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ankurnapa
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Brewery_sales

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train · 10M rows

Batch_ID int64 0 10M	Brew_Date stringlengths 19 19	Beer_Style stringclasses 8 values	SKU stringclasses 4 values	Location stringclasses 10 values	Fermentation_Time int64 10 19	Temperature float64 15 25	pH_Level float64 4.5 5.5	Gravity float64 1.03 1.08	Alcohol_Content float64 4.5 6	Bitterness int64 20 59	Color int64 5 19	Ingredient_Ratio stringclasses 651 values	Volume_Produced int64 500 5k	Total_Sales float64 1k 20k	Quality_Score float64 6 10	Brewhouse_Efficiency float64 70 90	Loss_During_Brewing float64 1 5	Loss_During_Fermentation float64 1 5	Loss_During_Bottling_Kegging float64 1 5
7,870,796	2020-01-01 00:00:19	Wheat Beer	Kegs	Whitefield	16	24.204251	5.289845	1.039504	5.370842	20	5	1:0.32:0.16	4,666	2,664.759345	8.577016	89.195882	4.104988	3.235485	4.663204
9,810,411	2020-01-01 00:00:31	Sour	Kegs	Whitefield	13	18.086763	5.275643	1.059819	5.096053	36	14	1:0.39:0.24	832	9,758.801062	7.420541	72.480915	2.676528	4.246129	2.044358
2,623,342	2020-01-01 00:00:40	Wheat Beer	Kegs	Malleswaram	12	15.539333	4.778016	1.037476	4.824737	30	10	1:0.35:0.16	2,115	11,721.087016	8.451365	86.322144	3.299894	3.10944	3.03388
8,114,651	2020-01-01 00:01:37	Ale	Kegs	Rajajinagar	17	16.418489	5.345261	1.052431	5.509243	48	18	1:0.35:0.15	3,173	12,050.177463	9.671859	83.09494	2.136055	4.634254	1.489889
4,579,587	2020-01-01 00:01:43	Stout	Cans	Marathahalli	18	19.144908	4.861854	1.054296	5.133625	57	13	1:0.46:0.11	4,449	5,515.077465	7.895334	88.625833	4.491724	2.183389	2.99063
8,715,759	2020-01-01 00:01:48	Ale	Kegs	Whitefield	10	17.424614	5.291787	1.064662	4.859171	45	9	1:0.23:0.15	3,752	6,278.38985	8.473812	87.812826	3.205109	1.478339	3.051921
6,441,292	2020-01-01 00:01:49	Lager	Pints	Electronic City	16	15.629811	5.332881	1.046689	4.710403	44	8	1:0.34:0.16	593	14,362.653666	6.958183	85.734963	3.955332	1.622979	1.566344
8,843,420	2020-01-01 00:01:51	Wheat Beer	Cans	Indiranagar	13	21.60547	4.507213	1.041581	4.837025	38	9	1:0.45:0.26	4,949	1,082.354912	6.295633	73.438765	1.704701	1.718773	1.033656
5,713,096	2020-01-01 00:02:16	Stout	Bottles	Electronic City	18	20.18353	5.224482	1.076441	5.133597	25	15	1:0.39:0.19	2,451	7,392.644809	9.660185	83.267706	4.765479	2.386246	4.45383
8,178,852	2020-01-01 00:02:32	Stout	Cans	Electronic City	11	17.237975	4.911262	1.04783	5.709899	48	10	1:0.43:0.17	4,305	7,648.283093	9.348719	73.603803	3.842539	4.284797	1.312848
5,607,233	2020-01-01 00:02:36	Pilsner	Cans	Electronic City	14	15.704007	4.809827	1.050385	5.460062	26	15	1:0.27:0.16	4,959	10,634.431632	7.652975	72.277862	3.441263	1.785216	3.512642
3,699,698	2020-01-01 00:02:55	IPA	Pints	Electronic City	19	17.597702	5.312025	1.033045	4.661066	47	6	1:0.44:0.25	4,894	11,852.09797	8.549107	85.263611	4.88795	3.866492	1.500334
4,437,940	2020-01-01 00:03:04	Sour	Cans	Rajajinagar	14	15.415525	5.422809	1.046026	4.51694	34	16	1:0.30:0.24	1,479	11,651.628704	8.315402	78.089856	1.848363	3.631756	1.249312
