{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "### Simple Analysis of Beer Data from the [Craft Beers Data Set](https://github.com/nickhould/craft-beers-dataset)\n", "\n", "Accompanies post on [Practical Business Python](https://pbpython.com)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import seaborn as sns\n", "import plotly.express as px" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "sns.set_style('whitegrid')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "df_beers = pd.read_csv('https://github.com/nickhould/craft-beers-dataset/blob/master/data/processed/beers.csv?raw=True', index_col=0)\n", "df_breweries = pd.read_csv('https://github.com/nickhould/craft-beers-dataset/blob/master/data/processed/breweries.csv?raw=True', index_col=0)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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abvibuidnamestylebrewery_idounces
00.050NaN1436Pub BeerAmerican Pale Lager40812.0
10.066NaN2265Devil's CupAmerican Pale Ale (APA)17712.0
20.071NaN2264Rise of the PhoenixAmerican IPA17712.0
30.090NaN2263SinisterAmerican Double / Imperial IPA17712.0
40.075NaN2262Sex and CandyAmerican IPA17712.0
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" ], "text/plain": [ " abv ibu id name style \\\n", "0 0.050 NaN 1436 Pub Beer American Pale Lager \n", "1 0.066 NaN 2265 Devil's Cup American Pale Ale (APA) \n", "2 0.071 NaN 2264 Rise of the Phoenix American IPA \n", "3 0.090 NaN 2263 Sinister American Double / Imperial IPA \n", "4 0.075 NaN 2262 Sex and Candy American IPA \n", "\n", " brewery_id ounces \n", "0 408 12.0 \n", "1 177 12.0 \n", "2 177 12.0 \n", "3 177 12.0 \n", "4 177 12.0 " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_beers.head()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Int64Index: 2410 entries, 0 to 2409\n", "Data columns (total 7 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 abv 2348 non-null float64\n", " 1 ibu 1405 non-null float64\n", " 2 id 2410 non-null int64 \n", " 3 name 2410 non-null object \n", " 4 style 2405 non-null object \n", " 5 brewery_id 2410 non-null int64 \n", " 6 ounces 2410 non-null float64\n", "dtypes: float64(3), int64(2), object(2)\n", "memory usage: 150.6+ KB\n" ] } ], "source": [ "df_beers.info()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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namecitystateid
0NorthGate BrewingMinneapolisMN0
1Against the Grain BreweryLouisvilleKY1
2Jack's Abby Craft LagersFraminghamMA2
3Mike Hess Brewing CompanySan DiegoCA3
4Fort Point Beer CompanySan FranciscoCA4
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" ], "text/plain": [ " name city state id\n", "0 NorthGate Brewing Minneapolis MN 0\n", "1 Against the Grain Brewery Louisville KY 1\n", "2 Jack's Abby Craft Lagers Framingham MA 2\n", "3 Mike Hess Brewing Company San Diego CA 3\n", "4 Fort Point Beer Company San Francisco CA 4" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_breweries.head()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Int64Index: 558 entries, 0 to 557\n", "Data columns (total 4 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 name 558 non-null object\n", " 1 city 558 non-null object\n", " 2 state 558 non-null object\n", " 3 id 558 non-null int64 \n", "dtypes: int64(1), object(3)\n", "memory usage: 21.8+ KB\n" ] } ], "source": [ "df_breweries.info()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "all_beer = pd.merge(df_beers, df_breweries, how='left', \n", " left_on=\"brewery_id\", \n", " right_on=\"id\", \n", " suffixes=('_beer', '_brewery'))" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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abvibuid_beername_beerstylebrewery_idouncesname_brewerycitystateid_brewery
00.050NaN1436Pub BeerAmerican Pale Lager40812.010 Barrel Brewing CompanyBendOR408
10.066NaN2265Devil's CupAmerican Pale Ale (APA)17712.018th Street BreweryGaryIN177
20.071NaN2264Rise of the PhoenixAmerican IPA17712.018th Street BreweryGaryIN177
30.090NaN2263SinisterAmerican Double / Imperial IPA17712.018th Street BreweryGaryIN177
40.075NaN2262Sex and CandyAmerican IPA17712.018th Street BreweryGaryIN177
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" ], "text/plain": [ " abv ibu id_beer name_beer style \\\n", "0 0.050 NaN 1436 Pub Beer American Pale Lager \n", "1 0.066 NaN 2265 Devil's Cup American Pale Ale (APA) \n", "2 0.071 NaN 2264 Rise of the Phoenix American IPA \n", "3 0.090 NaN 2263 Sinister American Double / Imperial IPA \n", "4 0.075 NaN 2262 Sex and Candy American IPA \n", "\n", " brewery_id ounces name_brewery city state id_brewery \n", "0 408 12.0 10 Barrel Brewing Company Bend OR 408 \n", "1 177 12.0 18th Street Brewery Gary IN 177 \n", "2 177 12.0 18th Street Brewery Gary IN 177 \n", "3 177 12.0 18th Street Brewery Gary IN 177 \n", "4 177 12.0 18th Street Brewery Gary IN 177 " ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "all_beer.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Check for empty values" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "abv 62\n", "ibu 1005\n", "id_beer 0\n", "name_beer 0\n", "style 5\n", "brewery_id 0\n", "ounces 0\n", "name_brewery 0\n", "city 0\n", "state 0\n", "id_brewery 0\n", "dtype: int64" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "all_beer.isna().sum()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Int64Index: 2410 entries, 0 to 2409\n", "Data columns (total 11 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 abv 2348 non-null float64\n", " 1 ibu 1405 non-null float64\n", " 2 id_beer 2410 non-null int64 \n", " 3 name_beer 2410 non-null object \n", " 4 style 2405 non-null object \n", " 5 brewery_id 2410 non-null int64 \n", " 6 ounces 2410 non-null float64\n", " 7 name_brewery 2410 non-null object \n", " 8 city 2410 non-null object \n", " 9 state 2410 non-null object \n", " 10 id_brewery 2410 non-null int64 \n", "dtypes: float64(3), int64(3), object(5)\n", "memory usage: 225.9+ KB\n" ] } ], "source": [ "all_beer.info()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "all_beer['ounces'].plot(kind='hist')" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "American IPA 424\n", "American Pale Ale (APA) 245\n", "American Amber / Red Ale 133\n", "American Blonde Ale 108\n", "American Double / Imperial IPA 105\n", " ... \n", "Braggot 1\n", "Kristalweizen 1\n", "Other 1\n", "Wheat Ale 1\n", "Flanders Oud Bruin 1\n", "Name: style, Length: 99, dtype: int64" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "all_beer['style'].value_counts()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "all_beer['IPA'] = all_beer['style'].str.contains('IPA', case=False)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "False 1834\n", "True 571\n", "Name: IPA, dtype: int64" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "all_beer['IPA'].value_counts()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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state= LA
abv=%{x}
ibu=%{y}", "hovertext": [ "Jockamo IPA", "Purple Haze", "Abita Amber", "Heiner Brau Kölsch", "Commotion APA", "Southern Drawl Pale Lager", "Rebirth Pale Ale", "Irish Channel Stout", "MechaHopzilla", "Hopitoulas IPA", "NOLA Brown Ale", "NOLA Blonde Ale", "Turnrow Harvest Ale", "Juke Joint IPA", "Parade Ground Coffee Porter", "Tin Roof Watermelon Wheat", "Tin Roof Blonde Ale", "Voodoo Bengal Pale Ale", "Perfect Tin Amber" ], "legendgroup": " LA", "marker": { "color": "#B6E880", "symbol": "circle" }, "mode": "markers", "name": " LA", "showlegend": true, "type": "scattergl", "x": [ 0.065, 0.042, 0.045, 0.05, 0.052000000000000005, 0.052000000000000005, 0.05, 0.068, 0.08800000000000001, 0.065, 0.039, 0.049, 0.055, 0.07, 0.07, 0.05, 0.045, 0.055, 0.045 ], "xaxis": "x", "y": [ 52, 13, 17, null, 49, null, null, null, null, null, null, null, null, 60, 35, 21, 18, 37, 28 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= KY
abv=%{x}
ibu=%{y}", "hovertext": [ "Citra Ass Down", "The Brown Note", "Citra Ass Down", "London Balling", "35 K", "A Beer", "Rules are Rules", "Flesh Gourd'n", "Sho'nuff", "Bloody Show", "Rico Sauvin", "Coq de la Marche", "Kamen Knuddeln", "Pile of Face", "The Brown Note", "Kentucky Kölsch", "Kentucky IPA", "Christmas Ale", "Pay It Forward Cocoa Porter", "West Sixth Amber Ale", "West Sixth IPA" ], "legendgroup": " KY", "marker": { "color": "#FF97FF", "symbol": "circle" }, "mode": "markers", "name": " KY", "showlegend": true, "type": "scattergl", "x": [ 0.08199999999999999, 0.05, 0.08, 0.125, 0.077, 0.042, 0.05, 0.066, 0.04, 0.055, 0.076, 0.051, 0.065, 0.06, 0.05, 0.043, 0.065, 0.09, 0.07, 0.055, null ], "xaxis": "x", "y": [ 68, 20, 68, 80, 25, 42, 25, 21, 13, 17, 68, 38, null, 65, 20, null, null, null, null, null, null ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= AK
abv=%{x}
ibu=%{y}", "hovertext": [ "Freeride APA", "Alaskan Amber", "Northern Lights Amber Ale", "Polar Pale Ale", "Chugach Session Ale", "Fairweather IPA", "Chuli Stout", "Mother Ale", "Twister Creek India Pale Ale", "Single Engine Red", "Skilak Scottish Ale", "Peninsula Brewers Reserve (PBR)", "Sunken Island IPA", "Skilak Scottish Ale (2011)", "Amber Ale", "King Street Pilsner", "King Street IPA", "King Street Hefeweizen", "King Street Blonde Ale", "Pleasure Town", "Pleasure Town IPA", "Snowshoe White Ale", "Kodiak Brown Ale", "Sockeye Red IPA", "Urban Wilderness Pale Ale" ], "legendgroup": " AK", "marker": { "color": "#FECB52", "symbol": "circle" }, "mode": "markers", "name": " AK", "showlegend": true, "type": "scattergl", "x": [ 0.053, 0.053, 0.05, 0.052000000000000005, 0.048, 0.061, 0.059, 0.056, 0.065, 0.058, 0.058, 0.05, 0.068, 0.058, 0.051, 0.055, 0.06, 0.057, 0.049, 0.063, 0.063, 0.048, 0.05, 0.057, 0.049 ], "xaxis": "x", "y": [ 40, 18, 15, 17, null, 64, 55, 46, 71, 46, null, 15, null, null, null, null, 70, 10, null, 61, 61, 12, 24, 70, null ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= WI
abv=%{x}
ibu=%{y}", "hovertext": [ "Hopalicious", "Charlie's Rye IPA", "River Pig Pale Ale", "Oaky's Oatmeal Stout", "Dark Voyage Black IPA (2013)", "Wisconsin Amber", "Lake House", "Ghost Ship White IPA", "Lake House", "Mutiny IPA", "Wisconsin Amber (1998)", "Island Wheat", "Wisconsin Amber (2013)", "U.S. Pale Ale", "Supper Club Lager", "First Press", "Magic Apple", "BrewFarm Select Golden Lager", "No Wake IPA", "Boathouse Blonde", "Cedar Point", "White Cap White IPA", "Watermelon Wheat", "Laka Laka Pineapple", "Oktoberfest", "Bastian", "Healani", "Yabba Dhaba Chai Tea Porter", "A Capella Gluten Free Pale Ale", "Casper White Stout", "JP's Ould Sod Irish Red IPA", "Lazy Monk Bohemian Pilsner", "Slow Hand Stout", "Hips Don't Lie", "Ride Again Pale Ale", "The Farmer's Daughter", "Hop Freak", "Louie's Demise Amber Ale", "Hop Happy", "Booyah Farmhouse Ale", "O-Gii", "Flaming Damsel Lager (2010)", "Louie’s Demise Immort-Ale (2010)", "Axe Head Malt Liquor", "Huber Bock (2014)", "Minhas Light (2012)", "Huber", "Clear Creek Ice", "Clear Creek Ice", "Mountain Crest", "Mountain Crest", "Mountain Creek (2013)", "Boxer", "Boxer Light", "Boxer Ice", "Boxer", "Walter's Premium Pilsener Beer", "Floppin' Crappie", "Special Amber", "Special Amber", "Point Special (Current)", "Point Special", "Point Cascade Pale Ale (2013)", "Point Special", "Onyx Black Ale", "Beyond The Pale IPA", "Point Special (2013)", "Point Special (2012)", "Point Special Lager", "St. Benedict's Winter Ale", "Point Oktoberfest", "Point Nude Beach Summer Wheat", "Point Nude Beach Summer Wheat", "Point Nude Beach Summer Wheat (2011)", "Drop Dead Blonde", "Three Kings Ale", "Point Oktoberfest", "2012 Black Ale", "Point Nude Beach Summer Wheat (2010)", "Point Cascade Pale Ale", "Point Amber Classic", "Point Special Lager", "Wisco Disco", "#001 Golden Amber Lager", "#002 American I.P.A.", "#003 Brown & Robust Porter", "#004 Session I.P.A." ], "legendgroup": " WI", "marker": { "color": "#636efa", "symbol": "circle" }, "mode": "markers", "name": " WI", "showlegend": true, "type": "scattergl", "x": [ 0.057, 0.06, 0.054000000000000006, 0.047, 0.065, 0.052000000000000005, 0.046, 0.056, 0.046, 0.062, 0.052000000000000005, 0.042, 0.052000000000000005, 0.05, null, 0.05, 0.05, 0.055, 0.07200000000000001, 0.049, 0.05, 0.042, 0.056, 0.051, 0.06, null, 0.045, 0.055, 0.055, 0.06, 0.06, 0.05, 0.052000000000000005, 0.062, 0.052000000000000005, 0.048, 0.087, 0.051, 0.075, 0.065, 0.092, 0.048, 0.051, 0.099, 0.054000000000000006, 0.04, 0.05, 0.062, 0.062, 0.055, 0.055, 0.055, 0.05, 0.042, 0.055, 0.05, 0.045, 0.045, 0.05, 0.05, 0.047, 0.047, 0.054000000000000006, 0.047, 0.052000000000000005, 0.063, 0.047, 0.047, 0.047, 0.062, 0.057, 0.052000000000000005, 0.05, 0.05, 0.035, 0.049, 0.057, 0.054000000000000006, 0.05, 0.054000000000000006, 0.047, 0.047, 0.051, 0.055, 0.071, 0.052000000000000005, 0.048 ], "xaxis": "x", "y": [ null, null, null, null, 80, 28, 18, 55, 18, 70, null, null, null, null, null, null, null, null, 50, 15, 26, null, null, 17, null, null, null, null, null, null, null, null, 29, null, null, null, 80, 24, 51, 20, null, 18, 24, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, 22, 22, 9, 9, 33, 9, 9, 64, 9, 9, 9, null, 15, 7, 7, 7, null, 13, 15, 32, 7, 33, 14, 9, 31, null, 60, null, 38 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= OH
abv=%{x}
ibu=%{y}", "hovertext": [ "Angry Orchard Apple Ginger", "Angry Orchard Crisp Apple", "Angry Orchard Crisp Apple", "Cleveland Beer Week 2013", "Whitecap Wit", "Seiche Scottish Ale", "Bay of Bengal Double IPA (2014)", "Bleeding Buckeye Red Ale", "Trail Head", "Hop Stalker Fresh Hop IPA", "Four String Vanilla Porter", "Suncaster Summer Wheat", "Brass Knuckle Pale Ale", "Big Star White IPA", "Razz Wheat", "Hop Ryot", "Mystic Mama IPA", "Firefly Amber Ale", "Chomolungma Honey Nut Brown Ale", "Galaxy High", "Sol Drifter", "Thunder Snow", "The Great Pumpcan", "LIFT", "SPRYE", "Psychopathy", "Gnarly Brown", "Happy Amber", "New Cleveland Palesner", "Big Chuck Barleywine", "Hustle", "Pure Fury", "Dad", "Panther", "Franz", "Zen", "Truth", "Cougar", "Lil SIPA", "Hop Bomber Rye Pale Ale", "Seventh Son of a Seventh Son", "Stone Fort Brown Ale", "Seventh Son Hopped Red Ale", "Humulus Nimbus Super Pale Ale", "Golden Ratio IPA", "Self Starter", "Ermal's", "10 Ton", "Flyin' Rye" ], "legendgroup": " OH", "marker": { "color": "#EF553B", "symbol": "circle" }, "mode": "markers", "name": " OH", "showlegend": true, "type": "scattergl", "x": [ 0.05, 0.05, 0.05, 0.053, 0.048, 0.078, 0.08900000000000001, 0.057, 0.063, 0.07, 0.06, 0.05, 0.057, 0.07, 0.055, 0.065, 0.07, 0.05, 0.067, 0.099, 0.043, 0.085, 0.079, 0.047, 0.05, 0.069, 0.07, 0.06, 0.05, 0.099, 0.057, 0.055, 0.06, 0.058, 0.052000000000000005, 0.043, 0.07200000000000001, 0.048, 0.05, 0.055, 0.077, 0.053, 0.077, 0.06, 0.07, 0.052000000000000005, 0.054000000000000006, 0.07, 0.07 ], "xaxis": "x", "y": [ null, null, null, null, 16, 16, 126, null, 55, 80, null, 28, 36, 70, null, null, null, null, null, null, 18, null, 18, 11, 40, 70, 32, 30, null, null, 42, 42, 60, 35, 21, 45, 75, 25, 55, 60, 40, 20, 40, 53, 68, 67, 20, null, null ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= OK
abv=%{x}
