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Add S3 Select scan range support
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Scan range allows S3 Select to query uncompressed files
at a finer granularity than the entire object, by
providing a byte range to SelectObjectContent requests.
This change enables Hive internal splits for S3 Select
pushdown on uncompressed input using this feature.
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@pettyjamesm
dnnanuti authored and pettyjamesm committed Mar 1, 2023
1 parent 365cba7 commit f3adc70
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11 changes: 10 additions & 1 deletion presto-docs/src/main/sphinx/connector/hive.rst
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Expand Up @@ -487,7 +487,16 @@ Enabling S3 Select Pushdown
You can enable S3 Select Pushdown using the ``s3_select_pushdown_enabled``
Hive session property or using the ``hive.s3select-pushdown.enabled``
configuration property. The session property will override the config
property, allowing you enable or disable on a per-query basis.
property, allowing you enable or disable on a per-query basis. Non-filtering
queries (``SELECT * FROM table``) are not pushed down to S3 Select,
as they retrieve the entire object content.

For uncompressed files, using supported formats and SerDes,
S3 Select scans ranges of bytes in parallel.
The scan range requests run across the byte ranges of the internal
Hive splits for the query fragments pushed down to S3 Select.
Parallelization is controlled by the existing ``hive.max-split-size``
property.

Understanding and Tuning the Maximum Connections
################################################
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13 changes: 13 additions & 0 deletions presto-hive-hadoop2/bin/run_hive_s3_tests.sh
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Expand Up @@ -46,6 +46,19 @@ exec_in_hadoop_master_container /usr/bin/hive -e "
STORED AS TEXTFILE
LOCATION '${table_path}'"

table_path="s3a://${S3_BUCKET}/presto_test_csv_scan_range_select_pushdown/"
exec_in_hadoop_master_container hadoop fs -mkdir -p "${table_path}"
exec_in_hadoop_master_container hadoop fs -put -f /tmp/files/test_table_csv_scan_range_select_pushdown_{1,2,3}.csv "${table_path}"
exec_in_hadoop_master_container /usr/bin/hive -e "
CREATE EXTERNAL TABLE presto_test_csv_scan_range_select_pushdown(index bigint, id string, value1 bigint, value2 bigint, value3 bigint,
value4 bigint, value5 bigint, title string, firstname string, lastname string, flag string, day bigint,
month bigint, year bigint, country string, comment string, email string, identifier string)
ROW FORMAT DELIMITED
FIELDS TERMINATED BY '|'
