Datasets:

DannHiroaki
/

Geolife-Spatial-Join-0.15B

rect_id int64	traj_id int64	point_idx int32	x_min_cm int64	x_max_cm int64	y_min_cm int64	y_max_cm int64	t_min_ms int64	t_max_ms int64
1,983,138,146,590,774,300	7,801,926,616,700,172,000	0	1,294,849,695	1,294,851,695	486,370,946	486,372,946	1,224,730,354,000	1,224,730,414,000
851,302,105,153,585,000	7,801,926,616,700,172,000	1	1,294,850,062	1,294,852,062	486,370,670	486,372,670	1,224,730,360,000	1,224,730,420,000
8,661,173,310,862,117,000	7,801,926,616,700,172,000	2	1,294,849,695	1,294,851,695	486,370,714	486,372,714	1,224,730,365,000	1,224,730,425,000
1,486,963,785,208,648,400	7,801,926,616,700,172,000	3	1,294,849,339	1,294,851,339	486,370,743	486,372,743	1,224,730,370,000	1,224,730,430,000
-8,020,440,478,428,896,000	7,801,926,616,700,172,000	4	1,294,847,981	1,294,849,981	486,370,264	486,372,264	1,224,730,375,000	1,224,730,435,000
-425,989,374,332,131,600	7,801,926,616,700,172,000	5	1,294,845,342	1,294,847,342	486,369,624	486,371,624	1,224,730,380,000	1,224,730,440,000
-1,367,472,246,129,907,500	7,801,926,616,700,172,000	6	1,294,842,392	1,294,844,392	486,369,581	486,371,581	1,224,730,385,000	1,224,730,445,000
-1,262,618,703,752,205,600	7,801,926,616,700,172,000	7	1,294,839,676	1,294,841,676	486,368,927	486,370,927	1,224,730,390,000	1,224,730,450,000
-5,196,693,616,591,602,000	7,801,926,616,700,172,000	8	1,294,837,194	1,294,839,194	486,368,578	486,370,578	1,224,730,395,000	1,224,730,455,000
-7,452,582,074,688,081,000	7,801,926,616,700,172,000	9	1,294,834,645	1,294,836,645	486,369,552	486,371,552	1,224,730,400,000	1,224,730,460,000
-6,382,153,479,654,434,000	7,801,926,616,700,172,000	10	1,294,832,930	1,294,834,930	486,369,000	486,371,000	1,224,730,405,000	1,224,730,465,000
-4,406,109,789,039,662,600	7,801,926,616,700,172,000	11	1,294,830,760	1,294,832,760	486,369,261	486,371,261	1,224,730,410,000	1,224,730,470,000
1,999,059,185,417,654,500	7,801,926,616,700,172,000	12	1,294,828,656	1,294,830,656	486,368,898	486,370,898	1,224,730,415,000	1,224,730,475,000
7,638,920,493,162,778,000	7,801,926,616,700,172,000	13	1,294,826,730	1,294,828,730	486,368,535	486,370,535	1,224,730,420,000	1,224,730,480,000
-8,015,128,303,950,382,000	7,801,926,616,700,172,000	14	1,294,824,882	1,294,826,882	486,368,346	486,370,346	1,224,730,425,000	1,224,730,485,000
-2,254,398,107,967,270,100	7,801,926,616,700,172,000	15	1,294,822,377	1,294,824,377	486,368,244	486,370,244	1,224,730,430,000	1,224,730,490,000
-5,426,070,871,230,204,000	7,801,926,616,700,172,000	16	1,294,820,819	1,294,822,819	486,368,346	486,370,346	1,224,730,435,000	1,224,730,495,000
6,395,863,731,473,730,000	7,801,926,616,700,172,000	17	1,294,818,459	1,294,820,459	486,369,087	486,371,087	1,224,730,440,000	1,224,730,500,000
890,992,573,559,624,200	7,801,926,616,700,172,000	18	1,294,816,188	1,294,818,188	486,369,000	486,371,000	1,224,730,445,000	1,224,730,505,000
8,315,783,896,008,076,000	7,801,926,616,700,172,000	19	1,294,813,305	1,294,815,305	486,368,564	486,370,564	1,224,730,450,000	1,224,730,510,000
-2,502,473,808,975,935,500	7,801,926,616,700,172,000	20	1,294,810,622	1,294,812,622	486,368,026	486,370,026	1,224,730,455,000	1,224,730,515,000
-711,347,064,545,187,300	7,801,926,616,700,172,000	21	1,294,809,520	1,294,811,520	486,368,477	486,370,477	1,224,730,460,000	1,224,730,520,000
-1,715,044,553,628,307,200	7,801,926,616,700,172,000	22	1,294,807,483	1,294,809,483	486,368,070	486,370,070	1,224,730,465,000	1,224,730,525,000
-7,586,638,543,082,108,000	7,801,926,616,700,172,000	23	1,294,805,267	1,294,807,267	486,367,794	486,369,794	1,224,730,470,000	1,224,730,530,000
