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kunishou
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tpch_tables_scale_1

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train · 8.66M rows

c_custkey int64	c_name large_string	c_address large_string	c_nationkey int64	c_phone large_string	c_acctbal float64	c_mktsegment large_string	c_comment large_string	column_9 large_string
1	Customer#000000001	IVhzIApeRb ot,c,E	15	25-989-741-2988	711.56	BUILDING	to the even, regular platelets. regular, ironic epitaphs nag e	null
2	Customer#000000002	XSTf4,NCwDVaWNe6tEgvwfmRchLXak	13	23-768-687-3665	121.65	AUTOMOBILE	l accounts. blithely ironic theodolites integrate boldly: caref	null
3	Customer#000000003	MG9kdTD2WBHm	1	11-719-748-3364	7,498.12	AUTOMOBILE	deposits eat slyly ironic, even instructions. express foxes detect slyly. blithely even accounts abov	null
4	Customer#000000004	XxVSJsLAGtn	4	14-128-190-5944	2,866.83	MACHINERY	requests. final, regular ideas sleep final accou	null
5	Customer#000000005	KvpyuHCplrB84WgAiGV6sYpZq7Tj	3	13-750-942-6364	794.47	HOUSEHOLD	n accounts will have to unwind. foxes cajole accor	null
6	Customer#000000006	sKZz0CsnMD7mp4Xd0YrBvx,LREYKUWAh yVn	20	30-114-968-4951	7,638.57	AUTOMOBILE	tions. even deposits boost according to the slyly bold packages. final accounts cajole requests. furious	null
7	Customer#000000007	TcGe5gaZNgVePxU5kRrvXBfkasDTea	18	28-190-982-9759	9,561.95	AUTOMOBILE	ainst the ironic, express theodolites. express, even pinto beans among the exp	null
8	Customer#000000008	I0B10bB0AymmC, 0PrRYBCP1yGJ8xcBPmWhl5	17	27-147-574-9335	6,819.74	BUILDING	among the slyly regular theodolites kindle blithely courts. carefully even theodolites haggle slyly along the ide	null
9	Customer#000000009	xKiAFTjUsCuxfeleNqefumTrjS	8	18-338-906-3675	8,324.07	FURNITURE	r theodolites according to the requests wake thinly excuses: pending requests haggle furiousl	null
10	Customer#000000010	6LrEaV6KR6PLVcgl2ArL Q3rqzLzcT1 v2	5	15-741-346-9870	2,753.54	HOUSEHOLD	es regular deposits haggle. fur	null
11	Customer#000000011	PkWS 3HlXqwTuzrKg633BEi	23	33-464-151-3439	-272.6	BUILDING	ckages. requests sleep slyly. quickly even pinto beans promise above the slyly regular pinto beans.	null
12	Customer#000000012	9PWKuhzT4Zr1Q	13	23-791-276-1263	3,396.49	HOUSEHOLD	to the carefully final braids. blithely regular requests nag. ironic theodolites boost quickly along	null
13	Customer#000000013	nsXQu0oVjD7PM659uC3SRSp	3	13-761-547-5974	3,857.34	BUILDING	ounts sleep carefully after the close frays. carefully bold notornis use ironic requests. blithely	null
14	Customer#000000014	KXkletMlL2JQEA	1	11-845-129-3851	5,266.3	FURNITURE	, ironic packages across the unus	null
15	Customer#000000015	YtWggXoOLdwdo7b0y,BZaGUQMLJMX1Y,EC,6Dn	23	33-687-542-7601	2,788.52	HOUSEHOLD	platelets. regular deposits detect asymptotes. blithely unusual packages nag slyly at the fluf	null
16	Customer#000000016	cYiaeMLZSMAOQ2 d0W,	10	20-781-609-3107	4,681.03	FURNITURE	kly silent courts. thinly regular theodolites sleep fluffily after	null
17	Customer#000000017	izrh 6jdqtp2eqdtbkswDD8SG4SzXruMfIXyR7	2	12-970-682-3487	6.34	AUTOMOBILE	packages wake! blithely even pint	null
18	Customer#000000018	3txGO AiuFux3zT0Z9NYaFRnZt	6	16-155-215-1315	5,494.43	BUILDING	s sleep. carefully even instructions nag furiously alongside of t	null
