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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-104164	ENR	Russell L Tucker	1953-03-14	UHC-79982-50	—	7821 Central Ave, Scottsdale, AZ, 85262	0.52	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
ENR-111076	ENR	Jacqueline Grant	1978-12-02	UHC-43018-83	7108128830	9887 Spring St # 854, Charlotte, NC, 28269	0.52	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-124405	ENR	Angela J Alvarado	1957-08-09	UHC-25514-99	5614131212	2119 Church St, Chandler, AZ, 85297	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-429098	CLM	Emily Ramirez	1959-12-05	—	—	2364 Broadway, Tempe, AZ, 85294	0.52	Two-digit birth year Address re-cased State name converted to code Gender normalised+2 more
CLM-415935	CLM	Ben I Dunn	1962-04-25	—	7507349160	3300 Oak St, Eden Prairie, MN, 55319	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25633	PRV	—Junk	2002-03-22	—	—	4094 Apache Blvd, Los Angeles, CA, 90085	0.52	Date of birth reformatted Phone missing area code State name converted to code Whitespace trimmed+2 more
CLM-419154	CLM	Terry Fernandez	1985-03-27	UHC-26247-59	—	6649 Grand Ave, Jacksonville, FL, 32250	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-126626	ENR	Joe Olson	—	UHC-47916-67	3905815409	8847 Market St, Scottsdale, AZ, 85245	0.52	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
ENR-123058	ENR	Emily N Williams	1964-02-18	UHC-97981-14	4489148549	9305 Cedar Ln, Atlanta, GA, 30305	0.52	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
TPA-63163	TPA	Densie Lynch	1965-06-12	—	8706280498	4354 Sunset Blvd, Phoenix, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-139250	ENR	Alexis D Elliott	1988-12-28	UHC-17655-37	—	3400 Ridge Rd, Miami, FL, 33149	0.52	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-109533	ENR	Dylan Y Rojas	1974-10-07	UHC-97077-15	8122884690	4391 Camelback Rd, Austin, TX, 78762	0.52	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-128007	ENR	Cynthia Baker	1938-09-16	UHC-45011-80	4547801181	5643 Park Pl, Phoenix, AZ, 85044	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131031	ENR	Teresa P Burton	1956-04-24	UHC-61347-45	—	5876 Indian School Rd # 546, Minneapolis, MN, 55467	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-120043	ENR	Santiago Padilla	1981-11-04	UHC-48047-31	—	6082 Grand Ave, San Diego, CA, 92147	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
ENR-130095	ENR	Evelyn Perez	1999-04-20	UHC-48058-76	5527360519	3972 Ocean Ave, Los Angeles, CA, 90077	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-62448	TPA	Dylan King	1938-09-20	—	4276498907	2534 Market St, Columbus, OH, 43275	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-103152	ENR	Theresa Andrews	1998-05-22	UHC-47418-40	4912495314	3267 Central Ave, Austin, TX, 78749	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-431215	CLM	Sophia Daniels	1983-05-06	—	—	9788 Jefferson Ave, Denver, CO, 80275	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-126405	ENR	Kayla I Cole	1978-01-06	UHC-96523-84	6929889149	1075 Sunset Blvd, San Antonio, TX, 78248	0.52	Two-digit birth year Phone reformatted State name converted to code Gender normalised+2 more
ENR-130627	ENR	Carolyn Y Porter	1960-04-02	UHC-22051-92	9604520210	4594 River Rd, Sacramento, CA, 95815	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-52438	TPA	Alexis A Johnsson	1980-05-11	—	—	6585 Church St, Dallas, TX, 75230	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
TPA-52439	TPA	Alexis A Johnsson	1980-05-11	—	—	6585 Church St, Dallas, TX, 75230	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
