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

Enrollment, flag “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-134642	ENR	Weber Amanda	1939-09-08	UHC-56145-05	9142764637	4921 Desert Sky Blvd, Scottsdale, AZ, 85283	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-138323	ENR	Kenneth McDonald	2002-12-23	UHC-23880-38	2342356337	1501 River Rd # 192, Tampa, FL, 33610	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-129532	ENR	Ralph A Mendoza	1977-11-03	UHC-00344-49	7793092735	1456 Palm Dr, Los Angeles, CA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142968	ENR	Linda Bishop	1943-05-16	UHC-76949-11	4547007895	1478 Maple Ave, Jacksonville, FL, 32238	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132297	ENR	Elizabeth Johnson	1956-08-09	UHC-09419-50	7193118670	6599 River Rd, Phoenix, AZ, 85020	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
ENR-103495	ENR	Amy Watson	1942-07-11	UHC-71029-24	9552748042	9190 Apache Blvd, San Diego, CA, 92158	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-128540	ENR	Nicole A Cooper	—	UHC-91874-56	5788690100	3515 Pine Dr, Eden Prairie, MN, 55302	0.62	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112474	ENR	Madison Z Mendez	1988-10-11	UHC-71301-92	4598043383	8233 Bayshore Dr, Dallas, TX, 75257	0.62	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-115627	ENR	Aiisha E Kelley	1964-11-03	UHC-96102-18	3852508349	5803 Spring St, Las Vegas, NV, 89131	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137603	ENR	Patricia S Davis	2002-01-17	UHC-96971-12	6146052699	5868 Oak St, Plano, TX, 75095	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127458	ENR	Samantha S Jones	1956-09-12	UHC-43746-71	4175954313	8027 Union St, Tucson, AZ, 85787	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-139927	ENR	David Vezquez	1991-07-20	UHC-60007-82	6243644386	5431 Mesa Dr, Atlanta, GA, 30391	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-118916	ENR	Denise N Hughes	1952-09-28	UHC-47133-47	5744076369	4650 Market St, Jacksonville, FL, 32249	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-137350	ENR	Gary S Watkins	1952-02-13	UHC-53844-08	6104923695	1472 Union St, San Diego, CA, 92107	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133751	ENR	Pamela Garza	1997-11-02	UHC-24284-08	7784506236	3571 Cedar Ln, Columbus, OH	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-113500	ENR	Debra E Mejia	2004-10-27	UHC-43299-12	4674659001	212 Sage Ct, Dallas, TX	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124249	ENR	Kathryn O Henderson	2006-01-19	UHC-99531-61	6602192606	3638 Pine Dr # 972, Sacramento, CA, 95892	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-128973	ENR	Maria P Dunn	1941-02-26	UHC-43773-50	6773488503	5593 Church St, Jacksonville, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127265	ENR	Sara Carpenter	1950-10-24	UHC-95596-44	4195231041	5046 Mesa Dr, Columbus, OH, 43252	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121373	ENR	Gloria V Weber	1955-05-05	UHC-93543-01	7097026501	9287 Oak St, Dallas, TX	0.62	Name re-cased Phone reformatted Member ID reformatted City re-cased+3 more
ENR-124870	ENR	Emily R Young	1977-01-26	UHC-47480-60	8583436208	8117 Apache Blvd, Mesa, AZ, 85237	0.62	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-141453	ENR	Juan C Obrien	2008-07-20	UHC-63527-62	4288045490	1923 Elm St, Los Angeles, CA, 90045	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138864	ENR	Kevin H Romero	2005-01-10	UHC-28011-67	5086187276	6858 Lake View Rd, Fresno, CA, 93706	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108707	ENR	Jean I Brown	1938-02-24	UHC-02515-86	8969464597	9596 Lake View Rd, Glendale, AZ, 85354	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137584	ENR	Margaret Bradley	1966-09-13	UHC-01772-13	6739750394	2445 Spring St, Glendale, AZ, 85314	