19	Customer#000000019	uc,3bHIx84H,wdrmLOjVsiqXCq2tr	18	28-396-526-5053	8,914.71	HOUSEHOLD	nag. furiously careful packages are slyly at the accounts. furiously regular in	null
20	Customer#000000020	JrPk8Pqplj4Ne	22	32-957-234-8742	7,603.4	FURNITURE	g alongside of the special excuses-- fluffily enticing packages wake	null
21	Customer#000000021	XYmVpr9yAHDEn	8	18-902-614-8344	1,428.25	MACHINERY	quickly final accounts integrate blithely furiously u	null
22	Customer#000000022	QI6p41,FNs5k7RZoCCVPUTkUdYpB	3	13-806-545-9701	591.98	MACHINERY	s nod furiously above the furiously ironic ideas.	null
23	Customer#000000023	OdY W13N7Be3OC5MpgfmcYss0Wn6TKT	3	13-312-472-8245	3,332.02	HOUSEHOLD	deposits. special deposits cajole slyly. fluffily special deposits about the furiously	null
24	Customer#000000024	HXAFgIAyjxtdqwimt13Y3OZO 4xeLe7U8PqG	13	23-127-851-8031	9,255.67	MACHINERY	into beans. fluffily final ideas haggle fluffily	null
25	Customer#000000025	Hp8GyFQgGHFYSilH5tBfe	12	22-603-468-3533	7,133.7	FURNITURE	y. accounts sleep ruthlessly according to the regular theodolites. unusual instructions sleep. ironic, final	null
26	Customer#000000026	8ljrc5ZeMl7UciP	22	32-363-455-4837	5,182.05	AUTOMOBILE	c requests use furiously ironic requests. slyly ironic dependencies us	null
27	Customer#000000027	IS8GIyxpBrLpMT0u7	3	13-137-193-2709	5,679.84	BUILDING	about the carefully ironic pinto beans. accoun	null
28	Customer#000000028	iVyg0daQ,Tha8x2WPWA9m2529m	8	18-774-241-1462	1,007.18	FURNITURE	along the regular deposits. furiously final pac	null
29	Customer#000000029	sJ5adtfyAkCK63df2,vF25zyQMVYE34uh	0	10-773-203-7342	7,618.27	FURNITURE	its after the carefully final platelets x-ray against	null
30	Customer#000000030	nJDsELGAavU63Jl0c5NKsKfL8rIJQQkQnYL2QJY	1	11-764-165-5076	9,321.01	BUILDING	lithely final requests. furiously unusual account	null
31	Customer#000000031	LUACbO0viaAv6eXOAebryDB xjVst	23	33-197-837-7094	5,236.89	HOUSEHOLD	s use among the blithely pending depo	null
32	Customer#000000032	jD2xZzi UmId,DCtNBLXKj9q0Tlp2iQ6ZcO3J	15	25-430-914-2194	3,471.53	BUILDING	cial ideas. final, furious requests across the e	null
33	Customer#000000033	qFSlMuLucBmx9xnn5ib2csWUweg D	17	27-375-391-1280	-78.56	AUTOMOBILE	s. slyly regular accounts are furiously. carefully pending requests	null
34	Customer#000000034	Q6G9wZ6dnczmtOx509xgE,M2KV	15	25-344-968-5422	8,589.7	HOUSEHOLD	nder against the even, pending accounts. even	null
35	Customer#000000035	TEjWGE4nBzJL2	17	27-566-888-7431	1,228.24	HOUSEHOLD	requests. special, express requests nag slyly furiousl	null
36	Customer#000000036	3TvCzjuPzpJ0,DdJ8kW5U	21	31-704-669-5769	4,987.27	BUILDING	haggle. enticing, quiet platelets grow quickly bold sheaves. carefully regular acc	null
37	Customer#000000037	7EV4Pwh,3SboctTWt	8	18-385-235-7162	-917.75	FURNITURE	ilent packages are carefully among the deposits. furiousl	null
38	Customer#000000038	a5Ee5e9568R8RLP 2ap7	12	22-306-880-7212	6,345.11	HOUSEHOLD	lar excuses. closely even asymptotes cajole blithely excuses. carefully silent pinto beans sleep carefully fin	null
39	Customer#000000039	nnbRg,Pvy33dfkorYE FdeZ60	2	12-387-467-6509	6,264.31	AUTOMOBILE	tions. slyly silent excuses slee	null
40	Customer#000000040	gOnGWAyhSV1ofv	3	13-652-915-8939	1,335.3	BUILDING	rges impress after the slyly ironic courts. foxes are. blithely	null
