Datasets:

thehooklab
/

nsw-property

property_id float64 2 4.7M	house_number stringlengths 0 10	street_name stringlengths 0 44	locality stringlengths 0 31	postcode float64 0 5.87k ⌀	contract_date stringdate 1990-01-01 00:00:00 2024-12-23 00:00:00	purchase_price float64 1k 100M ⌀	area float64 0 631k ⌀	zone stringclasses 71 values	property_type stringclasses 10 values	sale_year int64 1.99k 2.02k	district float64 1 911 ⌀	lat float64 -34.16 33.8 ⌀	lon float64 151 152 ⌀	property_type_clean stringclasses 9 values	valid_postcode bool 1 class	data_quality_score float64 0.4 1 ⌀	num_bath float64 0 46 ⌀	num_bed float64 0 47 ⌀	num_parking float64 0 50 ⌀	land_area float64 7 59.1k ⌀	km_from_cbd float64 0.31 84.8 ⌀	suburb_population float64 169 47.2k ⌀	suburb_median_income float64 19.8k 97.5k ⌀	cash_rate float64 0.1 2 ⌀	property_inflation_index float64 151 220 ⌀
2,400,874	40	JUDITH AVE	CABRAMATTA	2,166	1990-01-01	700,000	645	R2	OTHER	1,990	220	null	null	Other	true	0.4	null	null	null	null	null	null	null	null	null
1,200,084	5	WYUNA PL	DAPTO	2,530	1990-01-01	12,180	784.1	A	OTHER	1,990	103	null	null	Other	true	0.4	null	null	null	null	null	null	null	null	null
553,457	125	POUND CREEK RD	TUMBARUMBA	2,653	1990-01-04	20,000	7.61	R	VACANT LAND	1,990	71	null	null	Land	true	0.4	null	null	null	null	null	null	null	null	null
3,322,390	31	WILLIAM ST	ORANGE	2,800	1990-01-31	3,590,000	984.9	E3	OTHER	1,990	124	null	null	Commercial	true	0.4	null	null	null	null	null	null	null	null	null
333,781	83	BARKER AVE	SAN REMO	2,262	1990-02-21	50,000	461.6	A	UNKNOWN	1,990	14	null	null	Unknown	true	0.4	null	null	null	null	null	null	null	null	null
2,672,305		BRUXNER RD	TABULAM	2,469	1990-02-21	69,000	40	R	VACANT LAND	1,990	250	null	null	Land	true	0.4	null	null	null	null	null	null	null	null	null
2,468,366	17	TOBRUK ST	LITHGOW	2,790	1990-02-21	18,500	739.84	A	OTHER	1,990	222	null	null	Other	true	0.4	null	null	null	null	null	null	null	null	null
1,033,752	10	BROLGA CL	BLACKBUTT	2,529	1990-03-04	67,000	879.9	A	OTHER	1,990	100	null	null	Other	true	0.4	null	null	null	null	null	null	null	null	null
1,012,496	7	VIEWPOINT CT	TUROSS HEAD	2,537	1990-03-07	48,000	1,087	R2	UNKNOWN	1,990	97	null	null	Unknown	true	0.4	null	null	null	null	null	null	null	null	null
2,356,538	1	TATES LANE	KURRAJONG	2,758	1990-03-23	100,000	10.2	R	OTHER	1,990	219	null	null	Other	true	0.4	null	null	null	null	null	null	null	null	null
1,747,821	170	ALEXANDRA PDE	NORTH LISMORE	2,480	1990-03-23	190,000	24.288	R	OTHER	1,990	159	null	null	Rural/Acreage	true	0.4	null	null	null	null	null	null	null	null	null
4,703,370			CHATSWOOD	2,067	1990-04-03	290,000	null		OTHER	1,990	92	null	null	Other	true	0.4	null	null	null	null	null	null	null	null	null