ibu=%{y}", "hovertext": [ "Golden One", "Arjuna", "Uroboros", "Gran Sport", "Horny Toad Cerveza", "Native Amber", "F5 IPA", "Native Amber (2013)", "Horny Toad Cerveza (2013)", "Dead Armadillo Amber Ale", "Choc Beer (2003)", "Mustang Sixty-Six", "Mustang '33", "Session '33 (2011)", "Mustang Golden Ale", "Washita Wheat", "12th Round", "RoughTail IPA", "Polar Night Stout" ], "legendgroup": " OK", "marker": { "color": "#00cc96", "symbol": "circle" }, "mode": "markers", "name": " OK", "showlegend": true, "type": "scattergl", "x": [ 0.068, 0.06, 0.085, 0.052000000000000005, 0.053, 0.063, 0.068, 0.063, 0.053, 0.063, 0.04, 0.05, 0.04, 0.04, 0.053, 0.053, 0.076, 0.07, 0.08 ], "xaxis": "x", "y": [ null, null, null, null, 25, 35, 100, 35, 25, 37, 9, null, null, null, 10, 14, 78, 80, null ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= NC
abv=%{x}
ibu=%{y}", "hovertext": [ "Long Leaf", "Honey Badger Blonde", "Porter (a/k/a Black Gold Porter)", "Rocket Girl", "Ninja Porter", "Shiva IPA", "Pumpkin Beast", "OktoberBeast", "Mad Beach", "Hog Wild India Pale Ale", "Devils Tramping Ground Tripel", "Hot Rod Red", "Jalapeno Pale Ale", "THP White (2006)", "THP Amber (2006)", "THP Light (2006)", "THP Dark (2006)", "Carolina Lighthouse (2007)", "Carolina Blonde (2006)", "Carolina Blonde Light (2005)", "Santa's Secret", "Flagship IPA", "Sky Blue Golden Ale", "Farmer Ted's Cream Ale", "Firewater India Pale Ale", "White Zombie Ale", "King Winterbolt Winter Ale", "White Zombie Ale", "Firewater India Pale Ale", "Farmer Ted's Farmhouse Cream Ale", "Peanut Butter Jelly Time", "King Coconut", "Gateway Kolsch Style Ale", "Wee-Heavy-Er Scotch Ale", "13 Rebels ESB", "Salamander Slam", "Cack-A-Lacky", "Trail Maker Pale Ale", "Action Man Lager", "Deadeye Jack", "Pistols at Dawn", "Peacemaker Pale Ale", "Shotgun Betty", "Sweet Josie", "Second Wind Pale Ale", "Sunny Haze", "Jam Session", "Hop Drop 'N Roll IPA", "G'KNIGHT", "Ten Fidy", "Deviant Dale's IPA", "Old Chub", "Dale's Pale Ale", "Dale's Pale Ale", "GreyBeard™ IPA", "Pisgah Pale Ale", "Triangle India Pale Ale", "Triangle White Ale", "Triangle Belgian Golden Ale" ], "legendgroup": " NC", "marker": { "color": "#ab63fa", "symbol": "circle" }, "mode": "markers", "name": " NC", "showlegend": true, "type": "scattergl", "x": [ 0.071, 0.047, 0.06, 0.032, 0.053, 0.06, 0.062, 0.07200000000000001, 0.048, 0.067, 0.092, 0.061, 0.055, null, null, null, null, 0.04, 0.05, 0.035, 0.059, 0.057, 0.051, 0.056, 0.052000000000000005, 0.047, 0.07, 0.047, 0.052000000000000005, 0.056, 0.058, 0.054000000000000006, 0.053, 0.07, 0.052000000000000005, 0.07, 0.05, 0.065, 0.055, 0.06, 0.075, 0.057, 0.058, 0.061, 0.05, 0.05, 0.051, 0.07200000000000001, 0.087, 0.099, 0.08, 0.08, 0.065, 0.065, 0.069, 0.057, 0.057, 0.05, 0.08 ], "xaxis": "x", "y": [ 75, 19, 23, 27, 26, 69, 17, 22, 23, null, 5, 41, 45, null, null, null, null, null, null, null, 22, null, null, null, null, null, null, null, null, null, null, null, 32, 24, 42, 73, null, null, null, null, null, 47, 11, 30, null, null, 31, 80, 85, 98, 85, 35, 65, 65, 51, 31, null, null, null ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= MI
abv=%{x}
ibu=%{y}", "hovertext": [ "Sky High Rye", "Whitsun", "Hop A-Peel", "Vanilla Java Porter", "Michelada", "Dirty Blonde Ale", "Grand Circus IPA", "Atwater's Lager", "Oberon", "Smitten", "Winter White", "Oberon", "Two Hearted", "Best Brown", "Dark Star", "Ryecoe", "Nordskye ", "North Third Stout", "Honey Lav", "Coconut Brown Ale", "51K IPA", "Grand Rabbits", "Manitou Amber", "Belfort", "Star Runner", "Tart Side of the Barrel", "Linnaeus Mango IPA", "Beasts A'Burnin'", "Verdun", "Barrel Aged Triomphe", "Cherry Doppelbock", "Tropical Saison", "Beach Patrol", "Nuit Serpent", "Paris", "The Grand Army", "Acidulated Trip", "Root Stock", "Mind Games", "Sous Chef", "Dubbelicious", "Psychopomp", "Fat Paczki", "Earth-Like Planets", "Ski Patrol", "Viking Ice Hole", "Rye Porter", "Wizard Burial Ground", "Smoky Wheat", "BRIPA", "Mela", "W.I.P.A Snappa", "Pepper in the Rye", "Moe Lasses'", "Pumpkin Tart", "Undertaker", "Undertaker (2014)", "Coq D'Or", "North French", "Agent a Deux", "Belgian Wit", "Pothole Stout", "Tree Bucket", "Le Flaneur Ale", "Maize & Blueberry", "Trebuchet Double IPA", "Contemplation", "Black Rabbit", "Zaison", "Vivant Tripel", "Tart Side of the Moon", "Big Red Coq", "Hubris Quadrupel Anniversary Ale", "Plow Horse Belgian Style Imperial Stout", "Escoffier Bretta Ale", "Contemplation (2012)", "Vivant Belgian Style Imperial Stout (2012)", "Big Red Coq (2012)", "Zaison (2012)", "Vivant Tripel (2012)", "Trebuchet Double IPA (2012)", "Kludde", "Farm Hand", "Solitude", "Triomphe", "IPA #11", "Blood Orange Honey", "Lighthouse Amber", "Dirty Bastard", "Centennial IPA", "All Day IPA", "Old Detroit", "Batch 69 IPA", "Twisted Helles Summer Lager", "Vanilla Porter", "Mr. Blue Sky", "3 Scrooges", "Screamin’ Pumpkin", "Grand Trunk Bohemian Pils", "El Rojo", "Norm's Raggedy Ass IPA", "Grind Line", "Norm's Gateway IPA", "Lemon Shandy Tripel", "U. 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state= TX
abv=%{x}
ibu=%{y}", "hovertext": [ "Quakertown Stout", "Greenbelt Farmhouse Ale", "Heavy Machinery IPA Series #1: Heavy Fist", "Fire Eagle IPA", "Peacemaker", "Pearl-Snap", "Black Thunder", "La Frontera Premium IPA", "Tejas Lager", "Number 22 Porter", "Big Bend Hefeweizen", "Terlingua Gold", "Professor Black", "Little Boss", "Van Dayum!", "Spirit Animal", "Evil Owl", "1836", "Summer's Wit", "More Cowbell", "Gone A-Rye", "Special Release", "Dankosaurus", "Scruffy's Smoked Alt", "Elliott's Phoned Home Pale Ale", "The Lawn Ranger", "Neato Bandito", "Oak Cliff Coffee Ale", "Dream Crusher Double IPA", "Deep Ellum Pale Ale", "Double Brown Stout", "Farmhouse Wit", "Rye Pils Session Lager", "Dallas Blonde", "Deep Ellum IPA", "El Chingon IPA", "Block Party Robust Porter", "Local Buzz", "OktoberFiesta", "Texicali ", "Pinata Protest", "Bat Outta Helles", "Original", "Rye Wit", "Soul Doubt", "Yo Soy Un Berliner", "Monarch Classic American Wheat", "Sir William's English Brown Ale", "Lakefire Rye Pale Ale", "Green House India Pale Ale", "The One They Call Zoe", "Alteration", "Pale Dog", "Porter Culture", "Oklahoma Suks", "Power & Light", "White Rabbit ", "Infamous IPA", "Hijack", "Weisse Versa (2012)", "Mother in Lager", "Weekend Warrior Pale Ale", "Karbachtoberfest", "Love Street Summer Seasonal (2014)", "Barn Burner Saison", "Rodeo Clown Double IPA", "Sympathy for the Lager", "Weisse Versa", "Hopadillo India Pale Ale", "River House", "Pretzel Stout", "Rubberneck Red", "The Imperial Texan", "The Imperial Texan", "Day Break 4-Grain Breakfast Beer", "River House Saison", "There Will Be Stout", "Skylight", "Kadigan", "Dammit Jim!", "Lake Monster", "London Homesick Ale", "Luchesa Lager", "Slow Ride", "Lobo Lito", "Robert Earl Keen Honey Pils", "Pete's ESP Lager (1998)", "Pete's Wicked Summer Brew (1995)", "Pete's Wicked Bohemian Pilsner (1997)", "Pete's Wicked Pale Ale (1997)", "Pete's Wicked Summer Brew (2002)", "Pete's Wicked Summer Brew (1997)", "Pete's Wicked Summer Brew (1996)", "Rahr's Blonde", "Pride of Texas Pale Ale", "18th Anniversary Gose", "White (2015)", "BLAKKR", "Firemans #4 Blonde Ale (2013)", "The Sword Iron Swan Ale", "Hans' Pils (2015)", "Four Squared (2015)", "Firemans #4 Blonde Ale (2015)", "LuckenBock", "Texas Pale Ale (TPA)", "6 String Saison", "Kol' Beer", "Pine Belt Pale Ale", "Walloon", "Le Mort Vivant", "Red Cockaded Ale", "Valkyrie Double IPA", "Red Cockaded Ale (2013)", "Old Potentate", "Bombshell Blonde", "PRO-AM (2012) (2012)", "Walloon (2014)", "Le Mort Vivant (2011)", "Buried Hatchet Stout", "Pine Belt Pale Ale", "Bombshell Blonde", "First Stand", "Battle LIne", "Broken Bridge", "Brutus", "Cow Creek", "Chupahopra", "Twisted X", "The Green Room", "Humbucker Helles" ], "legendgroup": " TX", "marker": { "color": "#19d3f3", "symbol": "circle" }, "mode": "markers", "name": " TX", "showlegend": true, "type": "scattergl", "x": [ 0.092, 0.051, 0.07, 0.062, 0.051, 0.053, 0.052000000000000005, 0.078, 0.047, 0.064, 0.056, 0.06, null, null, null, null, 0.052000000000000005, 0.06, 0.06, 0.09, 0.085, null, 0.068, 0.051, 0.051, 0.05, 0.06, 0.075, 0.085, 0.06, 0.07, 0.048, 0.046, 0.052000000000000005, 0.07, 0.076, 0.057, 0.052000000000000005, 0.053, 0.065, 0.06, 0.042, 0.068, 0.042, 0.059, 0.044, 0.043, 0.049, 0.055, 0.07, 0.051, 0.051, 0.06, 0.065, 0.048, 0.055, 0.059, 0.07, 0.055, 0.052000000000000005, 0.058, 0.055, 0.055, 0.047, 0.066, 0.095, 0.049, 0.052000000000000005, 0.066, 0.05, 0.065, 0.05, 0.08, 0.08, 0.05, 0.05, 0.065, 0.056, 0.056, 0.052000000000000005, 0.08199999999999999, 0.049, 0.048, 0.048, 0.04, 0.05, 0.051, 0.047, 0.049, null, 0.047, 0.047, 0.047, 0.046, 0.058, 0.044, 0.046, 0.099, 0.051, 0.059, 0.053, 0.06, 0.051, 0.07, 0.055, 0.08, 0.05, 0.065, 0.055, 0.069, 0.085, 0.092, 0.085, 0.07200000000000001, 0.05, 0.099, 0.055, 0.069, 0.083, 0.065, 0.05, 0.055, 0.063, 0.056, 0.071, 0.054000000000000006, 0.075, 0.051, 0.06, 0.047 ], "xaxis": "x", "y": [ 50, 20, null, null, null, null, null, null, null, null, null, null, null, null, null, null, 40, 40, 20, 118, 90, null, 70, 35, 36, 18, null, 33, 100, null, null, 25, null, 23, 70, 73, 40, 20, 27, 33, null, 20, null, 10, 70, 5, 21, 21, 35, null, null, 40, 50, null, 32, 42, 27, 75, 20, 16, 25, 40, 25, 20, 20, 85, 45, 15, 70, 20, 47, 35, null, null, null, null, null, 20, 30, 50, 25, 27, 35, 35, 12, 17, null, null, null, null, null, null, null, null, 60, 5, 25, 85, 21, null, 52, 50, 21, 18, 40, null, 22, 45, null, 23, 110, 100, 110, 40, 20, 100, null, 23, 50, 45, 20, 35, 23, 12, 69, 26, 63, 19, 75, 25 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= CT
abv=%{x}
ibu=%{y}", "hovertext": [ "Palate Mallet", "Back East Porter", "Back East Golden Ale", "Misty Mountain IPA", "Back East Ale", "Broad Brook Ale", "Chester's Beer (2005)", "Pursuit", "Half Full Bright Ale", "Weiss Trash Culture", "Sea Hag IPA", "Elm City Pilsner", "Atlantic Amber Ale (2004)", "668 Neighbor of the Beast12 oz.", "Gandhi-Bot Double IPA (12 oz.)", "668 Neighbor of the Beast (16 oz.) (2010)", "Gandhi-Bot Double IPA (16 oz.) (2010)", "Elm City Lager (2007)", "Atlantic Amber Ale (2007)", "Sea Hag IPA (Current)", "Black Hop IPA", "Watermelon Ale", "No Limits Hefeweizen", "Honeyspot Road White IPA", "Road 2 Ruin Double IPA", "Workers Comp Saison", "Ol' Factory Pils" ], "legendgroup": " CT", "marker": { "color": "#FF6692", "symbol": "circle" }, "mode": "markers", "name": " CT", "showlegend": true, "type": "scattergl", "x": [ 0.086, 0.06, 0.049, 0.07, 0.05, 0.061, 0.038, 0.07, 0.052000000000000005, 0.034, 0.062, 0.05, 0.05, 0.09, 0.08800000000000001, 0.09, 0.08800000000000001, 0.05, 0.05, 0.062, 0.068, 0.051, 0.05, 0.06, 0.07200000000000001, 0.048, 0.05 ], "xaxis": "x", "y": [ null, null, null, null, null, null, null, 40, 18, 6, null, null, null, null, 85, null, 85, null, null, null, null, 11, null, null, null, null, null ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= AL
abv=%{x}
ibu=%{y}", "hovertext": [ "Truck Stop Honey Brown Ale", "Naked Pig Pale Ale", "Good People Pale Ale", "Snake Handler Double IPA", "Coffee Oatmeal Stout", "Good People IPA", "Good People American Brown Ale", "Sand Island Lighthouse", "Lily Flagg Milk Stout", "Monkeynaut IPA" ], "legendgroup": " AL", "marker": { "color": "#B6E880", "symbol": "circle" }, "mode": "markers", "name": " AL", "showlegend": true, "type": "scattergl", "x": [ 0.06, 0.06, 0.056, 0.093, 0.06, 0.06, 0.058, 0.051, 0.05, 0.07200000000000001 ], "xaxis": "x", "y": [ null, 43, 36, 103, 54, 64, 36, 25, 30, 70 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= MA
abv=%{x}
ibu=%{y}", "hovertext": [ "All Nighter Ale", "Banner American Rye", "Banner American Ale", "Watermelon Ale", "Fenway American Pale Ale", "Back Bay IPA", "Bunker Hill Blueberry Ale ", "Lost Sailor IPA", "Steel Rail Extra Pale Ale", "Big Elm IPA", "Gerry Dog Stout", "413 Farmhouse Ale", "Flying Sailor", "Quarter Mile Double IPA", "Porch Rocker", "Rebel IPA", "Cold Snap", "Samuel Adams Winter Lager", "Boston Lager", "Boston Lager", "Samuel Adams Octoberfest", "Samuel Adams Summer Ale", "Boston Lager", "Remain in Light", "Flower Child (2014)", "Imperial Pumpkin Stout", "Dead-Eye DIPA", "Fisherman's IPA", "Fisherman's Pils", "Fisherman's Brew", "Cape Cod Red", "Beach Blonde", "Shark Tracker Light lager", "Pumple Drumkin", "Grey Lady", "Summer of Lager", "Indie Pale Ale", "Sankaty Light Lager", "Whale's Tale Pale Ale", "Cranberry Blend", "Orignal Blend", "UFO Gingerland", "The Long Thaw White IPA", "Honey Cider", "Harpoon Summer Beer", "Harpoon IPA", "UFO Pumpkin", "Harpoon Octoberfest", "Harpoon IPA (2012)", "Harpoon Summer Beer (2012)", "UFO White", "Harpoon Summer Beer (2010)", "Harpoon IPA (2010)", "Summer Ale", "House Lager", "Leisure Time", "Excess IPL", "Hoponius Union", "Calyptra", "Green Head IPA", "Plum Island Belgian White", "Newburyport Pale Ale", "Marblehead", "Blue Boots IPA", "Left of the Dial IPA", "Notch Session Pils", "Archer's Ale (2004)", "Wachusett Light IPA", "Green Monsta IPA", "Wachusett IPA", "Strawberry White", "Larry Imperial IPA", "Wachusett Summer", "Country Pale Ale", "Wachusett Light IPA (2013)", "Pumpkan", "Wachusett Blueberry Ale", "Green Monsta IPA", "Westfield Octoberfest", "Pop's Old Fashioned Lager", "Charlie in the Rye", "Be Hoppy IPA" ], "legendgroup": " MA", "marker": { "color": "#FF97FF", "symbol": "circle" }, "mode": "markers", "name": " MA", "showlegend": true, "type": "scattergl", "x": [ 0.045, 0.045, 0.035, 0.05, 0.058, 0.068, 0.048, 0.055, 0.053, 0.07, 0.065, 0.06, 0.073, 0.08, 0.045, 0.065, 0.055, 0.056, 0.049, 0.049, 0.053, 0.053, 0.049, 0.05, 0.065, 0.099, 0.09, 0.055, 0.054000000000000006, 0.055, 0.055, 0.049, 0.048, 0.06, 0.045, 0.062, 0.065, 0.038, 0.056, 0.049, 0.051, 0.052000000000000005, 0.062, 0.048, 0.05, 0.059, 0.059, 0.055, 0.059, 0.05, 0.048, 0.05, 0.059, 0.049, 0.052000000000000005, 0.048, 0.07200000000000001, 0.067, 0.049, 0.07200000000000001, 0.054000000000000006, 0.055, 0.055, 0.069, 0.043, 0.04, 0.05, 0.04, 0.06, 0.056, 0.047, 0.085, 0.047, 0.051, 0.04, 0.052000000000000005, 0.045, 0.06, 0.057, 0.052000000000000005, 0.058, 0.065 ], "xaxis": "x", "y": [ null, 20, 45, 10, 45, 85, 16, 40, 20, null, null, null, null, 80, 8, 45, null, null, 30, 30, 15, 7, 30, null, null, 43, 130, 64, 35, 30, 35, 10, null, null, null, null, null, null, null, null, null, 15, 45, null, 28, 42, 20, 30, 42, 28, 10, 28, 42, null, 18, 15, 80, 65, 45, null, null, null, null, null, null, null, null, 37, 55, 50, null, 85, null, 17, 37, 20, 10, 55, 22, null, 55, 69 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= AZ
abv=%{x}
ibu=%{y}", "hovertext": [ "Barrio Blanco", "Barrio Tucson Blonde", "Noche Dulce", "Big Blue Van", "Sunbru Kölsch", "Kilt Lifter Scottish-Style Ale", "Pumpkin Porter", "Four Peaks Peach Ale", "Hop Knot IPA", "Kilt Lifter Scottish-Style Ale (2009)", "Sunbru Kölsch", "White Water Wheat", "Grand Canyon American Pilsner", "Grand Canyon Sunset Amber Ale", "Black Iron India Pale Ale", "Knotty Pine", "Lumberyard Pilsner", "Lumberyard IPA", "Lumberyard Red Ale", "Wapiti Amber Ale", "Full Moon Belgian White Ale", "Desert Magic IPA", "Up River Light", "Full Moon Belgian White Ale (2007)", "Dry Heat Hefeweizen (2006)", "Camelback", "Ponderosa IPA", "Liquid Amber Ale", "Sex Panther", "Winter Warmer (Vault Series)", "Count Hopula (Vault Series)", "Oktoberfest", "SunSpot Golden Ale", "I.W.A. (2011)", "Supermonk I.P.A.", "Epicenter Amber Ale", "SanTan HefeWeizen", "Hop Shock IPA", "Sex Panther (2014)", "Devil’s Ale", "Rail Slide Imperial Spiced Ale", "Mr. Pineapple", "American Idiot Ale (2012)", "Hop Shock IPA (2010)", "SanTan HefeWeizen (2010)", "Devil’s Ale (2010)", "Epicenter Amber Ale (2010)" ], "legendgroup": " AZ", "marker": { "color": "#FECB52", "symbol": "circle" }, "mode": "markers", "name": " AZ", "showlegend": true, "type": "scattergl", "x": [ 0.06, 0.045, 0.071, 0.058, 0.052000000000000005, 0.06, 0.051, 0.042, 0.067, 0.06, 0.052000000000000005, 0.05, 0.052000000000000005, 0.054000000000000006, null, 0.054000000000000006, 0.053, 0.061, 0.058, 0.05, 0.085, 0.07200000000000001, 0.042, 0.085, 0.055, 0.061, null, null, 0.069, 0.095, 0.091, 0.055, 0.05, 0.06, 0.065, 0.055, 0.05, 0.07, 0.069, 0.055, 0.081, 0.05, 0.055, 0.07, 0.05, 0.055, 0.055 ], "xaxis": "x", "y": [ 60, null, 16, null, 17, 21, null, 9, 47, 21, null, null, null, null, null, null, 20, null, null, null, null, null, null, null, null, 60, null, null, 20, 25, 99, null, 15, null, null, 20, 15, 85, 20, 45, null, 20, 45, 85, 15, 45, 20 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= MN