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134148	ENR	Gabriel M Spencer	1954-01-08	UHC-44268-23	5799634676	5592 Pine Dr, Miami, FL, 33150	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-115728	ENR	Andrea Cunninhgam	2002-03-21	UHC-76946-30	3855062175	8232 Palm Dr, Glendale, AZ, 85388	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128119	ENR	Jack Peterson	1948-07-06	UHC-88562-34	8114394732	1460 Elm St # 339, Gilbert, AZ, 85208	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-116946	ENR	Angela Russell	1994-02-13	UHC-68381-32	3505888932	7156 Palm Dr, Charlotte, NC, 28213	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-129283	ENR	Charles D Cook	1998-06-25	UHC-52550-77	5102279429	7590 Harbor Blvd, San Diego, CA, 92174	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-111555	ENR	Nathan Rose	1964-05-05	UHC-57831-42	9882545271	439 Baseline Rd, Denver, CO, 80269	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129324	ENR	Valentina Weebr	2006-12-12	UHC-57709-74	2583108678	312 Hillcrest Rd, Columbus, OH, 43201	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-112464	ENR	Aaron O Estrada	1988-08-23	UHC-63672-89	3947125800	8086 Pine Dr, Scottsdale, AZ, 85208	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105466	ENR	Alexis Z Davis	1952-08-28	UHC-98113-37	2836132995	3470 Bayshore Dr, Los Angeles, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116990	ENR	Daniel George	1953-03-20	UHC-72093-23	4159415765	9371 Meadow Ln, Los Angeles, CA, 90007	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-132719	ENR	Wayne E Obryen	1973-01-20	UHC-06710-35	4597804684	1154 Mountain View Dr # 807, Denver, CO, 80293	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-120954	ENR	Deborah B Daniels	1957-09-12	UHC-00645-06	6517443924	8562 Oak St, Columbus, OH, 43288	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130592	ENR	Virginia Guerrero	1945-06-21	UHC-61356-39	5128171485	6889 Oak St, Gilbert, AZ, 85265	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-138022	ENR	Emma Q Jones	1984-09-21	UHC-90645-71	7348637725	6315 Spring St, Mesa, AZ, 85228	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133346	ENR	Kathleen Jordan	1993-05-20	UHC-29134-81	4562653540	5168 River Rd, Houston, TX, 77026	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-107148	ENR	Dan T Williams	1939-11-01	UHC-57654-55	3412590056	8390 Park Pl Apt 31, Minneapolis, MN, 55408	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-125134	ENR	Nathan Patterson	2007-05-04	UHC-25197-71	2359977325	1020 Central Ave, Los Angeles, CA, 90095	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-130996	ENR	Kathryn L Schmidt	1992-04-13	UHC-54467-52	8232869894	6379 Main St, Phoenix, AZ, 85000	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135169	ENR	Sara I Baker	1979-12-05	UHC-35017-70	5226618224	9270 Valley View Dr Apt 7, Houston, TX, 77071	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-111762	ENR	Kevin Rice	1999-08-06	UHC-54331-49	2332187197	8670 Main St, Chandler, AZ, 85265	0.62	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+3 more
ENR-143080	ENR	Alan Mendez	1979-10-25	UHC-71838-76	5805988097	7393 Central Ave # 835, Eden Prairie, MN, 55302	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-123035	ENR	Jerry L Jenkins	1965-07-13	UHC-66005-72	6953877776	4174 Pine Dr, Tampa, FL, 33627	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
ENR-118454	ENR	Kayla P Patel	1964-09-08	UHC-00656-58	4189011716	4595 Bayshore Dr, Tampa, FL, 33672	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-117468	ENR	Nicole O Bowman	2003-02-21	UHC-37752-72	7065917740	7831 Jefferson Ave, Sacramento, CA, 95828	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-121768	ENR	Ahmed P Fisher	1986-05-01	UHC-68058-04	5053056699	44 Elm St, Seattle, WA, 98149	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more

28,181 rows, page 95 of 564Previous Next