STORED AS TEXTFILE
LOCATION '${table_path}'"


stop_unnecessary_hadoop_services

# restart hive-metastore to apply S3 changes in core-site.xml
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31 changes: 31 additions & 0 deletions presto-hive-hadoop2/bin/run_s3_select_json_tests.sh
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Expand Up @@ -38,6 +38,37 @@ exec_in_hadoop_master_container /opt/hive/bin/hive -e "
ROW FORMAT SERDE 'org.apache.hive.hcatalog.data.JsonSerDe'
LOCATION '${table_path}'"

table_path="s3a://${S3_BUCKET}/presto_test_json_scan_range_select_pushdown/"
exec_in_hadoop_master_container hadoop fs -mkdir -p "${table_path}"
exec_in_hadoop_master_container hadoop fs -put -f /tmp/files/test_table_json_scan_range_select_pushdown_{1,2,3}.json "${table_path}"
exec_in_hadoop_master_container /opt/hive/bin/hive -e "
CREATE EXTERNAL TABLE presto_test_json_scan_range_select_pushdown(col_1 bigint, col_2 string, col_3 string,
col_4 string, col_5 string, col_6 string, col_7 string, col_8 string, col_9 string, col_10 string, col_11 string,
col_12 string, col_13 string, col_14 string)
ROW FORMAT SERDE 'org.apache.hive.hcatalog.data.JsonSerDe'
LOCATION '${table_path}'"

table_path="s3a://${S3_BUCKET}/presto_test_mixed_json_scan_range_select_pushdown/"
exec_in_hadoop_master_container hadoop fs -mkdir -p "${table_path}"
exec_in_hadoop_master_container hadoop fs -put -f /tmp/files/test_table_json_scan_range_select_pushdown_1.json "${table_path}"
exec_in_hadoop_master_container hadoop fs -put -f /tmp/files/test_table_json_scan_range_compressed_select_pushdown_{2,3}.json.gz "${table_path}"
exec_in_hadoop_master_container /opt/hive/bin/hive -e "
CREATE EXTERNAL TABLE presto_test_mixed_json_scan_range_select_pushdown(col_1 bigint, col_2 string, col_3 string,
col_4 string, col_5 string, col_6 string, col_7 string, col_8 string, col_9 string, col_10 string, col_11 string,
col_12 string, col_13 string, col_14 string)
ROW FORMAT SERDE 'org.apache.hive.hcatalog.data.JsonSerDe'
LOCATION '${table_path}'"

table_path="s3a://${S3_BUCKET}/presto_test_compressed_json_scan_range_select_pushdown/"
exec_in_hadoop_master_container hadoop fs -mkdir -p "${table_path}"
exec_in_hadoop_master_container hadoop fs -put -f /tmp/files/test_table_json_scan_range_compressed_select_pushdown_{1,2,3}.json.gz "${table_path}"
exec_in_hadoop_master_container /opt/hive/bin/hive -e "
CREATE EXTERNAL TABLE presto_test_compressed_json_scan_range_select_pushdown(col_1 bigint, col_2 string, col_3 string,
col_4 string, col_5 string, col_6 string, col_7 string, col_8 string, col_9 string, col_10 string, col_11 string,
col_12 string, col_13 string, col_14 string)
ROW FORMAT SERDE 'org.apache.hive.hcatalog.data.JsonSerDe'
