Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

All sources, flag “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-110137	ENR	Emma S Moore	1940-06-16	UHC-42322-25	4854941826	7623 Spring St, Eden Prairie, MN	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-23411	PRV	Debra Lewis	1949-12-24	—	4348089398	9547 Meadow Ln # 330, Austin, TX	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
CLM-429314	CLM	Valentina Stevens	1943-01-26	—	2169998608	5643 Meadow Ln, Eden Prairie, MN, 55358	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-419468	CLM	—Junk	1962-03-27	—	8454355925	5075 Spring St Apt 12, Austin, TX, 78787	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
TPA-62743	TPA	Daniel Marshall	—	—	8664121691	6761 Hillcrest Rd, Nashville, TN, 37286	0.46	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+5 more
TPA-59883	TPA	Danielle Martinez	2004-07-22	—	—	8733 Desert Sky Blvd, Orlando, FL, 32815	0.46	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
TPA-51196	TPA	Timothy Vargas	1956-09-02	—	—	3151 Palm Dr, Glendale, AZ	0.46	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
ENR-140522	ENR	Terry Arnold	1941-04-23	UHC-90021-63	—	6184 Pine Dr, San Antonio, TX	0.46	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
CLM-426081	CLM	Mason Smith	1961-02-15	UHC-13514-35	2662525669	3073 Jefferson Ave, Tempe, AZ, 85289	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-127559	ENR	Kathleen UJunk	1981-08-17	UHC-96127-46	4137038990	3451 Sunset Blvd, Orlando, FL, 32860	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-136623	ENR	Valentina Payne	1974-01-26	UHC-22618-46	8846579959	4929 Church St, Jacksonville, FL, 32288	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
ENR-110806	ENR	Jonathan Sanndoval	1962-03-06	UHC-01777-85	8107213077	2173 Mesa Dr Apt 33, Nashville, TN, 37299	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-414448	CLM	Emily Wels	1971-03-28	—	8798240310	2695 Mountain View Dr, San Diego, CA, 92155	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
ENR-105477	ENR	Elijah M Delgado	1982-04-20	UHC-99236-88	2645003478	4532 Canyon Rd, Sacramento, CA	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-125435	ENR	Mary B Cook	1976-10-13	UHC-16807-52	2643791110	7214 Palm Dr Apt 36, Nashville, TN, 37249	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-105318	ENR	Bryan Li	1943-02-22	UHC-16862-67	8793330394	5152 Central Ave, Glendale, AZ, 85386	0.46	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
PRV-25087	PRV	—Junk	2005-01-27	—	8838963783	8651 Highland Ave, Nashville, TN, 37279	0.46	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+5 more
CLM-403067	CLM	Alexis Garza	1972-01-15	—	6564150199	7046 Pine Dr, Eden Prairie, MN	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-112473	ENR	Ruth U Larsun	1960-08-11	UHC-12479-78	5659225745	1086 Forest Ave, Denver, CO, 80224	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-430178	CLM	Ethan EJunk	1961-03-01	UHC-07381-68	7583811982	8361 Indian School Rd, Nashville, TN, 37248	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-134370	ENR	Burce G Moore	1964-11-19	UHC-28109-74	3156653892	1620 Willow Ct, Mesa, AZ, 85236	0.46	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
CLM-400369	CLM	Grace Burton	1981-01-26	UHC-52024-75	2889449993	8064 Maple Ave, Columbus, OH	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-405921	CLM	Steven Ortaga	1941-03-27	—	2828626106	1456 Jefferson Ave, Tempe, AZ, 85239	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-141739	ENR	Lucia I Robertson	1985-09-01	UHC-90498-98	5993145405	4263 Cedar Ln, Tempe, AZ, 85289	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-416331	CLM	Ellis Gerald	1985-06-11	—	4103588512	589 Mountain View Dr # 525, Tempe, AZ, 85252	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-122826	ENR	Kelly T Day	1983-01-19	UHC-30774-01	9776229722	8106 Forest Ave, Gilbert, AZ, 85277	0.46	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
