Datasets:

ddecosmo
/

ScenicOrNot_224_fine-tune_rev2

id int64 5 218k	gridimage_id int64 22 1.16M	lat float64 49.9 60.8	lon float64 -8.6 1.75	average float64 1 9.83	variance float64 0 6.25	votes stringlengths 11 330	title stringlengths 2 98	imagetaken stringlengths 10 10	__index_level_0__ int64 4 212k	emd_score int64 1 10
73,097	359,622	51.0527	-2.1815	1.875	0.8594	1,1,2,2,1,4,2,2	Hays Farm on the A350 near Sedgehill	2007-03-09	71,194	2
44,850	215,732	54.7011	-4.90558	5.4	2.54	3,6,5,8,7,9,6,3,5,7,5,6,5,4,4,7,4,6,4,4	Sea wall, near Drummore	2006-07-16	43,690	5
23,310	129,267	51.104	-2.89708	1.8333	0.4722	1,2,3,2,1,2	Landing Strip	2006-02-26	22,710	2
92,718	459,281	53.0127	-0.156259	4.8571	4.4082	4,1,5,7,4,8,5	Un-trimmed	2007-06-08	90,281	5
164,501	903,683	58.2306	-4.48608	3.4286	1.102	3,4,2,2,4,5,4	New woodland, Strath Vagastie	2008-07-09	160,141	3
123,207	636,850	54.1223	-2.15271	7.375	2.4844	7,9,9,4,8,8,6,8	View north towards Darnbrook House & Darnbrook Fell	2007-12-19	119,967	7
138,797	747,059	50.7939	-3.40893	4	2.6667	7,2,3,3,4,5	Track into Side Downs	2008-04-01	135,156	4
34,086	171,889	54.3797	-1.71206	3.1667	4.4722	5,2,1,2,2,7	St John the Evangelist Church, Hipswell	2006-05-18	33,204	3
95,326	472,663	51.8264	-4.54006	4.375	1.4844	5,6,5,3,5,2,4,5	Railway bridge with cottages beyond	2007-06-07	92,836	4
205,825	1,109,779	56.1486	-3.3424	5.3333	1.8889	7,5,7,5,3,5	Lochore Meadows Country Park	2009-01-03	200,313	5
134,456	717,040	57.071	-3.2104	6.7143	5.3469	4,8,3,8,8,10,6	Grouse moor above the Crathie to Gairnshiel road	2008-03-07	130,927	7
52,326	249,200	53.8833	-0.346105	5.2857	2.2041	6,5,6,6,7,5,2	View over the Leven Canal	2006-09-27	50,979	5
193,646	1,053,546	51.8115	-2.54184	2.7143	3.3469	6,1,4,1,1,4,2	Kensley Lodge, Forest of Dean	2008-11-20	188,482	3
9,638	63,418	57.5358	-4.89176	6.125	1.1094	7,7,6,6,8,5,5,5	Bend in the river	2005-10-07	9,417	6
157,433	864,388	52.1299	-4.46567	2.7143	1.6327	1,2,2,5,3,4,2	Sarnau along the A487 road	2008-06-12	153,285	3
117,359	594,405	57.3742	-2.55363	4.3333	0.8889	4,5,3,6,4,4	Road leading to Templeland Farm	2007-10-25	114,271	4
142,357	771,676	57.5249	-2.19872	5.1667	4.4722	3,5,8,6,7,2	New Deer: The Culsh monument	2008-04-20	138,610	5
131,569	696,490	53.8956	-0.600109	4.3333	0.8889	4,6,3,5,4,4	Unfenced field	2008-02-12	128,127	4
100,916	504,574	51.1178	-3.92049	6.0476	4.9025	6,1,8,6,8,5,4,9,10,8,9,6,7,3,8,4,5,4,6,6,4	Bratton Fleming: by Haxton Down	2007-07-24	98,273	6
1,715	13,843	56.4823	-2.77133	3.2857	1.9184	2,2,3,6,4,4,2	Barry Buddon Army camp	2005-05-30	1,686	3
48,125	229,426	52.1672	1.5509	5.2	2.76	7,6,8,3,7,4,5,5,3,4	Footbridge, Black Heath Forest	2006-08-25	46,882	5
661	6,583	57.2211	-4.14491	7.625	0.9844	7,8,7,7,9,6,9,8	Bridge over the Allt Calder, Strath Dearn	2005-03-31	644	8