LOCATION '${table_path}'"

stop_unnecessary_hadoop_services

# restart hive-metastore to apply S3 changes in core-site.xml
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100 changes: 100 additions & 0 deletions presto-hive-hadoop2/conf/files/test_table_csv_scan_range_select_pushdown_1.csv
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@@ -0,0 +1,100 @@
1|AAAAAAAABAAAAAAA|980124|7135|282946|2452238|2452208|Mr.|Javier|Lewis|Y|9|12|1936|CHILE||Javier.Lewis@VFAxlnZEvOx.org|2452508|
2|AAAAAAAACAAAAAAA|819667|1461|681655|2452318|2452288|Dr.|Amy|Moses|Y|9|4|1966|TOGO||Amy.Moses@Ovk9KjHH.com|2452318|
3|AAAAAAAADAAAAAAA|1473522|6247|748572|2449130|2449100|Miss|Latisha|Hamilton|N|18|9|1979|NIUE||Latisha.Hamilton@V.com|2452313|
4|AAAAAAAAEAAAAAAA|1703214|3986|689558|2450030|2450000|Dr.|Michael|White|N|7|6|1983|MEXICO||Michael.White@i.org|2452361|
5|AAAAAAAAFAAAAAAA|953372|4470|336368|2449438|2449408|Sir|Robert|Moran|N|8|5|1956|FIJI||Robert.Moran@Hh.edu|2452469|
6|AAAAAAAAGAAAAAAA|213219|6374|327082|2451883|2451853|Ms.|Brunilda|Sharp|N|4|12|1925|SURINAME||Brunilda.Sharp@T3pylZEUQjm.org|2452430|
7|AAAAAAAAHAAAAAAA|68377|3219|944814|2451438|2451408|Ms.|Fonda|Wiles|Y|24|4|1985|GAMBIA||Fonda.Wiles@S9KnyEtz9hv.org|2452360|
8|AAAAAAAAIAAAAAAA|1215897|2471|316598|2449406|2449376|Sir|Ollie|Shipman|N|26|12|1938|KOREA, REPUBLIC OF||Ollie.Shipman@be.org|2452334|
9|AAAAAAAAJAAAAAAA|1168667|1404|599388|2452275|2452245|Sir|Karl|Gilbert|N|26|10|1966|MONTSERRAT||Karl.Gilbert@Crg5KyP2IxX9C4d6.edu|2452454|
10|AAAAAAAAKAAAAAAA|1207553|5143|369580|2451353|2451323|Ms.|Albert|Brunson|N|15|10|1973|JORDAN||Albert.Brunson@62.com|2452641|
11|AAAAAAAALAAAAAAA|1114415|6807|947999|2452288|2452258|Ms.|Betty|Williams|N|18|12|1963|BURKINA FASO||Betty.Williams@xRtDqM1eLBVQNoYAJ.com|2452398|
12|AAAAAAAAMAAAAAAA|502141|6577|547366|2451039|2451009|Ms.|Margaret|Farias|N|2|6|1956|TURKMENISTAN||Margaret.Farias@cb.edu|2452634|
13|AAAAAAAANAAAAAAA|1128748|2777|664006|2449658|2449628|Mrs.|Rosalinda|Grimes|N|1|3|1970|UKRAINE||Rosalinda.Grimes@tC8pcU7Lt.edu|2452616|
14|AAAAAAAAOAAAAAAA|929344|892|656440|2450318|2450288|Mr.|Jack|Wilcox|N|30|3|1937|SLOVENIA||Jack.Wilcox@Y3Etqyv3.org|2452641|
15|AAAAAAAAPAAAAAAA||134|480469||2449010|Ms.|Tonya||||12|1969||||2452376|
16|AAAAAAAAABAAAAAA|1196373|3014|829302|2451346|2451316|Dr.|Margie|Browning|N|24|12|1933|PHILIPPINES||Margie.Browning@LM674NrE2.org|2452573|
17|AAAAAAAABBAAAAAA|707524|3876|552228|2451068|2451038|Dr.|Lee|Stovall|N|23|12|1972|PHILIPPINES||Lee.Stovall@fqKC83UU0f.org|2452454|
18|AAAAAAAACBAAAAAA|1361151|6580|168456|2450041|2450011|Sir|Brad|Lynch|Y|1|9|1950|URUGUAY||Brad.Lynch@nAbai.edu|2452549|
