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-430720	CLM	Maria West	1995-08-02	—	2923754112	7111 Forest Ave, Las Vegas, NV, 89125	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
TPA-57716	TPA	Kathleen Morgan	1994-04-23	UHC-44662-69	—	5250 Spring St, Fresno, CA, 93754	0.62	Name re-cased City re-cased State name converted to code ZIP+4 trimmed+3 more
TPA-51597	TPA	Ammber Tucker	1973-08-10	—	—	5701 Lake View Rd, Minneapolis, MN, 55470	0.62	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-127349	ENR	Mendoza V Laura	2001-04-10	UHC-72770-86	9358509932	5539 Ocean Ave, Mesa, AZ, 85297	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114601	ENR	Nicole B Hansen	1981-10-08	UHC-45002-08	4084089284	8866 Baseline Rd, Minneapolis, MN, 55463	0.62	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-117514	ENR	Joshua Y Hawkins	1942-02-02	UHC-04131-49	3495662578	4435 Union St, San Antonio, TX, 78204	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21309	PRV	Amber F White	1962-01-21	—	8209117647	2131 Sunset Blvd # 710, Miami, FL, 33105	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-25096	PRV	Mason Armstrong	1938-08-21	—	9819027659	3613 Highland Ave, Columbus, OH	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-139425	ENR	Laura G Thomposn	1974-11-15	UHC-51193-39	2049200384	2287 Church St, Orlando, FL, 32816	0.62	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111374	ENR	James Nguyen	1966-02-04	UHC-49719-49	7718574072	9889 Hillcrest Rd Apt 16, Columbus, OH, 43254	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-413701	CLM	Vincent Ruiz	1975-11-21	—	2148579912	4505 Indian School Rd, Plano, TX, 75029	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-112444	ENR	Kevin Fuller	1990-03-20	UHC-80082-47	7186995415	8731 Canyon Rd, Dallas, TX, 75245	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113355	ENR	Sameul Tucker	1993-06-19	UHC-53744-28	2689716961	5881 Apache Blvd, Chandler, AZ, 85224	0.62	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+3 more
CLM-400431	CLM	Carroll Bradley	2004-12-02	—	—	1790 Highland Ave, Columbus, OH, 43233	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-51534	TPA	Joseph Wang	1976-04-25	—	8153047222	7202 River Rd, San Diego, CA	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-421928	CLM	Nancy Howard	1994-02-07	—	3806422553	1720 Willow Ct, Las Vegas, NV, 89112	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-404708	CLM	Yuki Espinoza	1950-06-16	UHC-32418-96	2243679502	387 Harbor Blvd, Charlotte, NC, 28206	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-107813	ENR	Peter X Simpson	1980-02-20	UHC-03143-62	4088907483	2473 Lincoln Way, Fresno, CA, 93748	0.62	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+3 more
ENR-124949	ENR	Danielle Wheeler	1997-09-09	UHC-34384-77	—	3755 Church St, Houston, TX, 77002	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-56633	TPA	Danielle Ramirez	1966-02-11	—	7599178217	8031 Spring St, Miami, FL, 33107	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22230	PRV	Samantha Greene	1976-09-02	UHC-56755-08	2279261166	1516 Highland Ave, San Diego, CA, 92151	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118067	ENR	Logan T Phillips	1962-04-09	UHC-41116-08	2077777071	2237 Market St Apt 12, Seattle, WA, 98118	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-54538	TPA	Jeffrey Mendez	1967-05-03	—	—	5599 Sage Ct, Denver, CO, 80246	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
TPA-54537	TPA	Jeffrey Mendez	1967-05-03	—	—	5599 Sage Ct, Denver, CO, 80246	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