165,930	910,969	53.9912	-0.914819	5.5714	4.2449	9,6,8,4,4,3,5	Stamford Bridge	2008-08-04	161,532	6
152,296	833,147	57.7321	-4.64264	6	3.3333	7,7,3,8,7,4	More springy moorland	2006-08-28	148,274	6
213,269	1,140,386	54.842	-2.11057	7.2857	2.4898	9,7,6,7,5,10,7	Beldon Side	2008-05-10	207,543	7
76,647	379,418	55.1496	-3.12676	5.5714	2.5306	8,3,4,5,6,6,7	Burntcleuch Shoulder	2007-03-24	74,643	6
11,151	72,456	52.015	-0.230794	3.1429	1.8367	2,4,3,3,6,2,2	Stotfold Methodist Church.	2005-10-30	10,882	3
186,239	1,017,732	52.2756	0.741625	4.9	4.69	4,1,8,6,6,6,6,1,5,6	View west from Clay Drift	2008-10-22	181,269	5
75,369	373,112	54.1706	-1.53749	2.8333	1.1389	2,1,3,4,3,4	Middle Parks Farmhouse	2007-03-21	73,397	3
54,388	260,154	54.3074	-1.21917	5.1	3.29	8,4,5,6,3,5,8,2,5,5	Limestone Wall, Rough Grazing, Above Thorodale Wood	2006-10-14	52,978	5
54,402	260,235	52.9143	-0.176359	2.5	1.45	2,1,1,1,4,4,3,4,3,2	Lancaster memorial, Eaudike Road, Donington Eaudike, Lincs	2006-10-14	52,992	2
125,623	653,953	52.4038	0.298444	3	1.3333	2,4,3,2,5,2	Distribution Centre near Ely	2008-01-09	122,330	3
141,337	764,045	55.1702	-2.74014	5.3333	5.3333	8,6,2,6,10,4,4,4,4	Long Knowe	2008-04-14	137,626	5
124,437	646,204	50.9071	-2.21436	4.2857	3.9184	2,2,5,3,7,4,7	Stile and gate, Hambledon Hill	2007-07-28	121,167	4
72,600	356,540	54.022	-1.14362	3.8947	1.9889	5,3,1,4,2,3,2,4,5,5,5,5,6,2,3,4,5,6,4	Trees and Hedging marking a field boundary, Shipton, North Yorkshire	2007-03-06	70,709	4
170,022	934,033	56.1166	-4.66225	5.4	4.5067	6,2,4,6,5,1,6,6,6,7,6,6,3,10,7	Path to Beinn Dubh	2008-07-28	165,488	5
46,253	221,165	53.442	-0.909891	3.7143	3.9184	1,3,7,2,4,6,3	Carr Farm	2006-08-16	45,057	4
158,125	868,253	54.9893	-4.10975	4.8333	2.1389	6,4,6,6,2,5	Slogarie Farm	2008-07-02	153,952	5
134,695	718,957	54.4927	-1.05336	6.2857	2.7755	9,7,6,6,7,3,6	Sheep grazing	2008-03-07	131,156	6
56,715	271,496	55.0883	-1.94986	4.4286	5.3878	6,5,2,6,3,8,1	Copse at Fairshaw	2006-11-01	55,243	4
188,488	1,029,031	53.9669	-1.94786	3.1429	1.2653	5,2,3,2,2,4,4	Draughton Milestone	2008-10-31	183,468	3
60,814	292,275	53.707	-0.883357	3.1667	2.1389	5,3,1,1,3,5,6,3,2,3,3,3	Vermuyden School	2006-12-10	59,243	3
44,887	215,901	56.6076	-2.52786	3.6667	2.5556	3,3,5,6,1,4	Boghead	2006-07-30	43,727	4
133,850	713,661	54.5044	-1.98656	4.6667	1.8889	2,5,5,4,6,6	The end of the road to the Rigg	2008-03-04	130,343	5
78,891	390,651	51.5396	-3.0752	1.7778	1.0617	1,1,1,1,1,2,2,3,4	Marshfield Primary School	2007-04-06	76,841	2
110,500	557,741	57.0229	-2.55976	6.3636	4.7769	9,7,5,9,1,8,7,7,5,7,5	Harvest near Letterbeg	2007-09-02	107,593	6
113,670	573,418	55.3377	-1.68608	5	2.6667	4,2,7,5,6,6	Dismantled railway	2007-08-01	110,676	5
117,559	595,525	54.5717	-2.70868	3	3	6,4,3,3,1,1	Barn on The Lowther Estate	2007-10-24	114,462	3