6,167,789	2020-01-01 00:03:09	Ale	Pints	Marathahalli	17	20.373756	4.768508	1.034282	5.319366	32	6	1:0.24:0.14	4,486	1,665.181859	9.95303	89.490783	1.839953	1.696519	1.784454
9,487,317	2020-01-01 00:03:12	Porter	Kegs	Koramangala	17	24.67887	4.876144	1.061163	4.973814	34	15	1:0.50:0.28	1,475	17,473.882524	8.046296	76.749451	2.536289	2.690712	2.003923
6,902,208	2020-01-01 00:03:17	Pilsner	Cans	Yelahanka	10	16.246532	5.241133	1.038299	4.53518	37	17	1:0.47:0.12	4,484	2,557.880022	9.730922	75.901533	2.691309	2.207272	2.378649
1,816,588	2020-01-01 00:03:22	Sour	Bottles	Marathahalli	11	22.903972	5.473564	1.037373	5.129168	44	10	1:0.31:0.21	3,377	13,527.919121	9.167867	75.829659	2.284038	1.442313	2.167688
4,910,947	2020-01-01 00:03:26	Porter	Kegs	Malleswaram	15	24.885024	4.685796	1.066063	5.575448	36	6	1:0.32:0.28	1,459	6,824.262657	8.423887	77.735917	2.208028	1.016926	2.459324
3,420,320	2020-01-01 00:03:31	Pilsner	Pints	Rajajinagar	15	17.785713	5.318025	1.068717	5.406626	23	5	1:0.23:0.16	3,809	5,925.879915	9.181669	88.370872	2.583704	3.18168	2.30182
2,821,972	2020-01-01 00:03:33	Stout	Bottles	Malleswaram	16	18.534332	4.771957	1.038209	5.40276	40	13	1:0.34:0.14	2,787	6,972.84993	8.428915	83.913799	4.765304	2.221555	3.9952
7,657,942	2020-01-01 00:03:48	Lager	Bottles	Rajajinagar	10	24.771483	4.871077	1.062104	5.709785	54	15	1:0.41:0.13	3,801	14,628.197692	9.892456	88.009259	4.11788	2.285555	4.168057
3,020,516	2020-01-01 00:03:51	Pilsner	Cans	Indiranagar	16	16.594375	5.493967	1.052301	4.934158	46	18	1:0.43:0.16	1,890	13,225.543189	9.818221	73.215311	3.670756	3.295998	4.582232
7,778,914	2020-01-01 00:04:06	Lager	Bottles	Koramangala	17	17.116619	5.356336	1.079647	4.906671	47	17	1:0.21:0.25	4,500	8,954.464486	7.777254	88.532308	3.618196	3.151637	3.322608
5,708,790	2020-01-01 00:04:14	Wheat Beer	Pints	Marathahalli	12	18.847785	5.228887	1.047176	5.029693	39	9	1:0.49:0.10	4,727	19,228.362128	6.224193	70.666525	1.824071	3.341325	3.946525
3,051,995	2020-01-01 00:04:26	Stout	Kegs	Yelahanka	16	20.206356	4.976425	1.044917	4.807173	21	5	1:0.43:0.15	3,883	19,597.793394	9.758909	89.81717	2.873828	4.777737	1.064329
9,735,697	2020-01-01 00:04:45	Ale	Cans	Malleswaram	18	23.044756	4.913973	1.068222	4.852516	31	11	1:0.49:0.26	949	17,544.020846	9.938251	89.085706	1.543968	4.076828	2.029046
4,439,684	2020-01-01 00:04:54	Porter	Bottles	Koramangala	10	16.137083	4.572636	1.035554	5.41001	52	8	1:0.27:0.22	3,341	15,380.297339	9.665051	71.68769	1.883316	1.751438	2.537655
9,778,184	2020-01-01 00:05:09	Lager	Kegs	Malleswaram	10	15.729231	4.721721	1.068968	5.451086	34	17	1:0.37:0.13	2,778	17,633.603554	8.31893	70.791324	2.965971	2.172664	4.622986
2,432,833	2020-01-01 00:05:36	IPA	Pints	Malleswaram	10	23.525241	4.943675	1.057832	4.813635	38	15	1:0.37:0.19	1,915	14,242.616134	8.055126	74.927856	2.827408	3.189418	2.545439
423,682	2020-01-01 00:06:22	Porter	Kegs	Jayanagar	19	22.489923	5.100843	1.074804	5.355709	54	18	1:0.22:0.27	4,642	2,880.503194	8.258363	83.928626	3.741461	1.309665	1.273011