abv=%{x}
ibu=%{y}", "hovertext": [ "Wagon Party", "Sky-Five", "Stargrazer", "Wonderstuff", "Moar", "Uber Lupin Schwarz IPA", "Nordic Blonde", "Cold Press", "Harness the Winter", "14° ESB ", "Bent Hop Golden IPA", "Bent Paddle Black Ale", "Venture Pils", "Jack Pine Savage", "Forest Fire Imperial Smoked Rye", "Bad Axe Imperial IPA", "Morning Wood", "Bark Bite IPA", "Let It Ride IPA", "Stir Crazy Winter Ale", "Sweet Yamma Jamma Ale", "Shenanigans Summer Ale", "Midnight Ryder", "Day Tripper Pale Ale", "Getaway", "Farm Girl Saison", "Get Together", "Maggie's Leap", "Wall's End", "Pumpion", "Stronghold", "Parapet ESB", "Extra Pale Ale", "Make It So", "Hopvale Organic Ale", "Unchained #18 Hop Silo", "Todd the Axe Man", "Doomtree", "BLAKKR", "Overrated! West Coast Style IPA", "WET", "Bitter Brewer", "SurlyFest", "Coffee Bender", "Bender", "Abrasive Ale", "Hell", "CynicAle", "Furious", "Hunny Do Wheat", "Three Way Pale Ale", "Rise to the Top", "Lost Trout Brown Ale", "Big Island Shandy", "Preservation IPA" ], "legendgroup": " MN", "marker": { "color": "#636efa", "symbol": "circle" }, "mode": "markers", "name": " MN", "showlegend": true, "type": "scattergl", "x": [ 0.054000000000000006, 0.067, 0.05, 0.054000000000000006, 0.044, 0.083, 0.057, 0.06, 0.07200000000000001, 0.056, 0.062, 0.06, 0.05, 0.053, 0.099, 0.098, 0.055, 0.066, 0.068, 0.065, 0.05, 0.046, 0.065, 0.054000000000000006, 0.052000000000000005, 0.06, 0.045, 0.049, 0.048, 0.06, 0.06, 0.056, 0.053, 0.053, 0.047, 0.083, 0.07200000000000001, 0.057, 0.099, 0.073, 0.075, 0.04, 0.055, 0.051, 0.051, 0.097, 0.051, 0.067, 0.062, 0.048, 0.052000000000000005, 0.041, 0.049, 0.05, 0.068 ], "xaxis": "x", "y": [ 55, 70, 28, 48, 44, null, 27, null, 87, 32, 68, 34, 38, 43, 85, 76, 35, 50, 90, 22, 10, 27, 80, 45, 30, 30, 50, 26, 19, 38, 25, 47, 49, 40, 55, 100, null, null, 85, 69, 90, 37, 34, 45, 45, 120, 20, 33, 99, 18, null, null, null, null, null ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= ME
abv=%{x}
ibu=%{y}", "hovertext": [ "Tarnation California-Style Lager", "On the Count of 3 (2015)", "Summer Swelter", "Phantom Punch Winter Stout", "Hayride Autumn Ale", "Celsius Summer Ale (2012)", "Amber Road", "Pamola Xtra Pale Ale", "Stowaway IPA", "Geary's Pale Ale", "Geary's Summer Ale", "Clean Shave IPA", "Toughcats IPA", "Tug Pale Ale", "Sexy Chaos", "Ace Hole American Pale Ale", "Cant Dog Imperial Pale Ale", "Fresh Cut Pilsner", "Summer Session Ale", "Gose", "Maine Island Trail Ale", "Sea Dog Wild Blueberry Wheat Ale", "Monkey Fist IPA", "Shipyard Summer Ale", "Pumpkinhead Ale", "Shipyard Export", "Sunsplash Golden Ale (2004)" ], "legendgroup": " ME", "marker": { "color": "#EF553B", "symbol": "circle" }, "mode": "markers", "name": " ME", "showlegend": true, "type": "scattergl", "x": [ 0.053, 0.07, 0.047, 0.068, 0.066, 0.047, 0.055, 0.049, 0.069, 0.045, 0.06, 0.067, 0.07200000000000001, 0.05, 0.099, 0.063, 0.097, 0.046, 0.05, 0.035, 0.043, 0.047, 0.069, 0.051, 0.047, 0.051, 0.045 ], "xaxis": "x", "y": [ null, 42, null, null, null, null, 35, 28, 69, null, null, 70, null, null, null, null, null, null, 61, null, null, null, 65, null, null, null, null ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= VA
abv=%{x}
ibu=%{y}", "hovertext": [ "Hoptopus Double IPA", "Full Nelson Pale Ale", "Steel Wheels ESB", "Blue Mountain Classic Lager", "Full Nelson Pale Ale (2010)", "Kölsch 151", "Main St. Virginia Ale", "Chin Music Amber Lager", "Main St. Virginia Ale", "Ray Ray’s Pale Ale", "Stickin' In My Rye", "Black Me Stout", "Killer Kolsch", "Missile IPA", "Bravo Four Point", "Striped Bass Pale Ale", "Flying Mouse 8", "Flying Mouse 4", "The Great Return", "Hardywood Cream Ale", "Capital Trail Pale Ale", "Face Plant IPA", "Rhino Chasers Pilsner", "Track 1 Amber Lager", "Rule G IPA", "Murphy's Law", "Alter Ego ", "Starr Pils", "Northern Lights India Pale Ale", "Festie", "Northern Lights India Pale Ale", "Dam Lager", "Red Clay IPA", "Hydraulion Red", "40 Mile IPA", "Blonde Hunny", "Wild Wolf Wee Heavy Scottish Style Ale", "Wild Wolf American Pilsner", "Alpha Ale", "Troopers Alley IPA" ], "legendgroup": " VA", "marker": { "color": "#00cc96", "symbol": "circle" }, "mode": "markers", "name": " VA", "showlegend": true, "type": "scattergl", "x": [ 0.08800000000000001, 0.059, 0.065, 0.053, 0.059, 0.049, 0.05, 0.045, 0.05, 0.052000000000000005, 0.07, 0.06, 0.05, 0.07, 0.044, 0.052000000000000005, 0.04, 0.07, 0.075, 0.044, 0.056, 0.062, 0.056, 0.045, 0.07, 0.058, 0.062, 0.042, 0.065, 0.048, 0.065, 0.045, 0.07, 0.053, 0.06, 0.068, 0.057, 0.045, 0.051, 0.059 ], "xaxis": "x", "y": [ 108, 60, 30, 22, 60, 16, 40, 24, 40, 42, null, 45, 22, 65, 45, 26, null, 70, 70, 18, 55, 65, 55, null, 88, 35, 33, 20, 52, 12, 52, null, null, 22, 50, 21, 20, 25, 45, 135 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= IL
abv=%{x}
ibu=%{y}", "hovertext": [ "Blueberry Blonde", "Galaxy IPA", "Painted Turtle", "Weissenheimer", "Abbey's Single (2015- )", "Vertex IPA", "Here Gose Nothin'", "Strawberry Blonde", "Hoperation Overload", "Abbey's Single Ale (Current)", "Hardcore Chimera", "Sobek & Set", "Nuclear Winter", "Wet Hot American Wheat Ale", "Secret Stache Stout", "Fascist Pig Ale", "Cut Throat Pale Ale", "Threadless IPA", "Cut Throat Pale Ale (2011)", "Golden Wing Blonde Ale", "Moped Traveler", "Goose Island India Pale Ale", "312 Urban Pale Ale", "312 Urban Pale Ale", "312 Urban Wheat Ale", "312 Urban Wheat Ale", "312 Urban Wheat Ale (2012)", "Heyoka IPA", "Guest Lager", "Pony Pilsner", "Akari Shogun American Wheat Ale", "Meat Wave", "Over Ale", "Gossamer Golden Ale", "Daisy Cutter Pale Ale", "Mickey Finn's Amber Ale", "Vinyl Frontier", "Disco Superfly", "Misty Mountain Hop", "One-Hit Wonderful", "En Parfaite Harmonie", "Daft Funk", "Love In An Ellavator", "Spin Doctor", "Blood of the Unicorn", "Mazzie", "Fist City", "A Little Crazy", "Rosa Hibiscus Ale", "Fistmas Ale", "Oktoberfest Revolution", "Eugene Porter", "Anti-Hero IPA", "Bottom Up Belgian Wit", "Monkey Dancing On A Razor Blade", "Tripel Deke", "Ball & Chain (2014)", "Bitter Biker Double IPA", "God Damn Pigeon Porter", "Working for the Weekend", "Angry Adam", "Freedom Fries", "Bitter Biker Double IPA", "Ghost Bike Pale Ale", "Spiteful IPA", "Alley Time", "Fat Badger", "In the Weeds", "Smittytown", "Greenwood Beach", "Gatecrasher", "Wobble", "Night Cat", "Night Cat (2014)", "Dog Days Lager", "Sidekick Extra Pale Ale", "Atom Smasher", "Testudo", "Hobnob B & B Pale Ale", "Cane and Ebel", "Outlaw IPA (2015)", "Hop Slayer Double IPA", "Pumpkin Ale", "Big Bowl Blonde Ale", "Phat Chance", "Hop Slayer Double IPA (2011)", "Hop Slayer Double IPA (2011)", "Wild Onion Summer Wit", "Jack Stout", "Wild Onion Pumpkin Ale (2010)", "Paddy Pale Ale" ], "legendgroup": " IL", "marker": { "color": "#ab63fa", "symbol": "circle" }, "mode": "markers", "name": " IL", "showlegend": true, "type": "scattergl", "x": [ 0.06, 0.075, 0.045, 0.052000000000000005, 0.049, 0.063, 0.05, 0.05, 0.096, 0.049, 0.09, 0.08, 0.086, 0.05, 0.053, 0.08, 0.055, 0.075, 0.055, 0.047, 0.055, 0.059, 0.054000000000000006, 0.054000000000000006, 0.042, 0.042, 0.042, 0.07, 0.08, 0.057, 0.055, 0.06, 0.06, 0.042, 0.052000000000000005, 0.056, 0.083, 0.08, 0.075, 0.075, 0.065, 0.043, 0.075, 0.053, 0.065, 0.054000000000000006, 0.055, 0.068, 0.058, 0.061, 0.057, 0.068, 0.065, 0.05, 0.085, 0.08199999999999999, 0.058, 0.096, 0.08199999999999999, 0.079, 0.06, 0.055, 0.096, 0.073, 0.062, 0.06, 0.058, 0.055, 0.048, 0.04, 0.066, 0.063, 0.058, 0.058, 0.051, 0.051, 0.077, 0.045, 0.065, 0.07, 0.065, 0.08199999999999999, 0.045, 0.05, 0.052000000000000005, 0.08199999999999999, 0.08199999999999999, 0.042, 0.06, 0.045, 0.056 ], "xaxis": "x", "y": [ null, 60, null, 16, 22, 76, 12, null, 85, 22, null, 80, null, 22, null, 72, null, null, null, null, null, 55, 30, 30, 18, 18, 20, null, null, null, null, null, null, null, null, null, null, null, null, null, null, 8, null, null, null, 45, 40, null, 15, 31, 25, 28, 70, 14, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, 69, 43, 43, 17, 36, 23, null, null, 68, null, 100, null, null, 27, 100, 100, 13, 23, null, 41 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= TN
abv=%{x}
ibu=%{y}", "hovertext": [ "Big River Pilsner", "House Brand IPA", "Thunder Ann", "Tarasque", "Ananda India Pale Ale", "Tiny Bomb" ], "legendgroup": " TN", "marker": { "color": "#FFA15A", "symbol": "circle" }, "mode": "markers", "name": " TN", "showlegend": true, "type": "scattergl", "x": [ 0.05, 0.06, 0.055, 0.059, 0.062, 0.045 ], "xaxis": "x", "y": [ 32, 55, 37, null, 61, 23 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= MT
abv=%{x}
ibu=%{y}", "hovertext": [ "Big Sky IPA", "Scape Goat Pale Ale", "Montana Trout Slayer Ale", "Moose Drool Brown Ale", "Powder Hound Winter Ale", "Moose Drool Brown Ale (2011)", "Montana Trout Slayer Ale (2012)", "Big Sky IPA (2012)", "Summer Honey", "Scape Goat Pale Ale (2010)", "Montana Trout Slayer Ale (2009)", "Moose Drool Brown Ale (2009)", "Blown Out Brown", "Single Hop Ale", "Sawtooth Ale", "Plum St. Porter", "Plum St. Porter", "Bozone HopZone IPA", "Bozone Hefe Weizen", "Bozone Select Amber Ale", "Black Star Double Hopped Golden Lager (24 oz.)", "Black Star Double Hopped Golden Lager (12 oz.)", "Great Falls Select Pale Ale", "Beltian White", "Cold Smoke Scotch Ale (2007)", "Double Haul IPA (2009)", "Double Haul IPA (2006)", "Eddy Out Pale Ale", "Double Haul IPA", "Cold Smoke Scotch Ale", "Yellowstone Golden Ale", "Tumbleweed IPA", "Lewis & Clark Amber Ale", "Miner's Gold Hefeweizen", "Back Country Scottish Ale", "Hat Trick Hop IPA", "Yard Sale Amber Ale", "Mystical Stout", "Bodacious Bock", "Ambitious Lager" ], "legendgroup": " MT", "marker": { "color": "#19d3f3", "symbol": "circle" }, "mode": "markers", "name": " MT", "showlegend": true, "type": "scattergl", "x": [ 0.062, 0.05, 0.05, 0.051, 0.07200000000000001, 0.051, 0.05, 0.062, 0.047, 0.05, 0.05, 0.051, 0.052000000000000005, 0.063, 0.054000000000000006, 0.06, 0.057, 0.07, 0.06, 0.055, 0.045, 0.045, null, 0.048, 0.065, 0.065, 0.065, 0.055, 0.065, 0.065, 0.051, 0.057, 0.05, 0.05, 0.057, 0.068, 0.056, 0.054000000000000006, 0.075, 0.05 ], "xaxis": "x", "y": [ 65, 40, 35, 26, 60, 26, 35, 65, null, 40, 35, 26, null, null, null, 52, 52, 80, 25, null, 15, 15, null, null, 11, 65, 65, 50, 65, 11, null, null, null, null, null, null, null, null, null, null ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= WY
abv=%{x}
ibu=%{y}", "hovertext": [ "Saddle Bronc Brown Ale", "Bomber Mountain Amber Ale", "Monarch Pilsner", "Snow King Pale Ale", "Zonker Stout", "OB-1 Organic Ale", "Snake River Lager", "Snake River Pale Ale", "Pako’s EyePA", "Bomber Mountain Amber Ale (2013)", "Indian Paintbrush IPA", "Saddle Bronc Brown Ale (2013)", "Wagon Box Wheat Beer", "Wyoming Pale Ale", "Wind River Blonde Ale" ], "legendgroup": " WY", "marker": { "color": "#FF6692", "symbol": "circle" }, "mode": "markers", "name": " WY", "showlegend": true, "type": "scattergl", "x": [ 0.048, 0.046, 0.05, 0.06, 0.054000000000000006, 0.05, 0.05, 0.052000000000000005, 0.068, 0.046, 0.07, 0.048, 0.059, 0.07200000000000001, 0.05 ], "xaxis": "x", "y": [ 16, 20, null, 55, 36, 22, 18, 32, 60, 20, 75, 16, 15, null, null ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= NE
abv=%{x}
ibu=%{y}", "hovertext": [ "1800 Big Log Wheat (2012)", "Double Play Pilsner", "Brewerhood Brown Ale", "Last Call Imperial Amber Ale", "Pernicious Double IPA", "6-4-3 Double Play Pilsner", "N Street Drive-In 50th Anniversary IPA", "467 Ethan's Stout", "1335 Wicked Snout", "543 Skull Creek Fresh Hopped Pale Ale", "1327 Pod's ESB", "1327 Pod's ESB", "1327 Pod's ESB", "834 Happy As Ale", "Monkadelic", "Wick For Brains", "Nebraska India Pale Ale", "EOS Hefeweizen", "Brunette Nut Brown Ale", "Cardinal Pale Ale", "Hopluia (2004)", "Leatherhead Red", "Cropduster Mid-American IPA", "Golden Frau Honey Wheat", "Cornstalker Dark Wheat" ], "legendgroup": " NE", "marker": { "color": "#B6E880", "symbol": "circle" }, "mode": "markers", "name": " NE", "showlegend": true, "type": "scattergl", "x": [ 0.05, null, 0.055, 0.08, 0.096, 0.052000000000000005, null, 0.05, 0.064, 0.045, 0.056, 0.056, 0.056, 0.046, 0.042, 0.061, 0.065, 0.048, 0.048, 0.057, null, 0.052000000000000005, 0.065, 0.075, null ], "xaxis": "x", "y": [ null, null, null, null, null, null, null, null, null, null, 37, 37, 37, 35, null, 11, 65, 10, 15, 29, null, null, null, null, null ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= NY
abv=%{x}
ibu=%{y}", "hovertext": [ "Toxic Sludge", "Blue Point White IPA", "Blue Point Summer Ale", "Toasted Lager", "Bomb Lager (New Recipe)", "Bomb Lager (Old Recipe)", "East India Pale Ale", "Brooklyn Summer Ale", "East India Pale Ale", "Brooklyn Summer Ale (2011)", "Brooklyn Lager (16 oz.)", "Brooklyn Lager (12 oz.)", "Heinnieweisse Weissebier", "Snapperhead IPA", "Moo Thunder Stout", "Porkslap Pale Ale", "8 Barrel", "Oktoberfest", "Dundee Summer Wheat Beer", "Nomader Weiss", "Molotov Lite", "Hipster Ale (Two Roads Brewing)", "Bikini Beer", "Hipster Ale (Westbrook Brewing)", "KelSo Nut Brown Lager", "KelSo India Pale Ale", "KelSo Pilsner", "Our Legacy IPA", "Saranac Shandy", "Our Legacy IPA", "Saranac Golden Pilsener (2003)", "Saranac Adirondack Light (2002)", "DAX Light (1998)", "Saranac Traditional Lager (2000)", "Pomegranate Wheat (2008)", "Blueberry Blonde Ale", "Saranac White IPA", "Saranac Summer Ale (2011)", "Saranac Pale Ale (12 oz.)", "Saranac Pale Ale (16 oz.)", "Montauk Summer Ale", "Driftwood Ale", "Cream Ale", "4Beans", "Jammer", "Abigale", "Rad", "Bengali", "Sensi Harvest", "Hi-Res", "Global Warmer", "Autumnation (2013)", "The Crisp", "Sweet Action", "Righteous Ale", "Bengali Tiger", "3Beans", "Brownstone", "Apollo", "Harbinger", "Resin", "Diesel", "Autumnation (2011-12) (2011)", "The Crisp (2011)", "Sweet Action (2011)", "Righteous Ale (2011)", "Bengali Tiger (2011)", "Montauk Light", "Bronx Summer Pale Ale", "Bronx Black Pale Ale", "Bronx Pale Ale", "Manhattan Gold Lager (1990)", "Common Sense Kentucky Common Ale", "Upstate I.P.W." ], "legendgroup": " NY", "marker": { "color": "#FF97FF", "symbol": "circle" }, "mode": "markers", "name": " NY", "showlegend": true, "type": "scattergl", "x": [ 0.07, 0.06, 0.044, 0.055, 0.051, 0.045, 0.068, 0.045, 0.068, 0.045, 0.052000000000000005, 0.052000000000000005, 0.049, 0.068, 0.049, 0.043, 0.08, 0.055, 0.045, 0.04, 0.085, 0.055, 0.027000000000000003, 0.055, 0.057, 0.06, 0.055, 0.065, 0.042, 0.065, 0.051, 0.045, 0.045, 0.048, 0.047, 0.05, 0.06, 0.047, 0.055, 0.055, 0.056, 0.06, 0.042, 0.1, 0.042, 0.08, 0.032, 0.065, 0.047, 0.099, 0.07, 0.067, 0.054000000000000006, 0.052000000000000005, 0.063, 0.064, 0.099, 0.059, 0.052000000000000005, 0.049, 0.091, 0.063, 0.06, 0.054000000000000006, 0.052000000000000005, 0.063, 0.064, 0.035, 0.052000000000000005, 0.057, 0.063, null, 0.053, 0.065 ], "xaxis": "x", "y": [ null, 40, 16, 28, null, 27, 47, null, 47, null, null, null, null, null, null, null, 69, 40, 18, null, null, null, null, null, 19, 64, 23, 60, null, 60, null, null, null, null, null, 12, null, null, null, null, 28, 49, 35, 52, 16, null, 7, 62, 50, 111, 70, 74, 42, 34, 57, 62, 85, 47, 11, 35, 103, 69, 48, 42, 34, 57, 62, null, 16, 46, 50, null, 22, 70 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= UT
