Datasets:

pcwoods
/

2026-pittsburgh-breweries-dataset

Sample # stringlengths 1 15	Brewery Name stringclasses 28 values	Google Rating float64 1 7	# of Google Reviews int64 0 6.14k	Untappd Rating float64 3.5 4.15	# of Untappd Reviews int64 0 3.8M	Food? stringclasses 3 values	Happy Hour? stringclasses 2 values	Bus Access?* stringclasses 2 values	Beer Style stringclasses 7 values	# Beers on Tap int64 6 32	parent_id int64 1 41	augmentation stringclasses 5 values	is_augmented bool 2 classes	second_parent_id int64 1 41	mix_weight float64 0.6 1
41	Balance Brewing Company	4.7	55	3.86	2,401	Food Trucks	No	No	Contemporary	16	41	none	false	41	1
22	Abjuration Brew Company	4.8	196	4.09	66,105	Food Trucks	No	No	Experimental Contemporary	18	22	none	false	22	1
4	Penn Brewery	4.2	890	3.5	202,588	Kitchen	Yes	Yes	Classic	9	4	none	false	4	1
5	Cinderlands Beer Company	4.3	620	3.91	215,540	Kitchen	Yes	Yes	Contemporary	20	5	none	false	5	1
36	Old Thunder Brewing Company	4.9	228	4.03	58,774	Food Trucks	No	Yes	German Contemporary	13	36	none	false	36	1
31	Two Frays Brewery	4.8	198	3.76	13,748	Food Trucks	No	Yes	Classic Contemporary	13	31	none	false	31	1
40	Abstract Realm Brewing Company	5	32	4.07	9,769	No	No	Yes	Experimental Contemporary	12	40	none	false	40	1
9	Allegheny City Brewing	4.8	343	3.74	41,930	Food Trucks	Yes	Yes	Classic Experimental	12	9	none	false	9	1
15	Acrospire Brewing Company	4.9	79	3.74	6,799	Food Trucks	No	No	Classic Contemporary	12	15	none	false	15	1
28	Velum Fermentation	4.7	136	3.67	12,810	Food Trucks	Yes	Yes	Experimental Contemporary	9	28	none	false	28	1
10	BG Brewing (Brew Gentlemen)	4.7	344	4.08	185,151	Kitchen	Yes	Yes	Classic Contemporary	15	10	none	false	10	1
11	The Church Brew Works	4.3	5,729	3.57	147,940	Kitchen	Yes	Yes	Classic	9	11	none	false	11	1
23	Eleventh Hour Brewing	4.6	346	3.93	121,514	Food Trucks	Yes	Yes	Contemporary	19	23	none	false	23	1
39	New France Brewing Company	4.9	37	3.78	8,677	Kitchen	Yes	Yes	Experimental Contemporary	15	39	none	false	39	1
17	Spoonwood Brewing Company	4.5	890	3.75	104,876	Kitchen	Yes	No	Classic Contemporary	13	17	none	false	17	1
29	Lolev Beer	4.8	220	4.15	81,430	Food Trucks	No	Yes	Experimental Contemporary	7	29	none	false	29	1
14	Strange Roots Experimental Ales	4.5	322	3.86	133,173	Kitchen	No	Yes	Experimental	12	14	none	false	14	1
30	Trace Brewing	4.4	422	3.95	27,180	Food Trucks	No	Yes	Contemporary	7	30	none	false	30	1
33	Lincoln Avenue Brewery	4.6	668	3.77	12,245	Kitchen	Yes	No	Classic Contemporary	10	33	none	false	33	1
7	Hitchhiker Brewing Company	4.8	455	3.96	375,984	Food Trucks	Yes	Yes	Contemporary	22	7	none	false	7	1
25	Burghers Brewing Company	4.2	772	3.75	26,287	Kitchen	No	Yes	German Contemporary	10	25	none	false	25	1
37	Local Remedy Brewing	4.6	51	4.03	3,912	No	No	No	German Contemporary	8	37	none	false	37	1
21	Chimera Brewing Company	4.3	930	3.79	6,681	Kitchen	Yes	Yes	Classic Contemporary	28	21	none	false	21	1
19	Southern Tier Brewing Company	4.6	2,800	3.78	3,601,900	Kitchen	Yes	Yes	Experimental Contemporary	29	19	none	false	19	1
2	Grist House Craft Brewery	4.8	786	3.99	276,307	Food Trucks	Yes	Yes	Contemporary	25	2	none	false	2	1
16	Back Alley Brewing Company	4.8	102	3.76	6,638	Food Trucks	No	Yes	Classic	8	16	none	false	16	1