6,648,052	2020-01-01 00:06:23	Wheat Beer	Pints	Whitefield	11	21.078319	4.716177	1.079272	4.915252	34	10	1:0.36:0.14	4,174	11,406.72285	6.326778	86.146497	2.835732	1.084991	3.248458
6,547,651	2020-01-01 00:06:56	IPA	Kegs	Indiranagar	19	21.71472	5.295452	1.048364	5.102365	20	18	1:0.44:0.20	4,862	3,946.987681	7.809801	76.958647	3.62736	4.820723	2.75927
4,085,973	2020-01-01 00:07:15	Lager	Bottles	Rajajinagar	16	19.604634	5.214103	1.038964	5.931138	39	9	1:0.37:0.20	2,029	1,863.189518	9.849277	83.862083	1.235458	4.240004	1.333985
4,038	2020-01-01 00:07:27	Lager	Cans	Rajajinagar	17	17.12216	5.19911	1.041144	5.946135	33	5	1:0.21:0.18	3,320	17,591.943666	9.591767	82.121333	4.384337	4.20414	3.621174
3,886,278	2020-01-01 00:07:35	Lager	Kegs	Jayanagar	15	18.619303	4.532879	1.034117	5.863576	48	15	1:0.36:0.24	3,599	16,420.496759	7.878396	83.049687	3.553205	2.703056	1.736689
9,654,029	2020-01-01 00:07:43	Lager	Kegs	Malleswaram	16	24.606063	5.183665	1.067657	5.303881	36	19	1:0.36:0.11	4,338	7,208.490183	6.065382	76.939424	2.274681	2.844785	4.03717
5,752,369	2020-01-01 00:07:44	Stout	Bottles	Malleswaram	11	15.867682	4.938186	1.059093	5.136312	43	15	1:0.27:0.30	994	14,810.636383	6.154924	75.538405	4.194033	3.430434	2.882563
1,383,282	2020-01-01 00:07:52	Wheat Beer	Kegs	Malleswaram	17	16.812719	5.160546	1.058926	5.325396	21	14	1:0.47:0.10	4,514	6,726.252681	7.938881	81.213591	1.863432	1.497912	1.004914
6,977,890	2020-01-01 00:08:05	Porter	Pints	Whitefield	12	21.313224	5.174988	1.03492	4.546448	23	5	1:0.41:0.28	3,073	17,806.932181	6.56414	86.977703	1.008412	2.325111	1.555146
9,518,449	2020-01-01 00:08:30	Pilsner	Cans	Koramangala	19	20.758813	5.282292	1.035217	4.558144	39	10	1:0.24:0.24	2,113	2,345.927341	9.428743	85.292516	4.022305	1.204169	4.448826
8,733,764	2020-01-01 00:08:31	Ale	Cans	Rajajinagar	16	18.788881	5.326825	1.065098	5.891893	50	7	1:0.31:0.12	4,530	14,544.057842	6.167713	84.176958	3.318185	2.725072	1.964419
9,420,025	2020-01-01 00:08:34	Wheat Beer	Pints	Jayanagar	13	21.403726	5.427648	1.062961	4.518364	48	13	1:0.49:0.30	2,385	6,644.670854	8.545843	87.303206	3.51938	1.388679	3.083451
1,228,423	2020-01-01 00:08:46	Pilsner	Pints	HSR Layout	15	23.25368	4.704293	1.062806	5.837862	49	5	1:0.24:0.11	3,114	13,738.701149	7.780688	73.184177	3.687853	2.141998	3.033561
4,771,161	2020-01-01 00:08:50	Stout	Cans	Jayanagar	11	19.920061	5.291435	1.046627	5.494213	27	14	1:0.45:0.25	3,802	19,102.027593	9.703509	75.497868	3.241922	2.966332	2.694125
7,084,667	2020-01-01 00:09:01	Porter	Pints	Whitefield	10	18.214792	5.197408	1.040847	5.330443	56	16	1:0.29:0.26	1,467	4,379.480282	7.409209	85.381464	2.69284	1.417067	4.437333
3,049,625	2020-01-01 00:09:14	Wheat Beer	Cans	Malleswaram	11	24.225314	4.713954	1.063986	5.808666	33	18	1:0.20:0.10	718	7,943.581035	9.761836	70.670831	2.167211	2.439273	1.918129
1,930,719	2020-01-01 00:10:09	Pilsner	Bottles	Indiranagar	14	23.677236	5.036999	1.033216	5.19341	55	10	1:0.31:0.24	1,152	12,154.577599	6.254028	84.602438	3.633223	4.759194	1.517986
7,951,132	2020-01-01 00:10:13	Sour	Bottles	Electronic City	13	21.31372	4.731469	1.041919	5.968934	49	11	1:0.41:0.21	3,944	15,666.692937	7.271598	83.368967	4.45902	2.412461	4.109606