abv=%{x}
ibu=%{y}", "hovertext": [ "Bohemian Export Lager", "Altus Bohemes Altbier", "Cherny Bock", "Czech Pilsner", "Viennese Lager", "Squeaky Bike Nut Brown Ale", "Dead Horse Amber", "Rocket Bike American Lager", "Johnny's American IPA", "PUNK'N", "Yard Sale Winter Lager", "Trader Session IPA", "Hop Nosh IPA", "SUM'R", "Organic Baba Black Lager", "Hop Notch IPA (2013)", "Cutthroat Pale Ale", "WYLD Extra Pale Ale", "Squatters Full Suspension Pale Ale", "Squatters Hop Rising Double IPA", "Devastator Double Bock", "Wasatch Ghostrider White IPA", "Wasatch Ghostrider White IPA (2014)", "Wasatch Apricot Hefeweizen", "Squatters Hop Rising Double IPA (2014)", "Squatters Full Suspension Pale Ale" ], "legendgroup": " UT", "marker": { "color": "#FECB52", "symbol": "circle" }, "mode": "markers", "name": " UT", "showlegend": true, "type": "scattergl", "x": [ 0.06, 0.053, 0.04, 0.05, 0.05, 0.04, 0.04, 0.04, 0.04, 0.05, 0.04, 0.04, 0.073, 0.04, 0.04, 0.073, 0.04, 0.04, 0.04, 0.09, 0.08, 0.06, 0.06, 0.04, 0.09, 0.04 ], "xaxis": "x", "y": [ null, null, null, null, null, null, null, null, null, 10, 22, 42, 83, 17, 32, 82, 34, 29, null, 75, null, null, null, null, 75, null ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= NJ
abv=%{x}
ibu=%{y}", "hovertext": [ "Longhop IPA", "Lucky Buck", "Epitome", "Monkey Chased the Weasel", "077XX", "Boat Beer", "What the Butler Saw", "1916 Shore Shiver" ], "legendgroup": " NJ", "marker": { "color": "#636efa", "symbol": "circle" }, "mode": "markers", "name": " NJ", "showlegend": true, "type": "scattergl", "x": [ 0.042, 0.04, 0.099, 0.039, 0.078, 0.042, 0.05, 0.069 ], "xaxis": "x", "y": [ 30, 34, 100, 9, 80, 35, 18, 65 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= PA
abv=%{x}
ibu=%{y}", "hovertext": [ "1492", "Mango Ginger", "Passenger", "Dock Street Amber Beer (1992)", "Inclined Plane Ale", "Fort Pitt Ale", "Provision", "One Nut Brown", "Hop Farm IPA", "Helen's Blend", "Jack's Hard Cider", "Rumspringa Golden Bock", "Lancaster German Style Kölsch", "Madra Allta", "Duluchan India Pale Ale", "Adam's Stout", "American Hero", "Schweet Ale", "Irregardless IPA", "Festivus (1)", "Manayunk Oktoberfest", "Belgian Style Session Ale", "Manayunk IPA", "Yunkin' Punkin'", "Summer Paradise", "Monk from the 'Yunk", "Schuylkill Punch", "Dreamin' Double IPA", "Keeper (Current)", "Better Half", "County Line IPA", "Trauger Pilsner", "Paleo IPA", "Buck Snort Stout", "Station 33 Firehouse Red", "Slimy Pebble Pils", "Hopsmith Pale Lager", "Falling Down Brown Ale", "Resolution Rye Stout", "Plowshare Porter", "Old Forge Pumpkin Ale", "Endless Sun Ale", "Celestial Blonde Ale", "Overbite IPA", "T-Rail Pale Ale", "Endless Summer Ale (2011)", "Jah Mon", "Oktoberfest", "Headless Wylie", "Dayman IPA", "All Aboard! Anniversary Stout", "Hop Lace", "OH-PA Session Pale Ale", "Patrick's Poison", "Rudolph's Red", "Babbling Blonde", "Maxwell's Scottish Ale", "Grateful White", "RT Lager", "Old Wylie's IPA", "Hala Kahiki Pineapple Beer", "Sundown", "Sanctified", "Fear of a Brett Planet", "Original Slacker Ale", "Alpha Blackback", "Kiss Off IPA", "Dog Days Summer Ale", "Homefront IPA", "Sly Fox Christmas Ale 2013", "Grisette", "360° India Pale Ale", "Helles Golden Lager", "Sly Fox Christmas Ale 2012 (2012)", "Odyssey Imperial IPA", "Oktoberfest Lager", "113 IPA", "Dunkel Lager", "Royal Weisse Ale", "Pikeland Pils", "Phoenix Pale Ale", "Seven Gates Pale Ale", "Straub Beer (Current)", "American Lager", "American Amber", "American Light", "Bermuda Triangle Ginger Beer", "Lionshead", "Troegenator", "Nugget Nectar", "Sunshine Pils", "Troegenator Doublebock", "Perpetual IPA", "Nitro Can Coffee Stout", "Voodoo Love Child", "White Magick of the Sun", "Wynona's Big Brown Ale", "Gran Met", "Good Vibes IPA", "Pilzilla" ], "legendgroup": " PA", "marker": { "color": "#EF553B", "symbol": "circle" }, "mode": "markers", "name": " PA", "showlegend": true, "type": "scattergl", "x": [ 0.065, 0.058, 0.047, null, null, null, 0.042, 0.047, 0.058, 0.05, 0.051, 0.066, 0.048, 0.064, 0.056, 0.058, 0.057, 0.052000000000000005, 0.065, 0.07200000000000001, 0.067, 0.045, 0.055, 0.055, 0.05, 0.09, 0.06, 0.085, 0.05, 0.068, 0.066, 0.048, 0.06, 0.061, 0.055, 0.045, 0.06, 0.065, 0.068, 0.055, 0.046, 0.045, 0.065, 0.075, 0.055, 0.048, 0.05, 0.062, 0.08, 0.05, 0.071, 0.062, 0.048, 0.08, 0.081, 0.053, 0.051, 0.061, 0.055, 0.062, 0.048, 0.071, 0.099, 0.051, 0.056, 0.07200000000000001, 0.063, 0.045, 0.06, 0.055, 0.056, 0.062, 0.049, 0.055, 0.084, 0.058, 0.07, 0.053, 0.056, 0.049, 0.051, 0.056, 0.05, 0.041, 0.041, 0.032, 0.045, 0.045, 0.08199999999999999, 0.075, 0.045, 0.08199999999999999, 0.075, 0.052000000000000005, 0.092, 0.079, 0.075, 0.092, 0.073, 0.075 ], "xaxis": "x", "y": [ null, null, null, null, null, null, 25, 28, 45, null, null, 30, 28, 95, 70, 40, 42, 20, 75, null, null, 21, null, null, 18, 30, 14, 85, null, null, null, null, null, null, null, null, null, 65, null, null, 20, null, null, null, null, null, 100, null, null, null, null, null, null, null, null, null, null, null, null, null, null, 36, null, null, 40, null, null, 28, 70, 16, 25, null, 18, 16, 90, 25, 113, 21, 11, 44, 40, null, null, 8, 8, 13, null, null, null, 93, 45, 25, 85, null, 25, 23, 31, 25, 85, 85 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= NV
abv=%{x}
ibu=%{y}", "hovertext": [ "Tour de Nez Belgian IPA (Current)", "Roler Bock (Current)", "Black Adder IBA (Current)", "Very Noddy Lager (Current)", "Tule Duck Red Ale (Current)", "Original Orange Blossom Ale (Current)", "Black Noddy Lager (Current)", "Weize Guy", "Fox Tail Gluten Free Ale", "Hop Box Imperial IPA", "Joseph James American Lager" ], "legendgroup": " NV", "marker": { "color": "#00cc96", "symbol": "circle" }, "mode": "markers", "name": " NV", "showlegend": true, "type": "scattergl", "x": [ 0.08, null, 0.073, 0.099, 0.062, 0.058, 0.052000000000000005, 0.05, 0.05, 0.093, 0.052000000000000005 ], "xaxis": "x", "y": [ null, null, 85, null, 42, 35, 40, 15, 50, 90, 15 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= SC
abv=%{x}
ibu=%{y}", "hovertext": [ "Blackbeard", "Rye Knot", "Dead Arm", "32°/50° Kölsch ", "HopArt", "Boy King", "Nut Brown Ale", "White Ale", "Golden Fleece", "Smoking Mirror", "One Claw", "Westbrook Gose", "White Thai", "Westbrook IPA" ], "legendgroup": " SC", "marker": { "color": "#ab63fa", "symbol": "circle" }, "mode": "markers", "name": " SC", "showlegend": true, "type": "scattergl", "x": [ 0.093, 0.062, 0.06, 0.048, 0.077, 0.097, 0.054000000000000006, 0.046, 0.045, 0.055, 0.055, 0.04, 0.05, 0.068 ], "xaxis": "x", "y": [ null, null, null, null, null, null, null, null, 35, 30, null, 5, 16, 65 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= GA
abv=%{x}
ibu=%{y}", "hovertext": [ "Tybee Island Blonde", "Savannah Brown Ale", "Tropicalia", "Athena", "Macon Progress Ale", "Macon History Ale", "Lyric Ale", "Atalanta", "Watership Brown Ale", "Gangway IPA", "Long Day Lager", "Take Two Pils", "Waterkeeper", "SweetWater IPA", "420 Extra Pale Ale", "RecreationAle" ], "legendgroup": " GA", "marker": { "color": "#FFA15A", "symbol": "circle" }, "mode": "markers", "name": " GA", "showlegend": true, "type": "scattergl", "x": [ 0.047, 0.062, 0.065, 0.045, 0.05, 0.055, 0.065, 0.053, 0.07200000000000001, 0.062, 0.049, 0.055, 0.057, 0.064, 0.054000000000000006, 0.047 ], "xaxis": "x", "y": [ 17, 55, 65, null, null, null, null, null, 55, 55, null, 35, null, null, null, 42 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= RI
abv=%{x}
ibu=%{y}", "hovertext": [ "Rhode Island Blueberry", "Newport Storm IPA", "Hurricane Amber Ale (2004)", "Hurricane Amber Ale", "La Ferme Urbaine Farmhouse Ale", "Backyahd IPA", "Raincloud Robust Porter", "Barstool American Golden Ale", "Autumn Winds Fest Beer", "Captain's Daughter", "Autumn Winds", "Flying Jenny Extra Pale Ale", "Hazy Day Belgian-Style Wit", "Bring Back the Beach Blonde Ale", "Leaning Chimney Smoked Porter", "Flying Jenny Extra Pale Ale (2012)", "Flagship Ale", "Gansett Light", "Bohemian Pils", "Autocrat Coffee Milk Stout", "Narragansett Bohemian Pilsner", "Narragansett Summer Ale", "Narragansett Cream Ale", "Narragansett Summer Ale", "Narragansett Porter", "Narragansett Bock", "Narragansett Fest Lager" ], "legendgroup": " RI", "marker": { "color": "#19d3f3", "symbol": "circle" }, "mode": "markers", "name": " RI", "showlegend": true, "type": "scattergl", "x": [ 0.046, 0.065, 0.052000000000000005, 0.052000000000000005, 0.078, 0.06, 0.065, 0.045, 0.058, 0.085, 0.058, 0.06, 0.04, 0.055, 0.06, 0.06, 0.049, 0.037000000000000005, 0.052000000000000005, 0.053, 0.086, 0.042, 0.05, 0.042, 0.07, 0.065, 0.055 ], "xaxis": "x", "y": [ 11, 75, 24, 24, null, null, null, null, null, 69, null, 54, 20, null, 34, 54, 22, 10, 30, 30, 35, 24, 22, 24, 22, 32, 15 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= IA
abv=%{x}
ibu=%{y}", "hovertext": [ "Des Moines IPA", "Capital Gold Golden Lager", "Farmer John's Multi-Grain Ale", "Chickawawa Lemonale", "Barrel Aged Farmer", "Great River Golden Ale", "Dirty Blonde Chocolate Ale", "Dos Pistolas", "Owney Irish Style Red Ale", "Aaah Bock Lager", "Widespread Wit", "Roller Dam Red Ale", "483 Pale Ale", "Hop A Potamus Double Dark Rye Pale Ale", "Farmer Brown Ale", "Big Cock IPA", "Oktoberfest", "40th Annual Bix Street Fest Copper Ale (Current)", "Redband Stout", "483 Pale Ale (2010)", "Roller Dam Red Ale (2010)", "Sucha Much IPA", "Lewbricator Wheat Dopplebock ", "The Hole in Hadrian's Wall", "33 Select Brown Ale", "Midwest Charm Farmhouse Ale", "Boji Blue Pale Ale", "Winter Games Select #32 Stout", "Boji Beach Golden Rye Ale", "Side Kick Kölsch" ], "legendgroup": " IA", "marker": { "color": "#FF6692", "symbol": "circle" }, "mode": "markers", "name": " IA", "showlegend": true, "type": "scattergl", "x": [ 0.068, 0.048, 0.056, 0.05, 0.07, 0.048, 0.048, 0.048, 0.05, 0.06, 0.055, 0.054000000000000006, 0.053, 0.09, 0.07, 0.07, 0.059, 0.048, 0.06, 0.053, 0.054000000000000006, 0.071, 0.075, 0.095, 0.065, 0.06, 0.05, 0.057, 0.05, 0.05 ], "xaxis": "x", "y": [ 75, 22, 21, 5, 22, null, null, 20, 30, null, 10, 30, 48, 99, 22, 70, 25, 25, 36, 48, 30, null, 24, 19, 26, 29, 45, 26, 23, null ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= AR
abv=%{x}
ibu=%{y}", "hovertext": [ "Behemoth", "Arkansas Red", "Core Oatmeal Stout", "Core ESB", "Ozark American Pale Ale" ], "legendgroup": " AR", "marker": { "color": "#B6E880", "symbol": "circle" }, "mode": "markers", "name": " AR", "showlegend": true, "type": "scattergl", "x": [ 0.05, 0.052000000000000005, 0.057, 0.061, 0.04 ], "xaxis": "x", "y": [ null, null, null, null, 39 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= ID
abv=%{x}
ibu=%{y}", "hovertext": [ "Aviator Raspberry Blonde", "3 Picket Porter", "Rusty Nail Pale Ale", "Laughing Dog Cream Ale", "Two-One Niner", "Laughing Dog IPA", "Rodeo Rye Pale Ale", "Outlaw IPA", "North Fork Lager", "Payette Pale Ale", "Mutton Buster", "Iron Butt Red Ale", "Initial Point India Pale Ale", "Thanksgiving Ale", "Double Dagger Imperial IPA", "Dagger Falls IPA", "Dagger Falls IPA", "Socktoberfest", "Hopnoxious Imperial IPA", "Barrel Aged Seven Devils Imperial Stout", "Boise Co-Op Two Score Ale", "Sockeye Belgian Style Summer Ale", "Sockeye Maibock", "Old Devil's Tooth", "Galena Golden", "Hell-Diver Pale Ale", "Woolybugger Wheat", "Power House Porter", "Winterfest", "Dagger Falls IPA" ], "legendgroup": " ID", "marker": { "color": "#FF97FF", "symbol": "circle" }, "mode": "markers", "name": " ID", "showlegend": true, "type": "scattergl", "x": [ 0.049, 0.055, 0.056, 0.05, 0.048, 0.064, 0.042, 0.062, 0.044, 0.048, 0.055, 0.058, 0.071, 0.05, 0.092, 0.063, 0.063, 0.06, 0.079, 0.099, 0.055, 0.05, 0.064, 0.099, 0.043, 0.052000000000000005, 0.046, 0.057, 0.084, 0.063 ], "xaxis": "x", "y": [ 25, null, null, 12, 9, 66, 35, 65, null, 35, 25, 39, 92, null, null, 100, 100, null, null, null, null, null, null, 100, null, 32, 12, null, 90, 100 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= SD
abv=%{x}
ibu=%{y}", "hovertext": [ "Red Water Irish Style Red", "Mjöllnir", "Bear Butte Nut Brown Ale", "Easy Livin' Summer Ale", "Canyon Cream Ale", "Pile O'Dirt Porter", "11th Hour IPA" ], "legendgroup": " SD", "marker": { "color": "#FECB52", "symbol": "circle" }, "mode": "markers", "name": " SD", "showlegend": true, "type": "scattergl", "x": [ 0.065, 0.066, 0.055, 0.045, 0.055, 0.069, 0.06 ], "xaxis": "x", "y": [ null, null, null, null, null, null, null ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= DC
abv=%{x}
ibu=%{y}", "hovertext": [ "Stone of Arbroath", "The Tradition", "El Hefe Speaks", "Penn Quarter Porter", "On the Wings of Armageddon", "The Corruption", "The Citizen", "The Public" ], "legendgroup": " DC", "marker": { "color": "#636efa", "symbol": "circle" }, "mode": "markers", "name": " DC", "showlegend": true, "type": "scattergl", "x": [ 0.08, 0.05, 0.053, 0.055, 0.092, 0.065, 0.07, 0.06 ], "xaxis": "x", "y": [ null, 15, 11, null, 115, 80, null, null ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= KS
abv=%{x}
ibu=%{y}", "hovertext": [ "Thrasher Session India Pale Ale", "Gutch English Style Mild Ale", "Tonganoxie Honey Wheat", "Oregon Trail Unfiltered Raspberry Wheat", "Annie's Amber Ale", "Wooden Rooster", "Ginger Peach Saison", "Zombie Monkie", "Wild Plum Farmhouse Ale", "Vanilla Bean Buffalo Sweat", "Ethos IPA", "Tallgrass Pub Ale", "Oasis", "Buffalo Sweat", "Halcyon Unfiltered Wheat", "8-Bit Pale Ale", "Velvet Rooster", "Halcyon Unfiltered Wheat", "Köld Lager (2010)", "Oasis (2010)", "Tallgrass Ale", "Buffalo Sweat (2010)", "Tallgrass IPA" ], "legendgroup": " KS", "marker": { "color": "#EF553B", "symbol": "circle" }, "mode": "markers", "name": " KS", "showlegend": true, "type": "scattergl", "x": [ 0.045, 0.05, 0.044, 0.045, 0.055, 0.085, 0.048, 0.062, 0.056, 0.05, 0.068, 0.044, 0.07200000000000001, 0.05, 0.05, 0.052000000000000005, 0.085, 0.05, 0.05, 0.07200000000000001, 0.044, 0.05, 0.063 ], "xaxis": "x", "y": [ 44, 16, 22, null, null, 34, 20, 35, 20, 20, 110, 12, 93, 20, 20, null, null, 20, 16, 93, 22, 20, 60 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= ND
abv=%{x}
ibu=%{y}", "hovertext": [ "Iron Horse Pale Ale", "Stone's Throw IPA", "Wood Chipper India Pale Ale" ], "legendgroup": " ND", "marker": { "color": "#00cc96", "symbol": "circle" }, "mode": "markers", "name": " ND", "showlegend": true, "type": "scattergl", "x": [ 0.05, 0.045, 0.067 ], "xaxis": "x", "y": [ 32, 19, 70 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= VT
abv=%{x}