ENR-102312	ENR	Mariana Shaw	1991-10-19	UHC-03384-46	5577106620	1773 Park Pl Apt 29, Nashville, TN	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-424978	CLM	Denise Anderson	1987-05-16	—	2936129893	3970 Market St # 834, Las Vegas, NV, 89189	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
ENR-140594	ENR	Singh Katherine	1989-10-16	UHC-36821-73	7246348022	9696 Mountain View Dr, Denver, CO, 80209	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-28677	PRV	Austin O Gordon	1964-09-27	UHC-50210-62	3875910563	9313 Highland Ave # 505, Jacksonville, FL, 32240	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-402098	CLM	Brittany Taylor	1982-05-25	UHC-75127-09	6858117945	6710 Valley View Dr, Mesa, AZ, 85299	0.46	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
CLM-420193	CLM	Wei Miller	1949-03-27	UHC-77831-87	6977770510	3062 Camelback Rd, Phoenix, AZ	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-117257	ENR	Dlan Hunter	1970-12-16	UHC-44105-80	9209200762	4137 Sunset Blvd, Fresno, CA	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-417786	CLM	Walter Chavez	1994-05-07	—	3416809590	7980 Maple Ave, Austin, TX, 78761	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-135601	ENR	Marilyn R Sullivan	1952-05-20	UHC-59465-80	2748519508	5246 Desert Sky Blvd, Miami, FL, 33143	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-426200	CLM	Cheryl Padilla	1978-04-06	UHC-20056-04	6446686372	9498 Forest Ave, Tempe, AZ, 85260	0.46	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
PRV-20652	PRV	Harold G Singh	1949-12-22	—	5817802635	7435 Lake View Rd, San Antonio, TX, 78285	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-401362	CLM	Cheryl Chen	1997-10-27	UHC-19223-34	3213310797	3073 Park Pl, Plano, TX, 75093	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-132289	ENR	Tyler Broosk	1994-09-10	UHC-33688-95	6848392067	8696 Grand Ave, Charlotte, NC, 28262	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-124097	ENR	Emily Boyd	1998-06-24	UHC-29831-34	—	547 Willow Ct, Tucson, AZ	0.46	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+5 more
ENR-142920	ENR	Pamela Gibson	1970-11-19	UHC-30740-55	3713686572	4351 Hillcrest Rd, Glendale, AZ	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-403949	CLM	John W Perkins	1943-11-03	UHC-89638-37	2463731624	9781 Harbor Blvd Apt 1, Houston, TX	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-126744	ENR	Melissa Ramos	2002-06-10	UHC-99031-01	8763769108	7751 Bayshore Dr, Chandler, AZ, 85233	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-422936	CLM	Susan X Webb	1952-10-06	—	—	2347 Lincoln Way # 613, Eden Prairie, MN, 55390	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
CLM-415050	CLM	Vincent Gutierrez	1979-05-28	—	6807536539	4765 Hillcrest Rd, Sacramento, CA, 95899	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-129857	ENR	Emily E Obrien	2007-07-06	UHC-25966-27	3733177257	3702 Elm St, Los Angeles, CA, 90067	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
ENR-141812	ENR	Arthur I Simpson	1989-03-06	UHC-42939-64	9104017402	7971 Indian School Rd, Dallas, TX, 75222	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-432158	CLM	Amber A Greene	1989-06-27	—	2667403546	239 Oak St, Scottsdale, AZ, 85290	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-108541	ENR	Jordan L Cole	1979-11-01	UHC-83214-78	5794394335	4226 Spring St, Minneapolis, MN, 55459	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-429611	CLM	Gary Graham	1991-05-19	UHC-98479-75	—	6136 Willow Ct, Los Angeles, CA, 90038	0.46	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more

32,400 rows, page 13 of 648Previous Next