-5,735,918,179,700,853,000	7,801,926,616,700,172,000	24	1,294,803,197	1,294,805,197	486,366,951	486,368,951	1,224,730,475,000	1,224,730,535,000
3,093,006,838,374,369,300	7,801,926,616,700,172,000	25	1,294,800,993	1,294,802,993	486,367,794	486,369,794	1,224,730,480,000	1,224,730,540,000
-7,966,593,238,005,118,000	7,801,926,616,700,172,000	26	1,294,798,499	1,294,800,499	486,367,721	486,369,721	1,224,730,485,000	1,224,730,545,000
-6,969,254,467,766,576,000	7,801,926,616,700,172,000	27	1,294,796,729	1,294,798,729	486,368,026	486,370,026	1,224,730,490,000	1,224,730,550,000
-3,734,259,072,312,222,700	7,801,926,616,700,172,000	28	1,294,804,121	1,294,806,121	486,369,726	486,371,726	1,224,730,495,000	1,224,730,555,000
7,484,453,072,205,391,000	7,801,926,616,700,172,000	29	1,294,801,716	1,294,803,716	486,370,176	486,372,176	1,224,730,500,000	1,224,730,560,000
-7,360,640,535,586,927,000	7,801,926,616,700,172,000	30	1,294,799,868	1,294,801,868	486,369,770	486,371,770	1,224,730,505,000	1,224,730,565,000
3,836,168,379,100,739,000	7,801,926,616,700,172,000	31	1,294,797,453	1,294,799,453	486,370,264	486,372,264	1,224,730,510,000	1,224,730,570,000
1,716,788,078,975,902,200	7,801,926,616,700,172,000	32	1,294,795,193	1,294,797,193	486,370,641	486,372,641	1,224,730,515,000	1,224,730,575,000
-3,174,958,023,144,956,000	7,801,926,616,700,172,000	33	1,294,792,855	1,294,794,855	486,371,034	486,373,034	1,224,730,520,000	1,224,730,580,000
-5,296,716,999,097,802,000	7,801,926,616,700,172,000	34	1,294,790,495	1,294,792,495	486,371,034	486,373,034	1,224,730,525,000	1,224,730,585,000
2,823,513,278,249,720,000	7,801,926,616,700,172,000	35	1,294,788,514	1,294,790,514	486,370,859	486,372,859	1,224,730,530,000	1,224,730,590,000
-2,793,173,976,592,699,000	7,801,926,616,700,172,000	36	1,294,786,566	1,294,788,566	486,370,583	486,372,583	1,224,730,535,000	1,224,730,595,000
8,796,930,502,442,349,000	7,801,926,616,700,172,000	37	1,294,784,106	1,294,786,106	486,370,656	486,372,656	1,224,730,540,000	1,224,730,600,000
-998,902,865,936,163,800	7,801,926,616,700,172,000	38	1,294,781,957	1,294,783,957	486,370,176	486,372,176	1,224,730,545,000	1,224,730,605,000
4,092,512,330,378,066,000	7,801,926,616,700,172,000	39	1,294,779,631	1,294,781,631	486,370,060	486,372,060	1,224,730,550,000	1,224,730,610,000
-3,165,690,200,231,578,000	7,801,926,616,700,172,000	40	1,294,777,337	1,294,779,337	486,370,147	486,372,147	1,224,730,555,000	1,224,730,615,000
-4,802,421,183,156,831,000	7,801,926,616,700,172,000	41	1,294,775,144	1,294,777,144	486,370,249	486,372,249	1,224,730,560,000	1,224,730,620,000
3,126,868,924,298,649,000	7,801,926,616,700,172,000	42	1,294,773,463	1,294,775,463	486,369,915	486,371,915	1,224,730,565,000	1,224,730,625,000
-7,927,141,842,137,354,000	7,801,926,616,700,172,000	43	1,294,771,360	1,294,773,360	486,370,147	486,372,147	1,224,730,570,000	1,224,730,630,000
-137,234,188,247,659,500	7,801,926,616,700,172,000	44	1,294,769,233	1,294,771,233	486,370,235	486,372,235	1,224,730,575,000	1,224,730,635,000
-1,799,441,197,199,207,200	7,801,926,616,700,172,000	45	1,294,767,419	1,294,769,419	486,369,871	486,371,871	1,224,730,580,000	1,224,730,640,000
3,076,710,940,177,786,000	7,801,926,616,700,172,000	46	1,294,765,504	1,294,767,504	486,370,220	486,372,220	1,224,730,585,000	1,224,730,645,000
3,537,272,526,612,929,500	7,801,926,616,700,172,000	47	1,294,763,345	1,294,765,345	486,370,278	486,372,278	1,224,730,590,000	1,224,730,650,000
-9,207,884,979,155,842,000	7,801,926,616,700,172,000	48	1,294,761,942	1,294,763,942	486,369,697	486,371,697	1,224,730,595,000	1,224,730,655,000