1	East End Brewing Company	4.7	517	3.71	183,326	Kitchen	No	Yes	Contemporary	18	1	none	false	1	1
26	Late Addition Brewing + Blending	4.4	55	3.95	3,774	Food Trucks	Yes	Yes	Classic Contemporary	9	26	none	false	26	1
41__additive_01	Balance Brewing Company	4	94	3.86	5,524	Food Trucks	No	No	Contemporary	17	41	additive_numeric_jitter	true	41	1
22__additive_01	Abjuration Brew Company	3	202	4.09	74,758	Food Trucks	No	No	Experimental Contemporary	18	22	additive_numeric_jitter	true	22	1
4__additive_01	Penn Brewery	5	854	3.5	197,485	Kitchen	Yes	Yes	Classic	9	4	additive_numeric_jitter	true	4	1
5__additive_01	Cinderlands Beer Company	4	607	3.91	210,499	Kitchen	Yes	Yes	Contemporary	21	5	additive_numeric_jitter	true	5	1
36__additive_01	Old Thunder Brewing Company	5	232	4.03	50,287	Food Trucks	No	Yes	German Contemporary	13	36	additive_numeric_jitter	true	36	1
31__additive_01	Two Frays Brewery	3	220	3.76	12,585	Food Trucks	No	Yes	Classic Contemporary	12	31	additive_numeric_jitter	true	31	1
40__additive_01	Abstract Realm Brewing Company	4	7	4.07	5,699	No	No	Yes	Experimental Contemporary	9	40	additive_numeric_jitter	true	40	1
9__additive_01	Allegheny City Brewing	5	413	3.74	55,451	Food Trucks	Yes	Yes	Classic Experimental	12	9	additive_numeric_jitter	true	9	1
15__additive_01	Acrospire Brewing Company	4	117	3.74	1,440	Food Trucks	No	No	Classic Contemporary	11	15	additive_numeric_jitter	true	15	1
28__additive_01	Velum Fermentation	5	154	3.67	1,297	Food Trucks	Yes	Yes	Experimental Contemporary	9	28	additive_numeric_jitter	true	28	1
10__additive_01	BG Brewing (Brew Gentlemen)	5	356	4.08	184,152	Kitchen	Yes	Yes	Classic Contemporary	14	10	additive_numeric_jitter	true	10	1
11__additive_01	The Church Brew Works	1	5,768	3.57	146,218	Kitchen	Yes	Yes	Classic	8	11	additive_numeric_jitter	true	11	1
23__additive_01	Eleventh Hour Brewing	5	338	3.93	130,041	Food Trucks	Yes	Yes	Contemporary	21	23	additive_numeric_jitter	true	23	1
39__additive_01	New France Brewing Company	5	46	3.78	9,561	Kitchen	Yes	Yes	Experimental Contemporary	15	39	additive_numeric_jitter	true	39	1
17__additive_01	Spoonwood Brewing Company	3	899	3.75	112,404	Kitchen	Yes	No	Classic Contemporary	14	17	additive_numeric_jitter	true	17	1
29__additive_01	Lolev Beer	5	210	4.15	83,097	Food Trucks	No	Yes	Experimental Contemporary	6	29	additive_numeric_jitter	true	29	1
14__additive_01	Strange Roots Experimental Ales	5	303	3.86	132,825	Kitchen	No	Yes	Experimental	11	14	additive_numeric_jitter	true	14	1
30__additive_01	Trace Brewing	4	478	3.95	29,630	Food Trucks	No	Yes	Contemporary	7	30	additive_numeric_jitter	true	30	1
33__additive_01	Lincoln Avenue Brewery	5	704	3.77	23,929	Kitchen	Yes	No	Classic Contemporary	11	33	additive_numeric_jitter	true	33	1
7__additive_01	Hitchhiker Brewing Company	3	439	3.96	372,238	Food Trucks	Yes	Yes	Contemporary	21	7	additive_numeric_jitter	true	7	1
25__additive_01	Burghers Brewing Company	4	738	3.75	34,977	Kitchen	No	Yes	German Contemporary	9	25	additive_numeric_jitter	true	25	1
37__additive_01	Local Remedy Brewing	4	88	4.03	1,923	No	No	No	German Contemporary	9	37	additive_numeric_jitter	true	37	1
21__additive_01	Chimera Brewing Company	4	948	3.79	4,025	Kitchen	Yes	Yes	Classic Contemporary	28	21	additive_numeric_jitter	true	21	1
