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 “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
TPA-56301	TPA	Adam Chapman	1985-07-19	—	—	8709 Sage Ct, Eden Prairie, MN, 55360	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-420415	CLM	Camila Richardson	1972-05-10	—	7402265247	1818 Sage Ct, Sacramento, CA, 95879	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-61539	TPA	Russell Maldonado	1947-12-10	—	2859137369	6230 River Rd, Eden Prairie, MN, 55330	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-407154	CLM	Sarra Cooper	1938-07-03	UHC-45515-34	3694676493	1053 Pine Dr, Minneapolis, MN, 55402	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-23189	PRV	Olivia Remirez	2002-09-06	UHC-52164-96	9178149036	3487 Oak St, Austin, TX, 78763	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-122160	ENR	Carolyn I Reid	1991-02-26	UHC-81964-06	4042133670	1059 Park Pl, Eden Prairie, MN, 55395	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139014	ENR	Steven C Morgan	2008-03-28	UHC-62140-91	8146583799	622 Ocean Ave, Gilbert, AZ, 85220	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-427955	CLM	Christine Young	1978-10-04	UHC-29927-75	—	6594 Sunset Blvd, Orlando, FL, 32870	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-104101	ENR	Ralph Clark	1960-06-27	UHC-70560-02	3535423912	6348 Indian School Rd, Scottsdale, AZ, 85215	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-109777	ENR	Carolyn M Palmer	2004-08-19	UHC-46515-10	7285629177	1182 Apache Blvd, Orlando, FL, 32886	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127076	ENR	Linda B McDonald	1980-04-09	UHC-70228-56	6556550558	6056 Highland Ave, Atlanta, GA, 30385	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140603	ENR	Jesse L Li	1968-01-26	UHC-90320-42	7096818085	5889 Elm St, Scottsdale, AZ, 85247	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-414334	CLM	Mariana Parker	2008-11-14	UHC-18863-52	8676421234	9046 Church St, Gilbert, AZ, 85224	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-114531	ENR	Charles U Roberts	1993-03-18	UHC-01701-62	3262160891	9692 Lake View Rd, San Diego, CA, 92180	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-111635	ENR	Valentina R Nguyen	1938-05-27	UHC-21516-69	6576986863	7640 Main St, Chandler, AZ, 85274	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-422222	CLM	Heather Munoz	1971-02-03	UHC-96240-40	3296654694	2548 Washington St, Orlando, FL, 32824	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421589	CLM	Andrea Bennett	1946-05-13	UHC-64984-58	—	241 Spring St, Jacksonville, FL, 32292	0.64	Name re-cased Two-digit birth year Member ID reformatted State code upper-cased+2 more
CLM-400175	CLM	Anthony Maldonado	1958-06-17	UHC-57454-98	8816298459	7136 Sage Ct, Dallas, TX, 75246	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-120140	ENR	Frank U Price	1939-07-26	UHC-85448-95	8906727350	2566 Jefferson Ave, Denver, CO, 80200	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133681	ENR	Nicholas Z Garza	1984-11-25	UHC-27340-32	4755276839	2807 Grand Ave, Los Angeles, CA, 90035	0.64	Name split from “Last, First”Phone reformatted State code upper-cased Gender normalised+2 more
ENR-133680	ENR	Nicholas Z Garza	1984-11-25	UHC-27340-32	4755276839	2807 Grand Ave, Los Angeles, CA, 90035	0.64	Name split from “Last, First”Phone reformatted State code upper-cased Gender normalised+2 more
PRV-28362	PRV	Lori Stewart	1945-01-20	UHC-49995-63	8175708003	5044 Broadway, Atlanta, GA	0.64	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
CLM-426504	CLM	Jordan Walker	1988-02-19	UHC-96381-04	2524509237	3465 Union St, Columbus, OH, 43291	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-56788	TPA	Jack Barnas	1979-04-24	—	—	3185 Washington St, Las Vegas, NV, 89125	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
