Common Use Case
Like subqueries in the WHERE clause, subqueries in the HAVING clause can be used to implement dynamic filter criteria. A key difference is the latter operates on grouped rows. This type of subquery typically filters grouped rows by the results of an aggregate function (e.g., AVG, MIN, MAX, SUM, etc.).
Example Data
The schemas, corresponding tables, and data used in the example problems can be found at livesql.oracle.com. To more easily follow the examples covered on this page, consider first reading the table descriptions below and reviewing each table’s contents. To review the data maintained in each table, click on the icon next to the table name. To hide the data, click the icon again.
oe.customers
Contains information related to each customer. A customer may or may not have placed an order. Therefore, it’s possible for a customer to exist and not be represented in the orders table. There is one row per customer.
| customer_id | cust_first_name | cust_last_name | nls_territory | credit_limit | cust_email | account_mgr_id | date_of_birth | marital_status | gender | income_level |
|---|---|---|---|---|---|---|---|---|---|---|
| 144 | Sivaji | Landis | AMERICA | 500 | Sivaji.Landis@GOLDENEYE.EXAMPLE.COM | 145 | 9-Feb-70 | married | M | F: 110,000 – 129,999 |
| 145 | Mammutti | Pacino | AMERICA | 500 | Mammutti.Pacino@GREBE.EXAMPLE.COM | 145 | 19-Feb-46 | single | M | F: 110,000 – 129,999 |
| 146 | Elia | Fawcett | AMERICA | 500 | Elia.Fawcett@JACANA.EXAMPLE.COM | 145 | 12-Mar-63 | married | F | L: 300,000 and above |
| 147 | Ishwarya | Roberts | AMERICA | 600 | Ishwarya.Roberts@LAPWING.EXAMPLE.COM | 145 | 21-Mar-44 | single | F | G: 130,000 – 149,999 |
| 148 | Gustav | Steenburgen | AMERICA | 600 | Gustav.Steenburgen@PINTAIL.EXAMPLE.COM | 145 | 10-Apr-50 | married | M | F: 110,000 – 129,999 |
| 149 | Markus | Rampling | AMERICA | 600 | Markus.Rampling@PUFFIN.EXAMPLE.COM | 145 | 20-Apr-41 | single | M | D: 70,000 – 89,999 |
| 150 | Goldie | Slater | AMERICA | 700 | Goldie.Slater@PYRRHULOXIA.EXAMPLE.COM | 145 | 11-May-51 | married | M | D: 70,000 – 89,999 |
| 151 | Divine | Aykroyd | AMERICA | 700 | Divine.Aykroyd@REDSTART.EXAMPLE.COM | 145 | 20-May-76 | single | M | F: 110,000 – 129,999 |
| 152 | Dieter | Matthau | AMERICA | 700 | Dieter.Matthau@VERDIN.EXAMPLE.COM | 145 | 9-Jun-22 | married | M | A: Below 30,000 |
| 153 | Divine | Sheen | AMERICA | 700 | Divine.Sheen@COWBIRD.EXAMPLE.COM | 145 | 20-Jun-67 | single | M | I: 170,000 – 189,999 |
| 154 | Frederic | Grodin | AMERICA | 700 | Frederic.Grodin@CREEPER.EXAMPLE.COM | 145 | 29-Jun-65 | single | F | L: 300,000 and above |
| 155 | Frederico | Romero | AMERICA | 700 | Frederico.Romero@CURLEW.EXAMPLE.COM | 145 | 9-Jul-42 | married | M | E: 90,000 – 109,999 |
| 156 | Goldie | Montand | AMERICA | 700 | Goldie.Montand@DIPPER.EXAMPLE.COM | 145 | 9-Aug-55 | married | F | F: 110,000 – 129,999 |
| 157 | Sidney | Capshaw | AMERICA | 700 | Sidney.Capshaw@DUNLIN.EXAMPLE.COM | 145 | 18-Aug-69 | single | M | G: 130,000 – 149,999 |
| 158 | Frederico | Lyon | AMERICA | 700 | Frederico.Lyon@FLICKER.EXAMPLE.COM | 145 | 7-Sep-70 | married | M | J: 190,000 – 249,999 |
| 159 | Eddie | Boyer | AMERICA | 700 | Eddie.Boyer@GALLINULE.EXAMPLE.COM | 145 | 7-Oct-53 | married | M | G: 130,000 – 149,999 |
| 160 | Eddie | Stern | AMERICA | 700 | Eddie.Stern@GODWIT.EXAMPLE.COM | 145 | 6-Nov-50 | married | M | G: 130,000 – 149,999 |
| 161 | Ernest | Weaver | AMERICA | 900 | Ernest.Weaver@GROSBEAK.EXAMPLE.COM | 145 | 16-Nov-42 | single | M | B: 30,000 – 49,999 |
| 162 | Ernest | George | AMERICA | 900 | Ernest.George@LAPWING.EXAMPLE.COM | 145 | 7-Dec-75 | married | M | D: 70,000 – 89,999 |
| 164 | Charlotte | Kazan | AMERICA | 1200 | Charlotte.Kazan@MERGANSER.EXAMPLE.COM | 145 | 5-Jan-54 | married | M | I: 170,000 – 189,999 |
| 165 | Charlotte | Fonda | AMERICA | 1200 | Charlotte.Fonda@MOORHEN.EXAMPLE.COM | 145 | 5-Feb-56 | married | M | J: 190,000 – 249,999 |
| 166 | Dheeraj | Alexander | AMERICA | 1200 | Dheeraj.Alexander@NUTHATCH.EXAMPLE.COM | 145 | 14-Feb-50 | single | F | G: 130,000 – 149,999 |
| 167 | Gerard | Hershey | AMERICA | 1200 | Gerard.Hershey@PARULA.EXAMPLE.COM | 145 | 6-Mar-48 | married | M | D: 70,000 – 89,999 |
| 169 | Dheeraj | Davis | AMERICA | 1200 | Dheeraj.Davis@PIPIT.EXAMPLE.COM | 145 | 5-Apr-81 | married | F | F: 110,000 – 129,999 |
| 170 | Harry Dean | Fonda | AMERICA | 1200 | HarryDean.Fonda@PLOVER.EXAMPLE.COM | 145 | 15-Apr-88 | single | M | G: 130,000 – 149,999 |
| 171 | Hema | Powell | AMERICA | 1200 | Hema.Powell@SANDERLING.EXAMPLE.COM | 145 | 5-May-53 | married | M | D: 70,000 – 89,999 |
| 172 | Harry Mean | Peckinpah | AMERICA | 1200 | HarryMean.Peckinpah@VERDIN.EXAMPLE.COM | 145 | 15-May-59 | single | M | I: 170,000 – 189,999 |
| 174 | Blake | Seignier | AMERICA | 1200 | Blake.Seignier@GALLINULE.EXAMPLE.COM | 149 | 14-Jun-88 | single | M | H: 150,000 – 169,999 |
| 175 | Claude | Powell | AMERICA | 1200 | Claude.Powell@GODWIT.EXAMPLE.COM | 149 | 4-Jul-46 | married | M | F: 110,000 – 129,999 |
| 176 | Faye | Glenn | AMERICA | 1200 | Faye.Glenn@GREBE.EXAMPLE.COM | 149 | 14-Jul-47 | single | F | B: 30,000 – 49,999 |
| 177 | Gerhard | Seignier | AMERICA | 1200 | Gerhard.Seignier@JACANA.EXAMPLE.COM | 149 | 3-Aug-78 | married | M | E: 90,000 – 109,999 |
| 179 | Harry dean | Forrest | AMERICA | 1200 | Harrydean.Forrest@KISKADEE.EXAMPLE.COM | 149 | 12-Sep-74 | single | M | G: 130,000 – 149,999 |
| 180 | Harry dean | Cage | AMERICA | 1200 | Harrydean.Cage@LAPWING.EXAMPLE.COM | 149 | 2-Oct-75 | married | F | F: 110,000 – 129,999 |
| 181 | Lauren | Hershey | AMERICA | 1200 | Lauren.Hershey@LIMPKIN.EXAMPLE.COM | 149 | 12-Oct-65 | single | F | H: 150,000 – 169,999 |
| 183 | Lauren | Altman | AMERICA | 1200 | Lauren.Altman@MERGANSER.EXAMPLE.COM | 149 | 1-Nov-68 | married | F | C: 50,000 – 69,999 |
| 184 | Mary Beth | Roberts | AMERICA | 1200 | MaryBeth.Roberts@NUTHATCH.EXAMPLE.COM | 149 | 11-Nov-27 | single | M | A: Below 30,000 |
| 262 | Fred | Reynolds | AMERICA | 3600 | Fred.Reynolds@WATERTHRUSH.EXAMPLE.COM | 149 | 13-Jul-58 | married | M | F: 110,000 – 129,999 |
| 263 | Fred | Lithgow | AMERICA | 3600 | Fred.Lithgow@WHIMBREL.EXAMPLE.COM | 149 | 23-Jul-79 | single | M | D: 70,000 – 89,999 |
| 265 | Irene | Laughton | AMERICA | 3600 | Irene.Laughton@ANHINGA.EXAMPLE.COM | 149 | 22-Aug-73 | single | F | J: 190,000 – 249,999 |
| 266 | Prem | Cardinale | AMERICA | 3700 | Prem.Cardinale@BITTERN.EXAMPLE.COM | 149 | 1-Sep-70 | single | M | L: 300,000 and above |
| 267 | Prem | Walken | AMERICA | 3700 | Prem.Walken@BRANT.EXAMPLE.COM | 145 | 11-Sep-53 | married | F | G: 130,000 – 149,999 |
| 268 | Kyle | Schneider | AMERICA | 3700 | Kyle.Schneider@DUNLIN.EXAMPLE.COM | 145 | 21-Sep-52 | single | F | G: 130,000 – 149,999 |
| 270 | Meg | Derek | AMERICA | 3700 | Meg.Derek@FLICKER.EXAMPLE.COM | 145 | 10-Nov-71 | married | M | F: 110,000 – 129,999 |
| 271 | Shelley | Peckinpah | AMERICA | 3700 | Shelley.Peckinpah@GODWIT.EXAMPLE.COM | 145 | 20-Nov-87 | single | F | D: 70,000 – 89,999 |