32,807	166,605	55.6441	-4.797	2	1.7143	5,2,1,2,1,1,2	The "Ardrossan Accies" Rugby Football Club	2006-05-09	31,965	2
135,498	724,505	53.2576	-1.01249	3.5	0.5833	3,5,4,3,3,3	Black Gold in Nottinghamshire	2008-03-14	131,941	4
30,112	156,641	52.5066	1.42004	3.25	1.9375	1,3,6,3,4,3,2,4	Seething Observatory	2006-04-22	29,339	3
166,961	916,208	57.2112	-2.93002	4.1429	2.4082	3,3,7,5,2,4,5	Glenkindie Standing Stone from East	2006-09-00	162,520	4
48,333	230,570	55.6453	-3.63995	2.5	1.9167	3,3,1,2,1,5	Wellbrae	2006-08-31	47,087	2
99,052	493,759	52.9773	-0.403706	3.3077	1.1361	2,4,4,2,4,5,3,1,4,3,3,4,4	Power lines beyond cornfield	2007-07-08	96,467	3
60,358	289,740	51.744	-2.4954	1.6667	0.5556	1,2,1,1,2,3	A48 between Blakeney and Lydney	2006-12-04	58,797	2
80,340	397,181	51.5784	-4.20674	1.4444	0.9136	1,1,2,1,1,1,1,1,4	Petrol Station	2007-04-02	78,251	1
104,329	523,988	51.6192	-4.9543	6.3	2.01	6,9,6,7,6,8,4,5,5,7	Floral entrance to Carew Farm	2007-08-09	101,605	6
4,354	31,846	52.6275	1.15053	4.4444	3.5802	2,6,7,6,6,2,2,4,5	Admiral's Wood, Marlingford	2005-07-30	4,266	4
78,477	388,975	50.3327	-4.95059	4.5714	1.9592	6,5,3,4,3,7,4	The bridge at New Mills	2007-04-05	76,435	5
164,065	901,534	51.3301	-1.93713	4.25	2.6875	8,5,4,3,4,4,4,2	2008 : HST from the A342	2008-07-21	159,718	4
189,424	1,033,862	56.0082	-2.69369	3.1667	1.1389	3,4,5,2,2,3	Junction near Ashfield House	2008-11-04	184,374	3
150,145	820,503	57.9722	-5.25169	7.1429	2.6939	8,4,9,7,9,7,6	Path to Blughasary	2008-05-18	146,183	7
199,165	1,079,558	54.4092	-2.44362	5.2857	1.6327	4,5,4,7,4,6,7	Wyegarth Gill	2008-12-14	193,860	5
19,089	111,061	52.5644	-1.59721	3.5	2.25	3,2,4,4,5,3,1,2,6,5	Old wall near site of Baxterley Old Hall	2006-01-22	18,595	4
73,327	360,781	57.6527	-1.99162	4.25	3.4375	7,5,6,2,3,2,3,6	Water of Philorth	2007-03-06	71,417	4
142,725	774,375	52.8434	1.27489	6	1	5,6,8,7,6,5,6,5	Alby Gardens	2008-04-22	138,970	6
85,019	419,360	52.0403	-1.04479	4.8333	1.1389	4,6,5,3,5,6	Open farmland near Dadford	2007-04-30	82,803	5
90,402	446,789	57.2318	-3.03525	2.6667	0.8889	3,1,3,3,2,4	Under repair	2007-05-26	88,030	3
162,965	895,209	50.2203	-5.08345	2.125	2.1094	1,1,1,4,2,2,1,5	Carnon Downs by-pass on the A39	2008-07-24	158,651	2
16,671	99,679	51.867	-2.96011	3.2	1.16	3,3,4,3,6,3,2,2,3,3	Pen-y-parc	2006-01-02	16,241	3
93,374	462,945	52.3409	-2.56987	3.8333	4.1389	5,5,3,1,7,3,1,2,2,7,5,5	Whatmore Court Farm	2007-06-09	90,923	4
56,798	271,897	52.3957	0.782583	1.8333	0.4722	3,2,1,2,1,2	Great Snarehill Belt	2006-11-03	55,324	2
75,732	375,321	57.1168	-3.66975	8.8571	1.8367	7,10,8,10,10,10,7	Frozen moorland from Coire an Lochan path	2007-02-13	73,745	9
96,677	480,657	51.9482	-3.50434	4.1667	3.4722	3,5,7,4,1,5	A40 past Abercamlais	2006-03-00	94,158	4