6,154,993	2020-01-01 00:10:35	Ale	Kegs	Koramangala	15	16.53269	5.076018	1.063382	4.558281	25	14	1:0.22:0.15	4,573	12,190.195505	8.126197	70.885151	1.779981	2.475891	3.378851
2,264,791	2020-01-01 00:10:42	Pilsner	Pints	Whitefield	12	21.246914	4.835315	1.054371	5.037561	29	13	1:0.31:0.12	3,407	16,304.758758	6.188334	82.17356	1.252157	3.090605	3.83421
9,790,483	2020-01-01 00:10:42	Wheat Beer	Kegs	HSR Layout	16	24.869178	4.849521	1.045132	4.992813	40	10	1:0.42:0.27	2,436	4,512.734518	8.72166	88.65599	1.487622	4.10337	3.260871
6,533,460	2020-01-01 00:10:44	Lager	Cans	Koramangala	17	24.31317	5.357129	1.051598	5.289847	23	16	1:0.22:0.27	3,232	8,955.222597	7.317911	81.204266	3.606555	4.845172	2.393465
2,816,474	2020-01-01 00:10:49	IPA	Kegs	Marathahalli	16	19.727373	5.250577	1.046242	5.290137	44	6	1:0.40:0.22	3,158	5,851.794787	7.832646	71.658386	4.116146	1.351795	1.617099
7,765,764	2020-01-01 00:10:58	Lager	Cans	Whitefield	11	19.994389	4.975432	1.048401	4.623326	59	10	1:0.35:0.17	2,187	12,459.543054	9.558642	76.02492	2.193001	2.306998	1.040908
770,263	2020-01-01 00:10:59	Lager	Bottles	Rajajinagar	11	22.404275	4.709904	1.064122	4.996098	55	15	1:0.24:0.19	1,403	2,945.615826	8.71486	80.795621	3.46213	2.00234	3.83802
2,342,712	2020-01-01 00:11:09	IPA	Bottles	HSR Layout	14	21.417239	5.345807	1.073824	5.302475	59	19	1:0.33:0.17	1,071	7,779.836768	7.2333	70.739117	1.861867	4.069056	3.057812
7,619,283	2020-01-01 00:11:39	Ale	Pints	Marathahalli	18	22.40818	4.969266	1.050397	5.61372	57	19	1:0.47:0.26	4,414	18,563.786414	8.974067	87.90533	4.103105	2.944137	1.280274
446,419	2020-01-01 00:12:03	Porter	Bottles	Rajajinagar	10	24.112841	4.794651	1.039975	5.832343	27	12	1:0.25:0.22	551	14,767.426038	9.728864	79.324975	4.303344	4.295202	2.817764
1,709,420	2020-01-01 00:12:06	Porter	Kegs	Yelahanka	12	22.629383	4.776397	1.030595	5.934653	38	19	1:0.26:0.11	960	15,506.147449	9.544812	85.225872	1.158822	2.024675	4.977856
4,021,987	2020-01-01 00:12:30	Porter	Cans	Whitefield	17	21.639708	4.853657	1.035015	4.953752	35	8	1:0.32:0.16	2,791	10,247.205409	9.788477	84.598163	1.771386	3.219945	3.251346
1,625,966	2020-01-01 00:12:44	IPA	Kegs	Marathahalli	16	24.778197	5.465603	1.06279	5.404953	47	18	1:0.31:0.26	3,761	8,864.028314	7.105174	83.89201	1.839929	2.539243	1.140246
5,693,444	2020-01-01 00:12:55	Porter	Kegs	Jayanagar	11	19.417997	5.107116	1.058784	4.551429	45	6	1:0.34:0.15	1,147	2,965.579875	8.927379	83.166255	4.874295	3.153512	3.146767
8,483,433	2020-01-01 00:13:11	Stout	Pints	Indiranagar	15	21.830874	4.737512	1.074672	4.820774	49	18	1:0.42:0.15	4,884	9,890.817532	6.438832	80.461252	2.651622	3.108471	3.824105
370,090	2020-01-01 00:13:17	Porter	Kegs	Koramangala	19	22.162538	4.936911	1.036264	4.815515	21	13	1:0.42:0.28	2,482	18,420.867263	6.473224	76.321631	1.758028	2.88449	1.14675
4,035,747	2020-01-01 00:13:26	Wheat Beer	Kegs	Electronic City	18	17.739334	5.176576	1.032635	4.547568	45	7	1:0.24:0.21	2,046	5,481.777756	6.451904	82.736308	3.802164	1.850021	4.253751
2,384,109	2020-01-01 00:13:42	IPA	Cans	Jayanagar	14	22.45249	4.660315	1.042486	5.26113	43	5	1:0.21:0.27	3,421	18,461.43664	7.544074	76.122953	4.283847	2.314302	1.717152