| 272 | Prem | Garcia | AMERICA | 3700 | Prem.Garcia@JACANA.EXAMPLE.COM | 145 | 10-Dec-60 | married | M | I: 170,000 – 189,999 |
| 274 | Bob | McCarthy | AMERICA | 5000 | Bob.McCarthy@ANI.EXAMPLE.COM | 149 | 19-Jan-46 | single | M | A: Below 30,000 |
| 275 | Dom | McQueen | AMERICA | 5000 | Dom.McQueen@AUKLET.EXAMPLE.COM | 149 | 8-Feb-84 | married | F | G: 130,000 – 149,999 |
| 276 | Dom | Hoskins | AMERICA | 5000 | Dom.Hoskins@AVOCET.EXAMPLE.COM | 149 | 10-Mar-51 | married | M | E: 90,000 – 109,999 |
| 101 | Constantin | Welles | AMERICA | 100 | Constantin.Welles@ANHINGA.EXAMPLE.COM | 145 | 20-Feb-72 | married | M | B: 30,000 – 49,999 |
| 102 | Harrison | Pacino | AMERICA | 100 | Harrison.Pacino@ANI.EXAMPLE.COM | 145 | 2-Mar-53 | single | M | I: 170,000 – 189,999 |
| 103 | Manisha | Taylor | AMERICA | 100 | Manisha.Taylor@AUKLET.EXAMPLE.COM | 145 | 22-Mar-83 | married | F | H: 150,000 – 169,999 |
| 104 | Harrison | Sutherland | AMERICA | 100 | Harrison.Sutherland@GODWIT.EXAMPLE.COM | 145 | 31-Mar-72 | single | F | H: 150,000 – 169,999 |
| 105 | Matthias | MacGraw | AMERICA | 100 | Matthias.MacGraw@GOLDENEYE.EXAMPLE.COM | 145 | 21-Apr-69 | married | F | C: 50,000 – 69,999 |
| 106 | Matthias | Hannah | AMERICA | 100 | Matthias.Hannah@GREBE.EXAMPLE.COM | 145 | 30-Apr-60 | single | M | F: 110,000 – 129,999 |
| 107 | Matthias | Cruise | AMERICA | 100 | Matthias.Cruise@GROSBEAK.EXAMPLE.COM | 145 | 21-May-69 | married | F | G: 130,000 – 149,999 |
| 108 | Meenakshi | Mason | AMERICA | 100 | Meenakshi.Mason@JACANA.EXAMPLE.COM | 145 | 20-Jun-57 | married | M | H: 150,000 – 169,999 |
| 109 | Christian | Cage | AMERICA | 100 | Christian.Cage@KINGLET.EXAMPLE.COM | 145 | 30-Jun-38 | single | M | F: 110,000 – 129,999 |
| 110 | Charlie | Sutherland | AMERICA | 200 | Charlie.Sutherland@LIMPKIN.EXAMPLE.COM | 145 | 20-Jul-51 | married | M | G: 130,000 – 149,999 |
| 111 | Charlie | Pacino | AMERICA | 200 | Charlie.Pacino@LONGSPUR.EXAMPLE.COM | 145 | 29-Jul-48 | single | M | G: 130,000 – 149,999 |
| 112 | Guillaume | Jackson | AMERICA | 200 | Guillaume.Jackson@MOORHEN.EXAMPLE.COM | 145 | 19-Aug-54 | married | M | I: 170,000 – 189,999 |
| 113 | Daniel | Costner | AMERICA | 200 | Daniel.Costner@PARULA.EXAMPLE.COM | 145 | 29-Aug-77 | single | M | I: 170,000 – 189,999 |
| 114 | Dianne | Derek | AMERICA | 200 | Dianne.Derek@SAW-WHET.EXAMPLE.COM | 145 | 17-Sep-48 | married | M | H: 150,000 – 169,999 |
| 115 | Geraldine | Schneider | AMERICA | 200 | Geraldine.Schneider@SCAUP.EXAMPLE.COM | 145 | 18-Oct-31 | married | M | B: 30,000 – 49,999 |
| 116 | Geraldine | Martin | AMERICA | 200 | Geraldine.Martin@SCOTER.EXAMPLE.COM | 145 | 28-Oct-27 | single | M | A: Below 30,000 |
| 117 | Guillaume | Edwards | AMERICA | 200 | Guillaume.Edwards@SHRIKE.EXAMPLE.COM | 145 | 16-Nov-52 | married | M | E: 90,000 – 109,999 |
| 118 | Maurice | Mahoney | AMERICA | 200 | Maurice.Mahoney@SNIPE.EXAMPLE.COM | 145 | 27-Nov-66 | single | M | F: 110,000 – 129,999 |
| 119 | Maurice | Hasan | AMERICA | 200 | Maurice.Hasan@STILT.EXAMPLE.COM | 145 | 17-Dec-65 | married | M | G: 130,000 – 149,999 |
| 120 | Diane | Higgins | AMERICA | 200 | Diane.Higgins@TANAGER.EXAMPLE.COM | 145 | 26-Dec-84 | single | M | H: 150,000 – 169,999 |
| 121 | Dianne | Sen | AMERICA | 200 | Dianne.Sen@TATTLER.EXAMPLE.COM | 145 | 15-Jan-53 | married | M | H: 150,000 – 169,999 |
| 122 | Maurice | Daltrey | AMERICA | 200 | Maurice.Daltrey@TEAL.EXAMPLE.COM | 145 | 15-Feb-43 | married | M | A: Below 30,000 |
| 185 | Matthew | Wright | AMERICA | 1200 | Matthew.Wright@OVENBIRD.EXAMPLE.COM | 149 | 1-Dec-59 | married | F | G: 130,000 – 149,999 |
| 186 | Meena | Alexander | AMERICA | 1200 | Meena.Alexander@PARULA.EXAMPLE.COM | 149 | 11-Dec-61 | single | F | K: 250,000 – 299,999 |
| 188 | Charlotte | Buckley | AMERICA | 1200 | Charlotte.Buckley@PINTAIL.EXAMPLE.COM | 149 | 10-Jan-49 | single | F | F: 110,000 – 129,999 |
| 277 | Don | Siegel | AMERICA | 5000 | Don.Siegel@BITTERN.EXAMPLE.COM | 149 | 20-Mar-50 | single | M | B: 30,000 – 49,999 |
| 278 | Gvtz | Bradford | AMERICA | 5000 | Gvtz.Bradford@BULBUL.EXAMPLE.COM | 149 | 8-Apr-64 | married | M | K: 250,000 – 299,999 |
| 279 | Holly | Kurosawa | AMERICA | 5000 | Holly.Kurosawa@CARACARA.EXAMPLE.COM | 149 | 19-Apr-61 | single | M | I: 170,000 – 189,999 |
| 280 | Rob | MacLaine | AMERICA | 5000 | Rob.MacLaine@COOT.EXAMPLE.COM | 149 | 9-May-49 | married | M | B: 30,000 – 49,999 |
| 281 | Don | Barkin | AMERICA | 5000 | Don.Barkin@CORMORANT.EXAMPLE.COM | 149 | 18-May-56 | single | M | I: 170,000 – 189,999 |
| 282 | Kurt | Danson | AMERICA | 5000 | Kurt.Danson@COWBIRD.EXAMPLE.COM | 145 | 7-Jun-88 | married | M | H: 150,000 – 169,999 |
| 283 | Kurt | Heard | AMERICA | 5000 | Kurt.Heard@CURLEW.EXAMPLE.COM | 145 | 18-Jun-94 | single | M | H: 150,000 – 169,999 |
| 308 | Glenda | Dunaway | CHINA | 1200 | Glenda.Dunaway@DOWITCHER.EXAMPLE.COM | 148 | 8-Jul-57 | married | M | C: 50,000 – 69,999 |
| 309 | Glenda | Bates | CHINA | 1200 | Glenda.Bates@DIPPER.EXAMPLE.COM | 148 | 18-Jul-55 | single | M | F: 110,000 – 129,999 |
| 323 | Goetz | Falk | INDIA | 5000 | Goetz.Falk@VEERY.EXAMPLE.COM | 148 | 6-Aug-80 | married | F | G: 130,000 – 149,999 |
| 326 | Hal | Olin | GERMANY | 2400 | Hal.Olin@FLICKER.EXAMPLE.COM | 147 | 6-Sep-59 | married | F | H: 150,000 – 169,999 |
| 327 | Hannah | Kanth | GERMANY | 2400 | Hannah.Kanth@GADWALL.EXAMPLE.COM | 147 | 15-Sep-56 | single | M | F: 110,000 – 129,999 |
| 328 | Hannah | Field | GERMANY | 2400 | Hannah.Field@GALLINULE.EXAMPLE.COM | 147 | 6-Oct-85 | married | F | G: 130,000 – 149,999 |
| 333 | Margret | Powell | ITALY | 1200 | Margret.Powell@ANI.EXAMPLE.COM | 147 | 16-Oct-53 | single | M | G: 130,000 – 149,999 |
| 334 | Harry Mean | Taylor | AMERICA | 1200 | HarryMean.Taylor@REDPOLL.EXAMPLE.COM | 147 | 15-Nov-81 | single | M | I: 170,000 – 189,999 |
| 335 | Margrit | Garner | ITALY | 500 | Margrit.Garner@STILT.EXAMPLE.COM | 147 | 5-Dec-82 | married | F | H: 150,000 – 169,999 |
| 337 | Maria | Warden | ITALY | 500 | Maria.Warden@TANAGER.EXAMPLE.COM | 147 | 3-Jan-73 | married | F | B: 30,000 – 49,999 |
| 361 | Marilou | Chapman | ITALY | 500 | Marilou.Chapman@TEAL.EXAMPLE.COM | 147 | 11-Aug-89 | single | F | D: 70,000 – 89,999 |
| 363 | Kathy | Lambert | ITALY | 2400 | Kathy.Lambert@COOT.EXAMPLE.COM | 147 | 31-Aug-56 | married | M | C: 50,000 – 69,999 |
| 360 | Helmut | Capshaw | CHINA | 3600 | Helmut.Capshaw@TROGON.EXAMPLE.COM | 148 | 1-Aug-77 | married | M | J: 190,000 – 249,999 |
| 341 | Keir | George | ITALY | 700 | Keir.George@VIREO.EXAMPLE.COM | 147 | 3-Feb-63 | married | F | E: 90,000 – 109,999 |
| 342 | Marlon | Laughton | ITALY | 2400 | Marlon.Laughton@CORMORANT.EXAMPLE.COM | 147 | 13-Feb-47 | single | F | F: 110,000 – 129,999 |
| 343 | Keir | Chandar | ITALY | 700 | Keir.Chandar@WATERTHRUSH.EXAMPLE.COM | 147 | 4-Mar-60 | married | M | G: 130,000 – 149,999 |
| 345 | Keir | Weaver | ITALY | 700 | Keir.Weaver@WHIMBREL.EXAMPLE.COM | 147 | 4-Apr-62 | married | M | H: 150,000 – 169,999 |
| 346 | Marlon | Clapton | ITALY | 2400 | Marlon.Clapton@COWBIRD.EXAMPLE.COM | 147 | 13-Apr-88 | married | M | K: 250,000 – 299,999 |