PRV-25493	PRV	Wayne Bishop	1999-10-26	UHC-11867-64	7338562727	8020 Spring St, Scottsdale, AZ, 85252	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102477	ENR	Mary R Mason	1994-08-06	UHC-85232-94	8989232509	9474 Lake View Rd, Austin, TX, 78733	0.62	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-115775	ENR	Christian R Fuller	1993-07-18	UHC-09907-73	6809133970	1377 Desert Sky Blvd, Eden Prairie, MN, 55305	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427170	CLM	Bryan Black	1940-01-26	—	—	985 Apache Blvd, Minneapolis, MN, 55412	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59497	TPA	Henry U Chen	1945-11-01	—	—	7603 Sunset Blvd, Dallas, TX, 75297	0.62	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
ENR-131265	ENR	Brenda Perez	1983-01-14	UHC-39508-63	3047050832	6158 Camelback Rd, Houston, TX, 77070	0.62	Date of birth reformatted Phone reformatted City re-cased State name converted to code+3 more
PRV-24662	PRV	Mary James	1951-07-02	—	8399511799	4017 Mountain View Dr, Scottsdale, AZ, 85265	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-28543	PRV	Jonathan Mendoza	1997-01-20	—	6033249527	5911 Meadow Ln # 921, Dallas, TX, 75203	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-134839	ENR	Sara Franklin	2000-09-13	UHC-72208-98	8793638687	8202 Cedar Ln, Orlando, FL, 32829	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29143	PRV	Christine Murray	1955-07-07	UHC-07405-48	3613998351	894 Elm St, Orlando, FL, 32823	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406096	CLM	Alan Tran	1970-06-06	UHC-55420-11	—	7475 Valley View Dr Apt 21, Nashville, TN, 37292	0.62	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-403016	CLM	Nancy Vazquez	1967-08-27	UHC-61543-39	—	1015 Meadow Ln, Seattle, WA, 98115	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-112451	ENR	Harold Weest	1962-03-24	UHC-71442-08	9652886532	2674 Spring St, Atlanta, GA, 30353	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-24397	PRV	Alexander D Welch	1986-01-05	—	7666300088	2046 Palm Dr, Fresno, CA	0.62	Name re-cased Two-digit birth year Phone reformatted City re-cased+3 more
PRV-23772	PRV	Marilyn Peterson	1942-12-11	—	—	2853 River Rd, Phoenix, AZ, 85070	0.62	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
ENR-126491	ENR	Gabriel Andrews	1952-08-17	UHC-06638-96	8406479207	816 Mesa Dr, Mesa, AZ, 85266	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-56334	TPA	Wei Castillo	1960-11-18	—	—	2397 Willow Ct, Eden Prairie, MN, 55392	0.62	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-101124	ENR	Barbara Greene	2007-11-17	—	3764992139	6074 Washington St, Scottsdale, AZ, 85202	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106032	ENR	Frank E Dunn	1977-06-21	UHC-10912-05	4874379073	4244 Meadow Ln Apt 20, Denver, CO, 80224	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-23121	PRV	Josh Payne	1946-12-20	UHC-46227-21	3004991602	8870 Main St Apt 8, Denver, CO, 80285	0.62	Phone reformatted Unit split from street City re-cased State name converted to code+3 more
TPA-60603	TPA	Aaron G Holmes	1996-05-19	—	9508664719	8374 Palm Dr, Glendale, AZ, 85352	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-60602	TPA	Aaron G Holmes	1996-05-19	—	9508664719	8374 Palm Dr, Glendale, AZ, 85352	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-401511	CLM	Anna M Sanchez	1964-01-06	UHC-55023-31	—	879 Palm Dr, Austin, TX	0.62	Name re-cased Date of birth reformatted City re-cased State name converted to code+3 more
ENR-106208	ENR	Nancy Bailey	1983-09-05	UHC-79532-70	—	4842 Lincoln Way, Tampa, FL	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-112439	ENR	Pamela N Yang	1945-01-06	UHC-06553-73	6856135362	4873 Market St, Dallas, TX, 75230	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-137899	ENR	Maria Freeman	1980-08-07	UHC-85291-03	8626164292	7301 Central Ave, Gilbert, AZ, 85203	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more

17,850 rows, page 88 of 357Previous Next