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-124366	ENR	Keith N Simpson	—	UHC-20710-22	7635683456	6732 Church St, Fresno, CA, 93776	0.44	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+6 more
PRV-28193	PRV	Jeffrey Nelson	1962-10-20	UHC-95285-40	3324379864	1426 Camelback Rd, Sacramento, CA, 95828	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-121051	ENR	Bily Ortiz	2006-10-20	UHC-78085-15	7948078515	3156 Bayshore Dr, Eden Prairie, MN, 55357	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
PRV-23726	PRV	Megan Wilson	1956-03-14	UHC-27377-95	6733016707	9499 Market St, Denver, CO, 80247	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
CLM-402488	CLM	Susan Bell	1980-04-10	UHC-59959-19	2658995802	6313 Jefferson Ave, Los Angeles, CA, 90023	0.44	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-113072	ENR	Kathleen O Williamson	1964-11-04	UHC-41645-14	9418056680	7680 Indian School Rd, Charlotte, NC, 28244	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
CLM-425779	CLM	Mark Long	1976-08-26	UHC-50062-61	3155420342	365 Camelback Rd # 468, Seattle, WA, 98171	0.44	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
ENR-100457	ENR	Jackie T Johnston	1999-08-07	UHC-56323-70	9353383997	568 Jefferson Ave, Plano, TX	0.44	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+6 more
PRV-25231	PRV	Carlos S McCoy	1981-10-23	—	2367526035	4191 Grand Ave, Plano, TX, 75061	0.44	Name re-cased Phone reformatted Street suffix standardised Address re-cased+6 more
ENR-129338	ENR	Bruce I Dean	1983-05-07	UHC-92761-61	4503754132	1899 Oak St, Houston, TX, 77033	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
TPA-50089	TPA	Mike Dunn	2006-08-16	—	5549773334	7975 Church St, Glendale, AZ, 85329	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-106044	ENR	Randy Murray	2001-09-26	UHC-92433-34	9045989786	1777 Central Ave, Miami, FL, 33117	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-120316	ENR	Cynthia Alvarez	1953-07-13	UHC-21356-89	8032261633	1555 Lake View Rd, Scottsdale, AZ	0.44	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+6 more
ENR-117815	ENR	Sophia Hill	1975-08-12	UHC-72031-89	2908416465	4128 Spring St # 237, Denver, CO, 80218	0.44	Name re-cased Phone reformatted Member ID reformatted Unit split from street+6 more
ENR-124415	ENR	Ashley E Thompson	1999-11-22	UHC-62776-77	4078435113	8765 Central Ave, Eden Prairie, MN, 55320	0.44	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+6 more
ENR-135864	ENR	Emily C Dominguez	1985-10-01	UHC-30743-93	5233103106	4578 Pine Dr, Jacksonville, FL, 32253	0.44	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+6 more
ENR-107898	ENR	Ray U Ruiz	1949-08-14	UHC-95302-67	2634070107	4347 Camelback Rd Apt 28, Tempe, AZ, 85245	0.44	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+6 more
PRV-22077	PRV	Austin Henderson	1993-03-13	UHC-20641-02	4688129841	4944 Indian School Rd Apt 2, San Diego, CA, 92114	0.44	Name re-cased Phone reformatted Unit split from street Street suffix standardised+6 more
CLM-417084	CLM	Russell Matthews	1964-12-28	UHC-68793-97	—	8711 Union St Apt 5, San Antonio, TX, 78245	0.44	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+6 more
PRV-23458	PRV	Michelle Haansen	1952-03-09	UHC-96691-01	5872364637	4178 Baseline Rd, Charlotte, NC, 28274	0.44	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+6 more
CLM-409594	CLM	Isabella Parker	1955-02-11	UHC-22975-41	3803155498	3506 Grand Ave, Glendale, AZ	0.44	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+6 more
PRV-28219	PRV	Deborah Ray	1944-02-03	UHC-55168-60	7986907373	596 Indian School Rd, Sacramento, CA, 95884	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-124209	ENR	Brittany Ferguson	1960-11-14	UHC-34165-52	2619062973	8443 Valley View Dr, Fresno, CA, 93729	0.44	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+6 more