-4,115,745,814,379,497,500	7,801,926,616,700,172,000	49	1,294,759,671	1,294,761,671	486,370,569	486,372,569	1,224,730,600,000	1,224,730,660,000
5,554,469,520,144,033,000	7,801,926,616,700,172,000	50	1,294,756,699	1,294,758,699	486,370,888	486,372,888	1,224,730,605,000	1,224,730,665,000
8,507,317,623,760,627,000	7,801,926,616,700,172,000	51	1,294,755,296	1,294,757,296	486,370,859	486,372,859	1,224,730,610,000	1,224,730,670,000
-1,847,291,672,407,188,500	7,801,926,616,700,172,000	52	1,294,754,339	1,294,756,339	486,370,380	486,372,380	1,224,730,615,000	1,224,730,675,000
271,225,462,960,986,750	7,801,926,616,700,172,000	53	1,294,753,203	1,294,755,203	486,369,436	486,371,436	1,224,730,620,000	1,224,730,680,000
4,767,370,093,064,530,000	7,801,926,616,700,172,000	54	1,294,752,168	1,294,754,168	486,368,593	486,370,593	1,224,730,625,000	1,224,730,685,000
8,771,789,310,127,379,000	7,801,926,616,700,172,000	55	1,294,750,465	1,294,752,465	486,368,375	486,370,375	1,224,730,630,000	1,224,730,690,000
4,083,619,989,123,699,700	7,801,926,616,700,172,000	56	1,294,748,739	1,294,750,739	486,367,983	486,369,983	1,224,730,635,000	1,224,730,695,000
2,631,612,059,887,572,500	7,801,926,616,700,172,000	57	1,294,746,791	1,294,748,791	486,367,736	486,369,736	1,224,730,640,000	1,224,730,700,000
3,891,428,273,456,835,600	7,801,926,616,700,172,000	58	1,294,744,788	1,294,746,788	486,367,852	486,369,852	1,224,730,645,000	1,224,730,705,000
-1,509,580,693,263,766,000	7,801,926,616,700,172,000	59	1,294,742,940	1,294,744,940	486,367,576	486,369,576	1,224,730,650,000	1,224,730,710,000
710,861,262,256,672,400	7,801,926,616,700,172,000	60	1,294,740,836	1,294,742,836	486,367,866	486,369,866	1,224,730,655,000	1,224,730,715,000
-8,557,034,459,221,675,000	7,801,926,616,700,172,000	61	1,294,739,133	1,294,741,133	486,367,866	486,369,866	1,224,730,660,000	1,224,730,720,000
-6,012,186,666,761,443,000	7,801,926,616,700,172,000	62	1,294,737,641	1,294,739,641	486,367,925	486,369,925	1,224,730,665,000	1,224,730,725,000
-6,948,098,164,839,964,000	7,801,926,616,700,172,000	63	1,294,735,971	1,294,737,971	486,367,997	486,369,997	1,224,730,670,000	1,224,730,730,000
-1,729,543,311,876,006,000	7,801,926,616,700,172,000	64	1,294,734,279	1,294,736,279	486,367,779	486,369,779	1,224,730,675,000	1,224,730,735,000
8,962,347,993,808,932,000	7,801,926,616,700,172,000	65	1,294,732,643	1,294,734,643	486,367,881	486,369,881	1,224,730,680,000	1,224,730,740,000
-140,258,008,482,120,350	7,801,926,616,700,172,000	66	1,294,731,607	1,294,733,607	486,367,997	486,369,997	1,224,730,685,000	1,224,730,745,000
-7,201,580,834,704,918,000	7,801,926,616,700,172,000	67	1,294,730,249	1,294,732,249	486,367,605	486,369,605	1,224,730,690,000	1,224,730,750,000
-7,753,038,362,196,573,000	7,801,926,616,700,172,000	68	1,294,728,702	1,294,730,702	486,367,910	486,369,910	1,224,730,695,000	1,224,730,755,000
-3,290,749,310,428,291,600	7,801,926,616,700,172,000	69	1,294,727,433	1,294,729,433	486,367,837	486,369,837	1,224,730,700,000	1,224,730,760,000
-5,645,984,325,923,193,000	7,801,926,616,700,172,000	70	1,294,725,852	1,294,727,852	486,366,951	486,368,951	1,224,730,705,000	1,224,730,765,000
4,760,921,761,949,081,000	7,801,926,616,700,172,000	71	1,294,724,004	1,294,726,004	486,366,966	486,368,966	1,224,730,710,000	1,224,730,770,000
5,751,221,470,136,781,000	7,801,926,616,700,172,000	72	1,294,721,967	1,294,723,967	486,367,024	486,369,024	1,224,730,715,000	1,224,730,775,000
7,871,235,966,839,775,000	7,801,926,616,700,172,000	73	1,294,720,386	1,294,722,386	486,366,922	486,368,922	1,224,730,720,000	1,224,730,780,000
9,164,250,708,061,615,000	7,801,926,616,700,172,000	74	1,294,718,516	1,294,720,516	486,367,111	486,369,111	1,224,730,725,000	1,224,730,785,000