119,911	611,029	52.136	-4.51438	7	1.3333	8,8,8,7,6,5	Waterfall at Tresaith	2006-12-16	116,749	7
162,455	892,525	52.0673	-4.23559	4.6667	2.2222	7,2,3,6,3,5,7,5,5,4,5,4	Track to Llwynffynnon, Capel Dewi, Llandysul	2008-07-21	158,155	5
187,189	1,022,389	53.8737	-0.305711	2.1667	2.1389	2,1,5,1,3,1	A165 Whitecross Road near Riston Grange	2008-10-19	182,200	2
12,778	80,641	57.6232	-2.79535	3.6364	0.9587	4,4,4,4,3,4,5,1,4,4,3	Forest track on Hill of Summertown	2005-11-16	12,475	4
121,357	622,318	55.7868	-3.86282	3.1667	3.4722	3,7,3,1,2,3	Field just off Cathburn road	2007-11-28	118,160	3
71,555	351,091	55.7765	-6.45533	4.8571	2.1224	5,7,5,6,2,5,4	Coastal Erosion	2007-02-20	69,694	5
24,284	133,824	51.431	-2.83153	3	1.6667	4,3,5,3,2,1	Post Box at Moor Lane, by Clevedon	2006-03-05	23,656	3
142,923	775,700	52.3351	-1.38206	2.6667	1.2222	4,1,2,3,4,2	Frankton	2008-04-21	139,165	3
72,686	357,195	51.6431	-1.76629	4.5714	1.102	4,6,3,4,5,4,6	Lus Hill	2007-03-07	70,791	5
210,870	1,130,811	51.2681	0.54212	3.6667	6	10,2,3,2,2,3,4,2,5	Mote Park Cafe and Memorial Tree	2009-01-20	205,212	4
137,061	734,930	54.5967	-2.44813	6.3333	5.2222	10,5,5,5,9,4	Brackenthwaite Farm	2008-03-23	133,465	6
90,756	448,548	53.2198	-0.279502	4.5	3.9167	2,4,4,6,8,3	New Park Wood	2007-05-29	88,376	4
188,676	1,030,011	50.7832	-3.15054	4.3333	0.8889	5,6,4,3,4,4	Bridleway West Colwell, Devon	2008-05-29	183,653	4
107,501	541,860	52.9601	-3.45108	3.1667	1.8056	3,5,2,2,2,5	Bridleway signpost	2007-08-24	104,670	3
95,578	473,994	50.7162	-4.65453	6.5556	6.2469	7,6,2,10,4,5,7,8,10	Rusey Beach from the coast path at High Cliff	1991-05-00	93,084	7
49,209	234,735	58.9521	-2.87787	3.5714	1.3878	3,4,4,5,2,5,2	Unclassified minor road	2006-09-07	47,939	4
207,214	1,115,461	53.8026	-3.0554	3	3.7778	1,1,6,2,2,6,4,4,1	Storm Waves batter Blackpool Promenade	2003-00-00	201,668	3
98,644	491,261	58.323	-4.25687	5.5556	3.8025	6,5,4,4,6,2,7,7,9	River Naver	2007-06-21	96,069	6
68,799	335,871	50.8125	-3.93619	4.2857	2.4898	6,2,2,4,5,6,5	Sampford Courtenay: near Bondleigh Moor	2007-02-11	67,023	4
22,044	124,319	56.733	-3.47449	6	3	5,10,7,6,5,5,6,4	Copse near Ashintully Castle	2006-02-18	21,467	6
13,115	82,647	56.5061	-6.1773	7	2.6667	5,7,7,9,9,5	Ballygown Bay	2005-09-22	12,804	7
138,553	745,486	56.5135	-4.51818	5.7	2.21	3,5,7,8,5,7,4,6,7,5	Red Deer on the shore of Lochan Learg nan Lunn	2008-03-30	134,914	6
131,537	696,196	51.3802	-0.807533	5.8571	2.9796	8,5,7,7,4,3,7	Woodland next to Heath Lake	2008-02-19	128,096	6
62,257	299,888	51.6931	-2.76398	3	2	2,3,4,2,3,3,1,6	New house on the edge of Tredean Wood	2006-12-27	60,653	3
13,144	82,800	51.9171	0.088212	3.8889	2.321	5,4,2,3,3,5,4,2,7	River Ash valley near Gravesend	2005-11-19	12,833	4
134,469	717,104	53.1899	-1.74794	5.8	3.0933	5,5,8,8,5,7,4,5,10,4,4,4,5,6,7	Lathkill Dale Footpath	2008-03-07	130,940	6