41	Customer#000000041	IM9mzmyoxeBmvNw8lA7G3Ydska2nkZF	10	20-917-711-4011	270.95	HOUSEHOLD	ly regular accounts hang bold, silent packages. unusual foxes haggle slyly above the special, final depo	null
42	Customer#000000042	ziSrvyyBke	5	15-416-330-4175	8,727.01	BUILDING	ssly according to the pinto beans: carefully special requests across the even, pending accounts wake special	null
43	Customer#000000043	ouSbjHk8lh5fKX3zGso3ZSIj9Aa3PoaFd	19	29-316-665-2897	9,904.28	MACHINERY	ial requests: carefully pending foxes detect quickly. carefully final courts cajole quickly. carefully	null
44	Customer#000000044	Oi,dOSPwDu4jo4x,,P85E0dmhZGvNtBwi	16	26-190-260-5375	7,315.94	AUTOMOBILE	r requests around the unusual, bold a	null
45	Customer#000000045	4v3OcpFgoOmMG,CbnF,4mdC	9	19-715-298-9917	9,983.38	AUTOMOBILE	nto beans haggle slyly alongside of t	null
46	Customer#000000046	eaTXWWm10L9	6	16-357-681-2007	5,744.59	AUTOMOBILE	ctions. accounts sleep furiously even requests. regular, regular accounts cajole blithely around the final pa	null
47	Customer#000000047	b0UgocSqEW5 gdVbhNT	2	12-427-271-9466	274.58	BUILDING	ions. express, ironic instructions sleep furiously ironic ideas. furi	null
48	Customer#000000048	0UU iPhBupFvemNB	0	10-508-348-5882	3,792.5	BUILDING	re fluffily pending foxes. pending, bold platelets sleep slyly. even platelets cajo	null
49	Customer#000000049	cNgAeX7Fqrdf7HQN9EwjUa4nxT,68L FKAxzl	10	20-908-631-4424	4,573.94	FURNITURE	nusual foxes! fluffily pending packages maintain to the regular	null
50	Customer#000000050	9SzDYlkzxByyJ1QeTI o	6	16-658-112-3221	4,266.13	MACHINERY	ts. furiously ironic accounts cajole furiously slyly ironic dinos.	null
51	Customer#000000051	uR,wEaiTvo4	12	22-344-885-4251	855.87	FURNITURE	eposits. furiously regular requests integrate carefully packages. furious	null
52	Customer#000000052	7 QOqGqqSy9jfV51BC71jcHJSD0	11	21-186-284-5998	5,630.28	HOUSEHOLD	ic platelets use evenly even accounts. stealthy theodolites cajole furiou	null
53	Customer#000000053	HnaxHzTfFTZs8MuCpJyTbZ47Cm4wFOOgib	15	25-168-852-5363	4,113.64	HOUSEHOLD	ar accounts are. even foxes are blithely. fluffily pending deposits boost	null
54	Customer#000000054	,k4vf 5vECGWFy,hosTE,	4	14-776-370-4745	868.9	AUTOMOBILE	sual, silent accounts. furiously express accounts cajole special deposits. final, final accounts use furi	null
55	Customer#000000055	zIRBR4KNEl HzaiV3a i9n6elrxzDEh8r8pDom	10	20-180-440-8525	4,572.11	MACHINERY	ully unusual packages wake bravely bold packages. unusual requests boost deposits! blithely ironic packages ab	null
56	Customer#000000056	BJYZYJQk4yD5B	10	20-895-685-6920	6,530.86	FURNITURE	. notornis wake carefully. carefully fluffy requests are furiously even accounts. slyly expre	null
57	Customer#000000057	97XYbsuOPRXPWU	21	31-835-306-1650	4,151.93	AUTOMOBILE	ove the carefully special packages. even, unusual deposits sleep slyly pend	null
58	Customer#000000058	g9ap7Dk1Sv9fcXEWjpMYpBZIRUohi T	13	23-244-493-2508	6,478.46	HOUSEHOLD	ideas. ironic ideas affix furiously express, final instructions. regular excuses use quickly e	null
59	Customer#000000059	zLOCP0wh92OtBihgspOGl4	1	11-355-584-3112	3,458.6	MACHINERY	ously final packages haggle blithely after the express deposits. furiou	null
60	Customer#000000060	FyodhjwMChsZmUz7Jz0H	12	22-480-575-5866	2,741.87	MACHINERY	latelets. blithely unusual courts boost furiously about the packages. blithely final instruct	null