-2,990,032,226,331,516,400	7,801,926,616,700,172,000	75	1,294,716,880	1,294,718,880	486,367,460	486,369,460	1,224,730,730,000	1,224,730,790,000
-5,135,040,593,044,989,000	7,801,926,616,700,172,000	76	1,294,714,809	1,294,716,809	486,367,518	486,369,518	1,224,730,735,000	1,224,730,795,000
6,405,571,699,741,946,000	7,801,926,616,700,172,000	77	1,294,711,993	1,294,713,993	486,367,372	486,369,372	1,224,730,740,000	1,224,730,800,000
-929,777,490,452,781,600	7,801,926,616,700,172,000	78	1,294,709,844	1,294,711,844	486,367,343	486,369,343	1,224,730,745,000	1,224,730,805,000
7,527,974,186,533,963,000	7,801,926,616,700,172,000	79	1,294,707,930	1,294,709,930	486,366,733	486,368,733	1,224,730,750,000	1,224,730,810,000
3,594,231,661,084,375,000	7,801,926,616,700,172,000	80	1,294,705,525	1,294,707,525	486,366,704	486,368,704	1,224,730,755,000	1,224,730,815,000
-755,222,854,050,521,500	7,801,926,616,700,172,000	81	1,294,703,466	1,294,705,466	486,366,646	486,368,646	1,224,730,760,000	1,224,730,820,000
-3,212,235,494,288,070,700	7,801,926,616,700,172,000	82	1,294,700,594	1,294,702,594	486,366,457	486,368,457	1,224,730,765,000	1,224,730,825,000
-5,161,322,267,419,754,000	7,801,926,616,700,172,000	83	1,294,699,325	1,294,701,325	486,365,920	486,367,920	1,224,730,770,000	1,224,730,830,000
-7,438,404,819,925,266,000	7,801,926,616,700,172,000	84	1,294,697,043	1,294,699,043	486,365,862	486,367,862	1,224,730,775,000	1,224,730,835,000
-7,094,203,446,931,129,000	7,801,926,616,700,172,000	85	1,294,695,250	1,294,697,250	486,365,658	486,367,658	1,224,730,780,000	1,224,730,840,000
538,970,218,299,731,900	7,801,926,616,700,172,000	86	1,294,692,712	1,294,694,712	486,365,658	486,367,658	1,224,730,785,000	1,224,730,845,000
-384,317,005,908,052,540	7,801,926,616,700,172,000	87	1,294,690,130	1,294,692,130	486,365,818	486,367,818	1,224,730,790,000	1,224,730,850,000
-3,917,741,279,077,531,000	7,801,926,616,700,172,000	88	1,294,688,471	1,294,690,471	486,366,094	486,368,094	1,224,730,795,000	1,224,730,855,000
-5,151,918,447,206,593,000	7,801,926,616,700,172,000	89	1,294,687,124	1,294,689,124	486,367,096	486,369,096	1,224,730,800,000	1,224,730,860,000
-2,161,541,615,376,250,400	7,801,926,616,700,172,000	90	1,294,685,554	1,294,687,554	486,366,980	486,368,980	1,224,730,805,000	1,224,730,865,000
3,214,723,202,072,544,000	7,801,926,616,700,172,000	91	1,294,683,016	1,294,685,016	486,365,716	486,367,716	1,224,730,810,000	1,224,730,870,000
1,588,162,816,193,673,200	7,801,926,616,700,172,000	92	1,294,681,391	1,294,683,391	486,366,050	486,368,050	1,224,730,815,000	1,224,730,875,000
-7,958,584,757,740,975,000	7,801,926,616,700,172,000	93	1,294,679,543	1,294,681,543	486,366,094	486,368,094	1,224,730,820,000	1,224,730,880,000
-3,978,024,572,167,536,000	7,801,926,616,700,172,000	94	1,294,677,183	1,294,679,183	486,366,341	486,368,341	1,224,730,825,000	1,224,730,885,000
3,936,674,044,785,082,000	7,801,926,616,700,172,000	95	1,294,675,335	1,294,677,335	486,366,268	486,368,268	1,224,730,830,000	1,224,730,890,000
-759,267,253,376,804,200	7,801,926,616,700,172,000	96	1,294,673,632	1,294,675,632	486,365,774	486,367,774	1,224,730,835,000	1,224,730,895,000
1,574,863,553,493,031,200	7,801,926,616,700,172,000	97	1,294,672,029	1,294,674,029	486,365,150	486,367,150	1,224,730,840,000	1,224,730,900,000
-4,167,789,145,962,760,000	7,801,926,616,700,172,000	98	1,294,669,959	1,294,671,959	486,365,745	486,367,745	1,224,730,845,000	1,224,730,905,000
822,653,612,656,644,600	7,801,926,616,700,172,000	99	1,294,667,988	1,294,669,988	486,365,702	486,367,702	1,224,730,850,000	1,224,730,910,000