ENR-102557	ENR	Laura O Andrews	1980-06-20	UHC-68182-65	2688138704	2321 Maple Ave Apt 2, Los Angeles, CA, 90091	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-112612	ENR	Bradley G Austin	1938-05-07	UHC-84381-58	4116753479	7207 Washington St, Fresno, CA, 93738	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-414974	CLM	Keith Vasquez	2000-09-04	UHC-43961-56	—	5742 Maple Ave, Columbus, OH, 43299	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-419817	CLM	Doris Elliott	1948-06-26	—	—	7824 Lake View Rd, Chandler, AZ, 85222	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-105961	ENR	Heather O Griffin	1987-08-11	UHC-60659-31	8248229092	8521 Palm Dr, Jacksonville, FL, 32278	0.52	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-431450	CLM	Anna Weaver	1965-12-26	—	—	400 Forest Ave, Scottsdale, AZ, 85221	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
ENR-125094	ENR	Ann O Fernandez	1995-04-14	UHC-94337-31	9848279037	8664 Lake View Rd, Seattle, WA, 98112	0.52	Name split from “Last, First”Date of birth reformatted State name converted to code ZIP+4 trimmed+2 more
PRV-27676	PRV	Carlos Estrada	1969-05-14	—	—	4195 Ocean Ave, Denver, CO, 80281	0.52	Phone missing area code Street suffix standardised Address re-cased State name converted to code+2 more
PRV-21080	PRV	Fatima Green	1971-01-19	UHC-56858-96	8975855235	764 River Rd, Minneapolis, MN, 55442	0.52	Name split from “Last, First”Date of birth reformatted City re-cased State name converted to code+2 more
ENR-141500	ENR	Maria Chavez	1990-06-03	UHC-13335-70	5649586367	8628 Camelback Rd, Miami, FL, 33146	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-430864	CLM	Donna Lucas	1972-08-05	UHC-67714-84	3549613361	2603 Camelback Rd, Sacramento, CA, 95831	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100468	ENR	Philip N Le	1980-02-05	UHC-73994-31	4016238117	6056 Union St, San Diego, CA, 92112	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134835	ENR	Ruth B Spencer	2002-07-12	UHC-50944-63	4788432334	1966 Main St, Tempe, AZ, 85241	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-126877	ENR	Keith Martiinez	2000-09-23	UHC-16946-77	5554897293	5721 Spring St, Glendale, AZ, 85385	0.52	Name split from “Last, First”Phone reformatted State name converted to code Email lower-cased+2 more
CLM-404361	CLM	Isabella Burns	1948-08-20	UHC-10907-04	—	709 Mountain View Dr, Atlanta, GA, 30397	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
ENR-113999	ENR	Kenneth Hernandez	1978-11-12	UHC-86070-65	5308997445	4079 Valley View Dr, Glendale, AZ, 85387	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-24469	PRV	Joshua Gordon	1958-12-25	—	—	4104 Union St, Jacksonville, FL, 32286	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-125597	ENR	Vincent Taylor	1947-07-13	UHC-79415-07	4439895387	8637 Grand Ave, Tucson, AZ, 85722	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142812	ENR	Aisha Burke	1960-12-03	UHC-42201-91	9574880580	8632 Oak St, Plano, TX	0.52	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+2 more
ENR-113319	ENR	Abigail F Reynolds	1976-04-27	UHC-56842-65	3269371605	8152 Ocean Ave, Seattle, WA, 98149	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-426477	CLM	Gregory Day	1959-02-20	—	5348763142	195 Meadow Ln, Charlotte, NC, 28266	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
TPA-61598	TPA	Adam Carlson	1990-04-20	—	—	2767 Lake View Rd, Denver, CO, 80281	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-430980	CLM	Karen Thomas	2005-11-05	UHC-47494-97	—	6718 Mesa Dr, Houston, TX, 77082	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
ENR-126024	ENR	Ethan W Kelley	2005-07-03	UHC-61301-42	2883581409	180 Meadow Ln, Seattle, WA, 98110	0.52	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-413431	CLM	Gabriel Gray	1962-05-03	UHC-31656-92	4787614161	868 Sage Ct, Columbus, OH, 43266	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-403424	CLM	Grace I Robertson	1940-03-22	UHC-83130-16	5547331813	101 Sunset Blvd, Las Vegas, NV, 89158	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-132827	ENR	Hiroshi L Webb	1978-05-02	UHC-42260-19	—	8151 Church St, Denver, CO, 80296	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more

9,084 rows, page 51 of 182Previous Next