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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-409043	CLM	Logan Hart	2000-06-10	UHC-52400-48	6157647073	9697 Sage Ct, Sacramento, CA, 95822	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-137144	ENR	Denny O Dean	1974-02-06	UHC-07591-25	3653866925	863 Forest Ave, Gilbert, AZ, 85273	0.48	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-25333	PRV	Luis Sandoval	1971-07-04	UHC-78529-45	6944229068	6877 Mountain View Dr, Jacksonville, FL, 32234	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-107354	ENR	Catherine Hudson	2001-05-05	UHC-76200-83	5978103544	370 Harbor Blvd Apt 12, Miami, FL, 33129	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-128085	ENR	Sofia Marin	1954-04-11	UHC-48966-84	9825973219	5715 Sunset Blvd Apt 33, Los Angeles, CA, 90024	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-127422	ENR	Scott Hall	2003-02-18	UHC-57013-81	7217117160	2441 Maple Ave # 466, Jacksonville, FL, 32208	0.48	Name re-cased SSN last four extracted Unit split from street Street suffix standardised+4 more
ENR-101046	ENR	Deborah Butler	1994-02-19	UHC-90382-97	—	6452 Church St, San Antonio, TX, 78232	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
TPA-55720	TPA	Angela Z Watkins	1997-08-02	—	—	2215 Canyon Rd, Tampa, FL, 33613	0.48	Name re-cased Date of birth reformatted Phone missing area code City re-cased+4 more
ENR-104515	ENR	David Q Hall	1947-06-04	UHC-32874-59	—	766 Central Ave, Denver, CO, 80252	0.48	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-108023	ENR	Adam Contraras	1973-04-05	UHC-75072-26	2844825112	5706 Indian School Rd, Plano, TX, 75091	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
TPA-56767	TPA	Helen Castillo	1915-10-10	—	—	4757 Highland Ave, Los Angeles, CA, 90010	0.48	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
CLM-422737	CLM	Terry A Turner	1971-11-01	UHC-21752-21	2737798336	1967 Valley View Dr, Houston, TX	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-21785	PRV	Luis Porter	2006-06-17	—	6658578571	2013 Lake View Rd, Jacksonville, FL	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-136215	ENR	Amber N Lee	2004-04-08	UHC-32742-91	5362651559	8105 Desert Sky Blvd, San Diego, CA, 92184	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
TPA-59003	TPA	Frank Munoz	1968-01-24	—	4466169201	2100 Indian School Rd, San Diego, CA	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-126316	ENR	Bryan Fernandez	2000-03-06	UHC-35946-82	4945869374	1410 Jefferson Ave, Houston, TX, 77064	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-110118	ENR	Lynch Q Timothy	1944-09-12	UHC-82887-94	9687898570	689 Main St # 568, Columbus, OH, 43234	0.48	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+4 more
ENR-113239	ENR	Joan Y Clark	1967-11-09	UHC-92120-58	2364835610	3163 Grand Ave, Atlanta, GA, 30308	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
PRV-20070	PRV	Henry Brown	1998-08-21	UHC-21741-37	7043968916	3158 Indian School Rd # 376, Miami, FL, 33178	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-133524	ENR	Fatima A Yang	1960-09-27	UHC-58698-13	7903176000	4261 Washington St Apt 2, Dallas, TX, 75251	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-101239	ENR	Brandon Gonzeles	1966-05-07	UHC-09464-72	7926031562	1764 Ocean Ave, Plano, TX, 75060	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-105180	ENR	Albert V Meyer	1986-10-17	UHC-06373-47	2633590486	7078 Cedar Ln, Orlando, FL, 32856	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-407468	CLM	Christian Reynoolds	1969-04-15	—	—	836 Bayshore Dr, Plano, TX, 75001	0.48	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