ibu=%{y}", "hovertext": [ "Mastermind", "Hyzer Flip", "Second Fiddle", "Hodad Porter", "Long Trail IPA", "Long Trail Ale", "Double Bag", "Blackbeary Wheat", "Long Trail Ale (1)", "Gose", "Vermont Pilsner", "Mosaic Single Hop IPA", "Lost Galaxy", "#9", "Elder Betty", "#9", "Fresh Slice White IPA", "Overgrown American Pale Ale", "Petit Mutant", "The Crusher", "Beelzebub", "Focal Banger", "Heady Topper", "Heady Topper", "Just IPA", "Curious Traveler Shandy", "Woodchuck Amber Hard Cider" ], "legendgroup": " VT", "marker": { "color": "#ab63fa", "symbol": "circle" }, "mode": "markers", "name": " VT", "showlegend": true, "type": "scattergl", "x": [ 0.081, 0.08199999999999999, 0.08199999999999999, 0.055, 0.059, 0.046, 0.07200000000000001, 0.04, 0.046, 0.046, 0.048, 0.055, 0.045, 0.051, 0.055, 0.051, 0.055, 0.055, 0.06, 0.096, 0.08, 0.07, 0.08, 0.08, 0.046, 0.044, 0.05 ], "xaxis": "x", "y": [ null, null, 80, 30, 42, 30, 33, 8, 30, 8, 20, null, null, 20, 13, 20, 45, 55, null, null, null, null, 120, 120, 45, null, null ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= MD
abv=%{x}
ibu=%{y}", "hovertext": [ "Snake Dog IPA", "Underdog Atlantic Lager", "Loose Cannon", "AARGHtoberfest!", "Davy Jones Lager", "Welcome to Scoville", "Farmer's Daughter Blonde", "Pump House IPA", "Suicide Blonde IPA", "Vanilla Porter", "Honey Rye", "Brontide", "Brontide", "Classique", "Birdhouse Pale Ale", "Ozzy", "Resurrection", "Double Duckpin", "Old Pro", "Duckpin Pale Ale", "Balt Altbier" ], "legendgroup": " MD", "marker": { "color": "#FFA15A", "symbol": "circle" }, "mode": "markers", "name": " MD", "showlegend": true, "type": "scattergl", "x": [ 0.071, 0.047, 0.07200000000000001, 0.06, 0.06, 0.069, 0.051, 0.055, 0.07, 0.047, 0.058, 0.05, 0.05, 0.045, 0.05, 0.073, 0.07, 0.085, 0.042, 0.055, 0.06 ], "xaxis": "x", "y": [ 60, 28, 45, 30, null, null, 17, 45, null, 25, 18, null, null, null, null, null, null, 90, 10, null, null ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= WV
abv=%{x}
ibu=%{y}", "hovertext": [ "Wild Trail Pale Ale", "Mothman Black IPA" ], "legendgroup": " WV", "marker": { "color": "#19d3f3", "symbol": "circle" }, "mode": "markers", "name": " WV", "showlegend": true, "type": "scattergl", "x": [ 0.057, 0.067 ], "xaxis": "x", "y": [ 44, 71 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= HI
abv=%{x}
ibu=%{y}", "hovertext": [ "Kaua'i Golden Ale", "Sunset Amber", "Hapa Brown Ale", "Hapa Brown Ale", "Southern Cross", "Longboard Island Lager", "Longboard Island Lager", "Longboard Island Lager", "Longboard Island Lager", "Lahaina Town Brown", "Pau Hana Pilsner", "Lemongrass Saison", "Aloha B’ak’tun", "Liquid Breadfruit", "Sobrehumano Palena'ole", "La Perouse White", "Flyin' HI.P.Hay", "Mana Wheat", "Bikini Blonde Lager", "CoCoNut Porter", "Big Swell IPA", "Tsunami IPA", "Tsunami IPA", "Humpback Blonde Ale", "Hawaiian Crow Porter", "Volcano Red Ale", "Mauna Kea Pale Ale" ], "legendgroup": " HI", "marker": { "color": "#FF6692", "symbol": "circle" }, "mode": "markers", "name": " HI", "showlegend": true, "type": "scattergl", "x": [ 0.049, 0.054000000000000006, 0.064, 0.064, 0.083, 0.046, 0.046, 0.046, 0.046, 0.051, 0.055, 0.05, 0.07, 0.08199999999999999, 0.06, 0.05, 0.068, 0.055, 0.045, 0.057, 0.062, 0.07200000000000001, 0.07200000000000001, 0.042, 0.052000000000000005, 0.052000000000000005, 0.054000000000000006 ], "xaxis": "x", "y": [ null, null, null, null, null, 18, 18, 18, 18, 20, null, null, null, null, 24, 12, 68, 15, 18, 30, 65, 75, 75, 22, 27, 23, 42 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= DE
abv=%{x}
ibu=%{y}", "hovertext": [ "Appreciation Ale", "Greenville Pale Ale" ], "legendgroup": " DE", "marker": { "color": "#B6E880", "symbol": "circle" }, "mode": "markers", "name": " DE", "showlegend": true, "type": "scattergl", "x": [ null, 0.055 ], "xaxis": "x", "y": [ null, 52 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= NM
abv=%{x}
ibu=%{y}", "hovertext": [ "A Slice of Hefen", "Elevated IPA", "Marble Pilsner", "Marble India Pale Ale", "Saison 88", "Black IPA", "Santa Fe Irish Red Ale", "Santa Fe Oktoberfest", "Imperial Java Stout", "Freestyle Pilsner", "Happy Camper IPA", "Almanac IPA", "Milk Mustachio Stout", "Farmer's Tan Red Ale" ], "legendgroup": " NM", "marker": { "color": "#FF97FF", "symbol": "circle" }, "mode": "markers", "name": " NM", "showlegend": true, "type": "scattergl", "x": [ 0.054000000000000006, 0.07200000000000001, 0.047, 0.062, 0.055, 0.071, 0.045, null, 0.08, 0.055, 0.066, 0.062, 0.065, 0.06 ], "xaxis": "x", "y": [ 15, 100, null, null, 30, 95, null, null, null, null, null, 72, null, 30 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= MS
abv=%{x}
ibu=%{y}", "hovertext": [ "Pub Ale", "Ballistic Blonde", "2014 IPA Cicada Series", "Sinister Minister Black IPA", "Jack the Sipper", "Devil's Harvest Extra Pale Ale", "Suzy B Dirty Blonde Ale", "Mississippi Fire Ant", "Hipster Breakfast", "Suzy B Dirty Blonde Ale", "Devil's Harvest Extra Pale Ale" ], "legendgroup": " MS", "marker": { "color": "#FECB52", "symbol": "circle" }, "mode": "markers", "name": " MS", "showlegend": true, "type": "scattergl", "x": [ 0.038, 0.051, 0.075, 0.077, 0.053, 0.058, 0.05, 0.08, 0.058, 0.05, 0.058 ], "xaxis": "x", "y": [ 18, 31, 72, 65, 45, 60, 20, 80, 40, 20, 60 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= NH
abv=%{x}
ibu=%{y}", "hovertext": [ "Boneshaker Brown Ale", "Iron Mike Pale Ale", "Raspberry Berliner Weisse", "Hop Session", "Blueberry Berliner Weisse", "Berliner Weisse", "4000 Footer IPA", "Summer Brew" ], "legendgroup": " NH", "marker": { "color": "#636efa", "symbol": "circle" }, "mode": "markers", "name": " NH", "showlegend": true, "type": "scattergl", "x": [ 0.055, 0.056, 0.055, 0.05, 0.055, 0.055, 0.065, 0.028 ], "xaxis": "x", "y": [ null, null, null, null, null, null, 82, 15 ], "yaxis": "y" } ], "layout": { "legend": { "title": { "text": "state" }, "tracegroupgap": 0 }, "margin": { "t": 60 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": 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"paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { 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\n", " \n", " \n", "
\n", " \n", "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = px.scatter(all_beer, x=\"abv\", y=\"ibu\", color='state', hover_name='name_beer')\n", "fig.show()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "%{hovertext}

state= OR
abv=%{x}
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state= OK
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ibu=%{y}", "hovertext": [ "Golden One", "Arjuna", "Uroboros", "Gran Sport", "Horny Toad Cerveza", "Native Amber", "F5 IPA", "Native Amber (2013)", "Horny Toad Cerveza (2013)", "Dead Armadillo Amber Ale", "Choc Beer (2003)", "Mustang Sixty-Six", "Mustang '33", "Session '33 (2011)", "Mustang Golden Ale", "Washita Wheat", "12th Round", "RoughTail IPA", "Polar Night Stout" ], "legendgroup": " OK", "marker": { "color": "#00cc96", "symbol": "circle" }, "mode": "markers", "name": " OK", "showlegend": true, "type": "scattergl", "x": [ 0.068, 0.06, 0.085, 0.052000000000000005, 0.053, 0.063, 0.068, 0.063, 0.053, 0.063, 0.04, 0.05, 0.04, 0.04, 0.053, 0.053, 0.076, 0.07, 0.08 ], "xaxis": "x", "y": [ null, null, null, null, 25, 35, 100, 35, 25, 37, 9, null, null, null, 10, 14, 78, 80, null ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= NC
abv=%{x}
ibu=%{y}", "hovertext": [ "Long Leaf", "Honey Badger Blonde", "Porter (a/k/a Black Gold Porter)", "Rocket Girl", "Ninja Porter", "Shiva IPA", "Pumpkin Beast", "OktoberBeast", "Mad Beach", "Hog Wild India Pale Ale", "Devils Tramping Ground Tripel", "Hot Rod Red", "Jalapeno Pale Ale", "THP White (2006)", "THP Amber (2006)", "THP Light (2006)", "THP Dark (2006)", "Carolina Lighthouse (2007)", "Carolina Blonde (2006)", "Carolina Blonde Light (2005)", "Santa's Secret", "Flagship IPA", "Sky Blue Golden Ale", "Farmer Ted's Cream Ale", "Firewater India Pale Ale", "White Zombie Ale", "King Winterbolt Winter Ale", "White Zombie Ale", "Firewater India Pale Ale", "Farmer Ted's Farmhouse Cream Ale", "Peanut Butter Jelly Time", "King Coconut", "Gateway Kolsch Style Ale", "Wee-Heavy-Er Scotch Ale", "13 Rebels ESB", "Salamander Slam", "Cack-A-Lacky", "Trail Maker Pale Ale", "Action Man Lager", "Deadeye Jack", "Pistols at Dawn", "Peacemaker Pale Ale", "Shotgun Betty", "Sweet Josie", "Second Wind Pale Ale", "Sunny Haze", "Jam Session", "Hop Drop 'N Roll IPA", "G'KNIGHT", "Ten Fidy", "Deviant Dale's IPA", "Old Chub", "Dale's Pale Ale", "Dale's Pale Ale", "GreyBeard™ IPA", "Pisgah Pale Ale", "Triangle India Pale Ale", "Triangle White Ale", "Triangle Belgian Golden Ale" ], "legendgroup": " NC", "marker": { "color": "#ab63fa", "symbol": "circle" }, "mode": "markers", "name": " NC", "showlegend": true, "type": "scattergl", "x": [ 0.071, 0.047, 0.06, 0.032, 0.053, 0.06, 0.062, 0.07200000000000001, 0.048, 0.067, 0.092, 0.061, 0.055, null, null, null, null, 0.04, 0.05, 0.035, 0.059, 0.057, 0.051, 0.056, 0.052000000000000005, 0.047, 0.07, 0.047, 0.052000000000000005, 0.056, 0.058, 0.054000000000000006, 0.053, 0.07, 0.052000000000000005, 0.07, 0.05, 0.065, 0.055, 0.06, 0.075, 0.057, 0.058, 0.061, 0.05, 0.05, 0.051, 0.07200000000000001, 0.087, 0.099, 0.08, 0.08, 0.065, 0.065, 0.069, 0.057, 0.057, 0.05, 0.08 ], "xaxis": "x", "y": [ 75, 19, 23, 27, 26, 69, 17, 22, 23, null, 5, 41, 45, null, null, null, null, null, null, null, 22, null, null, null, null, null, null, null, null, null, null, null, 32, 24, 42, 73, null, null, null, null, null, 47, 11, 30, null, null, 31, 80, 85, 98, 85, 35, 65, 65, 51, 31, null, null, null ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= MI
abv=%{x}
ibu=%{y}", "hovertext": [ "Sky High Rye", "Whitsun", "Hop A-Peel", "Vanilla Java Porter", "Michelada", "Dirty Blonde Ale", "Grand Circus IPA", "Atwater's Lager", "Oberon", "Smitten", "Winter White", "Oberon", "Two Hearted", "Best Brown", "Dark Star", "Ryecoe", "Nordskye ", "North Third Stout", "Honey Lav", "Coconut Brown Ale", "51K IPA", "Grand Rabbits", "Manitou Amber", "Belfort", "Star Runner", "Tart Side of the Barrel", "Linnaeus Mango IPA", "Beasts A'Burnin'", "Verdun", "Barrel Aged Triomphe", "Cherry Doppelbock", "Tropical Saison", "Beach Patrol", "Nuit Serpent", "Paris", "The Grand Army", "Acidulated Trip", "Root Stock", "Mind Games", "Sous Chef", "Dubbelicious", "Psychopomp", "Fat Paczki", "Earth-Like Planets", "Ski Patrol", "Viking Ice Hole", "Rye Porter", "Wizard Burial Ground", "Smoky Wheat", "BRIPA", "Mela", "W.I.P.A Snappa", "Pepper in the Rye", "Moe Lasses'", "Pumpkin Tart", "Undertaker", "Undertaker (2014)", "Coq D'Or", "North French", "Agent a Deux", "Belgian Wit", "Pothole Stout", "Tree Bucket", "Le Flaneur Ale", "Maize & Blueberry", "Trebuchet Double IPA", "Contemplation", "Black Rabbit", "Zaison", "Vivant Tripel", "Tart Side of the Moon", "Big Red Coq", "Hubris Quadrupel Anniversary Ale", "Plow Horse Belgian Style Imperial Stout", "Escoffier Bretta Ale", "Contemplation (2012)", "Vivant Belgian Style Imperial Stout (2012)", "Big Red Coq (2012)", "Zaison (2012)", "Vivant Tripel (2012)", "Trebuchet Double IPA (2012)", "Kludde", "Farm Hand", "Solitude", "Triomphe", "IPA #11", "Blood Orange Honey", "Lighthouse Amber", "Dirty Bastard", "Centennial IPA", "All Day IPA", "Old Detroit", "Batch 69 IPA", "Twisted Helles Summer Lager", "Vanilla Porter", "Mr. Blue Sky", "3 Scrooges", "Screamin’ Pumpkin", "Grand Trunk Bohemian Pils", "El Rojo", "Norm's Raggedy Ass IPA", "Grind Line", "Norm's Gateway IPA", "Lemon Shandy Tripel", "U. P. Witbier", "November Gale Pale Ale", "Olde Ore Dock Scottish Ale", "Widow Maker Black Ale", "Lift Bridge Brown Ale", "Pick Axe Blonde Ale", "Red Jacket Amber Ale", "Beach Cruiser", "I.P. Eh!", "Schoolhouse Honey", "10 Degrees of Separation", "Bushwhacker Cider", "Weim-R-Iner", "Cherry Bomb", "SNO White Ale", "BRIK Irish Red Ale", "AXL Pale Ale", "Train Wreck", "Hotbox Brown", "Gold", "Black", "98 Problems (Cuz A Hop Ain't One)", "Veteran’s Pale Ale (VPA)", "Grapefruit IPA", "Sparkle", "North 45 Amber Ale", "Horny Monk", "Mind's Eye PA", "Smooth Operator", "Pine Knob Pilsner", "Cal and Co. Black Cherry Porter", "Lazy Daze Lager", "Rochester Red Ale", "Milkshake Stout", "Cornerstone IPA", "Lazy Daze Lager", "Oval Beach Blonde Ale", "Sietsema Red Label", "Gunga Din", "Peck's Porter", "Reactor", "Mr. Orange", "G. B. Russo’s Italian Pistachio Pale Ale", "Northern Hawk Owl Amber", "CEO Stout", "Will Power Pale Ale", "Uncle John's Apple Cherry Cider", "Uncle John's Apricot Apple Cider", "Draught Hard Apple Cider", "Nunica Pine", "Ginger Peach", "Totally Roasted", "Blue Gold", "Hard Apple", "Super G IPA", "Train Hopper", "Edward’s Portly Brown", "Wolverine Premium Lager" ], "legendgroup": " MI", "marker": { "color": "#FFA15A", "symbol": "circle" }, "mode": "markers", "name": " MI", "showlegend": true, "type": "scattergl", "x": [ 0.06, 0.062, 0.075, 0.055, 0.052000000000000005, 0.045, 0.05, 0.05, 0.058, 0.06, 0.05, 0.058, 0.07, 0.058, 0.08, 0.062, 0.048, 0.06, 0.052000000000000005, 0.068, 0.07, 0.055, 0.053, 0.067, 0.06, 0.098, 0.06, 0.07, 0.077, 0.065, 0.065, 0.065, 0.065, 0.05, 0.09, 0.055, 0.059, 0.066, 0.041, 0.08199999999999999, 0.065, 0.062, null, null, 0.061, 0.063, 0.056, 0.099, 0.051, 0.062, 0.062, 0.053, 0.063, 0.064, 0.07, 0.067, 0.067, 0.05, 0.06, 0.065, 0.045, 0.063, 0.093, 0.073, 0.056, 0.093, 0.065, 0.05, 0.09, 0.08199999999999999, 0.098, 0.06, 0.099, 0.095, 0.092, 0.065, 0.099, 0.062, 0.09, 0.092, 0.097, 0.085, 0.055, 0.06, 0.065, 0.057, 0.057, 0.052000000000000005, 0.085, 0.07200000000000001, 0.047, 0.056, 0.069, 0.055, 0.07, 0.045, 0.065, 0.05, 0.05, 0.065, 0.075, 0.05, 0.04, 0.09, null, null, null, null, null, null, null, 0.045, 0.068, 0.05, 0.055, 0.069, 0.069, 0.069, 0.048, 0.048, null, 0.08199999999999999, 0.055, 0.048, 0.058, 0.065, 0.05, 0.05, 0.041, 0.059, 0.069, 0.067, 0.038, 0.053, null, 0.055, 0.059, 0.05, 0.07, 0.055, 0.05, 0.069, 0.052000000000000005, 0.065, 0.07, 0.057, 0.052000000000000005, 0.058, 0.059, 0.047, 0.065, 0.065, 0.065, 0.068, 0.069, 0.068, 0.068, 0.068, 0.06, 0.058, 0.045, 0.047 ], "xaxis": "x", "y": [ 55, 17, 115, 12, null, 8, 62, 12, null, null, null, null, null, null, 54, null, 47, 30, null, null, 51, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, 58, 10, null, 50, 65, 42, null, 69, 18, 11, 6, null, 25, 35, 25, null, 35, 55, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, 10, 15, null, 65, 40, 35, 12, 25, 20, 74, null, null, null, null, null, null, null, null, 11, null, null, 35, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, 72, null, 15 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= TX
abv=%{x}