1,089,662		GRANGE RD	TOMERONG	2,540	1990-04-06	16,250	16.19	R	VACANT LAND	1,990	101	null	null	Land	true	0.4	null	null	null	null	null	null	null	null	null
487,062	990	CAPTAIN COOK DR	NORTH ALBURY	2,640	1990-04-20	11,600	594.4	R1	OTHER	1,990	50	null	null	Other	true	0.4	null	null	null	null	null	null	null	null	null
1,822,821	21	MARGARET ST	TWEED HEADS	2,485	1990-04-24	95,000	null		OTHER	1,990	171	null	null	Other	true	0.4	null	null	null	null	null	null	null	null	null
1,384,571	181	WATTLE ST	BANKSTOWN	2,200	1990-05-23	330,000	189.7	B	OTHER	1,990	136	null	null	Commercial	true	0.4	null	null	null	null	null	null	null	null	null
4,381,545	11	WOODRUFF ST	MELONBA	2,765	1990-06-11	440,000	330		VACANT LAND	1,990	214	null	null	Land	true	0.4	null	null	null	null	null	null	null	null	null
2,590,865	535	ARINA RD	BARGO	2,574	1990-06-12	90,000	10.46	R	VACANT LAND	1,990	226	null	null	Land	true	0.4	null	null	null	null	null	null	null	null	null
3,450,595	3246	HILL END RD	HILL END	2,850	1990-06-15	165,000	1,373.7	R	VACANT LAND	1,990	608	null	null	Land	true	0.4	null	null	null	null	null	null	null	null	null
95,219	1	YANDA RD	SOMERSBY	2,250	1990-06-15	1,800,000	14.16	I	VACANT LAND	1,990	3	null	null	Land	true	0.4	null	null	null	null	null	null	null	null	null
273,494	33	PARKES ST	NELSON BAY	2,315	1990-06-15	100,000	null		OTHER	1,990	10	null	null	Other	true	0.4	null	null	null	null	null	null	null	null	null
2,643,757	2915	THUNDERBOLTS WAY	HOWELL	2,360	1990-06-15	32,000	7,256	R	OTHER	1,990	242	null	null	Other	true	0.4	null	null	null	null	null	null	null	null	null
55,880	48	ILYA AVE	ERINA	2,250	1990-06-18	91,326	887.1	A	VACANT LAND	1,990	3	null	null	Land	true	0.4	null	null	null	null	null	null	null	null	null
326,041		SHOWGROUND LANE	NABIAC	2,312	1990-06-18	28,000	2,023	A	VACANT LAND	1,990	13	null	null	Land	true	0.4	null	null	null	null	null	null	null	null	null
81,031	2	SHAW ST	SARATOGA	2,251	1990-06-20	190,000	657.6	A	UNKNOWN	1,990	3	null	null	Unknown	true	0.4	null	null	null	null	null	null	null	null	null
2,148,758	406	VICTORIA ST	DARLINGHURST	2,010	1990-06-27	285,990	null		OTHER	1,990	211	null	null	Other	true	0.4	null	null	null	null	null	null	null	null	null
826,570	23	HARRIS ST	HARRIS PARK	2,150	1990-06-27	100,000	null		OTHER	1,990	89	null	null	Other	true	0.4	null	null	null	null	null	null	null	null	null
1,210,034	354	STEWART ST	BATHURST	2,795	1990-06-30	20,000	1,735	A	UNKNOWN	1,990	108	null	null	Unknown	true	0.4	null	null	null	null	null	null	null	null	null
2,926,718		CARDIGAN ST	BALACLAVA	2,575	1990-07-01	136,335	7,283		OTHER	1,990	102	null	null	Other	true	0.4	null	null	null	null	null	null	null	null	null
2,483,664	48	CHARLES ST	LIVERPOOL	2,170	1990-07-07	70,000	520.1	A	OTHER	1,990	223	null	null	Other	true	0.4	null	null	null	null	null	null	null	null	null
