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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-107393	ENR	Diego P Bradley	1978-04-22	UHC-19523-90	2595188420	1851 Ridge Rd, Plano, TX, 75001	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-109150	ENR	Emily Silvva	1976-12-22	UHC-43687-71	—	4265 Union St, Los Angeles, CA, 90067	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-115997	ENR	Brittany K Fowler	1995-11-07	UHC-59225-95	2982697516	3562 Apache Blvd, Austin, TX, 78742	0.66	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+1 more
ENR-103983	ENR	Charlotte J Rogers	1974-05-26	UHC-61741-31	6823351138	1968 Cedar Ln, Columbus, OH, 43299	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-102274	ENR	Julia V Hudson	1973-04-10	UHC-14027-60	5103754706	6316 Forest Ave, Los Angeles, CA, 90073	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
ENR-136526	ENR	Henderson N Helen	1991-03-05	UHC-85422-78	4003665826	3936 Apache Blvd, Tempe, AZ, 85215	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-101594	ENR	Jordaan G Cruz	2008-01-23	UHC-28356-94	9724552637	4114 Spring St, Plano, TX, 75047	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-128451	ENR	Carlos K Obrien	1994-07-22	UHC-49623-35	6919413807	5567 Sunset Blvd, Seattle, WA, 98198	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-125976	ENR	Marcus Burns	1966-09-19	UHC-37882-51	4782927645	2113 Washington St, Columbus, OH, 43279	0.66	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-133437	ENR	Donna Cole	1963-10-15	UHC-91826-55	6244676373	5655 Apache Blvd, Chandler, AZ, 85231	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-133436	ENR	Donna Cole	1963-10-15	UHC-91826-55	6244676373	5655 Apache Blvd, Chandler, AZ, 85231	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-138646	ENR	Martha A Cook	1983-01-04	UHC-59990-86	9853291648	948 Highland Ave, Plano, TX, 75019	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-112020	ENR	Fox Samantha	1949-02-21	UHC-12498-71	6685554407	—	0.66	Name re-cased Two-digit birth year Email lower-cased Gender normalised+1 more
ENR-124794	ENR	Willie T Franklin	1940-10-21	UHC-53624-98	8794406786	8439 Harbor Blvd, Dallas, TX, 75242	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-109563	ENR	Gerald C Gommez	2004-12-16	UHC-71792-78	8383783808	8799 Harbor Blvd, Miami, FL, 33112	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-137509	ENR	Sara A Vega	1971-11-12	UHC-61662-93	8964138417	3538 Elm St Apt 19, Charlotte, NC, 28298	0.66	Unit split from street City re-cased Gender normalised Whitespace trimmed+1 more
ENR-142222	ENR	Karen X Porter	2006-01-11	UHC-88749-65	5637341816	973 Desert Sky Blvd, Las Vegas, NV, 89137	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-129358	ENR	Joshua Panye	1938-09-03	UHC-40350-50	2893105697	5146 Cedar Ln, Sacramento, CA, 95871	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-139543	ENR	Joe Rojas	1982-01-06	UHC-25331-20	—	7841 Sage Ct, Phoenix, AZ, 85047	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-131721	ENR	Amber Garcia	1954-01-01	UHC-22263-66	2219880977	7793 Harbor Blvd, San Diego, CA, 92101	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-111106	ENR	Sophia U Wright	1999-04-21	UHC-97117-15	—	6459 Palm Dr, Atlanta, GA, 30341	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-135479	ENR	Jack Q Ricards	1959-01-12	UHC-88698-83	7584848084	5859 Lake View Rd, Atlanta, GA, 30359	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-103866	ENR	Rebecca Fuller	1984-01-12	UHC-74098-79	9694639040	6752 Ocean Ave, Austin, TX, 78770	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-128174	ENR	Chris I Jackson	1958-04-13	UHC-69793-47	3233825689	4347 Meadow Ln, Austin, TX, 78768	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-130050	ENR	Maria Lane	—	UHC-74882-55	6837669912	6254 Forest Ave, Jacksonville, FL, 32295	0.66	Name re-cased Date of birth missing Phone reformatted Gender normalised+1 more