| 347 | Kelly | Quinlan | ITALY | 3600 | Kelly.Quinlan@PYRRHULOXIA.EXAMPLE.COM | 147 | 3-May-29 | married | F | A: Below 30,000 |
| 349 | Ken | Glenn | ITALY | 3600 | Ken.Glenn@SAW-WHET.EXAMPLE.COM | 147 | 3-Jun-67 | married | M | K: 250,000 – 299,999 |
| 350 | Ken | Chopra | ITALY | 3600 | Ken.Chopra@SCAUP.EXAMPLE.COM | 147 | 13-Jun-51 | single | F | F: 110,000 – 129,999 |
| 351 | Ken | Wenders | ITALY | 3600 | Ken.Wenders@REDPOLL.EXAMPLE.COM | 147 | 3-Jul-62 | married | F | F: 110,000 – 129,999 |
| 380 | Meryl | Holden | INDIA | 3700 | Meryl.Holden@DIPPER.EXAMPLE.COM | 148 | 10-Oct-61 | single | F | H: 150,000 – 169,999 |
| 447 | Richard | Coppola | ITALY | 500 | Richard.Coppola@SISKIN.EXAMPLE.COM | 147 | 30-Oct-81 | married | F | C: 50,000 – 69,999 |
| 448 | Richard | Winters | ITALY | 500 | Richard.Winters@SNIPE.EXAMPLE.COM | 147 | 30-Nov-54 | married | M | F: 110,000 – 129,999 |
| 450 | Rick | Lyon | ITALY | 1500 | Rick.Lyon@MERGANSER.EXAMPLE.COM | 147 | 1-Jan-41 | married | F | F: 110,000 – 129,999 |
| 451 | Ridley | Hackman | ITALY | 700 | Ridley.Hackman@ANHINGA.EXAMPLE.COM | 147 | 11-Jan-50 | single | F | H: 150,000 – 169,999 |
| 452 | Ridley | Coyote | ITALY | 700 | Ridley.Coyote@ANI.EXAMPLE.COM | 147 | 31-Jan-49 | married | M | F: 110,000 – 129,999 |
| 454 | Rob | Russell | INDIA | 5000 | Rob.Russell@VERDIN.EXAMPLE.COM | 148 | 2-Mar-77 | married | M | E: 90,000 – 109,999 |
| 458 | Robert | de Niro | INDIA | 3700 | Robert.deNiro@DOWITCHER.EXAMPLE.COM | 148 | 12-Mar-86 | single | F | H: 150,000 – 169,999 |
| 466 | Rodolfo | Hershey | INDIA | 5000 | Rodolfo.Hershey@VIREO.EXAMPLE.COM | 148 | 11-Apr-47 | single | M | F: 110,000 – 129,999 |
| 467 | Rodolfo | Dench | INDIA | 5000 | Rodolfo.Dench@SCOTER.EXAMPLE.COM | 148 | 1-May-71 | married | F | F: 110,000 – 129,999 |
| 468 | Rodolfo | Altman | INDIA | 5000 | Rodolfo.Altman@SHRIKE.EXAMPLE.COM | 148 | 11-May-83 | single | F | F: 110,000 – 129,999 |
| 189 | Gena | Harris | AMERICA | 1200 | Gena.Harris@PIPIT.EXAMPLE.COM | 149 | 30-Jan-55 | married | M | F: 110,000 – 129,999 |
| 190 | Gena | Curtis | AMERICA | 1200 | Gena.Curtis@PLOVER.EXAMPLE.COM | 149 | 9-Feb-82 | single | M | J: 190,000 – 249,999 |
| 191 | Maureen | Sanders | AMERICA | 1200 | Maureen.Sanders@PUFFIN.EXAMPLE.COM | 149 | 29-Feb-24 | married | M | A: Below 30,000 |
| 192 | Sean | Stockwell | AMERICA | 1200 | Sean.Stockwell@PYRRHULOXIA.EXAMPLE.COM | 149 | 30-Mar-56 | married | M | I: 170,000 – 189,999 |
| 193 | Harry dean | Kinski | AMERICA | 1200 | Harrydean.Kinski@REDPOLL.EXAMPLE.COM | 149 | 30-Apr-55 | married | M | D: 70,000 – 89,999 |
| 194 | Kathleen | Garcia | AMERICA | 1200 | Kathleen.Garcia@REDSTART.EXAMPLE.COM | 149 | 30-May-71 | married | F | I: 170,000 – 189,999 |
| 195 | Sean | Olin | AMERICA | 1200 | Sean.Olin@SCAUP.EXAMPLE.COM | 149 | 9-Jun-86 | single | F | F: 110,000 – 129,999 |
| 196 | Gerard | Dench | AMERICA | 1200 | Gerard.Dench@SCOTER.EXAMPLE.COM | 149 | 29-Jun-53 | married | F | E: 90,000 – 109,999 |
| 197 | Gerard | Altman | AMERICA | 1200 | Gerard.Altman@SHRIKE.EXAMPLE.COM | 149 | 8-Jul-84 | single | F | F: 110,000 – 129,999 |
| 198 | Maureen | de Funes | AMERICA | 1200 | Maureen.deFunes@SISKIN.EXAMPLE.COM | 149 | 29-Jul-49 | married | F | D: 70,000 – 89,999 |
| 199 | Clint | Chapman | AMERICA | 1400 | Clint.Chapman@SNIPE.EXAMPLE.COM | 149 | 7-Aug-52 | single | F | F: 110,000 – 129,999 |
| 200 | Clint | Gielgud | AMERICA | 1400 | Clint.Gielgud@STILT.EXAMPLE.COM | 149 | 28-Aug-78 | married | F | E: 90,000 – 109,999 |
| 201 | Eric | Prashant | AMERICA | 1400 | Eric.Prashant@TATTLER.EXAMPLE.COM | 149 | 27-Sep-43 | married | F | C: 50,000 – 69,999 |
| 202 | Ingrid | Welles | AMERICA | 1400 | Ingrid.Welles@TEAL.EXAMPLE.COM | 149 | 27-Oct-39 | married | M | D: 70,000 – 89,999 |
| 203 | Ingrid | Rampling | AMERICA | 1400 | Ingrid.Rampling@WIGEON.EXAMPLE.COM | 149 | 5-Nov-48 | single | M | F: 110,000 – 129,999 |
| 204 | Cliff | Puri | AMERICA | 1400 | Cliff.Puri@CORMORANT.EXAMPLE.COM | 149 | 26-Nov-61 | married | M | J: 190,000 – 249,999 |
| 205 | Emily | Pollack | AMERICA | 1400 | Emily.Pollack@DIPPER.EXAMPLE.COM | 149 | 6-Dec-55 | single | M | L: 300,000 and above |
| 206 | Fritz | Hackman | AMERICA | 1400 | Fritz.Hackman@DUNLIN.EXAMPLE.COM | 149 | 26-Dec-83 | married | F | G: 130,000 – 149,999 |
| 207 | Cybill | Laughton | AMERICA | 1400 | Cybill.Laughton@EIDER.EXAMPLE.COM | 149 | 4-Jan-89 | single | M | F: 110,000 – 129,999 |
| 208 | Cyndi | Griem | AMERICA | 1400 | Cyndi.Griem@GALLINULE.EXAMPLE.COM | 149 | 25-Jan-56 | married | M | E: 90,000 – 109,999 |
| 209 | Cyndi | Collins | AMERICA | 1400 | Cyndi.Collins@GODWIT.EXAMPLE.COM | 149 | 4-Feb-46 | single | M | D: 70,000 – 89,999 |
| 210 | Cybill | Clapton | AMERICA | 1400 | Cybill.Clapton@GOLDENEYE.EXAMPLE.COM | 149 | 24-Feb-74 | married | F | D: 70,000 – 89,999 |
| 211 | Luchino | Jordan | AMERICA | 1500 | Luchino.Jordan@GREBE.EXAMPLE.COM | 149 | 6-Mar-83 | single | F | A: Below 30,000 |
| 213 | Luchino | Bradford | AMERICA | 1500 | Luchino.Bradford@PARULA.EXAMPLE.COM | 149 | 24-Apr-76 | married | M | A: Below 30,000 |
| 214 | Robin | Danson | AMERICA | 1500 | Robin.Danson@PHAINOPEPLA.EXAMPLE.COM | 149 | 5-May-46 | single | M | F: 110,000 – 129,999 |
| 215 | Orson | Perkins | AMERICA | 1900 | Orson.Perkins@PINTAIL.EXAMPLE.COM | 149 | 24-May-85 | married | M | E: 90,000 – 109,999 |
| 216 | Orson | Koirala | AMERICA | 1900 | Orson.Koirala@PIPIT.EXAMPLE.COM | 149 | 4-Jun-79 | single | F | J: 190,000 – 249,999 |
| 218 | Bryan | Dvrrie | AMERICA | 2300 | Bryan.Dvrrie@REDPOLL.EXAMPLE.COM | 149 | 4-Jul-66 | single | F | G: 130,000 – 149,999 |
| 219 | Ajay | Sen | AMERICA | 2300 | Ajay.Sen@TROGON.EXAMPLE.COM | 149 | 13-Jul-77 | single | M | K: 250,000 – 299,999 |
| 220 | Carol | Jordan | AMERICA | 2300 | Carol.Jordan@TURNSTONE.EXAMPLE.COM | 149 | 23-Jul-76 | married | M | I: 170,000 – 189,999 |
| 221 | Carol | Bradford | AMERICA | 2300 | Carol.Bradford@VERDIN.EXAMPLE.COM | 149 | 2-Aug-53 | single | M | G: 130,000 – 149,999 |
| 223 | Cary | Olin | AMERICA | 2300 | Cary.Olin@WATERTHRUSH.EXAMPLE.COM | 149 | 2-Sep-35 | single | M | D: 70,000 – 89,999 |
| 224 | Clara | Krige | AMERICA | 2300 | Clara.Krige@WHIMBREL.EXAMPLE.COM | 149 | 22-Sep-59 | married | M | H: 150,000 – 169,999 |
| 225 | Clara | Ganesan | AMERICA | 2300 | Clara.Ganesan@WIGEON.EXAMPLE.COM | 149 | 2-Oct-59 | single | F | I: 170,000 – 189,999 |
| 227 | Kathy | Prashant | AMERICA | 2400 | Kathy.Prashant@ANI.EXAMPLE.COM | 149 | 1-Nov-83 | single | M | J: 190,000 – 249,999 |
| 228 | Graham | Neeson | AMERICA | 2400 | Graham.Neeson@AUKLET.EXAMPLE.COM | 149 | 20-Nov-41 | married | M | E: 90,000 – 109,999 |
| 229 | Ian | Chapman | AMERICA | 2400 | Ian.Chapman@AVOCET.EXAMPLE.COM | 149 | 30-Nov-65 | single | M | D: 70,000 – 89,999 |
| 230 | Danny | Wright | AMERICA | 2400 | Danny.Wright@BITTERN.EXAMPLE.COM | 149 | 20-Dec-48 | married | M | F: 110,000 – 129,999 |
| 232 | Donald | Hunter | AMERICA | 2400 | Donald.Hunter@CHACHALACA.EXAMPLE.COM | 145 | 20-Jan-60 | married | M | G: 130,000 – 149,999 |