2,497,386	25	HINKLER AVE	WARWICK FARM	2,170	1990-07-10	13,500	695.6	A	OTHER	1,990	223	null	null	Other	true	0.4	null	null	null	null	null	null	null	null	null
1,691,270	108	FAVIELL DR	BONVILLE	2,441	1990-07-18	133,333	2.107	R	UNKNOWN	1,990	152	null	null	Unknown	true	0.4	null	null	null	null	null	null	null	null	null
316,576	18	WRIGHT CL	TUNCURRY	2,428	1990-09-07	47,500	568.8	A	VACANT LAND	1,990	13	null	null	Land	true	0.4	null	null	null	null	null	null	null	null	null
2,662,692	17	DRUITT ST	ADAMINABY	2,630	1990-09-12	18,000	885	A	OTHER	1,990	249	null	null	Other	true	0.4	null	null	null	null	null	null	null	null	null
2,291,331	40	RIVER RD	ELDERSLIE	2,570	1990-09-18	155,000	23.2	R	OTHER	1,990	217	null	null	Rural/Acreage	true	0.4	null	null	null	null	null	null	null	null	null
2,209,608	51	MYUNA CRES	SEVEN HILLS	2,147	1990-09-20	1,060,000	556.4	R2	OTHER	1,990	214	null	null	Other	true	0.4	null	null	null	null	null	null	null	null	null
1,262,763	2072	ABERCROMBIE RD	BLACK SPRINGS	2,787	1990-09-24	490,000	147.3	R	OTHER	1,990	123	null	null	Rural/Acreage	true	0.4	null	null	null	null	null	null	null	null	null
2,354,991	61	FRANCIS ST	RICHMOND	2,753	1990-09-28	400,000	2,586	A	OTHER	1,990	219	null	null	Other	true	0.4	null	null	null	null	null	null	null	null	null
2,692,786	10	BRYCES HILL RD	ARIAH PARK	2,665	1990-10-09	70,000	16.36	R	VACANT LAND	1,990	538	null	null	Land	true	0.4	null	null	null	null	null	null	null	null	null
407,944		PH YURAMMIE	CANDELO	2,550	1990-10-11	35,000	93.03	R	VACANT LAND	1,990	18	null	null	Land	true	0.4	null	null	null	null	null	null	null	null	null
2,018,947	27	WARBURTON ST	CHIFLEY	2,036	1990-10-12	230,000	null	A	OTHER	1,990	207	null	null	Other	true	0.4	null	null	null	null	null	null	null	null	null
798,992	6	TRAFALGAR ST	CROWS NEST	2,065	1990-10-19	135,000	null		OTHER	1,990	88	null	null	Other	true	0.4	null	null	null	null	null	null	null	null	null
3,453,844		BROULEE RD	BROULEE	2,537	1990-10-22	60,000	2.009	R	VACANT LAND	1,990	97	null	null	Land	true	0.4	null	null	null	null	null	null	null	null	null
2,593,047		CHURCH ST	APPIN	2,560	1990-10-31	125,000	2,985	R	VACANT LAND	1,990	226	null	null	Land	true	0.4	null	null	null	null	null	null	null	null	null
3,453,845		BROULEE RD	BROULEE	2,537	1990-11-05	50,000	2.025	R	VACANT LAND	1,990	97	null	null	Land	true	0.4	null	null	null	null	null	null	null	null	null
1,196,659	3	WALLABAH WAY	DAPTO	2,530	1990-11-13	10,120	556.4	A	OTHER	1,990	103	null	null	Other	true	0.4	null	null	null	null	null	null	null	null	null
754,658	28	BAPAUME RD	MOSMAN	2,088	1990-11-26	500,000	550.1	R3	UNKNOWN	1,990	87	null	null	Unknown	true	0.4	null	null	null	null	null	null	null	null	null
731,484	280	PACIFIC HWY	ARTARMON	2,064	1990-11-29	206,500	null		OTHER	1,990	85	null	null	Other	true	0.4	null	null	null	null	null	null	null	null	null