ENR-100023	ENR	Noah Y Estrada	1992-02-10	UHC-20005-72	5425061837	6313 Desert Sky Blvd, Eden Prairie, MN, 55315	0.66	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-129326	ENR	Ann K Young	1967-07-24	UHC-30222-93	8763663117	5055 Apache Blvd, San Diego, CA, 92121	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-110440	ENR	Donald M Aguilar	1950-07-15	UHC-95936-49	7838169080	3963 Mesa Dr # 938, Austin, TX, 78726	0.66	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-137152	ENR	Maarcus G Jenkins	1968-02-28	UHC-53827-50	7907852675	8251 Sunset Blvd, San Antonio, TX, 78266	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-124699	ENR	Elizabeth Tucker	1979-09-08	UHC-34519-65	4317708923	7486 Palm Dr, Sacramento, CA, 95869	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-107394	ENR	Schmidt Willie	1978-04-21	UHC-26025-53	4779530898	5446 Forest Ave, Charlotte, NC, 28201	0.66	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-105242	ENR	Judy Hawkins	1942-06-04	UHC-30240-19	8484872847	2248 Mountain View Dr, San Antonio, TX, 78214	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-104206	ENR	Richard Henry	1978-06-16	UHC-39882-07	8482959786	7513 Spring St, Atlanta, GA, 30352	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-104940	ENR	Martha Hansen	1988-04-22	UHC-51246-63	3106756838	2976 Central Ave Apt 12, Miami, FL, 33126	0.66	Name re-cased Phone reformatted Unit split from street City re-cased+1 more
ENR-100058	ENR	Doris F Garza	1957-12-18	UHC-03918-71	5597495345	5194 Desert Sky Blvd, Los Angeles, CA, 90000	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-134160	ENR	Natalie Obrien	1969-07-27	UHC-10176-82	5435550647	5256 Apache Blvd, Plano, TX, 75024	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-103418	ENR	Eugene D Robinson	1958-11-01	UHC-47358-77	7946847171	6267 Oak St, Las Vegas, NV, 89120	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-140259	ENR	Denise F Grey	1990-02-27	UHC-81576-78	9807223001	5378 Union St, Plano, TX, 75049	0.66	Street suffix standardised Address re-cased State code upper-cased Gender normalised+1 more
ENR-127322	ENR	Benjamin Gibson	1990-11-28	UHC-15397-39	5717198351	559 Canyon Rd, Columbus, OH, 43281	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-127323	ENR	Benjamin Gibson	1990-11-28	UHC-15397-39	5717198351	559 Canyon Rd, Columbus, OH, 43281	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-126863	ENR	Geroge Scott	1985-11-20	UHC-33392-01	2944928389	5838 Sunset Blvd, Dallas, TX, 75229	0.66	Member ID reformatted ZIP+4 trimmed Email lower-cased Gender normalised+1 more
ENR-111268	ENR	Alice Thomas	1982-12-07	UHC-39620-83	6143389310	1048 Sunset Blvd, Charlotte, NC, 28299	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-106453	ENR	Amber C Robinson	2006-08-07	UHC-29861-86	6432545330	7063 River Rd, Jacksonville, FL, 32224	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-123102	ENR	Jeffrey K Singh	2008-10-28	UHC-30073-49	9054588942	3844 Cedar Ln, Las Vegas, NV, 89168	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-103258	ENR	Lucia Hansen	1985-01-22	UHC-40817-20	—	671 Maple Ave, Mesa, AZ, 85293	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-112236	ENR	Jason Wang	1957-03-23	UHC-51944-16	6425930067	8795 Oak St, Tempe, AZ, 85219	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-108071	ENR	Drew G Robertson	1997-04-16	UHC-86401-21	3095542236	8024 Jefferson Ave, Mesa, AZ, 85283	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-108978	ENR	Amanda Hicks	1972-10-09	UHC-66518-56	5958864136	5918 Forest Ave, Minneapolis, MN, 55439	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-135017	ENR	Billy Burton	1984-12-07	UHC-62148-12	4525403630	7894 Hillcrest Rd, Charlotte, NC, 28204	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-102412	ENR	Paul Lopez	1966-05-01	UHC-40853-63	3739226087	4018 Ridge Rd, Scottsdale, AZ, 85290	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more

7,326 rows, page 94 of 147Previous Next