19|AAAAAAAADBAAAAAA|1161742|4238|945581|2449580|2449550|Dr.|Andre|Moore|N|20|10|1978|NICARAGUA||Andre.Moore@cTZLGYi1ZJi.org|2452576|
20|AAAAAAAAEBAAAAAA|1185612|89|688966|2450965|2450935|Mr.|Stanton|Dallas|Y|17|5|1976|SWITZERLAND||Stanton.Dallas@DBXgl18FGo.edu|2452334|
21|AAAAAAAAFBAAAAAA|442697|6538|575979|2451827|2451797|Miss|Naomi|Barnett|N|18|5|1956|BAHAMAS||Naomi.Barnett@2T3V3OZOy4KBNAHsT.edu|2452433|
22|AAAAAAAAGBAAAAAA|490494|4504|740467|2451465|2451435|Sir|Victor|Martinez|N|21|12|1991|CAYMAN ISLANDS||Victor.Martinez@fC.edu|2452529|
23|AAAAAAAAHBAAAAAA||2107|686|2451012|2450982|Sir||Garrison|N||5||||Earl.Garrison@G3sM4P.com||
24|AAAAAAAAIBAAAAAA|17113|1102|564291|2450098|2450068|Dr.|Paul|Morris|Y|6|6|1951|GUINEA-BISSAU||Paul.Morris@FMGalegqc3.com|2452499|
25|AAAAAAAAJBAAAAAA|476176|3278|425933|2449246|2449216|Miss|Nancy|Mccormick|N|6|10|1973|BAHAMAS||Nancy.Mccormick@DA26I9ZArLF9rxJ6Z.edu|2452425|
26|AAAAAAAAKBAAAAAA|230278|1242|128206|2449816|2449786|Ms.|Monique|Baker|N|14|6|1991|MOROCCO||Monique.Baker@9uEucNczY.org|2452356|
27|AAAAAAAALBAAAAAA|111621|835|516096|2450611|2450581|Dr.|Shawn|Prather|N|7|3|1972|PUERTO RICO||Shawn.Prather@8BusRYegn6.org|2452353|
28|AAAAAAAAMBAAAAAA|889961|897|183480|2452615|2452585|Miss|Edith|Hernandez|Y|17|8|1959|CÔTE D'IVOIRE||Edith.Hernandez@BNHL0k.com|2452631|
29|AAAAAAAANBAAAAAA|1634269|1204|744139|2452216|2452186|Ms.|Margaret|Collins|Y|25|8|1973|NETHERLANDS ANTILLES||Margaret.Collins@9obPr3UV.org|2452496|
30|AAAAAAAAOBAAAAAA|84232|5869|245459|2449916|2449886|Dr.|Pamela|Luna|Y|4|7|1956|GUAM||Pamela.Luna@QBGuhL36lnA.edu|2452410|
31|AAAAAAAAPBAAAAAA|1275120|5724|457128|2452054|2452024|Dr.|William|Craig|N|13|6|1964|SPAIN||William.Craig@prVDE1E8AHc.org|2452336|
32|AAAAAAAAACAAAAAA|1369589|6163|98290|2449471|2449441|Dr.|Kenneth|Wood|N|2|8|1927|MOLDOVA, REPUBLIC OF||Kenneth.Wood@RIA.edu|2452510|
33|AAAAAAAABCAAAAAA|1680761|5823|82438|2451572|2451542|Mrs.|Donna|Betts|Y|25|3|1958|FRANCE||Donna.Betts@YJ14k.edu|2452455|
34|AAAAAAAACCAAAAAA|||287501|2452192|2452162|||Woods|||||||Brandon.Woods@hjKbf.edu|2452408|
35|AAAAAAAADCAAAAAA|339036|2057|482231|2451937|2451907|Dr.|Marie|Peterson|N|19|6|1953|KIRIBATI||Marie.Peterson@1zg9tydFHafA5.com|2452581|
36|AAAAAAAAECAAAAAA|655414|2223|376585|2449222|2449192|Dr.|Anthony|Fisher|N|29|11|1968|KYRGYZSTAN||Anthony.Fisher@jJrZfeDcz8P.com|2452470|
37|AAAAAAAAFCAAAAAA|827972|2281|412943|2449848|2449818|Dr.|Dwight|Schneider|Y|9|1|1949|RUSSIAN FEDERATION||Dwight.Schneider@koxO7zAysvOd.com|2452293|
38|AAAAAAAAGCAAAAAA|766645|3879|686360|2450323|2450293|Mrs.|Ha|Carpenter|Y|30|3|1939|PARAGUAY||Ha.Carpenter@XgcUt4svNz.com|2452351|
39|AAAAAAAAHCAAAAAA|1617182|4013|422844|2452131|2452101|Sir|Neil|Cox|N|14|12|1951|ECUADOR||Neil.Cox@FRuR2bFK.com|2452586|