145,890	5	SOMERSHAM AVE	RATHMINES	2,283	1990-12-05	45,000	844.3	A	OTHER	1,990	4	null	null	Other	true	0.4	null	null	null	null	null	null	null	null	null
773,707	46	BLUES POINT RD	NORTH SYDNEY	2,060	1990-12-07	105,000	null		UNKNOWN	1,990	88	null	null	Unknown	true	0.4	null	null	null	null	null	null	null	null	null
2,304,481	78	CARRINGTON CCT	LEUMEAH	2,560	1990-12-09	14,650	607	A	OTHER	1,990	218	null	null	Other	true	0.4	null	null	null	null	null	null	null	null	null
612,627	1360	RIVER RD	LOWER PORTLAND	2,756	1990-12-20	22,500	2.051	R	OTHER	1,990	81	null	null	Land	true	0.4	null	null	null	null	null	null	null	null	null
2,168,740	28	COBBLER CRES	MINCHINBURY	2,770	1990-12-21	113,000	616	R2	UNKNOWN	1,990	214	null	null	Unknown	true	0.4	null	null	null	null	null	null	null	null	null
3,514,107	146	DALHOUSIE ST	HABERFIELD	2,045	1990-12-28	180,000	348.1	A	OTHER	1,990	134	null	null	Other	true	0.4	null	null	null	null	null	null	null	null	null
3,514,106	144	DALHOUSIE ST	HABERFIELD	2,045	1990-12-28	172,000	348.6	A	OTHER	1,990	134	null	null	Other	true	0.4	null	null	null	null	null	null	null	null	null
2,721,782	560	BATAR CREEK RD	KENDALL	2,439	1990-12-29	40,000	48.09	R	OTHER	1,990	656	null	null	Other	true	0.4	null	null	null	null	null	null	null	null	null
2,647,427		'STRATHAIRD'	LAKE CARGELLICO	2,672	1991-01-26	200,000	687.2	R	OTHER	1,991	244	null	null	Rural/Acreage	true	0.4	null	null	null	null	null	null	null	null	null
2,230,152	10	STEVENAGE RD	HEBERSHAM	2,770	1991-01-30	120,000	588.1	A	OTHER	1,991	214	null	null	Other	true	0.4	null	null	null	null	null	null	null	null	null
2,413,974	21	PARKER ST	CANLEY VALE	2,166	1991-02-07	253,400	512.1	A	OTHER	1,991	220	null	null	Other	true	0.4	null	null	null	null	null	null	null	null	null
1,277,738	10	ROSEWOOD AVE	ORANGE	2,800	1991-02-14	26,000	1,414	A	UNKNOWN	1,991	124	null	null	Unknown	true	0.4	null	null	null	null	null	null	null	null	null
4,382,040	2	CANNING ST	LIDCOMBE	2,141	1991-02-15	560,000	91		OTHER	1,991	260	null	null	Other	true	0.4	null	null	null	null	null	null	null	null	null
2,606,407	1220	CALLEEN MERRENGREEN RD	WEST WYALONG	2,671	1991-02-18	56,667	494.5	R	OTHER	1,991	231	null	null	Land	true	0.4	null	null	null	null	null	null	null	null	null
36,912	4	BUSHLANDS AVE	SPRINGFIELD	2,250	1991-03-01	140,777	632.3	A	OTHER	1,991	3	null	null	Other	true	0.4	null	null	null	null	null	null	null	null	null
2,283,345	70	DEEPFIELDS RD	CATHERINE FIELD	2,171	1991-03-06	282,000	2.049	R	OTHER	1,991	217	null	null	Other	true	0.4	null	null	null	null	null	null	null	null	null
785,269	4 A	GARDENIA APARTMENTS KING STREE	WOLLSTONECRAFT	2,065	1991-03-08	850,000	null		UNKNOWN	1,991	88	null	null	Unknown	true	0.4	null	null	null	null	null	null	null	null	null