61	Customer#000000061	9kndve4EAJxhg3veF BfXr7AqOsT39o gtqjaYE	17	27-626-559-8599	1,536.24	FURNITURE	egular packages shall have to impress along the	null
62	Customer#000000062	upJK2Dnw13,	7	17-361-978-7059	595.61	MACHINERY	kly special dolphins. pinto beans are slyly. quickly regular accounts are furiously a	null
63	Customer#000000063	IXRSpVWWZraKII	21	31-952-552-9584	9,331.13	AUTOMOBILE	ithely even accounts detect slyly above the fluffily ir	null
64	Customer#000000064	MbCeGY20kaKK3oalJD,OT	3	13-558-731-7204	-646.64	BUILDING	structions after the quietly ironic theodolites cajole be	null
65	Customer#000000065	RGT yzQ0y4l0H90P783LG4U95bXQFDRXbWa1sl,X	23	33-733-623-5267	8,795.16	AUTOMOBILE	y final foxes serve carefully. theodolites are carefully. pending i	null
66	Customer#000000066	XbsEqXH1ETbJYYtA1A	22	32-213-373-5094	242.77	HOUSEHOLD	le slyly accounts. carefully silent packages benea	null
67	Customer#000000067	rfG0cOgtr5W8 xILkwp9fpCS8	9	19-403-114-4356	8,166.59	MACHINERY	indle furiously final, even theodo	null
68	Customer#000000068	o8AibcCRkXvQFh8hF,7o	12	22-918-832-2411	6,853.37	HOUSEHOLD	pending pinto beans impress realms. final dependencies	null
69	Customer#000000069	Ltx17nO9Wwhtdbe9QZVxNgP98V7xW97uvSH1prEw	9	19-225-978-5670	1,709.28	HOUSEHOLD	thely final ideas around the quickly final dependencies affix carefully quickly final theodolites. final accounts c	null
70	Customer#000000070	mFowIuhnHjp2GjCiYYavkW kUwOjIaTCQ	22	32-828-107-2832	4,867.52	FURNITURE	fter the special asymptotes. ideas after the unusual frets cajole quickly regular pinto be	null
71	Customer#000000071	TlGalgdXWBmMV,6agLyWYDyIz9MKzcY8gl,w6t1B	7	17-710-812-5403	-611.19	HOUSEHOLD	g courts across the regular, final pinto beans are blithely pending ac	null
72	Customer#000000072	putjlmskxE,zs,HqeIA9Wqu7dhgH5BVCwDwHHcf	2	12-759-144-9689	-362.86	FURNITURE	ithely final foxes sleep always quickly bold accounts. final wat	null
73	Customer#000000073	8IhIxreu4Ug6tt5mog4	0	10-473-439-3214	4,288.5	BUILDING	usual, unusual packages sleep busily along the furiou	null
74	Customer#000000074	IkJHCA3ZThF7qL7VKcrU nRLl,kylf	4	14-199-862-7209	2,764.43	MACHINERY	onic accounts. blithely slow packages would haggle carefully. qui	null
75	Customer#000000075	Dh 6jZ,cwxWLKQfRKkiGrzv6pm	18	28-247-803-9025	6,684.1	AUTOMOBILE	instructions cajole even, even deposits. finally bold deposits use above the even pains. slyl	null
76	Customer#000000076	m3sbCvjMOHyaOofH,e UkGPtqc4	0	10-349-718-3044	5,745.33	FURNITURE	pecial deposits. ironic ideas boost blithely according to the closely ironic theodolites! furiously final deposits n	null
77	Customer#000000077	4tAE5KdMFGD4byHtXF92vx	17	27-269-357-4674	1,738.87	BUILDING	uffily silent requests. carefully ironic asymptotes among the ironic hockey players are carefully bli	null
78	Customer#000000078	HBOta,ZNqpg3U2cSL0kbrftkPwzX	9	19-960-700-9191	7,136.97	FURNITURE	ests. blithely bold pinto beans h	null
79	Customer#000000079	n5hH2ftkVRwW8idtD,BmM2	15	25-147-850-4166	5,121.28	MACHINERY	es. packages haggle furiously. regular, special requests poach after the quickly express ideas. blithely pending re	null
80	Customer#000000080	K,vtXp8qYB	0	10-267-172-7101	7,383.53	FURNITURE	tect among the dependencies. bold accounts engage closely even pinto beans. ca	null