40|AAAAAAAAICAAAAAA|1795301||71045|2451159|||Jacqueline|Hatfield||26||1942|||||
41|AAAAAAAAJCAAAAAA|941420|5068|118316|2449989|2449959|Miss|Maxine|Carlson|N|26|6|1939|ISLE OF MAN||Maxine.Carlson@StyP5lAokmQ29QHYMLa.edu|2452464|
42|AAAAAAAAKCAAAAAA|1867377|3327|111277|2449869|2449839|Dr.|Deborah|Burton|N|17|1|1950|COMOROS||Deborah.Burton@xt.edu|2452498|
43|AAAAAAAALCAAAAAA|385562|3676|643743|2451705|2451675|Mr.|William|Warner|Y|5|12|1965|GUAM||William.Warner@zegnrzurU.org|2452537|
44|AAAAAAAAMCAAAAAA|497758|5427|32296|2449750|2449720|Miss|Mabel|Richmond|Y|7|12|1932|CAMBODIA||Mabel.Richmond@Tkla.edu|2452333|
45|AAAAAAAANCAAAAAA|1036174|2399|469777|2451118|2451088|||Hammonds||5|||NIGER||||
46|AAAAAAAAOCAAAAAA|843672|4729|971386|2451857|2451827|Mrs.|Jane|Stephenson|Y|13|4|1990|TURKEY||Jane.Stephenson@lq8ZQLAUMZhR.edu|2452301|
47|AAAAAAAAPCAAAAAA|1634314|5368|638469|2449165|2449135|Mr.|Luis|Young|N|3|12|1982|BRUNEI DARUSSALAM||Luis.Young@0DmV.edu|2452586|
48|AAAAAAAAADAAAAAA|8817|311|788252|2449531|2449501|Ms.|Jill|Jackson|N|15|9|1961|LUXEMBOURG||Jill.Jackson@n6I7SF.org|2452575|
49|AAAAAAAABDAAAAAA|936800|1514|970581|2449364|2449334|Mr.|Steven|Venable|N|13|6|1961|NETHERLANDS ANTILLES||Steven.Venable@0hA90vhfK7k9F4h.com|2452350|
50|AAAAAAAACDAAAAAA|759177|72|382567|2449384|2449354|Mr.|Christopher|Eller|N|24|11|1965|AUSTRALIA||Christopher.Eller@gV5Ua7HOmt.com|2452520|
51|AAAAAAAADDAAAAAA|532799|6920|260688|2452390|2452360|Dr.|David|Nieves|N|5|10|1926|CHRISTMAS ISLAND||David.Nieves@LcDkQ.edu|2452570|
52|AAAAAAAAEDAAAAAA|534808|4768|677128|2451421|2451391|Mrs.|Wendy|Colley|N|1|4|1982|FRENCH GUIANA||Wendy.Colley@qLBjqbAQQGj.edu|2452553|
53|AAAAAAAAFDAAAAAA|1597348|7017|443439|2451820|2451790|Mr.|Paul|Higgins|Y|23|9|1950|GABON||Paul.Higgins@qG9NrSTLz9HaNHX.edu|2452447|
54|AAAAAAAAGDAAAAAA|380102|2381|840660|2449980|2449950|Ms.|Donna|King|Y|3|2|1940|TUNISIA||Donna.King@TEftU.com|2452446|
55|AAAAAAAAHDAAAAAA|783093|1151|773256|2451539|2451509|Dr.|Beryl|Thomason|N|12|8|1933|UNITED KINGDOM||Beryl.Thomason@OeqefhtCmZTAj.com|2452380|
56|AAAAAAAAIDAAAAAA|344460|3092|202524|2451424|2451394|Miss|Pamela|Delgado|N|29|1|1960|GUERNSEY||Pamela.Delgado@8OpV0Ldj8vq2K9ZK.org|2452334|
57|AAAAAAAAJDAAAAAA|752932|128|100571|2449741|2449711|Mr.|Travis|Melendez|Y|10|3|1961|AFGHANISTAN||Travis.Melendez@344rCMk.edu|2452606|
58|AAAAAAAAKDAAAAAA|528756|6879|814155|2451386|2451356|Mr.|Cecil|Peterman|Y|29|2|1988|ICELAND||Cecil.Peterman@tbeqEuUvS4ZM4Px9N.com|2452447|
59|AAAAAAAALDAAAAAA|1895444|4787|445683|2451157|2451127|Miss|Melanie|Morrison|N|6|1|1947|HUNGARY||Melanie.Morrison@F2foqn.edu|2452530|
60|AAAAAAAAMDAAAAAA|1179671|3200|694282|2449714|2449684|Ms.|Dollie|Thao|N|15|7|1990|SWITZERLAND||Dollie.Thao@Xead5vagsekdHDLUkv.edu|2452407|
