotch Ale / Wee Heavy 3
Cider 3
Extra Special / Strong Bitter 3
Bock 3
Strong Ale 2
Kölsch 2
Saison / Farmhouse Ale 2
Dark Ale 2
Festbier 2
Märzen 2
Pumpkin / Yam Beer 2
Belgian Tripel 2
Spiced / Herbed Beer 1
Rye Beer 1
Smoked Beer 1
Dunkelweizen 1
Scottish Ale 1
Belgian Quad 1
English Bitter 1
Altbier 1
Winter Warmer 1
Belgian Strong Dark Ale 1
Mead 1
Winter Ale 1
Scottish Export Ale 1
Other 1
Malt Liquor 1
Belgian Dubbel 1