ibu=%{y}", "hovertext": [ "Quakertown Stout", "Greenbelt Farmhouse Ale", "Heavy Machinery IPA Series #1: Heavy Fist", "Fire Eagle IPA", "Peacemaker", "Pearl-Snap", "Black Thunder", "La Frontera Premium IPA", "Tejas Lager", "Number 22 Porter", "Big Bend Hefeweizen", "Terlingua Gold", "Professor Black", "Little Boss", "Van Dayum!", "Spirit Animal", "Evil Owl", "1836", "Summer's Wit", "More Cowbell", "Gone A-Rye", "Special Release", "Dankosaurus", "Scruffy's Smoked Alt", "Elliott's Phoned Home Pale Ale", "The Lawn Ranger", "Neato Bandito", "Oak Cliff Coffee Ale", "Dream Crusher Double IPA", "Deep Ellum Pale Ale", "Double Brown Stout", "Farmhouse Wit", "Rye Pils Session Lager", "Dallas Blonde", "Deep Ellum IPA", "El Chingon IPA", "Block Party Robust Porter", "Local Buzz", "OktoberFiesta", "Texicali ", "Pinata Protest", "Bat Outta Helles", "Original", "Rye Wit", "Soul Doubt", "Yo Soy Un Berliner", "Monarch Classic American Wheat", "Sir William's English Brown Ale", "Lakefire Rye Pale Ale", "Green House India Pale Ale", "The One They Call Zoe", "Alteration", "Pale Dog", "Porter Culture", "Oklahoma Suks", "Power & Light", "White Rabbit ", "Infamous IPA", "Hijack", "Weisse Versa (2012)", "Mother in Lager", "Weekend Warrior Pale Ale", "Karbachtoberfest", "Love Street Summer Seasonal (2014)", "Barn Burner Saison", "Rodeo Clown Double IPA", "Sympathy for the Lager", "Weisse Versa", "Hopadillo India Pale Ale", "River House", "Pretzel Stout", "Rubberneck Red", "The Imperial Texan", "The Imperial Texan", "Day Break 4-Grain Breakfast Beer", "River House Saison", "There Will Be Stout", "Skylight", "Kadigan", "Dammit Jim!", "Lake Monster", "London Homesick Ale", "Luchesa Lager", "Slow Ride", "Lobo Lito", "Robert Earl Keen Honey Pils", "Pete's ESP Lager (1998)", "Pete's Wicked Summer Brew (1995)", "Pete's Wicked Bohemian Pilsner (1997)", "Pete's Wicked Pale Ale (1997)", "Pete's Wicked Summer Brew (2002)", "Pete's Wicked Summer Brew (1997)", "Pete's Wicked Summer Brew (1996)", "Rahr's Blonde", "Pride of Texas Pale Ale", "18th Anniversary Gose", "White (2015)", "BLAKKR", "Firemans #4 Blonde Ale (2013)", "The Sword Iron Swan Ale", "Hans' Pils (2015)", "Four Squared (2015)", "Firemans #4 Blonde Ale (2015)", "LuckenBock", "Texas Pale Ale (TPA)", "6 String Saison", "Kol' Beer", "Pine Belt Pale Ale", "Walloon", "Le Mort Vivant", "Red Cockaded Ale", "Valkyrie Double IPA", "Red Cockaded Ale (2013)", "Old Potentate", "Bombshell Blonde", "PRO-AM (2012) (2012)", "Walloon (2014)", "Le Mort Vivant (2011)", "Buried Hatchet Stout", "Pine Belt Pale Ale", "Bombshell Blonde", "First Stand", "Battle LIne", "Broken Bridge", "Brutus", "Cow Creek", "Chupahopra", "Twisted X", "The Green Room", "Humbucker Helles" ], "legendgroup": " TX", "marker": { "color": "#19d3f3", "symbol": "circle" }, "mode": "markers", "name": " TX", "showlegend": true, "type": "scattergl", "x": [ 0.092, 0.051, 0.07, 0.062, 0.051, 0.053, 0.052000000000000005, 0.078, 0.047, 0.064, 0.056, 0.06, null, null, null, null, 0.052000000000000005, 0.06, 0.06, 0.09, 0.085, null, 0.068, 0.051, 0.051, 0.05, 0.06, 0.075, 0.085, 0.06, 0.07, 0.048, 0.046, 0.052000000000000005, 0.07, 0.076, 0.057, 0.052000000000000005, 0.053, 0.065, 0.06, 0.042, 0.068, 0.042, 0.059, 0.044, 0.043, 0.049, 0.055, 0.07, 0.051, 0.051, 0.06, 0.065, 0.048, 0.055, 0.059, 0.07, 0.055, 0.052000000000000005, 0.058, 0.055, 0.055, 0.047, 0.066, 0.095, 0.049, 0.052000000000000005, 0.066, 0.05, 0.065, 0.05, 0.08, 0.08, 0.05, 0.05, 0.065, 0.056, 0.056, 0.052000000000000005, 0.08199999999999999, 0.049, 0.048, 0.048, 0.04, 0.05, 0.051, 0.047, 0.049, null, 0.047, 0.047, 0.047, 0.046, 0.058, 0.044, 0.046, 0.099, 0.051, 0.059, 0.053, 0.06, 0.051, 0.07, 0.055, 0.08, 0.05, 0.065, 0.055, 0.069, 0.085, 0.092, 0.085, 0.07200000000000001, 0.05, 0.099, 0.055, 0.069, 0.083, 0.065, 0.05, 0.055, 0.063, 0.056, 0.071, 0.054000000000000006, 0.075, 0.051, 0.06, 0.047 ], "xaxis": "x", "y": [ 50, 20, null, null, null, null, null, null, null, null, null, null, null, null, null, null, 40, 40, 20, 118, 90, null, 70, 35, 36, 18, null, 33, 100, null, null, 25, null, 23, 70, 73, 40, 20, 27, 33, null, 20, null, 10, 70, 5, 21, 21, 35, null, null, 40, 50, null, 32, 42, 27, 75, 20, 16, 25, 40, 25, 20, 20, 85, 45, 15, 70, 20, 47, 35, null, null, null, null, null, 20, 30, 50, 25, 27, 35, 35, 12, 17, null, null, null, null, null, null, null, null, 60, 5, 25, 85, 21, null, 52, 50, 21, 18, 40, null, 22, 45, null, 23, 110, 100, 110, 40, 20, 100, null, 23, 50, 45, 20, 35, 23, 12, 69, 26, 63, 19, 75, 25 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= CT
abv=%{x}
ibu=%{y}", "hovertext": [ "Palate Mallet", "Back East Porter", "Back East Golden Ale", "Misty Mountain IPA", "Back East Ale", "Broad Brook Ale", "Chester's Beer (2005)", "Pursuit", "Half Full Bright Ale", "Weiss Trash Culture", "Sea Hag IPA", "Elm City Pilsner", "Atlantic Amber Ale (2004)", "668 Neighbor of the Beast12 oz.", "Gandhi-Bot Double IPA (12 oz.)", "668 Neighbor of the Beast (16 oz.) (2010)", "Gandhi-Bot Double IPA (16 oz.) (2010)", "Elm City Lager (2007)", "Atlantic Amber Ale (2007)", "Sea Hag IPA (Current)", "Black Hop IPA", "Watermelon Ale", "No Limits Hefeweizen", "Honeyspot Road White IPA", "Road 2 Ruin Double IPA", "Workers Comp Saison", "Ol' Factory Pils" ], "legendgroup": " CT", "marker": { "color": "#FF6692", "symbol": "circle" }, "mode": "markers", "name": " CT", "showlegend": true, "type": "scattergl", "x": [ 0.086, 0.06, 0.049, 0.07, 0.05, 0.061, 0.038, 0.07, 0.052000000000000005, 0.034, 0.062, 0.05, 0.05, 0.09, 0.08800000000000001, 0.09, 0.08800000000000001, 0.05, 0.05, 0.062, 0.068, 0.051, 0.05, 0.06, 0.07200000000000001, 0.048, 0.05 ], "xaxis": "x", "y": [ null, null, null, null, null, null, null, 40, 18, 6, null, null, null, null, 85, null, 85, null, null, null, null, 11, null, null, null, null, null ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= AL
abv=%{x}
ibu=%{y}", "hovertext": [ "Truck Stop Honey Brown Ale", "Naked Pig Pale Ale", "Good People Pale Ale", "Snake Handler Double IPA", "Coffee Oatmeal Stout", "Good People IPA", "Good People American Brown Ale", "Sand Island Lighthouse", "Lily Flagg Milk Stout", "Monkeynaut IPA" ], "legendgroup": " AL", "marker": { "color": "#B6E880", "symbol": "circle" }, "mode": "markers", "name": " AL", "showlegend": true, "type": "scattergl", "x": [ 0.06, 0.06, 0.056, 0.093, 0.06, 0.06, 0.058, 0.051, 0.05, 0.07200000000000001 ], "xaxis": "x", "y": [ null, 43, 36, 103, 54, 64, 36, 25, 30, 70 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= MA
abv=%{x}
ibu=%{y}", "hovertext": [ "All Nighter Ale", "Banner American Rye", "Banner American Ale", "Watermelon Ale", "Fenway American Pale Ale", "Back Bay IPA", "Bunker Hill Blueberry Ale ", "Lost Sailor IPA", "Steel Rail Extra Pale Ale", "Big Elm IPA", "Gerry Dog Stout", "413 Farmhouse Ale", "Flying Sailor", "Quarter Mile Double IPA", "Porch Rocker", "Rebel IPA", "Cold Snap", "Samuel Adams Winter Lager", "Boston Lager", "Boston Lager", "Samuel Adams Octoberfest", "Samuel Adams Summer Ale", "Boston Lager", "Remain in Light", "Flower Child (2014)", "Imperial Pumpkin Stout", "Dead-Eye DIPA", "Fisherman's IPA", "Fisherman's Pils", "Fisherman's Brew", "Cape Cod Red", "Beach Blonde", "Shark Tracker Light lager", "Pumple Drumkin", "Grey Lady", "Summer of Lager", "Indie Pale Ale", "Sankaty Light Lager", "Whale's Tale Pale Ale", "Cranberry Blend", "Orignal Blend", "UFO Gingerland", "The Long Thaw White IPA", "Honey Cider", "Harpoon Summer Beer", "Harpoon IPA", "UFO Pumpkin", "Harpoon Octoberfest", "Harpoon IPA (2012)", "Harpoon Summer Beer (2012)", "UFO White", "Harpoon Summer Beer (2010)", "Harpoon IPA (2010)", "Summer Ale", "House Lager", "Leisure Time", "Excess IPL", "Hoponius Union", "Calyptra", "Green Head IPA", "Plum Island Belgian White", "Newburyport Pale Ale", "Marblehead", "Blue Boots IPA", "Left of the Dial IPA", "Notch Session Pils", "Archer's Ale (2004)", "Wachusett Light IPA", "Green Monsta IPA", "Wachusett IPA", "Strawberry White", "Larry Imperial IPA", "Wachusett Summer", "Country Pale Ale", "Wachusett Light IPA (2013)", "Pumpkan", "Wachusett Blueberry Ale", "Green Monsta IPA", "Westfield Octoberfest", "Pop's Old Fashioned Lager", "Charlie in the Rye", "Be Hoppy IPA" ], "legendgroup": " MA", "marker": { "color": "#FF97FF", "symbol": "circle" }, "mode": "markers", "name": " MA", "showlegend": true, "type": "scattergl", "x": [ 0.045, 0.045, 0.035, 0.05, 0.058, 0.068, 0.048, 0.055, 0.053, 0.07, 0.065, 0.06, 0.073, 0.08, 0.045, 0.065, 0.055, 0.056, 0.049, 0.049, 0.053, 0.053, 0.049, 0.05, 0.065, 0.099, 0.09, 0.055, 0.054000000000000006, 0.055, 0.055, 0.049, 0.048, 0.06, 0.045, 0.062, 0.065, 0.038, 0.056, 0.049, 0.051, 0.052000000000000005, 0.062, 0.048, 0.05, 0.059, 0.059, 0.055, 0.059, 0.05, 0.048, 0.05, 0.059, 0.049, 0.052000000000000005, 0.048, 0.07200000000000001, 0.067, 0.049, 0.07200000000000001, 0.054000000000000006, 0.055, 0.055, 0.069, 0.043, 0.04, 0.05, 0.04, 0.06, 0.056, 0.047, 0.085, 0.047, 0.051, 0.04, 0.052000000000000005, 0.045, 0.06, 0.057, 0.052000000000000005, 0.058, 0.065 ], "xaxis": "x", "y": [ null, 20, 45, 10, 45, 85, 16, 40, 20, null, null, null, null, 80, 8, 45, null, null, 30, 30, 15, 7, 30, null, null, 43, 130, 64, 35, 30, 35, 10, null, null, null, null, null, null, null, null, null, 15, 45, null, 28, 42, 20, 30, 42, 28, 10, 28, 42, null, 18, 15, 80, 65, 45, null, null, null, null, null, null, null, null, 37, 55, 50, null, 85, null, 17, 37, 20, 10, 55, 22, null, 55, 69 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= AZ
abv=%{x}
ibu=%{y}", "hovertext": [ "Barrio Blanco", "Barrio Tucson Blonde", "Noche Dulce", "Big Blue Van", "Sunbru Kölsch", "Kilt Lifter Scottish-Style Ale", "Pumpkin Porter", "Four Peaks Peach Ale", "Hop Knot IPA", "Kilt Lifter Scottish-Style Ale (2009)", "Sunbru Kölsch", "White Water Wheat", "Grand Canyon American Pilsner", "Grand Canyon Sunset Amber Ale", "Black Iron India Pale Ale", "Knotty Pine", "Lumberyard Pilsner", "Lumberyard IPA", "Lumberyard Red Ale", "Wapiti Amber Ale", "Full Moon Belgian White Ale", "Desert Magic IPA", "Up River Light", "Full Moon Belgian White Ale (2007)", "Dry Heat Hefeweizen (2006)", "Camelback", "Ponderosa IPA", "Liquid Amber Ale", "Sex Panther", "Winter Warmer (Vault Series)", "Count Hopula (Vault Series)", "Oktoberfest", "SunSpot Golden Ale", "I.W.A. (2011)", "Supermonk I.P.A.", "Epicenter Amber Ale", "SanTan HefeWeizen", "Hop Shock IPA", "Sex Panther (2014)", "Devil’s Ale", "Rail Slide Imperial Spiced Ale", "Mr. Pineapple", "American Idiot Ale (2012)", "Hop Shock IPA (2010)", "SanTan HefeWeizen (2010)", "Devil’s Ale (2010)", "Epicenter Amber Ale (2010)" ], "legendgroup": " AZ", "marker": { "color": "#FECB52", "symbol": "circle" }, "mode": "markers", "name": " AZ", "showlegend": true, "type": "scattergl", "x": [ 0.06, 0.045, 0.071, 0.058, 0.052000000000000005, 0.06, 0.051, 0.042, 0.067, 0.06, 0.052000000000000005, 0.05, 0.052000000000000005, 0.054000000000000006, null, 0.054000000000000006, 0.053, 0.061, 0.058, 0.05, 0.085, 0.07200000000000001, 0.042, 0.085, 0.055, 0.061, null, null, 0.069, 0.095, 0.091, 0.055, 0.05, 0.06, 0.065, 0.055, 0.05, 0.07, 0.069, 0.055, 0.081, 0.05, 0.055, 0.07, 0.05, 0.055, 0.055 ], "xaxis": "x", "y": [ 60, null, 16, null, 17, 21, null, 9, 47, 21, null, null, null, null, null, null, 20, null, null, null, null, null, null, null, null, 60, null, null, 20, 25, 99, null, 15, null, null, 20, 15, 85, 20, 45, null, 20, 45, 85, 15, 45, 20 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= MN
abv=%{x}
ibu=%{y}", "hovertext": [ "Wagon Party", "Sky-Five", "Stargrazer", "Wonderstuff", "Moar", "Uber Lupin Schwarz IPA", "Nordic Blonde", "Cold Press", "Harness the Winter", "14° ESB ", "Bent Hop Golden IPA", "Bent Paddle Black Ale", "Venture Pils", "Jack Pine Savage", "Forest Fire Imperial Smoked Rye", "Bad Axe Imperial IPA", "Morning Wood", "Bark Bite IPA", "Let It Ride IPA", "Stir Crazy Winter Ale", "Sweet Yamma Jamma Ale", "Shenanigans Summer Ale", "Midnight Ryder", "Day Tripper Pale Ale", "Getaway", "Farm Girl Saison", "Get Together", "Maggie's Leap", "Wall's End", "Pumpion", "Stronghold", "Parapet ESB", "Extra Pale Ale", "Make It So", "Hopvale Organic Ale", "Unchained #18 Hop Silo", "Todd the Axe Man", "Doomtree", "BLAKKR", "Overrated! West Coast Style IPA", "WET", "Bitter Brewer", "SurlyFest", "Coffee Bender", "Bender", "Abrasive Ale", "Hell", "CynicAle", "Furious", "Hunny Do Wheat", "Three Way Pale Ale", "Rise to the Top", "Lost Trout Brown Ale", "Big Island Shandy", "Preservation IPA" ], "legendgroup": " MN", "marker": { "color": "#636efa", "symbol": "circle" }, "mode": "markers", "name": " MN", "showlegend": true, "type": "scattergl", "x": [ 0.054000000000000006, 0.067, 0.05, 0.054000000000000006, 0.044, 0.083, 0.057, 0.06, 0.07200000000000001, 0.056, 0.062, 0.06, 0.05, 0.053, 0.099, 0.098, 0.055, 0.066, 0.068, 0.065, 0.05, 0.046, 0.065, 0.054000000000000006, 0.052000000000000005, 0.06, 0.045, 0.049, 0.048, 0.06, 0.06, 0.056, 0.053, 0.053, 0.047, 0.083, 0.07200000000000001, 0.057, 0.099, 0.073, 0.075, 0.04, 0.055, 0.051, 0.051, 0.097, 0.051, 0.067, 0.062, 0.048, 0.052000000000000005, 0.041, 0.049, 0.05, 0.068 ], "xaxis": "x", "y": [ 55, 70, 28, 48, 44, null, 27, null, 87, 32, 68, 34, 38, 43, 85, 76, 35, 50, 90, 22, 10, 27, 80, 45, 30, 30, 50, 26, 19, 38, 25, 47, 49, 40, 55, 100, null, null, 85, 69, 90, 37, 34, 45, 45, 120, 20, 33, 99, 18, null, null, null, null, null ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= ME
abv=%{x}
ibu=%{y}", "hovertext": [ "Tarnation California-Style Lager", "On the Count of 3 (2015)", "Summer Swelter", "Phantom Punch Winter Stout", "Hayride Autumn Ale", "Celsius Summer Ale (2012)", "Amber Road", "Pamola Xtra Pale Ale", "Stowaway IPA", "Geary's Pale Ale", "Geary's Summer Ale", "Clean Shave IPA", "Toughcats IPA", "Tug Pale Ale", "Sexy Chaos", "Ace Hole American Pale Ale", "Cant Dog Imperial Pale Ale", "Fresh Cut Pilsner", "Summer Session Ale", "Gose", "Maine Island Trail Ale", "Sea Dog Wild Blueberry Wheat Ale", "Monkey Fist IPA", "Shipyard Summer Ale", "Pumpkinhead Ale", "Shipyard Export", "Sunsplash Golden Ale (2004)" ], "legendgroup": " ME", "marker": { "color": "#EF553B", "symbol": "circle" }, "mode": "markers", "name": " ME", "showlegend": true, "type": "scattergl", "x": [ 0.053, 0.07, 0.047, 0.068, 0.066, 0.047, 0.055, 0.049, 0.069, 0.045, 0.06, 0.067, 0.07200000000000001, 0.05, 0.099, 0.063, 0.097, 0.046, 0.05, 0.035, 0.043, 0.047, 0.069, 0.051, 0.047, 0.051, 0.045 ], "xaxis": "x", "y": [ null, 42, null, null, null, null, 35, 28, 69, null, null, 70, null, null, null, null, null, null, 61, null, null, null, 65, null, null, null, null ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= VA
abv=%{x}
ibu=%{y}", "hovertext": [ "Hoptopus Double IPA", "Full Nelson Pale Ale", "Steel Wheels ESB", "Blue Mountain Classic Lager", "Full Nelson Pale Ale (2010)", "Kölsch 151", "Main St. Virginia Ale", "Chin Music Amber Lager", "Main St. Virginia Ale", "Ray Ray’s Pale Ale", "Stickin' In My Rye", "Black Me Stout", "Killer Kolsch", "Missile IPA", "Bravo Four Point", "Striped Bass Pale Ale", "Flying Mouse 8", "Flying Mouse 4", "The Great Return", "Hardywood Cream Ale", "Capital Trail Pale Ale", "Face Plant IPA", "Rhino Chasers Pilsner", "Track 1 Amber Lager", "Rule G IPA", "Murphy's Law", "Alter Ego ", "Starr Pils", "Northern Lights India Pale Ale", "Festie", "Northern Lights India Pale Ale", "Dam Lager", "Red Clay IPA", "Hydraulion Red", "40 Mile IPA", "Blonde Hunny", "Wild Wolf Wee Heavy Scottish Style Ale", "Wild Wolf American Pilsner", "Alpha Ale", "Troopers Alley IPA" ], "legendgroup": " VA", "marker": { "color": "#00cc96", "symbol": "circle" }, "mode": "markers", "name": " VA", "showlegend": true, "type": "scattergl", "x": [ 0.08800000000000001, 0.059, 0.065, 0.053, 0.059, 0.049, 0.05, 0.045, 0.05, 0.052000000000000005, 0.07, 0.06, 0.05, 0.07, 0.044, 0.052000000000000005, 0.04, 0.07, 0.075, 0.044, 0.056, 0.062, 0.056, 0.045, 0.07, 0.058, 0.062, 0.042, 0.065, 0.048, 0.065, 0.045, 0.07, 0.053, 0.06, 0.068, 0.057, 0.045, 0.051, 0.059 ], "xaxis": "x", "y": [ 108, 60, 30, 22, 60, 16, 40, 24, 40, 42, null, 45, 22, 65, 45, 26, null, 70, 70, 18, 55, 65, 55, null, 88, 35, 33, 20, 52, 12, 52, null, null, 22, 50, 21, 20, 25, 45, 135 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= IL
abv=%{x}