2,783,648	140	CARILLON AVE	NEWTOWN	2,042	1991-03-12	196,650	null		OTHER	1,991	211	null	null	Other	true	0.4	null	null	null	null	null	null	null	null	null
3,297,698		TARALGA RD	CHATSBURY	2,580	1991-03-20	2,150,000	1,011.7		VACANT LAND	1,991	526	null	null	Land	true	0.4	null	null	null	null	null	null	null	null	null
2,759,172	109	DENNE ST	WEST TAMWORTH	2,340	1991-03-21	105,000	666	A	UNKNOWN	1,991	698	null	null	Unknown	true	0.4	null	null	null	null	null	null	null	null	null
1,605,672	2	MARY ST	JANNALI	2,226	1991-03-22	300,000	null	A	UNKNOWN	1,991	144	null	null	Unknown	true	0.4	null	null	null	null	null	null	null	null	null
2,292,181	47	SOUTHDOWN RD	ELDERSLIE	2,570	1991-03-25	760,000	701.9	R2	OTHER	1,991	217	null	null	Other	true	0.4	null	null	null	null	null	null	null	null	null
217,998	39	DERNA RD	SHORTLAND	2,307	1991-03-25	92,000	null	A	OTHER	1,991	8	null	null	Other	true	0.4	null	null	null	null	null	null	null	null	null
87,274	785	THE SCENIC ROAD	MACMASTERS BEACH	2,251	1991-03-27	40,000	7,463	P	OTHER	1,991	3	null	null	Other	true	0.4	null	null	null	null	null	null	null	null	null
690,885	3	CLERMISTON AVE	ROSEVILLE	2,069	1991-04-12	468,900	null	A	OTHER	1,991	84	null	null	Other	true	0.4	null	null	null	null	null	null	null	null	null
1,327,357	41	WETHERILL ST N	SILVERWATER	2,128	1991-04-19	110,400	537.5	R3	OTHER	1,991	135	null	null	Other	true	0.4	null	null	null	null	null	null	null	null	null
312,891	19	BERKELEY ST	STROUD	2,425	1991-04-30	155,000	3,530	Z	OTHER	1,991	13	null	null	Other	true	0.4	null	null	null	null	null	null	null	null	null
2,256,135	11	QUEENS RD	KATOOMBA	2,780	1991-05-01	10,000	1,176	A	OTHER	1,991	216	null	null	Other	true	0.4	null	null	null	null	null	null	null	null	null
1,889,030	9	GRACE CAMPBELL CRES	HILLSDALE	2,036	1991-05-10	620,000	89.6		OTHER	1,991	276	null	null	Other	true	0.4	null	null	null	null	null	null	null	null	null
1,317,836	51	KARRABAH RD	AUBURN	2,144	1991-05-10	110,000	341.5	A	OTHER	1,991	135	null	null	Other	true	0.4	null	null	null	null	null	null	null	null	null
1,325,886	13	ST JOHNS AVE	AUBURN	2,144	1991-05-17	175,000	null	A	UNKNOWN	1,991	135	null	null	Unknown	true	0.4	null	null	null	null	null	null	null	null	null
2,017,405	5	THE CORSO	MAROUBRA	2,035	1991-05-18	46,000	290.9	A	OTHER	1,991	207	null	null	Other	true	0.4	null	null	null	null	null	null	null	null	null
843,595	26	QUEENS AVE	PARRAMATTA	2,150	1991-05-20	161,000	null		OTHER	1,991	89	null	null	Other	true	0.4	null	null	null	null	null	null	null	null	null
1,085,808	16	ORONTES ST	ORIENT POINT	2,540	1991-05-22	150,000	null	A	UNKNOWN	1,991	101	null	null	Unknown	true	0.4	null	null	null	null	null	null	null	null	null
1,191,561	28	SUSSEX ST	BERKELEY	2,506	1991-06-27	98,000	null	A	OTHER	1,991	103	null	null	Other	true	0.4	null	null	null	null	null	null	null	null	null