| 233 | Graham | Spielberg | AMERICA | 2400 | Graham.Spielberg@CHUKAR.EXAMPLE.COM | 145 | 29-Jan-70 | single | M | D: 70,000 – 89,999 |
| 234 | Dan | Roberts | AMERICA | 2400 | Dan.Roberts@NUTHATCH.EXAMPLE.COM | 145 | 18-Feb-73 | married | M | I: 170,000 – 189,999 |
| 235 | Edward | Oates | AMERICA | 2400 | Edward.Oates@OVENBIRD.EXAMPLE.COM | 145 | 21-Mar-55 | married | M | E: 90,000 – 109,999 |
| 236 | Edward | Julius | AMERICA | 2400 | Edward.Julius@PARULA.EXAMPLE.COM | 145 | 30-Mar-86 | single | M | F: 110,000 – 129,999 |
| 237 | Farrah | Quinlan | AMERICA | 2400 | Farrah.Quinlan@PHAINOPEPLA.EXAMPLE.COM | 145 | 19-Apr-48 | married | M | A: Below 30,000 |
| 238 | Farrah | Lange | AMERICA | 2400 | Farrah.Lange@PHALAROPE.EXAMPLE.COM | 145 | 19-May-81 | married | M | F: 110,000 – 129,999 |
| 239 | Hal | Stockwell | AMERICA | 2400 | Hal.Stockwell@PHOEBE.EXAMPLE.COM | 145 | 29-May-66 | single | M | H: 150,000 – 169,999 |
| 240 | Malcolm | Kanth | AMERICA | 2400 | Malcolm.Kanth@PIPIT.EXAMPLE.COM | 145 | 19-Jun-55 | married | F | H: 150,000 – 169,999 |
| 241 | Malcolm | Broderick | AMERICA | 2400 | Malcolm.Broderick@PLOVER.EXAMPLE.COM | 145 | 28-Jun-52 | single | M | F: 110,000 – 129,999 |
| 242 | Mary | Lemmon | AMERICA | 2400 | Mary.Lemmon@PUFFIN.EXAMPLE.COM | 145 | 18-Jul-62 | married | M | K: 250,000 – 299,999 |
| 243 | Mary | Collins | AMERICA | 2400 | Mary.Collins@PYRRHULOXIA.EXAMPLE.COM | 145 | 18-Aug-55 | married | F | F: 110,000 – 129,999 |
| 244 | Matt | Gueney | AMERICA | 2400 | Matt.Gueney@REDPOLL.EXAMPLE.COM | 145 | 27-Aug-52 | single | M | G: 130,000 – 149,999 |
| 245 | Max | von Sydow | AMERICA | 2400 | Max.vonSydow@REDSTART.EXAMPLE.COM | 145 | 7-Sep-67 | single | M | K: 250,000 – 299,999 |
| 246 | Max | Schell | AMERICA | 2400 | Max.Schell@SANDERLING.EXAMPLE.COM | 145 | 16-Sep-84 | married | M | F: 110,000 – 129,999 |
| 247 | Cynda | Whitcraft | AMERICA | 2400 | Cynda.Whitcraft@SANDPIPER.EXAMPLE.COM | 145 | 16-Oct-54 | married | M | B: 30,000 – 49,999 |
| 248 | Donald | Minnelli | AMERICA | 2400 | Donald.Minnelli@SCAUP.EXAMPLE.COM | 145 | 26-Oct-53 | single | M | F: 110,000 – 129,999 |
| 249 | Hannah | Broderick | AMERICA | 2400 | Hannah.Broderick@SHRIKE.EXAMPLE.COM | 145 | 16-Nov-75 | married | M | D: 70,000 – 89,999 |
| 250 | Dan | Williams | AMERICA | 2400 | Dan.Williams@SISKIN.EXAMPLE.COM | 145 | 25-Nov-84 | single | M | A: Below 30,000 |
| 251 | Raul | Wilder | AMERICA | 2500 | Raul.Wilder@STILT.EXAMPLE.COM | 145 | 15-Dec-45 | married | M | E: 90,000 – 109,999 |
| 252 | Shah Rukh | Field | AMERICA | 2500 | ShahRukh.Field@WHIMBREL.EXAMPLE.COM | 145 | 25-Dec-57 | single | M | I: 170,000 – 189,999 |
| 253 | Sally | Bogart | AMERICA | 2500 | Sally.Bogart@WILLET.EXAMPLE.COM | 145 | 14-Jan-85 | married | M | H: 150,000 – 169,999 |
| 254 | Bruce | Bates | AMERICA | 3500 | Bruce.Bates@COWBIRD.EXAMPLE.COM | 145 | 25-Jan-40 | single | M | D: 70,000 – 89,999 |
| 256 | Ben | de Niro | AMERICA | 3500 | Ben.deNiro@KINGLET.EXAMPLE.COM | 145 | 24-Feb-80 | single | M | I: 170,000 – 189,999 |
| 257 | Emmet | Walken | AMERICA | 3600 | Emmet.Walken@LIMPKIN.EXAMPLE.COM | 145 | 15-Mar-75 | married | M | B: 30,000 – 49,999 |
| 258 | Ellen | Palin | AMERICA | 3600 | Ellen.Palin@LONGSPUR.EXAMPLE.COM | 145 | 14-Apr-77 | married | M | H: 150,000 – 169,999 |
| 259 | Denholm | von Sydow | AMERICA | 3600 | Denholm.vonSydow@MERGANSER.EXAMPLE.COM | 145 | 24-Apr-43 | single | F | D: 70,000 – 89,999 |
| 261 | Emmet | Garcia | AMERICA | 3600 | Emmet.Garcia@VIREO.EXAMPLE.COM | 149 | 13-Jun-61 | married | M | H: 150,000 – 169,999 |
| 124 | Diane | Mason | AMERICA | 200 | Diane.Mason@TROGON.EXAMPLE.COM | 145 | 16-Mar-81 | married | F | K: 250,000 – 299,999 |
| 125 | Dianne | Andrews | AMERICA | 200 | Dianne.Andrews@TURNSTONE.EXAMPLE.COM | 145 | 27-Mar-59 | single | F | F: 110,000 – 129,999 |
| 126 | Charles | Field | AMERICA | 300 | Charles.Field@BECARD.EXAMPLE.COM | 145 | 16-Apr-46 | married | F | F: 110,000 – 129,999 |
| 128 | Isabella | Reed | AMERICA | 300 | Isabella.Reed@BRANT.EXAMPLE.COM | 145 | 16-May-54 | married | F | J: 190,000 – 249,999 |
| 129 | Louis | Jackson | AMERICA | 400 | Louis.Jackson@CARACARA.EXAMPLE.COM | 145 | 26-May-39 | single | M | D: 70,000 – 89,999 |
| 130 | Louis | Edwards | AMERICA | 400 | Louis.Edwards@CHACHALACA.EXAMPLE.COM | 145 | 14-Jun-44 | married | M | C: 50,000 – 69,999 |
| 131 | Doris | Dutt | AMERICA | 400 | Doris.Dutt@CHUKAR.EXAMPLE.COM | 145 | 14-Jul-76 | married | F | C: 50,000 – 69,999 |
| 133 | Kristin | Malden | AMERICA | 400 | Kristin.Malden@GODWIT.EXAMPLE.COM | 145 | 14-Aug-50 | married | F | C: 50,000 – 69,999 |
| 134 | Sissy | Puri | AMERICA | 400 | Sissy.Puri@GREBE.EXAMPLE.COM | 145 | 12-Sep-72 | married | F | F: 110,000 – 129,999 |
| 135 | Doris | Bel Geddes | AMERICA | 400 | Doris.BelGeddes@GROSBEAK.EXAMPLE.COM | 145 | 22-Sep-80 | single | F | B: 30,000 – 49,999 |
| 136 | Sissy | Warden | AMERICA | 400 | Sissy.Warden@JACANA.EXAMPLE.COM | 145 | 12-Oct-44 | married | F | F: 110,000 – 129,999 |
| 138 | Mani | Fonda | AMERICA | 500 | Mani.Fonda@KINGLET.EXAMPLE.COM | 145 | 11-Nov-77 | married | M | F: 110,000 – 129,999 |
| 139 | Placido | Kubrick | AMERICA | 500 | Placido.Kubrick@SCOTER.EXAMPLE.COM | 145 | 22-Nov-42 | single | M | F: 110,000 – 129,999 |
| 140 | Claudia | Kurosawa | AMERICA | 500 | Claudia.Kurosawa@CHUKAR.EXAMPLE.COM | 145 | 11-Dec-81 | married | M | E: 90,000 – 109,999 |
| 141 | Maximilian | Henner | AMERICA | 500 | Maximilian.Henner@DUNLIN.EXAMPLE.COM | 145 | 21-Dec-73 | single | M | H: 150,000 – 169,999 |
| 143 | Sachin | Neeson | AMERICA | 500 | Sachin.Neeson@GALLINULE.EXAMPLE.COM | 145 | 20-Jan-62 | single | M | F: 110,000 – 129,999 |
| 767 | Klaus Maria | Russell | ITALY | 100 | KlausMaria.Russell@COOT.EXAMPLE.COM | 147 | 20-Jan-70 | married | M | C: 50,000 – 69,999 |
| 771 | Kris | de Niro | ITALY | 400 | Kris.deNiro@DUNLIN.EXAMPLE.COM | 147 | 21-Mar-77 | married | M | E: 90,000 – 109,999 |
| 826 | Alain | Barkin | SWITZERLAND | 500 | Alain.Barkin@VERDIN.EXAMPLE.COM | 147 | 20-May-69 | married | M | A: Below 30,000 |
| 830 | Albert | Dutt | SWITZERLAND | 3500 | Albert.Dutt@CURLEW.EXAMPLE.COM | 147 | 29-Aug-47 | single | M | F: 110,000 – 129,999 |
| 850 | Amanda | Finney | SWITZERLAND | 2300 | Amanda.Finney@STILT.EXAMPLE.COM | 147 | 23-Aug-91 | single | M | J: 190,000 – 249,999 |
| 905 | Billy | Hershey | INDIA | 1400 | Billy.Hershey@BULBUL.EXAMPLE.COM | 148 | 22-Oct-87 | single | F | G: 130,000 – 149,999 |
| 911 | Bo | Dickinson | INDIA | 5000 | Bo.Dickinson@TANAGER.EXAMPLE.COM | 148 | 11-Dec-81 | married | M | H: 150,000 – 169,999 |
| 919 | Brooke | Michalkow | INDIA | 3500 | Brooke.Michalkow@GROSBEAK.EXAMPLE.COM | 148 | 19-Feb-62 | single | M | D: 70,000 – 89,999 |
| 924 | Bruno | Montand | INDIA | 5000 | Bruno.Montand@TOWHEE.EXAMPLE.COM | 148 | 20-Apr-34 | single | F | D: 70,000 – 89,999 |
| 930 | Buster | Jackson | INDIA | 900 | Buster.Jackson@KILLDEER.EXAMPLE.COM | 148 | 8-Jul-24 | married | M | A: Below 30,000 |
