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 |
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
andvarsub.c
) and then re-run the commandmake
.
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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