19__additive_01	Southern Tier Brewing Company	3	2,761	3.78	3,612,527	Kitchen	Yes	Yes	Experimental Contemporary	28	19	additive_numeric_jitter	true	19	1
2__additive_01	Grist House Craft Brewery	4	803	3.99	279,214	Food Trucks	Yes	Yes	Contemporary	26	2	additive_numeric_jitter	true	2	1
16__additive_01	Back Alley Brewing Company	7	106	3.76	0	Food Trucks	No	Yes	Classic	9	16	additive_numeric_jitter	true	16	1
1__additive_01	East End Brewing Company	6	492	3.71	187,803	Kitchen	No	Yes	Contemporary	18	1	additive_numeric_jitter	true	1	1
26__additive_01	Late Addition Brewing + Blending	6	71	3.95	15,494	Food Trucks	Yes	Yes	Classic Contemporary	10	26	additive_numeric_jitter	true	26	1
41__additive_02	Balance Brewing Company	7	24	3.86	5,497	Food Trucks	No	No	Contemporary	16	41	additive_numeric_jitter	true	41	1
22__additive_02	Abjuration Brew Company	4	191	4.09	63,816	Food Trucks	No	No	Experimental Contemporary	17	22	additive_numeric_jitter	true	22	1
4__additive_02	Penn Brewery	4	864	3.5	202,137	Kitchen	Yes	Yes	Classic	11	4	additive_numeric_jitter	true	4	1
5__additive_02	Cinderlands Beer Company	5	602	3.91	211,171	Kitchen	Yes	Yes	Contemporary	21	5	additive_numeric_jitter	true	5	1
36__additive_02	Old Thunder Brewing Company	7	233	4.03	52,053	Food Trucks	No	Yes	German Contemporary	12	36	additive_numeric_jitter	true	36	1
31__additive_02	Two Frays Brewery	4	187	3.76	19,853	Food Trucks	No	Yes	Classic Contemporary	13	31	additive_numeric_jitter	true	31	1
40__additive_02	Abstract Realm Brewing Company	5	0	4.07	919	No	No	Yes	Experimental Contemporary	13	40	additive_numeric_jitter	true	40	1
9__additive_02	Allegheny City Brewing	5	363	3.74	36,625	Food Trucks	Yes	Yes	Classic Experimental	12	9	additive_numeric_jitter	true	9	1
15__additive_02	Acrospire Brewing Company	7	69	3.74	4,783	Food Trucks	No	No	Classic Contemporary	11	15	additive_numeric_jitter	true	15	1
28__additive_02	Velum Fermentation	5	151	3.67	20,161	Food Trucks	Yes	Yes	Experimental Contemporary	9	28	additive_numeric_jitter	true	28	1
10__additive_02	BG Brewing (Brew Gentlemen)	7	347	4.08	180,440	Kitchen	Yes	Yes	Classic Contemporary	16	10	additive_numeric_jitter	true	10	1
11__additive_02	The Church Brew Works	5	5,724	3.57	149,375	Kitchen	Yes	Yes	Classic	8	11	additive_numeric_jitter	true	11	1
23__additive_02	Eleventh Hour Brewing	4	343	3.93	122,185	Food Trucks	Yes	Yes	Contemporary	18	23	additive_numeric_jitter	true	23	1
39__additive_02	New France Brewing Company	6	42	3.78	18,909	Kitchen	Yes	Yes	Experimental Contemporary	15	39	additive_numeric_jitter	true	39	1
17__additive_02	Spoonwood Brewing Company	5	900	3.75	92,995	Kitchen	Yes	No	Classic Contemporary	12	17	additive_numeric_jitter	true	17	1
29__additive_02	Lolev Beer	6	182	4.15	85,085	Food Trucks	No	Yes	Experimental Contemporary	7	29	additive_numeric_jitter	true	29	1
14__additive_02	Strange Roots Experimental Ales	4	335	3.86	133,795	Kitchen	No	Yes	Experimental	12	14	additive_numeric_jitter	true	14	1
30__additive_02	Trace Brewing	5	404	3.95	39,194	Food Trucks	No	Yes	Contemporary	8	30	additive_numeric_jitter	true	30	1
33__additive_02	Lincoln Avenue Brewery	3	689	3.77	2,330	Kitchen	Yes	No	Classic Contemporary	10	33	additive_numeric_jitter	true	33	1
7__additive_02	Hitchhiker Brewing Company	6	463	3.96	397,233	Food Trucks	Yes	Yes	Contemporary	22	7	additive_numeric_jitter	true	7	1