| 980 | Daniel | Loren | INDIA | 200 | Daniel.Loren@REDSTART.EXAMPLE.COM | 148 | 17-Sep-70 | single | M | F: 110,000 – 129,999 |
| 473 | Rolf | Ashby | INDIA | 5000 | Rolf.Ashby@WATERTHRUSH.EXAMPLE.COM | 148 | 10-Jun-49 | single | M | G: 130,000 – 149,999 |
| 474 | Romy | Sharif | INDIA | 5000 | Romy.Sharif@SNIPE.EXAMPLE.COM | 148 | 29-Jun-76 | married | M | F: 110,000 – 129,999 |
| 475 | Romy | McCarthy | INDIA | 5000 | Romy.McCarthy@STILT.EXAMPLE.COM | 148 | 10-Jul-33 | single | F | D: 70,000 – 89,999 |
| 476 | Rosanne | Hopkins | INDIA | 300 | Rosanne.Hopkins@ANI.EXAMPLE.COM | 148 | 30-Jul-79 | married | M | D: 70,000 – 89,999 |
| 477 | Rosanne | Douglas | INDIA | 300 | Rosanne.Douglas@ANHINGA.EXAMPLE.COM | 148 | 9-Aug-70 | single | F | F: 110,000 – 129,999 |
| 478 | Rosanne | Baldwin | INDIA | 300 | Rosanne.Baldwin@AUKLET.EXAMPLE.COM | 148 | 29-Aug-67 | married | F | A: Below 30,000 |
| 479 | Roxanne | Shepherd | INDIA | 1200 | Roxanne.Shepherd@DUNLIN.EXAMPLE.COM | 148 | 8-Sep-63 | single | F | I: 170,000 – 189,999 |
| 480 | Roxanne | Michalkow | INDIA | 1200 | Roxanne.Michalkow@EIDER.EXAMPLE.COM | 148 | 18-Sep-73 | single | M | L: 300,000 and above |
| 481 | Roy | Hulce | INDIA | 5000 | Roy.Hulce@SISKIN.EXAMPLE.COM | 148 | 28-Sep-67 | married | F | E: 90,000 – 109,999 |
| 482 | Roy | Dunaway | INDIA | 5000 | Roy.Dunaway@WHIMBREL.EXAMPLE.COM | 148 | 28-Oct-55 | married | F | F: 110,000 – 129,999 |
| 483 | Roy | Bates | INDIA | 5000 | Roy.Bates@WIGEON.EXAMPLE.COM | 148 | 7-Nov-42 | single | M | G: 130,000 – 149,999 |
| 487 | Rufus | Dvrrie | INDIA | 1900 | Rufus.Dvrrie@PLOVER.EXAMPLE.COM | 148 | 26-Nov-60 | married | M | J: 190,000 – 249,999 |
| 488 | Rufus | Belushi | INDIA | 1900 | Rufus.Belushi@PUFFIN.EXAMPLE.COM | 148 | 26-Dec-52 | married | M | G: 130,000 – 149,999 |
| 492 | Sally | Edwards | INDIA | 2500 | Sally.Edwards@TURNSTONE.EXAMPLE.COM | 148 | 6-Jan-80 | married | F | K: 250,000 – 299,999 |
| 496 | Scott | Jordan | INDIA | 5000 | Scott.Jordan@WILLET.EXAMPLE.COM | 148 | 25-Jan-45 | married | F | G: 130,000 – 149,999 |
| 605 | Shammi | Pacino | INDIA | 500 | Shammi.Pacino@BITTERN.EXAMPLE.COM | 148 | 5-Feb-59 | single | F | B: 30,000 – 49,999 |
| 606 | Sharmila | Kazan | INDIA | 500 | Sharmila.Kazan@BRANT.EXAMPLE.COM | 148 | 25-Feb-38 | married | F | D: 70,000 – 89,999 |
| 609 | Shelley | Taylor | INDIA | 3700 | Shelley.Taylor@CURLEW.EXAMPLE.COM | 148 | 26-Mar-57 | married | F | I: 170,000 – 189,999 |
| 615 | Shyam | Plummer | INDIA | 2500 | Shyam.Plummer@VEERY.EXAMPLE.COM | 148 | 25-Apr-69 | married | M | J: 190,000 – 249,999 |
| 621 | Silk | Kurosawa | INDIA | 1500 | Silk.Kurosawa@NUTHATCH.EXAMPLE.COM | 148 | 5-May-84 | single | F | G: 130,000 – 149,999 |
| 712 | M. Emmet | Stockwell | ITALY | 3700 | M.Emmet.Stockwell@COOT.EXAMPLE.COM | 147 | 5-Jun-83 | single | M | H: 150,000 – 169,999 |
| 713 | M. Emmet | Olin | ITALY | 3700 | M.Emmet.Olin@CORMORANT.EXAMPLE.COM | 147 | 24-Jun-48 | married | F | F: 110,000 – 129,999 |
| 717 | Mammutti | Sutherland | ITALY | 500 | Mammutti.Sutherland@TOWHEE.EXAMPLE.COM | 147 | 25-Jul-74 | married | M | D: 70,000 – 89,999 |
| 719 | Mani | Kazan | ITALY | 500 | Mani.Kazan@TROGON.EXAMPLE.COM | 147 | 4-Aug-62 | single | M | I: 170,000 – 189,999 |
| 721 | Mani | Buckley | ITALY | 500 | Mani.Buckley@TURNSTONE.EXAMPLE.COM | 147 | 23-Aug-44 | married | M | E: 90,000 – 109,999 |
| 729 | Margaux | Krige | ITALY | 2400 | Margaux.Krige@DUNLIN.EXAMPLE.COM | 147 | 23-Sep-42 | married | M | F: 110,000 – 129,999 |
| 731 | Margaux | Capshaw | ITALY | 2400 | Margaux.Capshaw@EIDER.EXAMPLE.COM | 147 | 2-Oct-33 | single | M | B: 30,000 – 49,999 |
| 754 | Kevin | Goodman | ITALY | 700 | Kevin.Goodman@WIGEON.EXAMPLE.COM | 147 | 22-Oct-48 | married | M | E: 90,000 – 109,999 |
| 756 | Kevin | Wilder | ITALY | 700 | Kevin.Wilder@AUKLET.EXAMPLE.COM | 147 | 2-Dec-86 | single | M | G: 130,000 – 149,999 |
| 757 | Kiefer | Reynolds | ITALY | 700 | Kiefer.Reynolds@AVOCET.EXAMPLE.COM | 147 | 21-Dec-53 | married | M | F: 110,000 – 129,999 |
| 766 | Klaus | Young | ITALY | 600 | Klaus.Young@OVENBIRD.EXAMPLE.COM | 147 | 1-Jan-55 | single | M | H: 150,000 – 169,999 |
| 768 | Klaus Maria | MacLaine | ITALY | 100 | KlausMaria.MacLaine@CHUKAR.EXAMPLE.COM | 147 | 31-Jan-80 | single | M | A: Below 30,000 |
| 769 | Kris | Harris | ITALY | 400 | Kris.Harris@DIPPER.EXAMPLE.COM | 147 | 19-Feb-49 | married | M | G: 130,000 – 149,999 |
| 770 | Kris | Curtis | ITALY | 400 | Kris.Curtis@DOWITCHER.EXAMPLE.COM | 147 | 2-Mar-55 | single | M | K: 250,000 – 299,999 |
| 772 | Kristin | Savage | ITALY | 400 | Kristin.Savage@CURLEW.EXAMPLE.COM | 147 | 1-Apr-43 | single | F | F: 110,000 – 129,999 |
| 782 | Laurence | Seignier | THAILAND | 1200 | Laurence.Seignier@CREEPER.EXAMPLE.COM | 149 | 21-Apr-83 | married | M | F: 110,000 – 129,999 |
| 825 | Alain | Dreyfuss | SWITZERLAND | 500 | Alain.Dreyfuss@VEERY.EXAMPLE.COM | 147 | 30-Apr-76 | single | M | J: 190,000 – 249,999 |
| 827 | Alain | Siegel | SWITZERLAND | 500 | Alain.Siegel@VIREO.EXAMPLE.COM | 147 | 19-Jun-73 | married | F | I: 170,000 – 189,999 |
| 828 | Alan | Minnelli | SWITZERLAND | 2300 | Alan.Minnelli@TANAGER.EXAMPLE.COM | 147 | 20-Jul-55 | married | M | D: 70,000 – 89,999 |
| 829 | Alan | Hunter | SWITZERLAND | 2300 | Alan.Hunter@TATTLER.EXAMPLE.COM | 147 | 19-Aug-59 | married | M | I: 170,000 – 189,999 |
| 831 | Albert | Bel Geddes | SWITZERLAND | 3500 | Albert.BelGeddes@DIPPER.EXAMPLE.COM | 147 | 17-Sep-52 | married | M | E: 90,000 – 109,999 |
| 832 | Albert | Spacek | SWITZERLAND | 3500 | Albert.Spacek@DOWITCHER.EXAMPLE.COM | 147 | 27-Sep-76 | single | M | F: 110,000 – 129,999 |
| 833 | Alec | Moranis | SWITZERLAND | 3500 | Alec.Moranis@DUNLIN.EXAMPLE.COM | 147 | 17-Oct-34 | married | M | D: 70,000 – 89,999 |
| 834 | Alec | Idle | SWITZERLAND | 3500 | Alec.Idle@EIDER.EXAMPLE.COM | 147 | 27-Oct-64 | single | M | F: 110,000 – 129,999 |
| 835 | Alexander | Eastwood | SWITZERLAND | 1200 | Alexander.Eastwood@AVOCET.EXAMPLE.COM | 147 | 16-Nov-42 | married | F | E: 90,000 – 109,999 |
| 836 | Alexander | Berenger | SWITZERLAND | 1200 | Alexander.Berenger@BECARD.EXAMPLE.COM | 147 | 16-Dec-52 | married | F | C: 50,000 – 69,999 |
| 837 | Alexander | Stanton | SWITZERLAND | 1200 | Alexander.Stanton@AUKLET.EXAMPLE.COM | 147 | 15-Jan-65 | married | F | D: 70,000 – 89,999 |
| 838 | Alfred | Nicholson | SWITZERLAND | 3500 | Alfred.Nicholson@CREEPER.EXAMPLE.COM | 147 | 25-Jan-85 | single | M | F: 110,000 – 129,999 |
| 839 | Alfred | Johnson | SWITZERLAND | 3500 | Alfred.Johnson@FLICKER.EXAMPLE.COM | 147 | 14-Feb-57 | married | M | J: 190,000 – 249,999 |
| 840 | Ali | Elliott | SWITZERLAND | 1400 | Ali.Elliott@ANHINGA.EXAMPLE.COM | 147 | 16-Mar-51 | married | M | G: 130,000 – 149,999 |
| 841 | Ali | Boyer | SWITZERLAND | 1400 | Ali.Boyer@WILLET.EXAMPLE.COM | 147 | 26-Mar-51 | single | M | F: 110,000 – 129,999 |
| 842 | Ali | Stern | SWITZERLAND | 1400 | Ali.Stern@YELLOWTHROAT.EXAMPLE.COM | 147 | 15-Apr-77 | married | M | E: 90,000 – 109,999 |
| 843 | Alice | Oates | SWITZERLAND | 700 | Alice.Oates@BECARD.EXAMPLE.COM | 147 | 25-Apr-59 | single | F | D: 70,000 – 89,999 |