1,989,680	2020-01-01 00:13:46	Stout	Kegs	Rajajinagar	12	21.085313	4.898951	1.075333	5.743752	50	5	1:0.25:0.18	1,756	14,386.301065	8.774689	82.38527	4.990321	2.571465	2.193404
4,221,426	2020-01-01 00:13:50	Porter	Pints	Rajajinagar	13	15.727677	4.689728	1.032495	5.297588	40	12	1:0.48:0.20	3,140	2,377.950173	7.371367	80.280616	1.811012	3.125257	2.342393
4,655,507	2020-01-01 00:14:42	Porter	Bottles	Rajajinagar	11	19.441792	5.180533	1.05106	4.707404	58	19	1:0.25:0.15	964	6,305.562966	7.224217	71.291845	1.459193	4.238981	3.945172
4,727,432	2020-01-01 00:15:15	Stout	Bottles	Marathahalli	10	18.742877	4.963342	1.078872	4.709951	27	19	1:0.33:0.17	1,034	11,487.114824	9.755608	88.3464	3.488663	3.576695	1.429747
2,603,209	2020-01-01 00:15:15	IPA	Pints	HSR Layout	18	20.754589	4.675196	1.066313	4.52763	54	6	1:0.34:0.15	1,851	5,819.722675	7.002443	89.486363	1.52249	3.092663	2.131925
3,654,330	2020-01-01 00:15:15	Ale	Pints	Marathahalli	14	24.685471	4.991455	1.073205	4.76631	42	7	1:0.24:0.25	4,563	1,586.694636	6.784691	73.082285	3.507475	2.362459	1.354162
4,173,637	2020-01-01 00:15:20	Stout	Pints	Jayanagar	14	24.627174	4.686506	1.035227	5.853072	38	19	1:0.33:0.29	3,293	6,578.321181	6.881445	85.991592	1.584693	3.380099	3.001584
4,290,658	2020-01-01 00:15:42	Pilsner	Pints	Marathahalli	15	15.015225	4.774744	1.033086	5.28541	37	14	1:0.33:0.24	2,684	12,432.671616	6.06773	81.499045	4.053371	2.385878	3.731317
1,557,650	2020-01-01 00:16:37	Lager	Pints	Rajajinagar	10	18.826311	4.725016	1.055448	4.983056	45	6	1:0.22:0.15	4,445	5,659.265997	7.271151	73.859305	3.640987	3.597905	3.760008
2,056,834	2020-01-01 00:16:38	Wheat Beer	Kegs	HSR Layout	10	21.958755	5.35587	1.043656	5.96147	23	16	1:0.24:0.14	1,103	3,009.8592	7.910284	83.095131	3.700946	2.098475	4.963482
5,203,584	2020-01-01 00:17:03	IPA	Bottles	Whitefield	11	23.144937	4.986743	1.079105	4.793119	26	9	1:0.42:0.20	2,774	16,250.408184	9.458302	74.120536	4.388527	1.279667	4.199983
5,781,227	2020-01-01 00:17:13	Sour	Kegs	Jayanagar	11	16.191886	4.716898	1.059085	4.838665	23	17	1:0.34:0.15	4,163	15,036.178647	6.567241	72.645032	2.594582	1.023072	2.89108
9,862,274	2020-01-01 00:17:28	Stout	Cans	Rajajinagar	14	15.2764	4.941138	1.055811	5.835099	54	14	1:0.22:0.28	2,857	3,663.847201	6.553661	83.600401	2.477159	4.290289	2.282808
1,975,791	2020-01-01 00:17:33	Lager	Kegs	Electronic City	10	19.982386	4.830392	1.059177	5.76335	24	8	1:0.32:0.30	1,942	9,552.785159	9.624753	71.455352	4.128536	1.432361	1.780939
7,265,454	2020-01-01 00:17:34	Ale	Bottles	Rajajinagar	16	22.59664	4.7267	1.042274	5.885991	35	9	1:0.24:0.20	3,397	17,734.075961	8.836021	79.927406	3.160084	3.197234	1.239689
3,657,527	2020-01-01 00:17:49	Sour	Cans	Electronic City	19	23.032401	5.245786	1.067	5.177878	26	15	1:0.45:0.10	2,561	2,111.42022	9.17636	85.007195	1.932527	4.555382	1.987886
6,298,761	2020-01-01 00:17:52	Porter	Kegs	Indiranagar	11	18.571583	4.536149	1.042386	5.090178	20	16	1:0.40:0.13	926	18,382.344638	8.466706	87.318912	3.118283	2.826184	1.497041