25__additive_02	Burghers Brewing Company	4	750	3.75	30,923	Kitchen	No	Yes	German Contemporary	10	25	additive_numeric_jitter	true	25	1
37__additive_02	Local Remedy Brewing	5	75	4.03	4,741	No	No	No	German Contemporary	10	37	additive_numeric_jitter	true	37	1
21__additive_02	Chimera Brewing Company	5	928	3.79	3,915	Kitchen	Yes	Yes	Classic Contemporary	29	21	additive_numeric_jitter	true	21	1
19__additive_02	Southern Tier Brewing Company	4	2,800	3.78	3,617,581	Kitchen	Yes	Yes	Experimental Contemporary	30	19	additive_numeric_jitter	true	19	1
2__additive_02	Grist House Craft Brewery	7	792	3.99	277,571	Food Trucks	Yes	Yes	Contemporary	24	2	additive_numeric_jitter	true	2	1
16__additive_02	Back Alley Brewing Company	6	150	3.76	8,115	Food Trucks	No	Yes	Classic	7	16	additive_numeric_jitter	true	16	1
1__additive_02	East End Brewing Company	4	498	3.71	195,215	Kitchen	No	Yes	Contemporary	19	1	additive_numeric_jitter	true	1	1
26__additive_02	Late Addition Brewing + Blending	4	49	3.95	6,291	Food Trucks	Yes	Yes	Classic Contemporary	8	26	additive_numeric_jitter	true	26	1
41__additive_03	Balance Brewing Company	4	0	3.86	3,197	Food Trucks	No	No	Contemporary	17	41	additive_numeric_jitter	true	41	1
22__additive_03	Abjuration Brew Company	4	205	4.09	71,946	Food Trucks	No	No	Experimental Contemporary	19	22	additive_numeric_jitter	true	22	1
4__additive_03	Penn Brewery	6	847	3.5	202,383	Kitchen	Yes	Yes	Classic	10	4	additive_numeric_jitter	true	4	1
5__additive_03	Cinderlands Beer Company	6	639	3.91	219,967	Kitchen	Yes	Yes	Contemporary	18	5	additive_numeric_jitter	true	5	1
36__additive_03	Old Thunder Brewing Company	5	217	4.03	43,307	Food Trucks	No	Yes	German Contemporary	14	36	additive_numeric_jitter	true	36	1
31__additive_03	Two Frays Brewery	6	192	3.76	12,513	Food Trucks	No	Yes	Classic Contemporary	14	31	additive_numeric_jitter	true	31	1
40__additive_03	Abstract Realm Brewing Company	6	50	4.07	13,159	No	No	Yes	Experimental Contemporary	12	40	additive_numeric_jitter	true	40	1
9__additive_03	Allegheny City Brewing	3	355	3.74	54,368	Food Trucks	Yes	Yes	Classic Experimental	13	9	additive_numeric_jitter	true	9	1
15__additive_03	Acrospire Brewing Company	5	88	3.74	8,976	Food Trucks	No	No	Classic Contemporary	13	15	additive_numeric_jitter	true	15	1
28__additive_03	Velum Fermentation	4	137	3.67	17,660	Food Trucks	Yes	Yes	Experimental Contemporary	11	28	additive_numeric_jitter	true	28	1
10__additive_03	BG Brewing (Brew Gentlemen)	5	379	4.08	170,372	Kitchen	Yes	Yes	Classic Contemporary	18	10	additive_numeric_jitter	true	10	1
11__additive_03	The Church Brew Works	5	5,701	3.57	155,491	Kitchen	Yes	Yes	Classic	9	11	additive_numeric_jitter	true	11	1
23__additive_03	Eleventh Hour Brewing	3	337	3.93	120,681	Food Trucks	Yes	Yes	Contemporary	21	23	additive_numeric_jitter	true	23	1
39__additive_03	New France Brewing Company	5	30	3.78	12,657	Kitchen	Yes	Yes	Experimental Contemporary	15	39	additive_numeric_jitter	true	39	1
17__additive_03	Spoonwood Brewing Company	4	923	3.75	101,593	Kitchen	Yes	No	Classic Contemporary	13	17	additive_numeric_jitter	true	17	1
29__additive_03	Lolev Beer	5	222	4.15	79,651	Food Trucks	No	Yes	Experimental Contemporary	6	29	additive_numeric_jitter	true	29	1

