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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-421297	CLM	Jerry O McDonald	1969-01-06	UHC-06839-06	8545136054	9110 Jefferson Ave, San Diego, CA, 92160	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-401368	CLM	Scott Rynolds	1944-05-06	UHC-58037-43	—	9018 Harbor Blvd, Jacksonville, FL, 32281	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
PRV-21802	PRV	Bobby Q Medina	1981-03-07	UHC-80283-64	5973759403	4451 Desert Sky Blvd, Charlotte, NC, 28243	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-402479	CLM	Lawrence Hansen	1979-06-08	—	4719034526	7582 Valley View Dr, Austin, TX, 78768	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107940	ENR	Bruce H Moreno	1996-07-18	UHC-19824-02	7956749467	718 Cedar Ln, Gilbert, AZ, 85268	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130838	ENR	Ben Duncan	1957-04-07	UHC-06987-44	6398284850	1120 Sage Ct, Gilbert, AZ, 85299	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-127612	ENR	Becky Espinoza	1999-07-27	—	8868922238	8621 Highland Ave, San Diego, CA, 92197	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-134526	ENR	Mariana P Hamilton	1963-05-16	UHC-80048-60	8583358665	5035 River Rd, Denver, CO, 80290	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-119715	ENR	Jack Austni	1954-09-10	UHC-75970-52	2808985138	3007 Pine Dr, Glendale, AZ, 85307	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24274	PRV	Mason Weaver	1946-08-27	—	3287084598	248 Palm Dr, Fresno, CA, 93706	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-416284	CLM	Jason Montgomery	1998-09-24	UHC-17328-72	8256252792	8845 Park Pl, Orlando, FL, 32891	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-431743	CLM	Judith Mendez	1988-03-27	—	7708364556	6691 Meadow Ln, Miami, FL, 33171	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113163	ENR	Paul B Marshall	1965-08-08	UHC-73694-41	8956586819	8380 Ocean Ave # 276, Tampa, FL, 33627	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
TPA-61483	TPA	Paul Murphy	1954-11-21	—	—	1988 Mesa Dr, Atlanta, GA, 30321	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-402698	CLM	Carl George	1959-08-09	UHC-98825-70	9338891224	—	0.64	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+2 more
CLM-402699	CLM	Carl George	1959-08-09	UHC-98825-70	9338891224	—	0.64	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+2 more
TPA-51889	TPA	Emma J Jensen	1953-11-01	—	5953407948	6876 Mesa Dr, Miami, FL, 33166	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23416	PRV	Eugene Freeman	1940-02-19	—	8984501490	8536 Oak St, Austin, TX, 78732	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25012	PRV	Jake X Hughes	1979-12-21	—	6844144837	7401 Washington St, Atlanta, GA, 30391	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410512	CLM	Brandon Sandoval	1947-03-07	—	3475981600	5758 Baseline Rd, Minneapolis, MN, 55492	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55872	TPA	Paul Patel	1942-11-22	—	—	8622 Bayshore Dr, Tucson, AZ, 85741	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-139488	ENR	Alyce H Davis	1959-10-17	UHC-89086-36	9497360090	3070 Lake View Rd, Charlotte, NC, 28288	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128652	ENR	Christine E Warrren	1977-02-08	UHC-91442-06	3236509680	2302 Oak St, Sacramento, CA, 95816	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125666	ENR	Raymond Sullivan	1989-08-22	UHC-05981-64	4874231313	5591 Sage Ct, Chandler, AZ, 85201	0.64	Two-digit birth year Phone reformatted City re-cased State name converted to code+2 more
ENR-138071	ENR	Martha N Herrera	1956-06-01	UHC-70389-89	3229670616	1696 Park Pl, Los Angeles, CA	0.64	Name re-cased Two-digit birth year Phone reformatted ZIP missing+2 more
ENR-120397	ENR	Gutierrez Sara	1951-10-07	UHC-38363-25	5259407605	742 Mesa Dr, Austin, TX, 78734	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-415208	CLM	Julia N Kelly	1974-10-24	—	3745237414	7439 Washington St, Phoenix, AZ, 85020	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140780	ENR	Andrew Dean	1946-06-15	UHC-73405-81	9846701981	1670 Mesa Dr, Tucson, AZ, 85775	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
TPA-58714	TPA	Olivia Fuller	2000-11-15	—	—	3435 Ridge Rd, Plano, TX, 75079	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-134785	ENR	Ann Z Burns	1975-05-03	UHC-51136-97	3312213899	8478 Central Ave, Plano, TX, 75003	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-26598	PRV	Larry Marshall	1971-07-04	UHC-53367-57	5284209087	1466 Grand Ave, Minneapolis, MN, 55410	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-422360	CLM	Brian Barnes	1984-10-09	—	3054498682	1011 Meadow Ln, San Antonio, TX, 78281	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-140523	ENR	Joe Z Castillo	2004-07-01	UHC-32471-33	2068476160	3407 Lincoln Way, Seattle, WA, 98139	0.64	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
PRV-22110	PRV	Janice Harvey	1968-12-21	—	4693479054	6297 Sage Ct, Dallas, TX, 75297	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63346	TPA	Matthew Kelley	1956-04-10	—	—	7256 River Rd, Tempe, AZ, 85280	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
TPA-54212	TPA	Grag Powell	1994-08-02	UHC-53306-54	4804067880	3034 Forest Ave, Tucson, AZ, 85795	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-60260	TPA	Evelyn Palmer	1956-01-03	—	—	2570 Lake View Rd, Fresno, CA, 93770	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-403520	CLM	Marcus Nichols	2004-08-26	—	7788749468	7644 Ridge Rd, Minneapolis, MN, 55461	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24027	PRV	Green Hiroshi	1992-07-05	—	—	367 Harbor Blvd, Tempe, AZ, 85249	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-102961	ENR	Diana T Bennett	2002-08-21	UHC-57282-50	7345371973	7975 Church St, Minneapolis, MN, 55435	0.64	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+2 more
PRV-23420	PRV	Donald Vargas	1975-12-28	—	9384110399	4449 Meadow Ln, Plano, TX, 75081	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426202	CLM	Barbara Dunn	2007-01-04	UHC-34994-98	—	8620 Cedar Ln, Miami, FL, 33198	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-122511	ENR	Hannah N Graham	2005-01-26	UHC-42390-49	—	3757 Meadow Ln, Eden Prairie, MN, 55364	0.64	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-102601	ENR	Karen F Smith	1948-03-15	UHC-81838-34	5766968741	1470 Mountain View Dr, Chandler, AZ, 85299	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-406920	CLM	Robert Romero	1986-11-18	UHC-84309-91	2892436915	4570 Baseline Rd, Tucson, AZ, 85780	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126618	ENR	Jacqueline Bennett	2004-07-10	UHC-17708-15	8962867056	8163 Palm Dr, Chandler, AZ, 85258	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51406	TPA	Roy Green	1955-10-15	—	2328719993	8357 Palm Dr, Houston, TX, 77031	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-20832	PRV	Tyler Crawford	1968-08-07	—	7255015011	9252 Ridge Rd, Plano, TX, 75095	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-28767	PRV	Betty Hicks	1974-12-13	UHC-35810-71	6556029001	—	0.64	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+2 more
ENR-106403	ENR	Donna G Clark	1942-02-28	UHC-07526-15	7713378828	6773 Indian School Rd, Minneapolis, MN, 55407	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more

6,661 rows, page 56 of 134Previous Next