5,760,392	2020-01-01 00:17:54	Porter	Cans	Marathahalli	12	24.353645	4.585788	1.03044	5.741046	42	19	1:0.37:0.16	4,826	10,396.71847	6.970625	80.010186	3.685876	3.667227	2.606044
908,680	2020-01-01 00:18:04	Wheat Beer	Bottles	Malleswaram	16	17.424534	4.871494	1.034802	5.717965	40	19	1:0.33:0.28	1,923	18,781.350251	8.11201	77.509381	3.289861	2.231686	1.825225
5,083,327	2020-01-01 00:18:07	Stout	Cans	Jayanagar	17	23.517444	5.291612	1.034243	5.027127	56	15	1:0.27:0.25	1,972	8,725.121677	6.394841	85.310418	4.462755	2.739981	1.786717
1,396,518	2020-01-01 00:18:09	Pilsner	Pints	Malleswaram	19	15.304218	5.307471	1.041514	4.831905	53	19	1:0.21:0.19	3,940	10,396.407377	7.216843	84.165471	3.520538	1.653282	3.849568
5,691,426	2020-01-01 00:18:10	Pilsner	Cans	Marathahalli	18	22.48163	5.030409	1.039123	4.718545	43	5	1:0.24:0.28	2,875	8,315.593614	7.46572	72.28861	2.15582	3.045741	3.782019
379,969	2020-01-01 00:18:11	Porter	Kegs	Indiranagar	15	15.9508	4.981041	1.057482	4.806671	34	8	1:0.48:0.12	4,616	4,202.128153	9.102556	87.907484	3.185299	4.589658	4.450327
9,580,284	2020-01-01 00:18:11	IPA	Kegs	Whitefield	14	23.096299	5.289424	1.072256	4.756998	53	17	1:0.29:0.17	4,032	3,677.032211	7.512469	77.541578	1.713615	2.799231	4.281573
3,998,496	2020-01-01 00:18:22	Stout	Bottles	Rajajinagar	19	21.606981	5.176959	1.076328	5.699407	42	8	1:0.34:0.19	4,028	16,797.218196	7.414969	78.128685	2.248489	1.807246	1.570686
3,089,817	2020-01-01 00:18:38	Ale	Bottles	Jayanagar	17	18.677438	4.771091	1.04244	5.017642	44	12	1:0.24:0.10	2,611	4,430.659139	9.040252	80.271442	4.407973	3.71357	4.554606
6,257,124	2020-01-01 00:19:03	Sour	Bottles	Jayanagar	16	23.522268	5.395815	1.066408	5.159126	45	14	1:0.43:0.23	1,338	17,189.434748	8.286417	73.07375	4.425383	4.281631	4.718189
5,512,384	2020-01-01 00:19:27	Lager	Cans	Marathahalli	14	22.471302	5.460052	1.072918	5.518558	22	17	1:0.32:0.23	748	14,195.648071	8.255371	80.026083	1.145383	2.54772	3.678021
5,352,131	2020-01-01 00:19:30	Sour	Kegs	Rajajinagar	19	21.315051	4.536129	1.048876	5.844511	52	14	1:0.46:0.17	4,687	1,215.170429	7.891836	81.083659	1.213752	2.218329	1.686418
8,591,790	2020-01-01 00:19:52	Pilsner	Bottles	Malleswaram	16	23.038877	5.473355	1.057437	4.703922	20	15	1:0.28:0.26	1,139	10,437.901483	7.714659	85.623353	3.63848	2.579918	2.420399
3,939,618	2020-01-01 00:19:57	Ale	Cans	Jayanagar	19	16.441811	4.925703	1.077103	5.90939	59	13	1:0.34:0.22	1,353	15,610.775658	8.672552	80.042128	4.257296	2.985239	4.015222
2,470,669	2020-01-01 00:20:06	Sour	Pints	Rajajinagar	18	21.588821	4.609735	1.057386	4.583412	55	17	1:0.34:0.22	1,940	3,143.485573	6.27563	78.763383	2.687329	2.184088	1.681338
5,824,765	2020-01-01 00:20:17	Pilsner	Cans	Electronic City	13	24.057092	5.060008	1.061646	5.997794	29	6	1:0.34:0.23	4,883	4,320.75803	7.327873	73.709902	2.409079	4.074248	1.741941
2,422,817	2020-01-01 00:20:18	Sour	Pints	Indiranagar	15	20.387744	4.88143	1.040766	5.889305	56	8	1:0.35:0.22	2,072	8,494.742593	6.244577	77.374408	2.954061	3.576965	4.499391

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YAML Metadata Warning: empty or missing yaml metadata in repo card (https://huggingface.co/docs/hub/datasets-cards)