1,136,228	112	CAMPBELL ST	WOONONA	2,517	1991-06-30	50,000	537.5	A	OTHER	1,991	103	null	null	Other	true	0.4	null	null	null	null	null	null	null	null	null
3,264,942		PART DONSANDEL STATION	VIA BROKEN HILL	2,880	1991-07-01	25,700	null		OTHER	1,991	902	null	null	Other	true	0.4	null	null	null	null	null	null	null	null	null
2,426,262	59	TOLMER ST	WETHERILL PARK	2,164	1991-07-03	112,700	550	A	OTHER	1,991	220	null	null	Other	true	0.4	null	null	null	null	null	null	null	null	null
1,952,122	1	GILPIN ST	CAMPERDOWN	2,050	1991-07-12	125,000	173.3	R2	OTHER	1,991	206	null	null	Other	true	0.4	null	null	null	null	null	null	null	null	null
2,484,805	85 A	COCKATIEL CCT	GREEN VALLEY	2,168	1991-07-18	234,500	null		OTHER	1,991	223	null	null	Other	true	0.4	null	null	null	null	null	null	null	null	null
1,083,858	20	NARRAWALLEE ST	ULLADULLA	2,539	1991-07-20	127,000	670.3	A	OTHER	1,991	101	null	null	Other	true	0.4	null	null	null	null	null	null	null	null	null
1,101,191	59	VOYAGER CRES	BAWLEY POINT	2,539	1991-07-23	55,000	4,156	A	VACANT LAND	1,991	101	null	null	Land	true	0.4	null	null	null	null	null	null	null	null	null
810,312	13	BRICKFIELD ST	NORTH PARRAMATTA	2,151	1991-07-29	60,000	null		OTHER	1,991	89	null	null	Other	true	0.4	null	null	null	null	null	null	null	null	null
289,225	52	SEAHAM RD	NELSONS PLAINS	2,324	1991-08-02	464,000	36.49	R	VACANT LAND	1,991	10	null	null	Land	true	0.4	null	null	null	null	null	null	null	null	null
1,957,649	24	MACARTHUR PDE	DULWICH HILL	2,203	1991-08-04	430,000	328.8	A	VACANT LAND	1,991	206	null	null	Land	true	0.4	null	null	null	null	null	null	null	null	null
236,180		LOOKOUT RD	RANKIN PARK	2,287	1991-08-06	865,400	6,806	S	UNKNOWN	1,991	8	null	null	Unknown	true	0.4	null	null	null	null	null	null	null	null	null
2,107,048	121	BAPTIST ST	REDFERN	2,016	1991-08-18	450,000	null	A	OTHER	1,991	211	null	null	Other	true	0.4	null	null	null	null	null	null	null	null	null
2,638,894		NATIONAL PARK RD	CURBAN	2,827	1991-08-19	78,000	1.497	Z	OTHER	1,991	240	null	null	Other	true	0.4	null	null	null	null	null	null	null	null	null
1,860,235	23	ROSS ST	INVERELL	2,360	1991-08-20	120,000	2,023	A	OTHER	1,991	188	null	null	Other	true	0.4	null	null	null	null	null	null	null	null	null
2,008,113	57	MELODY ST	COOGEE	2,034	1991-08-23	360,000	430.77	R3	OTHER	1,991	207	null	null	Other	true	0.4	null	null	null	null	null	null	null	null	null
289,225	52	SEAHAM RD	NELSONS PLAINS	2,324	1991-08-26	46,400	36.49	R	VACANT LAND	1,991	10	null	null	Land	true	0.4	null	null	null	null	null	null	null	null	null
1,108,402	3	BORONIA AVE	HILL TOP	2,575	1991-08-31	65,000	923.2	R2	OTHER	1,991	102	null	null	Other	true	0.4	null	null	null	null	null	null	null	null	null