End of preview. Expand in Data Studio

2026 Pittsburgh Breweries Dataset

pcwoods/2026-pittsburgh-breweries-dataset

This dataset contains ratings and metadata for breweries in Pittsburgh, PA, plus explicitly marked synthetic training variants generated for regression tasks.

Source and task

The primary task is to predict the Untappd Rating based on Google ratings, review counts, and service features. Data was hand-collected from the Pittsburgh Brewers Guild, Google, and Untappd.

Fields

Stored field / group	Meaning and modeling role
`Untappd Rating`	Continuous regression target (0.0–5.0 scale).
`Google Rating`	Continuous predictor (0.0–5.0 scale).
`# of Google Reviews`, `# of Untappd Reviews`	Integer count predictors for engagement.
`# Beers on Tap`	Integer count predictor for variety.
`Food?`, `Happy Hour?`, `Bus Access?*`	Nominal categorical predictors.
`Beer Style`	Categorical predictor representing primary style profile.
`Sample #`, `parent_id`, `second_parent_id`	Unique identifier and provenance keys.
`augmentation`, `is_augmented`, `mix_weight`	Metadata describing synthetic generation methods.

Splits and original-source counts

Split	Original rows	Synthetic rows	Total rows
train	28	322	350
validation	6	0	6
test	7	0	7

Augmentation Methods

This run requested 3 copies per method and original training row.

Additive numeric jitter: Small Gaussian noise added to review/tap counts; rounded to integers.
Multiplicative numeric scaling: Review/tap counts scaled by 0.9–1.1; rounded to integers.
Regression Mixup: Weighted interpolation of ratings and counts between two parent breweries. Only counts are rounded.
Categorical perturbation: Swapping one categorical feature for an alternative training-observed option.

| Training method | Stored rows | |---|---:|| additive_numeric_jitter | 84 | | categorical_perturbation | 70 | | multiplicative_numeric_scale | 84 | | none | 28 | | regression_mixup | 84 |

Load and compare

from datasets import load_dataset
ds = load_dataset("pcwoods/2026-pittsburgh-breweries-dataset")

AI Use

Generative AI was used in the programming process to prepare this dataset for publicaiton.

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