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license: cc-by-sa-4.0 task_categories: - image-classification - regression tags: - scenicornot - geograph - landscape - crowdsourced size_categories: - 10K<n<100K

Dataset Card for ScenicOrNot 224 Fine-Tune (Rev 2)

Dataset Summary

This dataset is a preprocessed, fine-tuning-ready version of the ScenicOrNot dataset, designed for training machine learning models on landscape aesthetics. The images in this version have been standardized to a 224x224 resolution, making them directly compatible with standard vision models (such as ResNet, MobileNet, and ViT) that expect a 1:1 aspect ratio.

The dataset includes the corresponding crowdsourced scenicness ratings, geographical coordinates, and variance data for each image.

Supported Tasks

Image Classification / Regression: Predicting the aesthetic "scenicness" score (1.0 to 10.0) of an outdoor image.
Geospatial Analysis: Correlating visual landscape features with geographical coordinates.

Dataset Structure

Splits

The data has been partitioned into three distinct splits for model training and evaluation:

train: 25,500 rows
validation: 8,500 rows
test: 8,500 rows

Data Fields

id (int64): Unique internal identifier for the dataset row.
gridimage_id (int64): The specific Geograph URI/identifier for the image.
lat (float64): The latitude coordinate of where the image was captured.
lon (float64): The longitude coordinate of where the image was captured.
average (float64): The mean scenic score calculated from the crowdsourced votes.
variance (float64): The population variance of the submitted votes.
votes (string): A comma-separated list of the individual integer scores submitted by users.
title (string): The title or brief description of the image as provided on Geograph.
imagetaken (string): The date the image was taken.
image (image): The photograph, resized and cropped to exactly 224x224 pixels.
__index_level_0__ (int64): The original index level inherited from the source dataframe.

Source Data

Images are sourced from Geograph Britain and Ireland. The crowdsourced rating platform, Scenic-Or-Not, was originally created by mySociety and is currently maintained by the Data Science Lab at Warwick Business School.

Licensing and Attribution

This dataset is distributed under a Creative Commons Attribution-ShareAlike (CC BY-SA 4.0) license.

Images and Metadata: Licensed by Geograph UK contributors.
Scenic Ratings: Licensed by the Data Science Lab UK / mySociety under the Open Database License. When using this dataset, appropriate credit must be given to the original photographers via Geograph and the Data Science Lab UK.

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24:782 Third Eye Project: Datasets

Collection

Project consisting of the datasets used throughout 24:782 AI/ML Project by Devin, Grant, and Abdullah • 7 items • Updated Mar 13