61|AAAAAAAANDAAAAAA|1620078|6683|11688|2451136|2451106|Sir|Joseph|White|Y|6|5|1978|SENEGAL||Joseph.White@c0EJ7pimuu.com|2452462|
62|AAAAAAAAODAAAAAA|821787|4700|228413|2451854|2451824|Mr.|Matthew|Brown|Y|1|6|1973|KOREA, REPUBLIC OF||Matthew.Brown@F.edu|2452319|
63|AAAAAAAAPDAAAAAA|1790374|2445|109716|2450179|2450149|Dr.|Frank|Morton|N|26|4|1943|EGYPT||Frank.Morton@Hd7jNaA3s.com|2452425|
64|AAAAAAAAAEAAAAAA|1260191|6284|675930|2452379|2452349|Dr.|Michael|Frye|N|27|6|1941|CAPE VERDE||Michael.Frye@aM1HsbOs0smgpLo.org|2452426|
65|AAAAAAAABEAAAAAA|1778884|2234|37584|2451898|2451868|Dr.|Rodney|Taft|N|18|9|1991|VIRGIN ISLANDS, U.S.||Rodney.Taft@qe.com|2452353|
66|AAAAAAAACEAAAAAA|747190|6036|92882|2449294|2449264|Ms.|Julie|Chester|N|8|9|1950|HONG KONG||Julie.Chester@Kv.com|2452375|
67|AAAAAAAADEAAAAAA|1118294|2032|724970|2452033|2452003|Dr.|Gerald|Thomas|N|27|10|1948|NORWAY||Gerald.Thomas@zSuIGSgb6iyu.org|2452414|
68|AAAAAAAAEEAAAAAA|779965|6069|266126|2451936|2451906|Dr.|Arthur|Troy|Y|20|8|1928|LUXEMBOURG||Arthur.Troy@3VY5bV30AifrO.com|2452542|
69|AAAAAAAAFEAAAAAA|971368|4167|159366|2450154|2450124|Sir|Steven|Mcclellan|Y|15|1|1950|NEPAL||Steven.Mcclellan@UviyOLnu2m1POo.edu|2452340|
70|AAAAAAAAGEAAAAAA|1460929|5492|648102|2451944|2451914|Sir|James|Smith|N|7|12|1963|KUWAIT||James.Smith@ifJngGlNG.edu|2452342|
71|AAAAAAAAHEAAAAAA|1292064|2257|392450|2450248|2450218|Mr.|Roderick|Rogers|N|4|11|1967|OMAN||Roderick.Rogers@pJdioQ.com|2452462|
72|AAAAAAAAIEAAAAAA|1608738|6364|326390|2451700|2451670|Dr.|Bradley|Barry|Y|21|3|1937|TAJIKISTAN||Bradley.Barry@Kq2ONpEXU9YSno31.edu|2452601|
73|AAAAAAAAJEAAAAAA|425740|431|948369|2449133|2449103|Mr.|David|Vasquez|N|17|4|1956|ISRAEL||David.Vasquez@j.org|2452489|
74|AAAAAAAAKEAAAAAA|1434225|347|515269|2452641|2452611|Sir|Eric|Woods|Y|19|2|1953|SAINT LUCIA||Eric.Woods@CfPzy1AUqxd2.com|2452584|
75|AAAAAAAALEAAAAAA|1888603|143|837730|2451755|2451725|Dr.|Annie|Grant|Y|25|5|1925|TUVALU||Annie.Grant@tccug5KC1oT2nL.com|2452401|
76|AAAAAAAAMEAAAAAA|526064|2054|209691|2451760|2451730|Mr.|Craig|Lowry|Y|7|3|1946|WALLIS AND FUTUNA||Craig.Lowry@92zokgx8duX.org|2452430|
77|AAAAAAAANEAAAAAA|915180|2167|437154|2451632|2451602|Dr.|Darrin|Smith|N|30|5|1931|UNITED STATES||Darrin.Smith@Mti.edu|2452355|
78|AAAAAAAAOEAAAAAA|1092537|3677|407264|2449388|2449358|Ms.|Wanda|Davis|N|11|5|1940|NETHERLANDS ANTILLES||Wanda.Davis@I6s7DD86i6.edu|2452339|
79|AAAAAAAAPEAAAAAA|389494|3493|759539|2450863|2450833|Miss|Sandi|Tran|Y|10|6|1937|FRENCH GUIANA||Sandi.Tran@myikqStif1Q.edu|2452644|
80|AAAAAAAAAFAAAAAA|1499808|3891|294727|2450558|2450528|Mrs.|Eleanor|Evans|N|21|12|1948|CÔTE D'IVOIRE||Eleanor.Evans@zxvr5rl.org|2452413|