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NSW Property Dataset

The world's largest open-source dataset on New South Wales property data.

This comprehensive dataset contains over 3.6 million records spanning property sales, enriched property analytics, and rental market data for New South Wales, Australia. It covers 35 years of historical transactions from 1990 to 2024.

Dataset Overview

Config	File	Records	Description
`sales` (default)	`nsw_property_sales_master.parquet`	3,493,361	Historical property transactions (1990-2024)
`enriched`	`nsw_property_master_enriched.parquet`	83,548	Properties with market analytics and demographics
`rental`	`nsw_rental_market_master.parquet`	48,158	Rental bond records with pricing data

Total: 3,625,067 records

Usage

from datasets import load_dataset

# Load sales data (default configuration)
sales = load_dataset("thehooklab/nsw-property")

# Load enriched properties with analytics
enriched = load_dataset("thehooklab/nsw-property", "enriched")

# Load rental market data
rental = load_dataset("thehooklab/nsw-property", "rental")

# Example: Filter Sydney properties over $1M
sydney_premium = sales.filter(lambda x: x['locality'] == 'SYDNEY' and x['purchase_price'] > 1000000)

Data Description

Sales Data (3.49M records)

Historical property transactions across NSW from 1990 to 2024.

Column	Type	Description
`property_id`	float	Unique property identifier
`house_number`	string	Street number
`street_name`	string	Street name
`locality`	string	Suburb/locality name
`postcode`	float	Australian postcode
`contract_date`	string	Date of sale contract
`purchase_price`	float	Sale price in AUD
`area`	float	Property area
`zone`	string	Zoning classification
`property_type`	string	Type (HOUSE, UNIT, VACANT LAND, etc.)
`sale_year`	int	Year of sale
`lat`, `lon`	float	Geographic coordinates
`num_bed`, `num_bath`, `num_parking`	float	Property features
`land_area`	float	Land size in sqm
`km_from_cbd`	float	Distance from Sydney CBD
`suburb_population`	float	Population of suburb
`suburb_median_income`	float	Median income of suburb

Enriched Properties (83.5K records)

Properties enhanced with market analytics, demographic indicators, and transport accessibility scores.

Column	Type	Description
`avg_price`	float	Average historical price
`median_price`	float	Suburb median price
`price_category`	string	Affordable, Mid-range, Premium, Luxury
`market_heat`	string	Market activity indicator
`growth_potential`	string	Price growth forecast
`rental_yield_estimate`	float	Estimated rental yield %
`days_on_market_avg`	float	Average days to sell
`auction_clearance_estimate`	float	Auction success rate
`family_friendly_score`	float	Family suitability score
`walkability_score`	float	Pedestrian accessibility
`cafe_culture_score`	float	Local amenities score
`school_rating`	string	School quality rating
`crime_index`	float	Area crime indicator
`gentrification_index`	float	Neighborhood change indicator
`nearest_station`	string	Closest train station
`distance_to_station_km`	float	Distance to station
`transport_score`	float	Public transport accessibility

Rental Market (48.2K records)

Rental bond lodgement data with weekly rent and dwelling information.

Column	Type	Description
`lodgement_date`	string	Bond lodgement date
`postcode`	float	Property postcode
`dwelling_type`	string	House, Unit, Townhouse, etc.
`bedrooms`	float	Number of bedrooms
`weekly_rent`	float	Weekly rent in AUD
`bond_amount`	float	Bond amount in AUD
`annual_rent`	float	Calculated annual rent

Use Cases

Property Price Prediction: Train ML models to predict property values
Market Analysis: Analyze price trends across suburbs and time periods
Investment Research: Identify high-growth areas and rental yields
Urban Planning: Study development patterns and demographic shifts
Academic Research: Housing affordability, market dynamics studies

Data Quality

All numeric columns validated and cleaned
String columns properly typed to avoid parsing errors
Coordinates available for properties with geolocation data
Data sourced from official NSW government records and verified sources

Citation

If you use this dataset in your research or projects, please cite:

@dataset{nsw_property_2026,
  title={NSW Property Dataset: The World's Largest Open-Source NSW Property Data},
  author={Fedor Kriuk},
  year={2026},
  publisher={HuggingFace},
  url={https://huggingface.co/datasets/thehooklab/nsw-property}
}

License

MIT License - Free to use for commercial and non-commercial purposes.

Contributing

Found an issue or have suggestions? Open an issue on the dataset repository.

Downloads last month: 68

Size of downloaded dataset files:

72.6 MB

Size of the auto-converted Parquet files:

72.6 MB

Number of rows:

3,625,067