| 844 | Alice | Julius | SWITZERLAND | 700 | Alice.Julius@BITTERN.EXAMPLE.COM | 147 | 15-May-44 | married | F | D: 70,000 – 89,999 |
| 845 | Ally | Fawcett | SWITZERLAND | 5000 | Ally.Fawcett@PLOVER.EXAMPLE.COM | 147 | 25-May-44 | single | F | A: Below 30,000 |
| 846 | Ally | Brando | SWITZERLAND | 5000 | Ally.Brando@PINTAIL.EXAMPLE.COM | 147 | 14-Jun-62 | married | F | L: 300,000 and above |
| 847 | Ally | Streep | SWITZERLAND | 5000 | Ally.Streep@PIPIT.EXAMPLE.COM | 147 | 14-Jul-42 | married | M | A: Below 30,000 |
| 848 | Alonso | Olmos | SWITZERLAND | 1800 | Alonso.Olmos@PHALAROPE.EXAMPLE.COM | 147 | 24-Jul-48 | single | F | F: 110,000 – 129,999 |
| 849 | Alonso | Kaurusmdki | SWITZERLAND | 1800 | Alonso.Kaurusmdki@PHOEBE.EXAMPLE.COM | 147 | 13-Aug-80 | married | F | E: 90,000 – 109,999 |
| 851 | Amanda | Brown | SWITZERLAND | 2300 | Amanda.Brown@THRASHER.EXAMPLE.COM | 147 | 12-Sep-51 | married | F | B: 30,000 – 49,999 |
| 852 | Amanda | Tanner | SWITZERLAND | 2300 | Amanda.Tanner@TEAL.EXAMPLE.COM | 147 | 22-Sep-53 | single | F | G: 130,000 – 149,999 |
| 853 | Amrish | Palin | SWITZERLAND | 400 | Amrish.Palin@EIDER.EXAMPLE.COM | 147 | 12-Oct-77 | married | F | I: 170,000 – 189,999 |
| 906 | Billy | Dench | INDIA | 1400 | Billy.Dench@CARACARA.EXAMPLE.COM | 148 | 11-Nov-58 | married | M | I: 170,000 – 189,999 |
| 909 | Blake | Mastroianni | INDIA | 1200 | Blake.Mastroianni@FLICKER.EXAMPLE.COM | 148 | 21-Nov-49 | single | M | D: 70,000 – 89,999 |
| 912 | Bo | Ashby | INDIA | 5000 | Bo.Ashby@TATTLER.EXAMPLE.COM | 148 | 21-Dec-56 | single | M | I: 170,000 – 189,999 |
| 913 | Bob | Sharif | INDIA | 5000 | Bob.Sharif@TEAL.EXAMPLE.COM | 148 | 10-Jan-85 | married | M | F: 110,000 – 129,999 |
| 916 | Brian | Douglas | INDIA | 500 | Brian.Douglas@AVOCET.EXAMPLE.COM | 148 | 20-Jan-78 | single | M | J: 190,000 – 249,999 |
| 917 | Brian | Baldwin | INDIA | 500 | Brian.Baldwin@BECARD.EXAMPLE.COM | 148 | 9-Feb-75 | married | M | E: 90,000 – 109,999 |
| 920 | Bruce | Hulce | INDIA | 3500 | Bruce.Hulce@JACANA.EXAMPLE.COM | 148 | 10-Mar-72 | married | M | F: 110,000 – 129,999 |
| 921 | Bruce | Dunaway | INDIA | 3500 | Bruce.Dunaway@JUNCO.EXAMPLE.COM | 148 | 20-Mar-48 | single | F | F: 110,000 – 129,999 |
| 923 | Bruno | Slater | INDIA | 5000 | Bruno.Slater@THRASHER.EXAMPLE.COM | 148 | 9-Apr-60 | married | F | G: 130,000 – 149,999 |
| 927 | Bryan | Belushi | INDIA | 2300 | Bryan.Belushi@TOWHEE.EXAMPLE.COM | 148 | 10-May-61 | married | M | I: 170,000 – 189,999 |
| 928 | Burt | Spielberg | INDIA | 5000 | Burt.Spielberg@TROGON.EXAMPLE.COM | 148 | 9-Jun-54 | married | M | E: 90,000 – 109,999 |
| 929 | Burt | Neeson | INDIA | 5000 | Burt.Neeson@TURNSTONE.EXAMPLE.COM | 148 | 19-Jun-78 | single | M | F: 110,000 – 129,999 |
| 931 | Buster | Edwards | INDIA | 900 | Buster.Edwards@KINGLET.EXAMPLE.COM | 148 | 8-Aug-47 | married | M | F: 110,000 – 129,999 |
| 932 | Buster | Bogart | INDIA | 900 | Buster.Bogart@KISKADEE.EXAMPLE.COM | 148 | 17-Aug-52 | single | M | H: 150,000 – 169,999 |
| 934 | C. Thomas | Nolte | INDIA | 600 | C.Thomas.Nolte@PHOEBE.EXAMPLE.COM | 148 | 7-Sep-59 | married | M | H: 150,000 – 169,999 |
| 981 | Daniel | Gueney | CHINA | 200 | Daniel.Gueney@REDPOLL.EXAMPLE.COM | 148 | 7-Oct-73 | married | M | K: 250,000 – 299,999 |
| 123 | Elizabeth | Brown | AMERICA | 200 | Elizabeth.Brown@THRASHER.EXAMPLE.COM | 145 | 24-Feb-49 | single | F | F: 110,000 – 129,999 |
| 127 | Charles | Broderick | AMERICA | 300 | Charles.Broderick@BITTERN.EXAMPLE.COM | 145 | 26-Apr-43 | single | F | B: 30,000 – 49,999 |
| 132 | Doris | Spacek | AMERICA | 400 | Doris.Spacek@FLICKER.EXAMPLE.COM | 145 | 25-Jul-87 | single | M | H: 150,000 – 169,999 |
| 137 | Elia | Brando | AMERICA | 500 | Elia.Brando@JUNCO.EXAMPLE.COM | 145 | 23-Oct-51 | single | M | H: 150,000 – 169,999 |
| 142 | Sachin | Spielberg | AMERICA | 500 | Sachin.Spielberg@GADWALL.EXAMPLE.COM | 145 | 11-Jan-71 | married | M | C: 50,000 – 69,999 |
| 163 | Ernest | Chandar | AMERICA | 900 | Ernest.Chandar@LIMPKIN.EXAMPLE.COM | 145 | 16-Dec-62 | single | M | H: 150,000 – 169,999 |
| 168 | Hema | Voight | AMERICA | 1200 | Hema.Voight@PHALAROPE.EXAMPLE.COM | 145 | 16-Mar-50 | single | M | H: 150,000 – 169,999 |
| 173 | Kathleen | Walken | AMERICA | 1200 | Kathleen.Walken@VIREO.EXAMPLE.COM | 145 | 4-Jun-73 | married | F | E: 90,000 – 109,999 |
| 178 | Grace | Belushi | AMERICA | 1200 | Grace.Belushi@KILLDEER.EXAMPLE.COM | 149 | 2-Sep-86 | married | M | H: 150,000 – 169,999 |
| 182 | Lauren | Dench | AMERICA | 1200 | Lauren.Dench@LONGSPUR.EXAMPLE.COM | 149 | 22-Oct-75 | single | M | K: 250,000 – 299,999 |
| 187 | Grace | Dvrrie | AMERICA | 1200 | Grace.Dvrrie@PHOEBE.EXAMPLE.COM | 149 | 31-Dec-48 | married | F | E: 90,000 – 109,999 |
| 212 | Luchino | Falk | AMERICA | 1500 | Luchino.Falk@OVENBIRD.EXAMPLE.COM | 149 | 25-Mar-72 | married | M | L: 300,000 and above |
| 217 | Bryan | Huston | AMERICA | 2300 | Bryan.Huston@PYRRHULOXIA.EXAMPLE.COM | 149 | 23-Jun-73 | married | F | B: 30,000 – 49,999 |
| 222 | Cary | Stockwell | AMERICA | 2300 | Cary.Stockwell@VIREO.EXAMPLE.COM | 149 | 23-Aug-63 | married | M | I: 170,000 – 189,999 |
| 226 | Ajay | Andrews | AMERICA | 2300 | Ajay.Andrews@YELLOWTHROAT.EXAMPLE.COM | 149 | 21-Oct-56 | married | M | F: 110,000 – 129,999 |
| 231 | Danny | Rourke | AMERICA | 2400 | Danny.Rourke@BRANT.EXAMPLE.COM | 145 | 31-Dec-47 | single | M | F: 110,000 – 129,999 |
| 255 | Brooke | Shepherd | AMERICA | 3500 | Brooke.Shepherd@KILLDEER.EXAMPLE.COM | 145 | 13-Feb-85 | married | M | C: 50,000 – 69,999 |
| 260 | Ellen | Khan | AMERICA | 3600 | Ellen.Khan@VERDIN.EXAMPLE.COM | 149 | 14-May-62 | married | M | F: 110,000 – 129,999 |
| 264 | George | Adjani | AMERICA | 3600 | George.Adjani@WILLET.EXAMPLE.COM | 149 | 12-Aug-47 | married | F | F: 110,000 – 129,999 |
| 269 | Kyle | Martin | AMERICA | 3700 | Kyle.Martin@EIDER.EXAMPLE.COM | 145 | 11-Oct-58 | married | F | D: 70,000 – 89,999 |
| 273 | Bo | Hitchcock | AMERICA | 5000 | Bo.Hitchcock@ANHINGA.EXAMPLE.COM | 145 | 9-Jan-54 | married | M | E: 90,000 – 109,999 |
| 339 | Marilou | Landis | ITALY | 500 | Marilou.Landis@TATTLER.EXAMPLE.COM | 147 | 13-Jan-33 | single | M | A: Below 30,000 |
| 344 | Marlon | Godard | JAPAN | 2400 | Marlon.Godard@MOORHEN.EXAMPLE.COM | 148 | 14-Mar-60 | single | M | H: 150,000 – 169,999 |
| 348 | Kelly | Lange | ITALY | 3600 | Kelly.Lange@SANDPIPER.EXAMPLE.COM | 147 | 14-May-71 | single | M | F: 110,000 – 129,999 |
| 352 | Kenneth | Redford | ITALY | 3600 | Kenneth.Redford@REDSTART.EXAMPLE.COM | 147 | 13-Jul-71 | single | F | B: 30,000 – 49,999 |
| 378 | Meg | Sen | THAILAND | 3700 | Meg.Sen@COWBIRD.EXAMPLE.COM | 149 | 30-Sep-53 | married | M | C: 50,000 – 69,999 |
| 449 | Rick | Romero | ITALY | 1500 | Rick.Romero@LONGSPUR.EXAMPLE.COM | 147 | 10-Dec-51 | single | F | B: 30,000 – 49,999 |
| 453 | Ridley | Young | INDIA | 700 | Ridley.Young@CHUKAR.EXAMPLE.COM | 148 | 10-Feb-45 | single | M | F: 110,000 – 129,999 |
| 463 | Robin | Adjani | INDIA | 1500 | Robin.Adjani@MOORHEN.EXAMPLE.COM | 148 | 1-Apr-49 | married | F | C: 50,000 – 69,999 |