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Introduction

GeoLife-Spatial-Join-149M is a high-dimensional rectangle–rectangle intersection join benchmark derived from the GeoLife GPS Trajectories (v1.3) dataset. It converts trajectory points into axis-aligned bounding boxes (AABBs) / hyper-rectangles so that “encounter within spatial and temporal thresholds” can be evaluated via a pure AABB intersection join (closed-interval semantics).

This repository contains ~149M rectangle records in total, organized into six groups:

3D: (x, y, t) for level = 1 / 2 / 3
4D: (x, y, z, t) for level = 1 / 2 / 3 (only points with valid altitude)

Units & encoding

x, y, z: centimeters (integer), projected to EPSG:3857 (Web Mercator)
t: Unix epoch milliseconds (integer)

Encounter thresholds (by level)

Level 1: Δd = 20 m, Δt = 60 s
Level 2: Δd = 50 m, Δt = 300 s
Level 3: Δd = 200 m, Δt = 1200 s

Repository layout

dims=3/level={1,2,3}/part-*.parquet
dims=4/level={1,2,3}/part-*.parquet
dict/trajectories.parquet: traj_id -> traj_src mapping + per-trajectory stats
manifest.json: build parameters + exact row counts + file list

Dataset construction details and the reference builder are available at: https://github.com/DANNHIROAKI/Geolife-Spatial-Join-0.15B-Builder

Example

Installation

pip install -U huggingface_hub

Download the Entire Dataset

hf download DannHiroaki/Geolife-Spatial-Join-149M \
  --repo-type dataset \
  --local-dir ./Geolife-Spatial-Join-149M

Download specific shards

hf download DannHiroaki/Geolife-Spatial-Join-149M \
  --repo-type dataset \
  --local-dir ./Geolife-Spatial-Join-149M \
  --include "manifest.json" \
  --include "dict/trajectories.parquet" \
  --include "dims=3/level=1/*.parquet"

Dry Run (Check size before downloading)

hf download DannHiroaki/Geolife-Spatial-Join-149M --repo-type dataset --dry-run

Downloads last month: 61

Size of downloaded dataset files:

3.66 GB

Size of the auto-converted Parquet files:

3.66 GB

Number of rows:

148,941,751