ENR-100887	ENR	Paul Z Jimenez	1977-10-17	UHC-80721-02	7525558763	1194 Pine Dr Apt 28, Tempe, AZ, 85257	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-118232	ENR	Nicholas Jacobs	1982-08-08	UHC-67353-83	—	9067 Meadow Ln Apt 7, Nashville, TN, 37265	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-64148	TPA	Bobyb Bailey	1943-08-01	—	—	2275 Baseline Rd Apt 37, Plano, TX, 75032	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
ENR-132086	ENR	Douglas Grant	2005-04-15	UHC-69967-87	7452703908	4836 Spring St, Gilbert, AZ, 85268	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-24637	PRV	—Junk	1969-06-02	UHC-33144-52	8066566365	1367 Mountain View Dr Apt 31, Glendale, AZ, 85340	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-133835	ENR	Judy Rogers	—	UHC-61450-81	4593737143	1643 Bayshore Dr, Plano, TX, 75048	0.48	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-101839	ENR	Amanda M Daniels	1938-08-18	UHC-10897-78	5889986572	8322 Sage Ct, Nashville, TN, 37216	0.48	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-101840	ENR	Amanda M Daniels	1938-08-18	UHC-10897-78	5889986572	8322 Sage Ct, Nashville, TN, 37216	0.48	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-128424	ENR	Janet V Marquez	1965-01-24	UHC-22058-15	4593465238	6561 Maple Ave # 836, Tampa, FL, 33675	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-60639	TPA	Judy X Reed	1995-10-25	UHC-47525-60	—	7590 Grand Ave, Atlanta, GA, 30378	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-430179	CLM	Carolyn I Li	1943-09-13	UHC-24165-93	5094447690	2737 Lake View Rd, Minneapolis, MN	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-402892	CLM	Grace Hawkins	1938-07-27	UHC-70840-06	5889732840	1559 Willow Ct, Fresno, CA, 93701	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-109549	ENR	Sophia Edwards	1955-10-02	UHC-28031-99	5245514839	4035 Spring St Apt 39, Los Angeles, CA, 90009	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
TPA-64379	TPA	Eily Hamilton	1958-04-24	—	—	1869 Apache Blvd Apt 16, San Antonio, TX, 78278	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
ENR-108317	ENR	Megan U Baker	1994-01-06	UHC-45792-28	5964708007	5007 Bayshore Dr, Nashville, TN, 37261	0.48	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+4 more
TPA-61639	TPA	Ahmed Carter	1980-10-01	—	8123256993	6189 Valley View Dr, Atlanta, GA, 30331	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-411371	CLM	Olivia J Padilla	1995-03-16	UHC-81861-12	6108492831	8451 Camelback Rd, Austin, TX	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-431050	CLM	Lawrence E Hansen	1988-02-04	—	—	2358 Meadow Ln Apt 21, Miami, FL, 33103	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
ENR-111528	ENR	Emma Nunez	—	UHC-01335-74	7107211508	5096 Washington St, Fresno, CA, 93797	0.48	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-414633	CLM	Kelly Kim	1957-09-20	—	9427566630	7517 Main St, Seattle, WA, 98168	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-430090	CLM	Walter Burns	—	—	—	739 Valley View Dr, Seattle, WA, 98183	0.48	Name re-cased Date of birth unreadable Phone missing area code Street suffix standardised+4 more
CLM-418900	CLM	Heather Vazquez	1986-11-05	—	—	3112 Grand Ave, Orlando, FL, 32823	0.48	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
CLM-418901	CLM	Heather Vazquez	1986-11-05	—	—	3112 Grand Ave, Orlando, FL, 32823	0.48	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-114362	ENR	Christine H Black	1998-05-15	UHC-98661-87	3202571623	6515 Central Ave, Gilbert, AZ, 85223	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-417823	CLM	Larry Lynhc	1992-07-16	—	9819921687	4992 Valley View Dr, San Antonio, TX, 78275	0.48	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-139180	ENR	Julie Pena	1994-12-14	UHC-64751-19	8296431839	9289 Ridge Rd, Atlanta, GA, 30309	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-21295	PRV	Jose Jackson	1981-11-23	—	7586541092	2459 Ridge Rd # 269, Dallas, TX, 75244	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more

17,850 rows, page 25 of 357Previous Next