81	Customer#000000081	SH6lPA7JiiNC6dNTrR	20	30-165-277-3269	2,023.71	BUILDING	r packages. fluffily ironic requests cajole fluffily. ironically regular theodolit	null
82	Customer#000000082	zhG3EZbap4c992Gj3bK,3Ne,Xn	18	28-159-442-5305	9,468.34	AUTOMOBILE	s wake. bravely regular accounts are furiously. regula	null
83	Customer#000000083	HnhTNB5xpnSF20JBH4Ycs6psVnkC3RDf	22	32-817-154-4122	6,463.51	BUILDING	ccording to the quickly bold warhorses. final, regular foxes integrate carefully. bold packages nag blithely ev	null
84	Customer#000000084	lpXz6Fwr9945rnbtMc8PlueilS1WmASr CB	11	21-546-818-3802	5,174.71	FURNITURE	ly blithe foxes. special asymptotes haggle blithely against the furiously regular depo	null
85	Customer#000000085	siRerlDwiolhYR 8FgksoezycLj	5	15-745-585-8219	3,386.64	FURNITURE	ronic ideas use above the slowly pendin	null
86	Customer#000000086	US6EGGHXbTTXPL9SBsxQJsuvy	0	10-677-951-2353	3,306.32	HOUSEHOLD	quests. pending dugouts are carefully aroun	null
87	Customer#000000087	hgGhHVSWQl 6jZ6Ev	23	33-869-884-7053	6,327.54	FURNITURE	hely ironic requests integrate according to the ironic accounts. slyly regular pla	null
88	Customer#000000088	wtkjBN9eyrFuENSMmMFlJ3e7jE5KXcg	16	26-516-273-2566	8,031.44	AUTOMOBILE	s are quickly above the quickly ironic instructions; even requests about the carefully final deposi	null
89	Customer#000000089	dtR, y9JQWUO6FoJExyp8whOU	14	24-394-451-5404	1,530.76	FURNITURE	counts are slyly beyond the slyly final accounts. quickly final ideas wake. r	null
90	Customer#000000090	QxCzH7VxxYUWwfL7	16	26-603-491-1238	7,354.23	BUILDING	sly across the furiously even	null
91	Customer#000000091	S8OMYFrpHwoNHaGBeuS6E 6zhHGZiprw1b7 q	8	18-239-400-3677	4,643.14	AUTOMOBILE	onic accounts. fluffily silent pinto beans boost blithely according to the fluffily exp	null
92	Customer#000000092	obP PULk2LH LqNF,K9hcbNqnLAkJVsl5xqSrY,	2	12-446-416-8471	1,182.91	MACHINERY	. pinto beans hang slyly final deposits. ac	null
93	Customer#000000093	EHXBr2QGdh	7	17-359-388-5266	2,182.52	MACHINERY	press deposits. carefully regular platelets r	null
94	Customer#000000094	IfVNIN9KtkScJ9dUjK3Pg5gY1aFeaXewwf	9	19-953-499-8833	5,500.11	HOUSEHOLD	latelets across the bold, final requests sleep according to the fluffily bold accounts. unusual deposits amon	null
95	Customer#000000095	EU0xvmWvOmUUn5J,2z85DQyG7QCJ9Xq7	15	25-923-255-2929	5,327.38	MACHINERY	ithely. ruthlessly final requests wake slyly alongside of the furiously silent pinto beans. even the	null
96	Customer#000000096	vWLOrmXhRR	8	18-422-845-1202	6,323.92	AUTOMOBILE	press requests believe furiously. carefully final instructions snooze carefully.	null
97	Customer#000000097	OApyejbhJG,0Iw3j rd1M	17	27-588-919-5638	2,164.48	AUTOMOBILE	haggle slyly. bold, special ideas are blithely above the thinly bold theo	null
98	Customer#000000098	7yiheXNSpuEAwbswDW	12	22-885-845-6889	-551.37	BUILDING	ages. furiously pending accounts are quickly carefully final foxes: busily pe	null
99	Customer#000000099	szsrOiPtCHVS97Lt	15	25-515-237-9232	4,088.65	HOUSEHOLD	cajole slyly about the regular theodolites! furiously bold requests nag along the pending, regular packages. somas	null
100	Customer#000000100	fptUABXcmkC5Wx	20	30-749-445-4907	9,889.89	FURNITURE	was furiously fluffily quiet deposits. silent, pending requests boost against	null