81|AAAAAAAABFAAAAAA|728917|388|848306|2452562|2452532|Ms.|Jessica|Levesque|Y|17|7|1940|ALBANIA||Jessica.Levesque@06mGqI9mHG.org|2452414|
82|AAAAAAAACFAAAAAA|75627|5081|530088|2450357|2450327|Sir|Max|Mueller|N|26|2|1947|IRAQ||Max.Mueller@xqCZRBSrTGD6CBvXh.com|2452303|
83|AAAAAAAADFAAAAAA|976724|5574|40824|2451032|2451002|Miss|Daisy|Flynn|N|24|1|1943|NEW ZEALAND||Daisy.Flynn@288e6Z0csxJ.com|2452338|
84|AAAAAAAAEFAAAAAA|1250744|2821|190898|2449496|2449466|Mrs.|Ami|Montgomery|Y|2|5|1964|JAMAICA||Ami.Montgomery@VBSKqhL36j55.edu|2452526|
85|AAAAAAAAFFAAAAAA|1293499|37|410575|2449868|2449838|Miss|Michele|Baldwin|Y|30|10|1978|GEORGIA||Michele.Baldwin@sIVO1J4U.org|2452491|
86|AAAAAAAAGFAAAAAA|1428237|6963|188442|2451560|2451530|Dr.|Marvin|Matlock|Y|21|10|1983|BRUNEI DARUSSALAM||Marvin.Matlock@0FXEZp.org|2452633|
87|AAAAAAAAHFAAAAAA|1452824|1427|722030|2449404|2449374|Dr.|Kevin|White|N|2|7|1934|BENIN||Kevin.White@x9oTPjEI6AdDQ7n4l.edu|2452492|
88|AAAAAAAAIFAAAAAA|495575|131|492687|2450991|2450961|Dr.|Phyllis|Horner|N|20|8|1965|UZBEKISTAN||Phyllis.Horner@uQy.edu|2452403|
89|AAAAAAAAJFAAAAAA|694848|5383|726318|2451425|2451395|Mrs.|Helen|Macdonald|Y|15|3|1981|DOMINICA||Helen.Macdonald@3d4.com|2452626|
90|AAAAAAAAKFAAAAAA|417827|5083|745139|2451494|2451464|Mr.|Nathan|Pond|Y|7|5|1985|GUYANA||Nathan.Pond@nPh7drM687MhI.org|2452637|
91|AAAAAAAALFAAAAAA|827176|2441|464906|2450406|2450376|Miss|Heather|White|Y|28|3|1962|MARTINIQUE||Heather.White@3JitjmxYQnXAtCNAl.com|2452295|
92|AAAAAAAAMFAAAAAA|953084|5771|585211|2452582|2452552|Miss|Crystal|Ryan|Y|8|2|1973|ECUADOR||Crystal.Ryan@Ju2rO6u.com|2452294|
93|AAAAAAAANFAAAAAA|647375|6229|535836|2449341|2449311|Sir|Clyde|Williams|N|6|10|1927|FRENCH POLYNESIA||Clyde.Williams@en.com|2452510|
94|AAAAAAAAOFAAAAAA|451893|1990|583287|2449553|2449523|Mr.|Craig|Byrd|Y|14|5|1982|FRENCH POLYNESIA||Craig.Byrd@Dc0OEMXkvvuJ.com|2452445|
95|AAAAAAAAPFAAAAAA|796503|1663|566023|2452468|2452438|Ms.|Elizabeth|Hollingsworth|N|17|4|1943|GREECE||Elizabeth.Hollingsworth@lVpeDS5Rcs.com|2452584|
96|AAAAAAAAAGAAAAAA|1148074|6019|335611|2451505|2451475|Sir|Shaun|Lewis|N|22|10|1955|NIGERIA||Shaun.Lewis@MTRUPYFTXf9.com|2452395|
97|AAAAAAAABGAAAAAA|418763|102|599041|2452467|2452437|Mr.|Stewart|Ruffin|Y|19|5|1971|MYANMAR||Stewart.Ruffin@R7Mrx.edu|2452528|
98|AAAAAAAACGAAAAAA|574977|1615|493853|2450894|2450864|Dr.|David|Lewis|N|23|6|1965|KIRIBATI||David.Lewis@5mhvq.org|2452558|
99|AAAAAAAADGAAAAAA|622676|2152|867228|2451687|2451657|Sir|Austin|Tran|Y|9|12|1961|NAMIBIA||Austin.Tran@ect7cnjLsucbd.edu|2452437|
100|AAAAAAAAEGAAAAAA|1254468|6370|656672|2449148|2449118|Ms.|Jeannette|Johnson|Y|13|7|1958|BANGLADESH||Jeannette.Johnson@8BvSqgp.com|2452635|
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