ENR-116462	ENR	Lauren G Holmes	1992-02-16	UHC-98314-28	2107885949	8144 Camelback Rd, Austin, TX, 78749	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-419178	CLM	Jordan P Flores	1964-08-10	—	8037133806	8436 Jefferson Ave, Tempe, AZ, 85230	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-23062	PRV	Carol Hart	1945-05-28	—	3812420123	7981 Pine Dr Apt 13, Austin, TX, 78789	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
TPA-60991	TPA	Amanda Little	1953-02-07	—	4242739824	3360 Canyon Rd, Las Vegas, NV, 89116	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-130771	ENR	Pamla Y Hunt	2001-10-27	UHC-01030-03	8318026467	8873 River Rd, Plano, TX, 75042	0.46	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
TPA-58831	TPA	Alice Willis	1944-06-18	—	7088054449	6140 Forest Ave, Chandler, AZ, 85257	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-125315	ENR	Mari O Campbell	1986-11-08	UHC-54075-92	2086846093	3520 Lincoln Way, Charlotte, NC, 28219	0.46	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
CLM-408088	CLM	Kathryn Perry	1971-07-27	UHC-90777-05	7694911117	4230 Pine Dr, Atlanta, GA	0.46	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
ENR-128634	ENR	Haroold Rivera	1954-10-21	UHC-92156-95	6767250850	2799 Cedar Ln # 734, Orlando, FL, 32849	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
TPA-63881	TPA	Christina Maldonado	1968-01-13	UHC-10398-30	6415500800	7835 Grand Ave Apt 31, Austin, TX, 78763	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-108846	ENR	Carl Owens	2001-01-10	UHC-24250-02	8243071686	1298 Forest Ave, Minneapolis, MN	0.46	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-409318	CLM	—Junk	2003-09-10	UHC-74908-50	5199499651	3540 Forest Ave, Mesa, AZ, 85232	0.46	Date of birth reformatted Phone reformatted City re-cased State name converted to code+5 more
ENR-107731	ENR	Camila A Perkins	1961-05-20	UHC-07700-45	4719038136	6104 Spring St, Scottsdale, AZ, 85222	0.46	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-407790	CLM	Jonathan O Maldonado	2002-06-14	UHC-46045-09	9203130265	7897 Highland Ave, Scottsdale, AZ, 85221	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-117208	ENR	Heather Reyes	1945-01-26	UHC-65077-06	7025427306	786 Sunset Blvd, Atlanta, GA, 30351	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-21539	PRV	Lawrence Hamilton	1949-01-17	—	3662268827	8701 Sunset Blvd, Sacramento, CA	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-109316	ENR	Jackie Gray	—	UHC-83000-12	3257914314	5307 Baseline Rd, Denver, CO, 80263	0.46	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+5 more
ENR-133966	ENR	Katherine King	1947-06-28	UHC-21776-91	2332893316	339 Church St, Dallas, TX, 75243	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
PRV-24390	PRV	Eric Cooper	1969-04-02	UHC-23594-28	—	282 Union St, Phoenix, AZ, 85008	0.46	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+5 more
PRV-28076	PRV	Anthony Oliver	1962-09-24	UHC-51791-98	5877572903	697 Meadow Ln, Phoenix, AZ	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-105544	ENR	Sofia Lawrence	1986-02-24	UHC-75151-15	8696347169	2571 Bayshore Dr, Seattle, WA	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-125046	ENR	Carl Q White	1943-02-06	UHC-60657-23	4897021916	8984 Ridge Rd, Orlando, FL, 32863	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-139181	ENR	Pat H Gutierrez	1991-10-17	UHC-55935-35	6315592738	9066 Cedar Ln, Eden Prairie, MN	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-101426	ENR	Sophia Munoz	1977-05-22	UHC-32629-21	8549995737	6455 Ridge Rd, Scottsdale, AZ, 85256	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-105551	ENR	Logan Q Mendoza	1997-07-19	UHC-83159-66	3264563054	5812 Jefferson Ave, Tucson, AZ, 85728	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-400922	CLM	Santiago Reid	1991-05-21	UHC-51553-43	—	8160 Willow Ct, Sacramento, CA, 95874	0.46	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+5 more
TPA-63148	TPA	Bruce Patterson	1944-07-05	UHC-92614-98	2038257838	9161 Lake View Rd, Mesa, AZ, 85261	0.46	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more

9,084 rows, page 19 of 182Previous Next