ibu=%{y}", "hovertext": [ "Blueberry Blonde", "Galaxy IPA", "Painted Turtle", "Weissenheimer", "Abbey's Single (2015- )", "Vertex IPA", "Here Gose Nothin'", "Strawberry Blonde", "Hoperation Overload", "Abbey's Single Ale (Current)", "Hardcore Chimera", "Sobek & Set", "Nuclear Winter", "Wet Hot American Wheat Ale", "Secret Stache Stout", "Fascist Pig Ale", "Cut Throat Pale Ale", "Threadless IPA", "Cut Throat Pale Ale (2011)", "Golden Wing Blonde Ale", "Moped Traveler", "Goose Island India Pale Ale", "312 Urban Pale Ale", "312 Urban Pale Ale", "312 Urban Wheat Ale", "312 Urban Wheat Ale", "312 Urban Wheat Ale (2012)", "Heyoka IPA", "Guest Lager", "Pony Pilsner", "Akari Shogun American Wheat Ale", "Meat Wave", "Over Ale", "Gossamer Golden Ale", "Daisy Cutter Pale Ale", "Mickey Finn's Amber Ale", "Vinyl Frontier", "Disco Superfly", "Misty Mountain Hop", "One-Hit Wonderful", "En Parfaite Harmonie", "Daft Funk", "Love In An Ellavator", "Spin Doctor", "Blood of the Unicorn", "Mazzie", "Fist City", "A Little Crazy", "Rosa Hibiscus Ale", "Fistmas Ale", "Oktoberfest Revolution", "Eugene Porter", "Anti-Hero IPA", "Bottom Up Belgian Wit", "Monkey Dancing On A Razor Blade", "Tripel Deke", "Ball & Chain (2014)", "Bitter Biker Double IPA", "God Damn Pigeon Porter", "Working for the Weekend", "Angry Adam", "Freedom Fries", "Bitter Biker Double IPA", "Ghost Bike Pale Ale", "Spiteful IPA", "Alley Time", "Fat Badger", "In the Weeds", "Smittytown", "Greenwood Beach", "Gatecrasher", "Wobble", "Night Cat", "Night Cat (2014)", "Dog Days Lager", "Sidekick Extra Pale Ale", "Atom Smasher", "Testudo", "Hobnob B & B Pale Ale", "Cane and Ebel", "Outlaw IPA (2015)", "Hop Slayer Double IPA", "Pumpkin Ale", "Big Bowl Blonde Ale", "Phat Chance", "Hop Slayer Double IPA (2011)", "Hop Slayer Double IPA (2011)", "Wild Onion Summer Wit", "Jack Stout", "Wild Onion Pumpkin Ale (2010)", "Paddy Pale Ale" ], "legendgroup": " IL", "marker": { "color": "#ab63fa", "symbol": "circle" }, "mode": "markers", "name": " IL", "showlegend": true, "type": "scattergl", "x": [ 0.06, 0.075, 0.045, 0.052000000000000005, 0.049, 0.063, 0.05, 0.05, 0.096, 0.049, 0.09, 0.08, 0.086, 0.05, 0.053, 0.08, 0.055, 0.075, 0.055, 0.047, 0.055, 0.059, 0.054000000000000006, 0.054000000000000006, 0.042, 0.042, 0.042, 0.07, 0.08, 0.057, 0.055, 0.06, 0.06, 0.042, 0.052000000000000005, 0.056, 0.083, 0.08, 0.075, 0.075, 0.065, 0.043, 0.075, 0.053, 0.065, 0.054000000000000006, 0.055, 0.068, 0.058, 0.061, 0.057, 0.068, 0.065, 0.05, 0.085, 0.08199999999999999, 0.058, 0.096, 0.08199999999999999, 0.079, 0.06, 0.055, 0.096, 0.073, 0.062, 0.06, 0.058, 0.055, 0.048, 0.04, 0.066, 0.063, 0.058, 0.058, 0.051, 0.051, 0.077, 0.045, 0.065, 0.07, 0.065, 0.08199999999999999, 0.045, 0.05, 0.052000000000000005, 0.08199999999999999, 0.08199999999999999, 0.042, 0.06, 0.045, 0.056 ], "xaxis": "x", "y": [ null, 60, null, 16, 22, 76, 12, null, 85, 22, null, 80, null, 22, null, 72, null, null, null, null, null, 55, 30, 30, 18, 18, 20, null, null, null, null, null, null, null, null, null, null, null, null, null, null, 8, null, null, null, 45, 40, null, 15, 31, 25, 28, 70, 14, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, 69, 43, 43, 17, 36, 23, null, null, 68, null, 100, null, null, 27, 100, 100, 13, 23, null, 41 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= TN
abv=%{x}
ibu=%{y}", "hovertext": [ "Big River Pilsner", "House Brand IPA", "Thunder Ann", "Tarasque", "Ananda India Pale Ale", "Tiny Bomb" ], "legendgroup": " TN", "marker": { "color": "#FFA15A", "symbol": "circle" }, "mode": "markers", "name": " TN", "showlegend": true, "type": "scattergl", "x": [ 0.05, 0.06, 0.055, 0.059, 0.062, 0.045 ], "xaxis": "x", "y": [ 32, 55, 37, null, 61, 23 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= MT
abv=%{x}
ibu=%{y}", "hovertext": [ "Big Sky IPA", "Scape Goat Pale Ale", "Montana Trout Slayer Ale", "Moose Drool Brown Ale", "Powder Hound Winter Ale", "Moose Drool Brown Ale (2011)", "Montana Trout Slayer Ale (2012)", "Big Sky IPA (2012)", "Summer Honey", "Scape Goat Pale Ale (2010)", "Montana Trout Slayer Ale (2009)", "Moose Drool Brown Ale (2009)", "Blown Out Brown", "Single Hop Ale", "Sawtooth Ale", "Plum St. Porter", "Plum St. Porter", "Bozone HopZone IPA", "Bozone Hefe Weizen", "Bozone Select Amber Ale", "Black Star Double Hopped Golden Lager (24 oz.)", "Black Star Double Hopped Golden Lager (12 oz.)", "Great Falls Select Pale Ale", "Beltian White", "Cold Smoke Scotch Ale (2007)", "Double Haul IPA (2009)", "Double Haul IPA (2006)", "Eddy Out Pale Ale", "Double Haul IPA", "Cold Smoke Scotch Ale", "Yellowstone Golden Ale", "Tumbleweed IPA", "Lewis & Clark Amber Ale", "Miner's Gold Hefeweizen", "Back Country Scottish Ale", "Hat Trick Hop IPA", "Yard Sale Amber Ale", "Mystical Stout", "Bodacious Bock", "Ambitious Lager" ], "legendgroup": " MT", "marker": { "color": "#19d3f3", "symbol": "circle" }, "mode": "markers", "name": " MT", "showlegend": true, "type": "scattergl", "x": [ 0.062, 0.05, 0.05, 0.051, 0.07200000000000001, 0.051, 0.05, 0.062, 0.047, 0.05, 0.05, 0.051, 0.052000000000000005, 0.063, 0.054000000000000006, 0.06, 0.057, 0.07, 0.06, 0.055, 0.045, 0.045, null, 0.048, 0.065, 0.065, 0.065, 0.055, 0.065, 0.065, 0.051, 0.057, 0.05, 0.05, 0.057, 0.068, 0.056, 0.054000000000000006, 0.075, 0.05 ], "xaxis": "x", "y": [ 65, 40, 35, 26, 60, 26, 35, 65, null, 40, 35, 26, null, null, null, 52, 52, 80, 25, null, 15, 15, null, null, 11, 65, 65, 50, 65, 11, null, null, null, null, null, null, null, null, null, null ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= WY
abv=%{x}
ibu=%{y}", "hovertext": [ "Saddle Bronc Brown Ale", "Bomber Mountain Amber Ale", "Monarch Pilsner", "Snow King Pale Ale", "Zonker Stout", "OB-1 Organic Ale", "Snake River Lager", "Snake River Pale Ale", "Pako’s EyePA", "Bomber Mountain Amber Ale (2013)", "Indian Paintbrush IPA", "Saddle Bronc Brown Ale (2013)", "Wagon Box Wheat Beer", "Wyoming Pale Ale", "Wind River Blonde Ale" ], "legendgroup": " WY", "marker": { "color": "#FF6692", "symbol": "circle" }, "mode": "markers", "name": " WY", "showlegend": true, "type": "scattergl", "x": [ 0.048, 0.046, 0.05, 0.06, 0.054000000000000006, 0.05, 0.05, 0.052000000000000005, 0.068, 0.046, 0.07, 0.048, 0.059, 0.07200000000000001, 0.05 ], "xaxis": "x", "y": [ 16, 20, null, 55, 36, 22, 18, 32, 60, 20, 75, 16, 15, null, null ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= NE
abv=%{x}
ibu=%{y}", "hovertext": [ "1800 Big Log Wheat (2012)", "Double Play Pilsner", "Brewerhood Brown Ale", "Last Call Imperial Amber Ale", "Pernicious Double IPA", "6-4-3 Double Play Pilsner", "N Street Drive-In 50th Anniversary IPA", "467 Ethan's Stout", "1335 Wicked Snout", "543 Skull Creek Fresh Hopped Pale Ale", "1327 Pod's ESB", "1327 Pod's ESB", "1327 Pod's ESB", "834 Happy As Ale", "Monkadelic", "Wick For Brains", "Nebraska India Pale Ale", "EOS Hefeweizen", "Brunette Nut Brown Ale", "Cardinal Pale Ale", "Hopluia (2004)", "Leatherhead Red", "Cropduster Mid-American IPA", "Golden Frau Honey Wheat", "Cornstalker Dark Wheat" ], "legendgroup": " NE", "marker": { "color": "#B6E880", "symbol": "circle" }, "mode": "markers", "name": " NE", "showlegend": true, "type": "scattergl", "x": [ 0.05, null, 0.055, 0.08, 0.096, 0.052000000000000005, null, 0.05, 0.064, 0.045, 0.056, 0.056, 0.056, 0.046, 0.042, 0.061, 0.065, 0.048, 0.048, 0.057, null, 0.052000000000000005, 0.065, 0.075, null ], "xaxis": "x", "y": [ null, null, null, null, null, null, null, null, null, null, 37, 37, 37, 35, null, 11, 65, 10, 15, 29, null, null, null, null, null ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= NY
abv=%{x}
ibu=%{y}", "hovertext": [ "Toxic Sludge", "Blue Point White IPA", "Blue Point Summer Ale", "Toasted Lager", "Bomb Lager (New Recipe)", "Bomb Lager (Old Recipe)", "East India Pale Ale", "Brooklyn Summer Ale", "East India Pale Ale", "Brooklyn Summer Ale (2011)", "Brooklyn Lager (16 oz.)", "Brooklyn Lager (12 oz.)", "Heinnieweisse Weissebier", "Snapperhead IPA", "Moo Thunder Stout", "Porkslap Pale Ale", "8 Barrel", "Oktoberfest", "Dundee Summer Wheat Beer", "Nomader Weiss", "Molotov Lite", "Hipster Ale (Two Roads Brewing)", "Bikini Beer", "Hipster Ale (Westbrook Brewing)", "KelSo Nut Brown Lager", "KelSo India Pale Ale", "KelSo Pilsner", "Our Legacy IPA", "Saranac Shandy", "Our Legacy IPA", "Saranac Golden Pilsener (2003)", "Saranac Adirondack Light (2002)", "DAX Light (1998)", "Saranac Traditional Lager (2000)", "Pomegranate Wheat (2008)", "Blueberry Blonde Ale", "Saranac White IPA", "Saranac Summer Ale (2011)", "Saranac Pale Ale (12 oz.)", "Saranac Pale Ale (16 oz.)", "Montauk Summer Ale", "Driftwood Ale", "Cream Ale", "4Beans", "Jammer", "Abigale", "Rad", "Bengali", "Sensi Harvest", "Hi-Res", "Global Warmer", "Autumnation (2013)", "The Crisp", "Sweet Action", "Righteous Ale", "Bengali Tiger", "3Beans", "Brownstone", "Apollo", "Harbinger", "Resin", "Diesel", "Autumnation (2011-12) (2011)", "The Crisp (2011)", "Sweet Action (2011)", "Righteous Ale (2011)", "Bengali Tiger (2011)", "Montauk Light", "Bronx Summer Pale Ale", "Bronx Black Pale Ale", "Bronx Pale Ale", "Manhattan Gold Lager (1990)", "Common Sense Kentucky Common Ale", "Upstate I.P.W." ], "legendgroup": " NY", "marker": { "color": "#FF97FF", "symbol": "circle" }, "mode": "markers", "name": " NY", "showlegend": true, "type": "scattergl", "x": [ 0.07, 0.06, 0.044, 0.055, 0.051, 0.045, 0.068, 0.045, 0.068, 0.045, 0.052000000000000005, 0.052000000000000005, 0.049, 0.068, 0.049, 0.043, 0.08, 0.055, 0.045, 0.04, 0.085, 0.055, 0.027000000000000003, 0.055, 0.057, 0.06, 0.055, 0.065, 0.042, 0.065, 0.051, 0.045, 0.045, 0.048, 0.047, 0.05, 0.06, 0.047, 0.055, 0.055, 0.056, 0.06, 0.042, 0.1, 0.042, 0.08, 0.032, 0.065, 0.047, 0.099, 0.07, 0.067, 0.054000000000000006, 0.052000000000000005, 0.063, 0.064, 0.099, 0.059, 0.052000000000000005, 0.049, 0.091, 0.063, 0.06, 0.054000000000000006, 0.052000000000000005, 0.063, 0.064, 0.035, 0.052000000000000005, 0.057, 0.063, null, 0.053, 0.065 ], "xaxis": "x", "y": [ null, 40, 16, 28, null, 27, 47, null, 47, null, null, null, null, null, null, null, 69, 40, 18, null, null, null, null, null, 19, 64, 23, 60, null, 60, null, null, null, null, null, 12, null, null, null, null, 28, 49, 35, 52, 16, null, 7, 62, 50, 111, 70, 74, 42, 34, 57, 62, 85, 47, 11, 35, 103, 69, 48, 42, 34, 57, 62, null, 16, 46, 50, null, 22, 70 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= UT
abv=%{x}
ibu=%{y}", "hovertext": [ "Bohemian Export Lager", "Altus Bohemes Altbier", "Cherny Bock", "Czech Pilsner", "Viennese Lager", "Squeaky Bike Nut Brown Ale", "Dead Horse Amber", "Rocket Bike American Lager", "Johnny's American IPA", "PUNK'N", "Yard Sale Winter Lager", "Trader Session IPA", "Hop Nosh IPA", "SUM'R", "Organic Baba Black Lager", "Hop Notch IPA (2013)", "Cutthroat Pale Ale", "WYLD Extra Pale Ale", "Squatters Full Suspension Pale Ale", "Squatters Hop Rising Double IPA", "Devastator Double Bock", "Wasatch Ghostrider White IPA", "Wasatch Ghostrider White IPA (2014)", "Wasatch Apricot Hefeweizen", "Squatters Hop Rising Double IPA (2014)", "Squatters Full Suspension Pale Ale" ], "legendgroup": " UT", "marker": { "color": "#FECB52", "symbol": "circle" }, "mode": "markers", "name": " UT", "showlegend": true, "type": "scattergl", "x": [ 0.06, 0.053, 0.04, 0.05, 0.05, 0.04, 0.04, 0.04, 0.04, 0.05, 0.04, 0.04, 0.073, 0.04, 0.04, 0.073, 0.04, 0.04, 0.04, 0.09, 0.08, 0.06, 0.06, 0.04, 0.09, 0.04 ], "xaxis": "x", "y": [ null, null, null, null, null, null, null, null, null, 10, 22, 42, 83, 17, 32, 82, 34, 29, null, 75, null, null, null, null, 75, null ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= NJ
abv=%{x}
ibu=%{y}", "hovertext": [ "Longhop IPA", "Lucky Buck", "Epitome", "Monkey Chased the Weasel", "077XX", "Boat Beer", "What the Butler Saw", "1916 Shore Shiver" ], "legendgroup": " NJ", "marker": { "color": "#636efa", "symbol": "circle" }, "mode": "markers", "name": " NJ", "showlegend": true, "type": "scattergl", "x": [ 0.042, 0.04, 0.099, 0.039, 0.078, 0.042, 0.05, 0.069 ], "xaxis": "x", "y": [ 30, 34, 100, 9, 80, 35, 18, 65 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= PA
abv=%{x}
ibu=%{y}", "hovertext": [ "1492", "Mango Ginger", "Passenger", "Dock Street Amber Beer (1992)", "Inclined Plane Ale", "Fort Pitt Ale", "Provision", "One Nut Brown", "Hop Farm IPA", "Helen's Blend", "Jack's Hard Cider", "Rumspringa Golden Bock", "Lancaster German Style Kölsch", "Madra Allta", "Duluchan India Pale Ale", "Adam's Stout", "American Hero", "Schweet Ale", "Irregardless IPA", "Festivus (1)", "Manayunk Oktoberfest", "Belgian Style Session Ale", "Manayunk IPA", "Yunkin' Punkin'", "Summer Paradise", "Monk from the 'Yunk", "Schuylkill Punch", "Dreamin' Double IPA", "Keeper (Current)", "Better Half", "County Line IPA", "Trauger Pilsner", "Paleo IPA", "Buck Snort Stout", "Station 33 Firehouse Red", "Slimy Pebble Pils", "Hopsmith Pale Lager", "Falling Down Brown Ale", "Resolution Rye Stout", "Plowshare Porter", "Old Forge Pumpkin Ale", "Endless Sun Ale", "Celestial Blonde Ale", "Overbite IPA", "T-Rail Pale Ale", "Endless Summer Ale (2011)", "Jah Mon", "Oktoberfest", "Headless Wylie", "Dayman IPA", "All Aboard! Anniversary Stout", "Hop Lace", "OH-PA Session Pale Ale", "Patrick's Poison", "Rudolph's Red", "Babbling Blonde", "Maxwell's Scottish Ale", "Grateful White", "RT Lager", "Old Wylie's IPA", "Hala Kahiki Pineapple Beer", "Sundown", "Sanctified", "Fear of a Brett Planet", "Original Slacker Ale", "Alpha Blackback", "Kiss Off IPA", "Dog Days Summer Ale", "Homefront IPA", "Sly Fox Christmas Ale 2013", "Grisette", "360° India Pale Ale", "Helles Golden Lager", "Sly Fox Christmas Ale 2012 (2012)", "Odyssey Imperial IPA", "Oktoberfest Lager", "113 IPA", "Dunkel Lager", "Royal Weisse Ale", "Pikeland Pils", "Phoenix Pale Ale", "Seven Gates Pale Ale", "Straub Beer (Current)", "American Lager", "American Amber", "American Light", "Bermuda Triangle Ginger Beer", "Lionshead", "Troegenator", "Nugget Nectar", "Sunshine Pils", "Troegenator Doublebock", "Perpetual IPA", "Nitro Can Coffee Stout", "Voodoo Love Child", "White Magick of the Sun", "Wynona's Big Brown Ale", "Gran Met", "Good Vibes IPA", "Pilzilla" ], "legendgroup": " PA", "marker": { "color": "#EF553B", "symbol": "circle" }, "mode": "markers", "name": " PA", "showlegend": true, "type": "scattergl", "x": [ 0.065, 0.058, 0.047, null, null, null, 0.042, 0.047, 0.058, 0.05, 0.051, 0.066, 0.048, 0.064, 0.056, 0.058, 0.057, 0.052000000000000005, 0.065, 0.07200000000000001, 0.067, 0.045, 0.055, 0.055, 0.05, 0.09, 0.06, 0.085, 0.05, 0.068, 0.066, 0.048, 0.06, 0.061, 0.055, 0.045, 0.06, 0.065, 0.068, 0.055, 0.046, 0.045, 0.065, 0.075, 0.055, 0.048, 0.05, 0.062, 0.08, 0.05, 0.071, 0.062, 0.048, 0.08, 0.081, 0.053, 0.051, 0.061, 0.055, 0.062, 0.048, 0.071, 0.099, 0.051, 0.056, 0.07200000000000001, 0.063, 0.045, 0.06, 0.055, 0.056, 0.062, 0.049, 0.055, 0.084, 0.058, 0.07, 0.053, 0.056, 0.049, 0.051, 0.056, 0.05, 0.041, 0.041, 0.032, 0.045, 0.045, 0.08199999999999999, 0.075, 0.045, 0.08199999999999999, 0.075, 0.052000000000000005, 0.092, 0.079, 0.075, 0.092, 0.073, 0.075 ], "xaxis": "x", "y": [ null, null, null, null, null, null, 25, 28, 45, null, null, 30, 28, 95, 70, 40, 42, 20, 75, null, null, 21, null, null, 18, 30, 14, 85, null, null, null, null, null, null, null, null, null, 65, null, null, 20, null, null, null, null, null, 100, null, null, null, null, null, null, null, null, null, null, null, null, null, null, 36, null, null, 40, null, null, 28, 70, 16, 25, null, 18, 16, 90, 25, 113, 21, 11, 44, 40, null, null, 8, 8, 13, null, null, null, 93, 45, 25, 85, null, 25, 23, 31, 25, 85, 85 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= NV