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polars-tpch

This repo contains the code used for performance evaluation of polars. The benchmarks are TPC-standardised queries and data designed to test the performance of "real" workflows.

From the TPC website:

TPC-H is a decision support benchmark. It consists of a suite of business-oriented ad hoc queries and concurrent data modifications. The queries and the data populating the database have been chosen to have broad industry-wide relevance. This benchmark illustrates decision support systems that examine large volumes of data, execute queries with a high degree of complexity, and give answers to critical business questions.

Generating TPC-H Data

Project setup

# clone this repository
git clone https://github.com/pola-rs/tpch.git
cd tpch/tpch-dbgen

# build tpch-dbgen
make

Notes:

For MacOS, the above make command will result in an error while compiling like below,
```
bm_utils.c:71:10: fatal error: 'malloc.h' file not found
#include <malloc.h>
         ^~~~~~~~~~
1 error generated.
make: *** [bm_utils.o] Error 1
```
To fix this, change the import statement #include <malloc.h> to #include <sys/malloc.h> in the files where error is reported (bm_utils.c and varsub.c) and then re-run the command make.

Execute

# change directory to the root of the repository
cd ../
./run.sh

This will do the following,

Create a new virtual environment with all required dependencies.
Generate data for benchmarks.
Run the benchmark suite.

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267 MB

Size of the auto-converted Parquet files:

267 MB

Number of rows:

8,661,245