CLM-410001	CLM	Priya McDonald	2007-08-25	—	—	5470 Market St, Tucson, AZ, 85708	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-131403	ENR	Kyle Cruz	1947-05-02	UHC-16666-64	2812928045	2342 Church St, Jacksonville, FL, 32226	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112798	ENR	Andrea Franklin	1983-11-15	UHC-15465-98	8412243054	2792 Ocean Ave, Tempe, AZ, 85255	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-105678	ENR	John G Hayes	1989-02-20	UHC-01641-97	2966132464	8962 Highland Ave, Seattle, WA, 98198	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431894	CLM	Yuki Harvey	1957-05-01	—	—	4883 Oak St, Sacramento, CA, 95899	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-53745	TPA	Tyler Thomas	1948-08-01	UHC-19916-14	7237238977	6416 Pine Dr, San Antonio, TX, 78264	0.64	Name re-cased Two-digit birth year City re-cased Gender normalised+2 more
CLM-429310	CLM	Bruce Fox	1979-09-06	UHC-44206-81	—	4844 Cedar Ln, Austin, TX, 78744	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
ENR-114248	ENR	LawrenceJunk	1995-05-16	UHC-85664-27	3438344709	3049 Broadway, Atlanta, GA, 30329	0.64	Phone reformatted Member ID reformatted Email lower-cased Gender normalised+2 more
ENR-118968	ENR	Christina Marqeuz	1987-07-22	UHC-60866-73	6793421727	3794 Desert Sky Blvd, Los Angeles, CA, 90079	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423660	CLM	Gloria Wilsson	1984-11-23	UHC-54456-13	—	4217 River Rd, Austin, TX, 78785	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-64424	TPA	Ralph Fisher	1941-07-02	—	—	9548 Harbor Blvd, Miami, FL, 33126	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-118864	ENR	Mariana I Parker	2008-11-14	UHC-18863-52	8676421234	9046 Church St, Gilbert, AZ, 85224	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114306	ENR	Betty Y Wislon	2001-09-19	UHC-90824-27	8086429491	4841 Church St, Dallas, TX, 75281	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-114267	ENR	Bruce H Perkins	1997-04-11	UHC-22797-74	9886056822	2502 Church St, Orlando, FL, 32874	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124906	ENR	Austyn Li	1962-04-04	UHC-41620-28	4102948943	3597 Spring St, Plano, TX, 75029	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428785	CLM	Christina Dominguez	1985-09-15	UHC-80528-85	—	949 Pine Dr, Dallas, TX, 75251	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-119125	ENR	Michael Young	1954-12-19	UHC-00382-28	6003447974	2952 Palm Dr, Mesa, AZ, 85236	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-29011	PRV	Vincent Gray	1942-01-27	UHC-05842-82	2417880612	4845 Bayshore Dr, Las Vegas, NV, 89165	0.64	Phone reformatted City re-cased State name converted to code Gender normalised+2 more
ENR-111437	ENR	Alan T Snyder	1967-09-24	UHC-29214-46	6249391076	2024 Broadway, Phoenix, AZ, 85024	0.64	Middle initial moved out of first name Date of birth reformatted Member ID reformatted Email lower-cased+2 more
ENR-111438	ENR	Alan T Snyder	1967-09-24	UHC-29214-46	6249391076	2024 Broadway, Phoenix, AZ, 85024	0.64	Middle initial moved out of first name Date of birth reformatted Member ID reformatted Email lower-cased+2 more
ENR-119952	ENR	Marcus V Carr	1942-10-28	UHC-56477-42	4574149849	2952 Jefferson Ave, Tampa, FL	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-108763	ENR	Kathleen T Bailey	1983-04-15	UHC-81568-33	9575049058	6841 Park Pl, Eden Prairie, MN, 55334	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-104488	ENR	Lori Howell	1980-06-05	UHC-61801-30	5772095440	8241 Harbor Blvd, Phoenix, AZ, 85056	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-402383	CLM	Heather Boyd	1954-10-26	UHC-21223-18	—	4167 Ridge Rd, Minneapolis, MN, 55492	0.64	Name split from “Last, First”Date of birth reformatted City re-cased Gender normalised+2 more
CLM-400201	CLM	Roger Ortiz	1970-12-19	—	—	7441 Bayshore Dr, Minneapolis, MN, 55411	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-128436	ENR	Judith S Crawford	2007-12-20	UHC-46347-58	4034663659	2508 Mountain View Dr, Chandler, AZ, 85285	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

16,828 rows, page 159 of 337Previous Next