abv=%{x}
ibu=%{y}", "hovertext": [ "Tour de Nez Belgian IPA (Current)", "Roler Bock (Current)", "Black Adder IBA (Current)", "Very Noddy Lager (Current)", "Tule Duck Red Ale (Current)", "Original Orange Blossom Ale (Current)", "Black Noddy Lager (Current)", "Weize Guy", "Fox Tail Gluten Free Ale", "Hop Box Imperial IPA", "Joseph James American Lager" ], "legendgroup": " NV", "marker": { "color": "#00cc96", "symbol": "circle" }, "mode": "markers", "name": " NV", "showlegend": true, "type": "scattergl", "x": [ 0.08, null, 0.073, 0.099, 0.062, 0.058, 0.052000000000000005, 0.05, 0.05, 0.093, 0.052000000000000005 ], "xaxis": "x", "y": [ null, null, 85, null, 42, 35, 40, 15, 50, 90, 15 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= SC
abv=%{x}
ibu=%{y}", "hovertext": [ "Blackbeard", "Rye Knot", "Dead Arm", "32°/50° Kölsch ", "HopArt", "Boy King", "Nut Brown Ale", "White Ale", "Golden Fleece", "Smoking Mirror", "One Claw", "Westbrook Gose", "White Thai", "Westbrook IPA" ], "legendgroup": " SC", "marker": { "color": "#ab63fa", "symbol": "circle" }, "mode": "markers", "name": " SC", "showlegend": true, "type": "scattergl", "x": [ 0.093, 0.062, 0.06, 0.048, 0.077, 0.097, 0.054000000000000006, 0.046, 0.045, 0.055, 0.055, 0.04, 0.05, 0.068 ], "xaxis": "x", "y": [ null, null, null, null, null, null, null, null, 35, 30, null, 5, 16, 65 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= GA
abv=%{x}
ibu=%{y}", "hovertext": [ "Tybee Island Blonde", "Savannah Brown Ale", "Tropicalia", "Athena", "Macon Progress Ale", "Macon History Ale", "Lyric Ale", "Atalanta", "Watership Brown Ale", "Gangway IPA", "Long Day Lager", "Take Two Pils", "Waterkeeper", "SweetWater IPA", "420 Extra Pale Ale", "RecreationAle" ], "legendgroup": " GA", "marker": { "color": "#FFA15A", "symbol": "circle" }, "mode": "markers", "name": " GA", "showlegend": true, "type": "scattergl", "x": [ 0.047, 0.062, 0.065, 0.045, 0.05, 0.055, 0.065, 0.053, 0.07200000000000001, 0.062, 0.049, 0.055, 0.057, 0.064, 0.054000000000000006, 0.047 ], "xaxis": "x", "y": [ 17, 55, 65, null, null, null, null, null, 55, 55, null, 35, null, null, null, 42 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= RI
abv=%{x}
ibu=%{y}", "hovertext": [ "Rhode Island Blueberry", "Newport Storm IPA", "Hurricane Amber Ale (2004)", "Hurricane Amber Ale", "La Ferme Urbaine Farmhouse Ale", "Backyahd IPA", "Raincloud Robust Porter", "Barstool American Golden Ale", "Autumn Winds Fest Beer", "Captain's Daughter", "Autumn Winds", "Flying Jenny Extra Pale Ale", "Hazy Day Belgian-Style Wit", "Bring Back the Beach Blonde Ale", "Leaning Chimney Smoked Porter", "Flying Jenny Extra Pale Ale (2012)", "Flagship Ale", "Gansett Light", "Bohemian Pils", "Autocrat Coffee Milk Stout", "Narragansett Bohemian Pilsner", "Narragansett Summer Ale", "Narragansett Cream Ale", "Narragansett Summer Ale", "Narragansett Porter", "Narragansett Bock", "Narragansett Fest Lager" ], "legendgroup": " RI", "marker": { "color": "#19d3f3", "symbol": "circle" }, "mode": "markers", "name": " RI", "showlegend": true, "type": "scattergl", "x": [ 0.046, 0.065, 0.052000000000000005, 0.052000000000000005, 0.078, 0.06, 0.065, 0.045, 0.058, 0.085, 0.058, 0.06, 0.04, 0.055, 0.06, 0.06, 0.049, 0.037000000000000005, 0.052000000000000005, 0.053, 0.086, 0.042, 0.05, 0.042, 0.07, 0.065, 0.055 ], "xaxis": "x", "y": [ 11, 75, 24, 24, null, null, null, null, null, 69, null, 54, 20, null, 34, 54, 22, 10, 30, 30, 35, 24, 22, 24, 22, 32, 15 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= IA
abv=%{x}
ibu=%{y}", "hovertext": [ "Des Moines IPA", "Capital Gold Golden Lager", "Farmer John's Multi-Grain Ale", "Chickawawa Lemonale", "Barrel Aged Farmer", "Great River Golden Ale", "Dirty Blonde Chocolate Ale", "Dos Pistolas", "Owney Irish Style Red Ale", "Aaah Bock Lager", "Widespread Wit", "Roller Dam Red Ale", "483 Pale Ale", "Hop A Potamus Double Dark Rye Pale Ale", "Farmer Brown Ale", "Big Cock IPA", "Oktoberfest", "40th Annual Bix Street Fest Copper Ale (Current)", "Redband Stout", "483 Pale Ale (2010)", "Roller Dam Red Ale (2010)", "Sucha Much IPA", "Lewbricator Wheat Dopplebock ", "The Hole in Hadrian's Wall", "33 Select Brown Ale", "Midwest Charm Farmhouse Ale", "Boji Blue Pale Ale", "Winter Games Select #32 Stout", "Boji Beach Golden Rye Ale", "Side Kick Kölsch" ], "legendgroup": " IA", "marker": { "color": "#FF6692", "symbol": "circle" }, "mode": "markers", "name": " IA", "showlegend": true, "type": "scattergl", "x": [ 0.068, 0.048, 0.056, 0.05, 0.07, 0.048, 0.048, 0.048, 0.05, 0.06, 0.055, 0.054000000000000006, 0.053, 0.09, 0.07, 0.07, 0.059, 0.048, 0.06, 0.053, 0.054000000000000006, 0.071, 0.075, 0.095, 0.065, 0.06, 0.05, 0.057, 0.05, 0.05 ], "xaxis": "x", "y": [ 75, 22, 21, 5, 22, null, null, 20, 30, null, 10, 30, 48, 99, 22, 70, 25, 25, 36, 48, 30, null, 24, 19, 26, 29, 45, 26, 23, null ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= AR
abv=%{x}
ibu=%{y}", "hovertext": [ "Behemoth", "Arkansas Red", "Core Oatmeal Stout", "Core ESB", "Ozark American Pale Ale" ], "legendgroup": " AR", "marker": { "color": "#B6E880", "symbol": "circle" }, "mode": "markers", "name": " AR", "showlegend": true, "type": "scattergl", "x": [ 0.05, 0.052000000000000005, 0.057, 0.061, 0.04 ], "xaxis": "x", "y": [ null, null, null, null, 39 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= ID
abv=%{x}
ibu=%{y}", "hovertext": [ "Aviator Raspberry Blonde", "3 Picket Porter", "Rusty Nail Pale Ale", "Laughing Dog Cream Ale", "Two-One Niner", "Laughing Dog IPA", "Rodeo Rye Pale Ale", "Outlaw IPA", "North Fork Lager", "Payette Pale Ale", "Mutton Buster", "Iron Butt Red Ale", "Initial Point India Pale Ale", "Thanksgiving Ale", "Double Dagger Imperial IPA", "Dagger Falls IPA", "Dagger Falls IPA", "Socktoberfest", "Hopnoxious Imperial IPA", "Barrel Aged Seven Devils Imperial Stout", "Boise Co-Op Two Score Ale", "Sockeye Belgian Style Summer Ale", "Sockeye Maibock", "Old Devil's Tooth", "Galena Golden", "Hell-Diver Pale Ale", "Woolybugger Wheat", "Power House Porter", "Winterfest", "Dagger Falls IPA" ], "legendgroup": " ID", "marker": { "color": "#FF97FF", "symbol": "circle" }, "mode": "markers", "name": " ID", "showlegend": true, "type": "scattergl", "x": [ 0.049, 0.055, 0.056, 0.05, 0.048, 0.064, 0.042, 0.062, 0.044, 0.048, 0.055, 0.058, 0.071, 0.05, 0.092, 0.063, 0.063, 0.06, 0.079, 0.099, 0.055, 0.05, 0.064, 0.099, 0.043, 0.052000000000000005, 0.046, 0.057, 0.084, 0.063 ], "xaxis": "x", "y": [ 25, null, null, 12, 9, 66, 35, 65, null, 35, 25, 39, 92, null, null, 100, 100, null, null, null, null, null, null, 100, null, 32, 12, null, 90, 100 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= SD
abv=%{x}
ibu=%{y}", "hovertext": [ "Red Water Irish Style Red", "Mjöllnir", "Bear Butte Nut Brown Ale", "Easy Livin' Summer Ale", "Canyon Cream Ale", "Pile O'Dirt Porter", "11th Hour IPA" ], "legendgroup": " SD", "marker": { "color": "#FECB52", "symbol": "circle" }, "mode": "markers", "name": " SD", "showlegend": true, "type": "scattergl", "x": [ 0.065, 0.066, 0.055, 0.045, 0.055, 0.069, 0.06 ], "xaxis": "x", "y": [ null, null, null, null, null, null, null ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= DC
abv=%{x}
ibu=%{y}", "hovertext": [ "Stone of Arbroath", "The Tradition", "El Hefe Speaks", "Penn Quarter Porter", "On the Wings of Armageddon", "The Corruption", "The Citizen", "The Public" ], "legendgroup": " DC", "marker": { "color": "#636efa", "symbol": "circle" }, "mode": "markers", "name": " DC", "showlegend": true, "type": "scattergl", "x": [ 0.08, 0.05, 0.053, 0.055, 0.092, 0.065, 0.07, 0.06 ], "xaxis": "x", "y": [ null, 15, 11, null, 115, 80, null, null ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= KS
abv=%{x}
ibu=%{y}", "hovertext": [ "Thrasher Session India Pale Ale", "Gutch English Style Mild Ale", "Tonganoxie Honey Wheat", "Oregon Trail Unfiltered Raspberry Wheat", "Annie's Amber Ale", "Wooden Rooster", "Ginger Peach Saison", "Zombie Monkie", "Wild Plum Farmhouse Ale", "Vanilla Bean Buffalo Sweat", "Ethos IPA", "Tallgrass Pub Ale", "Oasis", "Buffalo Sweat", "Halcyon Unfiltered Wheat", "8-Bit Pale Ale", "Velvet Rooster", "Halcyon Unfiltered Wheat", "Köld Lager (2010)", "Oasis (2010)", "Tallgrass Ale", "Buffalo Sweat (2010)", "Tallgrass IPA" ], "legendgroup": " KS", "marker": { "color": "#EF553B", "symbol": "circle" }, "mode": "markers", "name": " KS", "showlegend": true, "type": "scattergl", "x": [ 0.045, 0.05, 0.044, 0.045, 0.055, 0.085, 0.048, 0.062, 0.056, 0.05, 0.068, 0.044, 0.07200000000000001, 0.05, 0.05, 0.052000000000000005, 0.085, 0.05, 0.05, 0.07200000000000001, 0.044, 0.05, 0.063 ], "xaxis": "x", "y": [ 44, 16, 22, null, null, 34, 20, 35, 20, 20, 110, 12, 93, 20, 20, null, null, 20, 16, 93, 22, 20, 60 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= ND
abv=%{x}
ibu=%{y}", "hovertext": [ "Iron Horse Pale Ale", "Stone's Throw IPA", "Wood Chipper India Pale Ale" ], "legendgroup": " ND", "marker": { "color": "#00cc96", "symbol": "circle" }, "mode": "markers", "name": " ND", "showlegend": true, "type": "scattergl", "x": [ 0.05, 0.045, 0.067 ], "xaxis": "x", "y": [ 32, 19, 70 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= VT
abv=%{x}
ibu=%{y}", "hovertext": [ "Mastermind", "Hyzer Flip", "Second Fiddle", "Hodad Porter", "Long Trail IPA", "Long Trail Ale", "Double Bag", "Blackbeary Wheat", "Long Trail Ale (1)", "Gose", "Vermont Pilsner", "Mosaic Single Hop IPA", "Lost Galaxy", "#9", "Elder Betty", "#9", "Fresh Slice White IPA", "Overgrown American Pale Ale", "Petit Mutant", "The Crusher", "Beelzebub", "Focal Banger", "Heady Topper", "Heady Topper", "Just IPA", "Curious Traveler Shandy", "Woodchuck Amber Hard Cider" ], "legendgroup": " VT", "marker": { "color": "#ab63fa", "symbol": "circle" }, "mode": "markers", "name": " VT", "showlegend": true, "type": "scattergl", "x": [ 0.081, 0.08199999999999999, 0.08199999999999999, 0.055, 0.059, 0.046, 0.07200000000000001, 0.04, 0.046, 0.046, 0.048, 0.055, 0.045, 0.051, 0.055, 0.051, 0.055, 0.055, 0.06, 0.096, 0.08, 0.07, 0.08, 0.08, 0.046, 0.044, 0.05 ], "xaxis": "x", "y": [ null, null, 80, 30, 42, 30, 33, 8, 30, 8, 20, null, null, 20, 13, 20, 45, 55, null, null, null, null, 120, 120, 45, null, null ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= MD
abv=%{x}
ibu=%{y}", "hovertext": [ "Snake Dog IPA", "Underdog Atlantic Lager", "Loose Cannon", "AARGHtoberfest!", "Davy Jones Lager", "Welcome to Scoville", "Farmer's Daughter Blonde", "Pump House IPA", "Suicide Blonde IPA", "Vanilla Porter", "Honey Rye", "Brontide", "Brontide", "Classique", "Birdhouse Pale Ale", "Ozzy", "Resurrection", "Double Duckpin", "Old Pro", "Duckpin Pale Ale", "Balt Altbier" ], "legendgroup": " MD", "marker": { "color": "#FFA15A", "symbol": "circle" }, "mode": "markers", "name": " MD", "showlegend": true, "type": "scattergl", "x": [ 0.071, 0.047, 0.07200000000000001, 0.06, 0.06, 0.069, 0.051, 0.055, 0.07, 0.047, 0.058, 0.05, 0.05, 0.045, 0.05, 0.073, 0.07, 0.085, 0.042, 0.055, 0.06 ], "xaxis": "x", "y": [ 60, 28, 45, 30, null, null, 17, 45, null, 25, 18, null, null, null, null, null, null, 90, 10, null, null ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= WV
abv=%{x}
ibu=%{y}", "hovertext": [ "Wild Trail Pale Ale", "Mothman Black IPA" ], "legendgroup": " WV", "marker": { "color": "#19d3f3", "symbol": "circle" }, "mode": "markers", "name": " WV", "showlegend": true, "type": "scattergl", "x": [ 0.057, 0.067 ], "xaxis": "x", "y": [ 44, 71 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= HI
abv=%{x}
ibu=%{y}", "hovertext": [ "Kaua'i Golden Ale", "Sunset Amber", "Hapa Brown Ale", "Hapa Brown Ale", "Southern Cross", "Longboard Island Lager", "Longboard Island Lager", "Longboard Island Lager", "Longboard Island Lager", "Lahaina Town Brown", "Pau Hana Pilsner", "Lemongrass Saison", "Aloha B’ak’tun", "Liquid Breadfruit", "Sobrehumano Palena'ole", "La Perouse White", "Flyin' HI.P.Hay", "Mana Wheat", "Bikini Blonde Lager", "CoCoNut Porter", "Big Swell IPA", "Tsunami IPA", "Tsunami IPA", "Humpback Blonde Ale", "Hawaiian Crow Porter", "Volcano Red Ale", "Mauna Kea Pale Ale" ], "legendgroup": " HI", "marker": { "color": "#FF6692", "symbol": "circle" }, "mode": "markers", "name": " HI", "showlegend": true, "type": "scattergl", "x": [ 0.049, 0.054000000000000006, 0.064, 0.064, 0.083, 0.046, 0.046, 0.046, 0.046, 0.051, 0.055, 0.05, 0.07, 0.08199999999999999, 0.06, 0.05, 0.068, 0.055, 0.045, 0.057, 0.062, 0.07200000000000001, 0.07200000000000001, 0.042, 0.052000000000000005, 0.052000000000000005, 0.054000000000000006 ], "xaxis": "x", "y": [ null, null, null, null, null, 18, 18, 18, 18, 20, null, null, null, null, 24, 12, 68, 15, 18, 30, 65, 75, 75, 22, 27, 23, 42 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= DE
abv=%{x}
ibu=%{y}", "hovertext": [ "Appreciation Ale", "Greenville Pale Ale" ], "legendgroup": " DE", "marker": { "color": "#B6E880", "symbol": "circle" }, "mode": "markers", "name": " DE", "showlegend": true, "type": "scattergl", "x": [ null, 0.055 ], "xaxis": "x", "y": [ null, 52 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= NM
abv=%{x}
ibu=%{y}", "hovertext": [ "A Slice of Hefen", "Elevated IPA", "Marble Pilsner", "Marble India Pale Ale", "Saison 88", "Black IPA", "Santa Fe Irish Red Ale", "Santa Fe Oktoberfest", "Imperial Java Stout", "Freestyle Pilsner", "Happy Camper IPA", "Almanac IPA", "Milk Mustachio Stout", "Farmer's Tan Red Ale" ], "legendgroup": " NM", "marker": { "color": "#FF97FF", "symbol": "circle" }, "mode": "markers", "name": " NM", "showlegend": true, "type": "scattergl", "x": [ 0.054000000000000006, 0.07200000000000001, 0.047, 0.062, 0.055, 0.071, 0.045, null, 0.08, 0.055, 0.066, 0.062, 0.065, 0.06 ], "xaxis": "x", "y": [ 15, 100, null, null, 30, 95, null, null, null, null, null, 72, null, 30 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= MS
abv=%{x}
ibu=%{y}", "hovertext": [ "Pub Ale", "Ballistic Blonde", "2014 IPA Cicada Series", "Sinister Minister Black IPA", "Jack the Sipper", "Devil's Harvest Extra Pale Ale", "Suzy B Dirty Blonde Ale", "Mississippi Fire Ant", "Hipster Breakfast", "Suzy B Dirty Blonde Ale", "Devil's Harvest Extra Pale Ale" ], "legendgroup": " MS", "marker": { "color": "#FECB52", "symbol": "circle" }, "mode": "markers", "name": " MS", "showlegend": true, "type": "scattergl", "x": [ 0.038, 0.051, 0.075, 0.077, 0.053, 0.058, 0.05, 0.08, 0.058, 0.05, 0.058 ], "xaxis": "x", "y": [ 18, 31, 72, 65, 45, 60, 20, 80, 40, 20, 60 ], "yaxis": "y" }, { "hovertemplate": "%{hovertext}

state= NH
abv=%{x}
ibu=%{y}", "hovertext": [ "Boneshaker Brown Ale", "Iron Mike Pale Ale", "Raspberry Berliner Weisse", "Hop Session", "Blueberry Berliner Weisse", "Berliner Weisse", "4000 Footer IPA", "Summer Brew" ], "legendgroup": " NH", "marker": { "color": "#636efa", "symbol": "circle" }, "mode": "markers", "name": " NH", "showlegend": true, "type": "scattergl", "x": [ 0.055, 0.056, 0.055, 0.05, 0.055, 0.055, 0.065, 0.028 ], "xaxis": "x", "y": [ null, null, null, null, null, null, 82, 15 ], "yaxis": "y" } ], "layout": { "legend": { "title": { "text": "state" }, "tracegroupgap": 0 }, "margin": { "t": 60 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], 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