| 470 | Roger | Mastroianni | INDIA | 3700 | Roger.Mastroianni@CREEPER.EXAMPLE.COM | 148 | 31-May-67 | married | M | L: 300,000 and above |
| 607 | Sharmila | Fonda | INDIA | 500 | Sharmila.Fonda@BUFFLEHEAD.EXAMPLE.COM | 148 | 6-Mar-49 | single | F | H: 150,000 – 169,999 |
| 627 | Sivaji | Gielgud | INDIA | 500 | Sivaji.Gielgud@BULBUL.EXAMPLE.COM | 148 | 25-May-49 | married | F | D: 70,000 – 89,999 |
| 715 | Malcolm | Field | ITALY | 2400 | Malcolm.Field@DOWITCHER.EXAMPLE.COM | 147 | 5-Jul-51 | single | F | G: 130,000 – 149,999 |
| 727 | Margaret | Ustinov | ITALY | 1200 | Margaret.Ustinov@ANHINGA.EXAMPLE.COM | 147 | 2-Sep-49 | single | M | H: 150,000 – 169,999 |
| 755 | Kevin | Cleveland | ITALY | 700 | Kevin.Cleveland@WILLET.EXAMPLE.COM | 147 | 21-Nov-81 | married | M | H: 150,000 – 169,999 |
oe.orders
For each order placed by a customer, various attributes are captured. There is one row per order.
| order_id | order_date | order_mode | customer_id | order_status | order_total | sales_rep_id | promotion_id |
|---|---|---|---|---|---|---|---|
| 2458 | 16-AUG-07 03.34.12.234359 PM | direct | 101 | 0 | 78279.6 | 153 | – |
| 2397 | 19-NOV-07 02.41.54.696211 PM | direct | 102 | 1 | 42283.2 | 154 | – |
| 2454 | 02-OCT-07 05.49.34.678340 PM | direct | 103 | 1 | 6653.4 | 154 | – |
| 2354 | 14-JUL-08 06.18.23.234567 PM | direct | 104 | 0 | 46257 | 155 | – |
| 2358 | 08-JAN-08 05.03.12.654278 PM | direct | 105 | 2 | 7826 | 155 | – |
| 2381 | 14-MAY-08 08.59.08.843679 PM | direct | 106 | 3 | 23034.6 | 156 | – |
| 2440 | 31-AUG-07 09.53.06.008765 PM | direct | 107 | 3 | 70576.9 | 156 | – |
| 2357 | 08-JAN-06 08.19.44.123456 PM | direct | 108 | 5 | 59872.4 | 158 | – |
| 2394 | 10-FEB-08 09.22.35.564789 PM | direct | 109 | 5 | 21863 | 158 | – |
| 2435 | 02-SEP-07 11.22.53.134567 PM | direct | 144 | 6 | 62303 | 159 | – |
| 2455 | 20-SEP-07 11.34.11.456789 AM | direct | 145 | 7 | 14087.5 | 160 | – |
| 2379 | 16-MAY-07 02.22.24.234567 AM | direct | 146 | 8 | 17848.2 | 161 | – |
| 2396 | 02-FEB-06 01.34.56.345678 AM | direct | 147 | 8 | 34930 | 161 | – |
| 2406 | 29-JUN-07 04.41.20.098765 AM | direct | 148 | 8 | 2854.2 | 161 | – |
| 2434 | 13-SEP-07 05.49.30.647893 AM | direct | 149 | 8 | 268651.8 | 161 | – |
| 2436 | 02-SEP-07 06.18.04.378034 AM | direct | 116 | 8 | 6394.8 | 161 | – |
| 2446 | 27-JUL-07 07.03.08.302945 AM | direct | 117 | 8 | 103679.3 | 161 | – |
| 2447 | 27-JUL-08 08.59.10.223344 AM | direct | 101 | 8 | 33893.6 | 161 | – |
| 2432 | 14-SEP-07 09.53.40.223345 AM | direct | 102 | 10 | 10523 | 163 | – |
| 2433 | 13-SEP-07 10.19.00.654279 AM | direct | 103 | 10 | 78 | 163 | – |
| 2355 | 26-JAN-06 09.22.51.962632 AM | online | 104 | 8 | 94513.5 | – | – |
| 2356 | 26-JAN-08 09.22.41.934562 AM | online | 105 | 5 | 29473.8 | – | – |
| 2359 | 08-JAN-06 09.34.13.112233 PM | online | 106 | 9 | 5543.1 | – | – |
| 2360 | 14-NOV-07 12.22.31.223344 PM | online | 107 | 4 | 990.4 | – | – |
| 2361 | 13-NOV-07 01.34.21.986210 PM | online | 108 | 8 | 120131.3 | – | – |
| 2362 | 13-NOV-07 02.41.10.619477 PM | online | 109 | 4 | 92829.4 | – | – |
| 2363 | 23-OCT-07 05.49.56.346122 PM | online | 144 | 0 | 10082.3 | – | – |
| 2364 | 28-AUG-07 06.18.45.942399 PM | online | 145 | 4 | 9500 | – | – |
| 2365 | 28-AUG-07 07.03.34.003399 PM | online | 146 | 9 | 27455.3 | – | – |
| 2366 | 28-AUG-07 08.59.23.144778 PM | online | 147 | 5 | 37319.4 | – | – |
| 2367 | 27-JUN-08 09.53.32.335522 PM | online | 148 | 10 | 144054.8 | – | – |
| 2368 | 26-JUN-08 10.19.43.190089 PM | online | 149 | 10 | 60065 | – | – |
| 2369 | 26-JUN-07 11.22.54.009932 PM | online | 116 | 0 | 11097.4 | – | – |
| 2370 | 27-JUN-08 12.22.11.647398 AM | online | 117 | 4 | 126 | – | – |
| 2371 | 16-MAY-07 01.34.56.113356 AM | online | 118 | 6 | 79405.6 | – | – |
| 2372 | 27-FEB-07 12.22.33.356789 AM | online | 119 | 9 | 16447.2 | – | – |
| 2373 | 27-FEB-08 01.34.51.220065 AM | online | 120 | 4 | 416 | – | – |
| 2374 | 27-FEB-08 02.41.45.109654 AM | online | 121 | 0 | 4797 | – | – |
| 2375 | 26-FEB-07 03.49.50.459233 AM | online | 122 | 2 | 103834.4 | – | – |
| 2376 | 07-JUN-07 06.18.08.883310 AM | online | 123 | 6 | 11006.2 | – | – |
| 2377 | 07-JUN-07 07.03.01.001100 AM | online | 141 | 5 | 38017.8 | – | – |
| 2378 | 24-MAY-07 08.59.10.010101 AM | online | 142 | 5 | 25691.3 | – | – |
| 2380 | 16-MAY-07 09.53.02.909090 AM | online | 143 | 3 | 27132.6 | – | – |
| 2382 | 14-MAY-08 10.19.03.828321 AM | online | 144 | 8 | 71173 | – | – |
| 2383 | 12-MAY-08 11.22.30.545103 AM | online | 145 | 8 | 36374.7 | – | – |
| 2384 | 12-MAY-08 12.22.34.525972 PM | online | 146 | 3 | 29249.1 | – | – |
| 2385 | 08-DEC-07 11.34.11.331392 AM | online | 147 | 4 | 295892 | – | – |
| 2386 | 06-DEC-07 12.22.34.225609 PM | online | 148 | 10 | 21116.9 | – | – |
| 2387 | 11-MAR-07 03.34.56.536966 PM | online | 149 | 5 | 52758.9 | – | – |
| 2388 | 04-JUN-07 04.41.12.554435 PM | online | 150 | 4 | 282694.3 | – | – |
| 2389 | 04-JUN-08 05.49.43.546954 PM | online | 151 | 4 | 17620 | – | – |
| 2390 | 18-NOV-07 04.18.50.546851 PM | online | 152 | 9 | 7616.8 | – | – |
| 2391 | 27-FEB-06 05.03.03.828330 PM | direct | 153 | 2 | 48070.6 | 156 | – |
| 2392 | 21-JUL-07 08.59.57.571057 PM | direct | 154 | 9 | 26632 | 161 | – |
| 2393 | 10-FEB-08 07.53.19.528202 PM | direct | 155 | 4 | 23431.9 | 161 | – |
| 2395 | 02-FEB-06 08.19.11.227550 PM | direct | 156 | 3 | 68501 | 163 | – |
| 2398 | 19-NOV-07 09.22.53.224175 PM | direct | 157 | 9 | 7110.3 | 163 | – |
| 2399 | 19-NOV-07 10.22.38.340990 PM | direct | 158 | 0 | 25270.3 | 161 | – |
| 2400 | 10-JUL-07 01.34.29.559387 AM | direct | 159 | 2 | 69286.4 | 161 | – |
| 2401 | 10-JUL-07 02.22.53.554822 AM | direct | 160 | 3 | 969.2 | 163 | – |
| 2402 | 02-JUL-07 03.34.44.665170 AM | direct | 161 | 8 | 600 | 154 | – |
| 2403 | 01-JUL-07 04.49.13.615512 PM | direct | 162 | 0 | 220 | 154 | – |
| 2404 | 01-JUL-07 04.49.13.664085 PM | direct | 163 | 6 | 510 | 158 | – |
| 2405 | 01-JUL-07 04.49.13.678123 PM | direct | 164 | 5 | 1233 | 159 | – |
| 2407 | 29-JUN-07 07.03.21.526005 AM | direct | 165 | 9 | 2519 | 155 | – |
| 2408 | 29-JUN-07 08.59.31.333617 AM | direct | 166 | 1 | 309 | 158 | – |
| 2409 | 29-JUN-07 09.53.41.984501 AM | direct | 167 | 2 | 48 | 154 | – |
| 2410 | 24-MAY-08 10.19.51.985501 AM | direct | 168 | 6 | 45175 | 156 | – |
| 2411 | 24-MAY-07 11.22.10.548639 AM | direct | 169 | 8 | 15760.5 | 156 | – |
| 2412 | 29-MAR-06 10.22.09.509801 AM | direct | 170 | 9 | 66816 | 158 | – |
| 2413 | 29-MAR-08 01.34.04.525934 PM | direct | 101 | 5 | 48552 | 161 | – |
| 2414 | 29-MAR-07 02.22.40.536996 PM | direct | 102 | 8 | 10794.6 | 153 | – |
| 2415 | 29-MAR-06 01.34.50.545196 PM | direct | 103 | 6 | 310 | 161 | – |
| 2416 | 29-MAR-07 04.41.20.945676 PM | direct | 104 | 6 | 384 | 160 | – |
| 2417 | 20-MAR-07 05.49.10.974352 PM | direct | 105 | 5 | 1926.6 | 163 | – |
| 2418 | 20-MAR-04 04.18.21.862632 PM | direct | 106 | 4 | 5546.6 | 163 | – |
| 2419 | 20-MAR-07 07.03.32.764632 PM | direct | 107 | 3 | 31574 | 160 | – |
| 2420 | 13-MAR-07 08.59.43.666320 PM | direct | 108 | 2 | 29750 | 160 | – |
