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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-129422	ENR	Roger Lawson	1955-03-01	UHC-72270-43	2434981000	4540 Meadow Ln, Las Vegas, NV	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-139704	ENR	Wei C Johnson	1973-02-12	UHC-77276-31	5898413733	474 Canyon Rd, Tampa, FL, 33673	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-104060	ENR	Wei X Bailey	1963-09-25	UHC-00260-68	3469124284	8300 Park Pl, Mesa, AZ, 85214	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-116115	ENR	Ana Alvarado	1967-06-19	UHC-55845-19	8973105980	5209 Ocean Ave, Chandler, AZ, 85209	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-127137	ENR	Teresa K Meyer	1943-03-14	UHC-07697-73	3503589022	2292 Canyon Rd, Los Angeles, CA, 90013	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-124134	ENR	Bobby Wright	1994-04-03	UHC-74847-84	—	8097 Central Ave, Eden Prairie, MN	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-137864	ENR	Stephen Schmidt	1939-11-16	UHC-90450-82	2389099766	8679 Grand Ave, Tampa, FL, 33668	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-424994	CLM	Alice Gomez	1939-01-07	—	6478136003	5999 Sage Ct, Fresno, CA, 93711	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-137225	ENR	Cheryl N Bradley	1981-08-26	UHC-91491-21	8338027279	1119 Lake View Rd, Orlando, FL, 32858	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-56764	TPA	Janet Edwards	1965-07-10	—	7378263478	3833 Market St, Scottsdale, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-431781	CLM	Marcus Coleman	1994-10-28	UHC-81728-73	3907759461	304 Pine Dr Apt 19, Plano, TX, 75045	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-114383	ENR	Richard K Ferguson	1949-12-18	UHC-78818-78	5688679799	4772 Central Ave, Tucson, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-116767	ENR	Ethan U Turner	1979-07-21	UHC-63512-82	4725798708	3909 Central Ave, Seattle, WA, 98119	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-411623	CLM	Wei Schmidt	1999-03-17	UHC-77674-75	3355331128	4870 Pine Dr, Tempe, AZ, 85210	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-101623	ENR	Sara Y Bryant	2008-07-23	UHC-95119-03	8907536979	2128 Maple Ave, Jacksonville, FL, 32211	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-135308	ENR	Mark I Hunt	1979-01-24	UHC-14722-67	8007595729	6380 Lake View Rd, Charlotte, NC, 28257	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-417295	CLM	Brittany Aguilar	2000-11-16	—	7482644177	4574 Willow Ct, Gilbert, AZ, 85208	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-120263	ENR	Scott L Obrien	1979-03-15	UHC-07659-60	8917561537	3693 Camelback Rd, Atlanta, GA, 30315	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-107381	ENR	Mariana L Lane	1972-09-10	UHC-44784-71	4512799408	3982 Cedar Ln, Denver, CO	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-56614	TPA	Christopher Fuller	1947-05-27	—	9128520357	7758 River Rd, Eden Prairie, MN, 55395	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-415667	CLM	Mei Hunt	1946-12-20	—	4603416052	7787 Baseline Rd, Phoenix, AZ, 85053	0.60	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
CLM-407295	CLM	Debra Rojas	1989-11-06	UHC-98536-76	—	1359 Desert Sky Blvd Apt 25, Atlanta, GA, 30359	0.60	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-117968	ENR	Jeffrey U Alvarado	1996-06-06	UHC-07952-97	3297682018	4090 Apache Blvd Apt 12, Orlando, FL, 32860	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-130773	ENR	Deborah A Hoffman	1955-12-20	UHC-58070-09	6522655625	551 Spring St, Chandler, AZ, 85202	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-121169	ENR	Roger L Mills	1945-04-01	UHC-89961-17	5565978095	8121 Central Ave, Eden Prairie, MN, 55350	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-112224	ENR	Sandra M Fox	1971-01-19	UHC-53823-26	2352875157	8751 Washington St, Las Vegas, NV	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-422368	CLM	Diane Evans	1960-08-13	UHC-63208-52	3978918720	3144 Church St, Austin, TX	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-20814	PRV	Omar Vazquz	1953-09-15	UHC-33790-46	—	753 Camelback Rd Apt 21, Tucson, AZ, 85752	0.60	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+4 more
CLM-415633	CLM	Mei Wallace	2005-01-01	—	5749701826	4583 Cedar Ln, Seattle, WA	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-128571	ENR	Sara Harper	1997-12-08	UHC-57874-45	2158392413	7599 Oak St, Minneapolis, MN, 55447	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-128595	ENR	Zachaary S Schmidt	1956-03-03	UHC-39649-87	5389724331	9274 Canyon Rd, Houston, TX, 77067	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-113276	ENR	Barbara Alvarado	1944-05-24	UHC-81114-79	8987327085	5105 Lake View Rd, Tempe, AZ, 85233	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
TPA-51690	TPA	Nathan Williams	1976-09-07	—	5522058925	5340 Jefferson Ave, Tempe, AZ, 85203	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-123843	ENR	Wallter B Guzman	1980-07-20	UHC-84623-41	9268843798	9478 Washington St, Tucson, AZ, 85787	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-107150	ENR	Diana G Hannson	1989-01-07	UHC-23006-28	6684891550	2739 Hillcrest Rd, Fresno, CA, 93730	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-28248	PRV	SarahJunk	1953-06-09	UHC-91177-68	6255821797	6005 Cedar Ln, Phoenix, AZ, 85018	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
PRV-27209	PRV	Kelly Munoz	1971-07-06	—	6109535292	997 Bayshore Dr, Tempe, AZ, 85247	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-57939	TPA	Cole Kevin	1961-02-14	UHC-88488-78	4152227207	2813 Market St, Eden Prairie, MN, 55329	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-125861	ENR	Diego Franklin	1969-08-08	UHC-43190-33	4659381311	7314 Union St, Mesa, AZ	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-418820	CLM	Marilyn Garrett	1941-06-07	—	2395611866	2901 Cedar Ln, San Diego, CA	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-120866	ENR	Kayla E Simmons	1946-05-05	UHC-87921-34	4779048063	5269 Ridge Rd, Gilbert, AZ, 85223	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-54149	TPA	Angela Hawkins	2003-04-13	—	8632020678	8940 Church St, Mesa, AZ, 85276	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-414864	CLM	Sctot Gibson	1966-11-03	—	4635858937	1015 Willow Ct, Glendale, AZ, 85390	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-112244	ENR	Lori Ells	2005-08-15	UHC-21885-66	8887633981	5821 Union St, Orlando, FL, 32879	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-424357	CLM	Julie Alexander	1996-01-22	UHC-03560-02	7983554718	6091 Highland Ave, Miami, FL, 33103	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-107184	ENR	Rachel A Peters	1970-12-15	UHC-21109-44	4284423908	8979 Market St, Austin, TX, 78751	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-103468	ENR	Samantha T West	1943-12-24	UHC-38587-30	5536641665	303 Cedar Ln, Dallas, TX, 75299	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
CLM-422998	CLM	Pat Marshell	1981-06-08	—	6124428236	7133 Cedar Ln, Houston, TX, 77072	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-432735	CLM	Brenda X Graham	1982-08-16	UHC-82376-53	4212948431	8593 Sunset Blvd, Eden Prairie, MN, 55373	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-111277	ENR	Yuki R Gibson	2005-09-19	UHC-16421-67	3084509405	4005 Main St, Glendale, AZ, 85346	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more

32,400 rows, page 75 of 648Previous Next