Comprehensive Analysis of Brewing Parameters, Sales Trends, and Quality Metrics in Craft Beer Production (2020-2024) Overview: This dataset presents an extensive collection of data from a craft beer brewery, spanning from January 2020 to January 2024. It encapsulates a rich blend of brewing parameters, sales data, and quality assessments, providing a holistic view of the brewing process and its market implications. Content Details:

Brewing Parameters: Includes crucial brewing factors such as fermentation time, temperature, pH level, gravity, and ingredient ratios. These parameters are pivotal in understanding the brewing process and its impact on the final product. Beer Styles and Packaging: The dataset categorizes beers into various styles like IPA, Stout, Lager, etc., and records the type of packaging used (kegs, bottles, cans, pints). Quality Scores: Each batch is rated for its quality on a scale, offering insights into the success and consistency of different brewing approaches. Sales Data(USD): Detailed records of sales figures, providing a window into the market performance of different beer types across various locations in Bangalore. Supply Chain and Efficiency Metrics: Tracks aspects like volume produced, total sales, brewhouse efficiency, and losses at different stages (brewing, fermentation, bottling/kegging), crucial for supply chain analysis and operational optimization. Applications: Brewing Process Optimization: Ideal for analysis aiming to correlate brewing techniques with beer quality, facilitating the optimization of brewing conditions for superior product quality. Market Analysis: Sales data across different styles and locations offer valuable insights for market trend analysis and strategic planning. Supply Chain Management: The dataset is instrumental in identifying bottlenecks in the supply chain and enhancing inventory management strategies. Quality Assessment and Control: By analyzing quality scores against brewing parameters, the dataset supports initiatives in quality control and consistency maintenance. Data Format and Structure: The dataset is structured in a tabular format, provided in a CSV file for easy integration with various data analysis tools. It comprises over 10 million records, each representing a unique batch with a comprehensive set of features. Intended Audience: This dataset is invaluable for data scientists, brewing process engineers, market analysts, supply chain experts, and quality control professionals in the brewing industry. It is also highly relevant for academic research in food technology, fermentation science, and business analytics. Disclaimer: The data is synthetic and intended for educational, analytical, and simulation purposes. Users are advised to apply appropriate data processing and analysis techniques for meaningful insights. This comprehensive dataset serves as a rich resource for exploring the intricacies of brewing science, market dynamics, and operational efficiency in the craft beer industry.

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