| 2421 | 12-MAR-07 09.53.54.562432 PM | direct | 109 | 1 | 72836 | – | – |
| 2422 | 16-DEC-07 08.19.55.462332 PM | direct | 144 | 2 | 11188.5 | 153 | – |
| 2423 | 21-NOV-07 10.22.33.362632 AM | direct | 145 | 3 | 10367.7 | 160 | – |
| 2424 | 21-NOV-07 10.22.33.263332 AM | direct | 146 | 4 | 13824 | 153 | – |
| 2425 | 16-NOV-06 11.34.22.162552 PM | direct | 147 | 5 | 1500.8 | 163 | – |
| 2426 | 17-NOV-06 12.22.11.262552 AM | direct | 148 | 6 | 7200 | – | – |
| 2427 | 10-NOV-07 01.34.22.362124 AM | direct | 149 | 7 | 9055 | 163 | – |
| 2428 | 10-NOV-07 02.41.34.463567 AM | direct | 116 | 8 | 14685.8 | – | – |
| 2429 | 10-NOV-07 03.49.25.526321 AM | direct | 117 | 9 | 50125 | 154 | – |
| 2430 | 02-OCT-07 06.18.36.663332 AM | direct | 101 | 8 | 29669.9 | 159 | – |
| 2431 | 14-SEP-06 07.03.04.763452 AM | direct | 102 | 1 | 5610.6 | 163 | – |
| 2437 | 01-SEP-06 08.59.15.826132 AM | direct | 103 | 4 | 13550 | 163 | – |
| 2438 | 01-SEP-07 09.53.26.934626 AM | direct | 104 | 0 | 5451 | 154 | – |
| 2439 | 31-AUG-07 10.19.37.811132 AM | direct | 105 | 1 | 22150.1 | 159 | – |
| 2441 | 01-AUG-08 11.22.48.734526 AM | direct | 106 | 5 | 2075.2 | 160 | – |
| 2442 | 27-JUL-06 12.22.59.662632 PM | direct | 107 | 9 | 52471.9 | 154 | – |
| 2443 | 27-JUL-06 01.34.16.562632 PM | direct | 108 | 0 | 3646 | 154 | – |
| 2444 | 27-JUL-07 02.22.27.462632 PM | direct | 109 | 1 | 77727.2 | 155 | – |
| 2445 | 27-JUL-06 03.34.38.362632 PM | direct | 144 | 8 | 5537.8 | 158 | – |
| 2448 | 18-JUN-07 04.41.49.262632 PM | direct | 145 | 5 | 1388 | 158 | – |
| 2449 | 13-JUN-07 05.49.07.162632 PM | direct | 146 | 6 | 86 | 155 | – |
| 2450 | 11-APR-07 06.18.10.362632 PM | direct | 147 | 3 | 1636 | 159 | – |
| 2451 | 17-DEC-07 05.03.52.562632 PM | direct | 148 | 7 | 10474.6 | 154 | – |
| 2452 | 06-OCT-07 08.59.43.462632 PM | direct | 149 | 5 | 12589 | 159 | – |
| 2453 | 04-OCT-07 09.53.34.362632 PM | direct | 116 | 0 | 129 | 153 | – |
| 2456 | 07-NOV-06 07.53.25.989889 PM | direct | 117 | 0 | 3878.4 | 163 | – |
| 2457 | 31-OCT-07 11.22.16.162632 PM | direct | 118 | 5 | 21586.2 | 159 | – |
Real-world Examples
Explore the following two real-world examples to obtain a better understanding on how this type of subquery can be used.
Top Customer(s)
Often, companies wish to understand what their best customers look like in terms of the data attributes captured for each. In this example, those attributes are the customer’s date of birth, marital status, gender, and income level. With this in mind, consider the task of generating a report containing the customer information associated with those customers who have placed the largest number of orders. Retrieving the number of orders placed per customer is straightforward. However, retrieving only those customers with an order count value equal to the maximum order count for any single customer is more involved.
One way to achieve this is to use a subquery in the HAVING clause to first determine the value associated with the largest order count. Once this value is known, the outer query can be filtered to only those rows containing an order count value equal to the value returned by the subquery. By using the subquery, the hardcoding of values is avoided, and the query always returns the customers with the most orders placed based on the data available at runtime. For routine reports, this is a big win and less risky.
This strategy has been implemented in the query below. A subquery in the HAVING clause is used to first determine the value associated with the largest order count. This subquery also contains a subquery. The derived table, customer_order, returns the number of orders placed by each customer. Subsequently, the maximum order count value is computed across the contents of this derived table. Finally, the outer query is filtered to those customers having an order count value equal to the value returned by the subquery (i.e., 5). For clarity, see the corresponding result set following the query.
SELECT
oe.customers.customer_id,
oe.customers.date_of_birth,
oe.customers.marital_status,
oe.customers.gender,
oe.customers.income_level,
COUNT(oe.orders.order_id) AS order_count
FROM
oe.customers
INNER JOIN
oe.orders
ON oe.customers.customer_id = oe.orders.customer_id
GROUP BY
oe.customers.customer_id,
oe.customers.date_of_birth,
oe.customers.marital_status,
oe.customers.gender,
oe.customers.income_level
HAVING
COUNT(oe.orders.order_id) = (
SELECT
MAX(customer_order.order_count)
FROM (
SELECT
COUNT(oe.orders.order_id) AS order_count
FROM
oe.orders
GROUP BY
oe.orders.customer_id
) customer_order
);
| customer_id | date_of_birth | marital_status | gender | income_level | order_count |
|---|---|---|---|---|---|
| 145 | 19-FEB-46 | single | M | F: 110,000 – 129,999 | 5 |
| 146 | 12-MAR-63 | married | F | L: 300,000 and above | 5 |
| 147 | 21-MAR-44 | single | F | G: 130,000 – 149,999 | 5 |
| 144 | 09-FEB-70 | married | M | F: 110,000 – 129,999 | 5 |
| 149 | 20-APR-41 | single | M | D: 70,000 – 89,999 | 5 |
| 148 | 10-APR-50 | married | M | F: 110,000 – 129,999 | 5 |
Below Average Performance
Imagine it’s the final days of year 2008 and you’re a manager over several sales representatives. A yearly task you perform is to evaluate your sales representatives’ performance. Part of the evaluation process is to understand which sales representatives are performing below average in terms of sales. Total sales numbers change every year and, as a result, so does the average for which representatives are compared against.
Is this a routine report? Yes. Do values change over time? Yes. Do you want to risk comparing your sales representatives against a value that is out of date or entirely inaccurate? No. Sounds like a job for a subquery.
In the query below, a subquery is used to gather the total sales per sales representative for those sales made in year 2008. See derived table, sales_rep. Subsequently, the average is computed across those values. This single value is returned by the subquery and compared against each grouped row’s (i.e., sales representative) total sales value. As a result, the grouped rows are filtered to those sales representatives with below average sales for the year. For clarity, see the corresponding result set following the query.
SELECT
oe.orders.sales_rep_id,
SUM(oe.orders.order_total) AS total_sales
FROM
oe.orders
WHERE
oe.orders.sales_rep_id IS NOT NULL
AND oe.orders.order_date >= '2008-01-01'
AND oe.orders.order_date < '2009-01-01'
GROUP BY
oe.orders.sales_rep_id
HAVING
SUM(oe.orders.order_total) < (
SELECT
AVG(sales_rep.order_total)
FROM (
SELECT
SUM(oe.orders.order_total) AS order_total
FROM
oe.orders
WHERE
oe.orders.sales_rep_id IS NOT NULL
AND oe.orders.order_date >= '2008-01-01'
AND oe.orders.order_date < '2009-01-01'
GROUP BY
oe.orders.sales_rep_id
) sales_rep
);
| sales_rep_id | total_sales |
|---|---|
| 158 | 21863 |
| 160 | 2075.2 |
Knowledge Check
If you’d like to confirm your understanding on the use of subqueries in the HAVING clause and other fundamental concepts, consider solving a handful of my practice problems here.