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-102462	ENR	Eveln K Johnston	1940-12-09	UHC-38642-51	5663803555	5408 Willow Ct, Plano, TX, 75090	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
ENR-100431	ENR	John Brooks	1995-06-08	UHC-96259-40	8722882723	2490 Broadway, Mesa, AZ, 85275	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
ENR-122352	ENR	Stephanie B Richardson	1991-02-04	UHC-32982-17	3307619017	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
ENR-115031	ENR	Alice Hanson	1983-05-01	UHC-24212-57	2756443542	9868 Camelback Rd, Nashville, TN, 37268	0.80	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed
ENR-112115	ENR	Gerald I Walker	1988-01-25	UHC-73481-57	7216997968	—	0.80	Phone reformatted Member ID reformatted Gender normalised Placeholder values cleared
ENR-116811	ENR	Jeffrey V Walker	1943-03-12	UHC-28457-20	5976871637	98 Spring St, Dallas, TX, 75268	0.80	Phone reformatted Member ID reformatted Gender normalised Whitespace trimmed
ENR-110560	ENR	Angela E Salazar	2001-02-03	UHC-20499-93	—	9038 Lincoln Way, Atlanta, GA, 30362	0.80	Date of birth reformatted City re-cased Gender normalised Placeholder values cleared
ENR-131002	ENR	Willie Griffin	1973-05-18	UHC-28365-71	5478550900	458 Sage Ct, Phoenix, AZ, 85056	0.80	Phone reformatted City re-cased Gender normalised Placeholder values cleared
ENR-123174	ENR	Gregory H Hayes	1950-09-22	UHC-53915-73	4972485996	8021 Lincoln Way, San Antonio, TX, 78262	0.80	Phone reformatted Member ID reformatted Email lower-cased Gender normalised
ENR-107013	ENR	Bradley Day	1992-02-24	UHC-36783-86	7995434986	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed
ENR-123578	ENR	Michael Cox	1945-06-21	UHC-98103-68	9405988286	2723 Grand Ave, Chandler, AZ, 85229	0.80	Name re-cased Date of birth reformatted Phone reformatted Gender normalised
ENR-129122	ENR	Tyler Coleman	1973-10-03	UHC-78152-91	2028100890	1891 Lincoln Way, Gilbert, AZ, 85248	0.80	Name re-cased Date of birth reformatted Phone reformatted Gender normalised
ENR-123872	ENR	Christopher V Cunningham	1990-03-02	UHC-09111-69	—	9136 Apache Blvd, Seattle, WA, 98120	0.80	Email lower-cased Gender normalised Whitespace trimmed Placeholder values cleared
ENR-103330	ENR	James U Pierce	1946-08-01	UHC-01552-36	5556120746	9163 Canyon Rd, Phoenix, AZ, 85003	0.80	Name re-cased State code upper-cased Gender normalised Whitespace trimmed
ENR-128291	ENR	Henry U Chen	1945-11-01	UHC-33237-14	3595577703	7603 Sunset Blvd, Dallas, TX, 75297	0.80	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed
ENR-128666	ENR	Kimberly B Young	2006-11-05	UHC-07925-19	3992396371	861 Broadway, San Diego, CA, 92180	0.80	Name re-cased Phone reformatted Address re-cased Gender normalised
ENR-110077	ENR	Brittany Knight	1950-10-10	UHC-64578-50	5549767554	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
ENR-126977	ENR	Bruce Perkins	1973-10-17	UHC-27600-51	3244923641	8366 Lake View Rd, Los Angeles, CA, 90048	0.80	Phone reformatted City re-cased Gender normalised Placeholder values cleared
ENR-103988	ENR	Valentina S Banks	1954-05-17	UHC-95054-93	—	7203 Palm Dr, Atlanta, GA, 30397	0.80	Name re-cased City re-cased Email lower-cased Gender normalised
ENR-125946	ENR	Roy H Fowelr	1987-05-12	UHC-48092-75	9845350889	9436 Indian School Rd, Charlotte, NC, 28202	0.80	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed
ENR-115536	ENR	Stephanie Flores	1990-11-05	UHC-94918-95	9376058985	1443 Elm St, Los Angeles, CA, 90020	0.80	Phone reformatted Member ID reformatted Gender normalised Whitespace trimmed
ENR-140305	ENR	George E Adams	1976-08-26	UHC-51826-62	3229868102	8976 Lincoln Way, Fresno, CA, 93736	0.80	Phone reformatted City re-cased Gender normalised Whitespace trimmed
ENR-125868	ENR	Frances A Little	1955-10-03	—	7812576212	4003 Ridge Rd, Nashville, TN, 37284	0.80	Phone reformatted City re-cased Gender normalised Placeholder values cleared
ENR-137984	ENR	Amber Henderson	1970-08-09	UHC-59041-85	8052967492	7298 Broadway, Sacramento, CA, 95869	0.80	Name re-cased Phone reformatted Address re-cased Gender normalised
ENR-128816	ENR	Gloria R Murphy	1993-02-22	UHC-39582-92	5414973767	1268 Indian School Rd, Fresno, CA, 93776	0.80	Phone reformatted City re-cased Gender normalised Placeholder values cleared
ENR-106503	ENR	Susan Contreras	1995-09-03	UHC-84724-80	2698513941	4132 Baseline Rd, Tempe, AZ, 85203	0.80	Phone reformatted City re-cased State code upper-cased Gender normalised
ENR-100376	ENR	Elijah T Watson	1950-04-18	UHC-72077-16	3868964396	9516 Church St, Tempe, AZ, 85235	0.80	Phone reformatted State code upper-cased Gender normalised Placeholder values cleared
ENR-100375	ENR	Elijah T Watson	1950-04-18	UHC-72077-16	3868964396	9516 Church St, Tempe, AZ, 85235	0.80	Phone reformatted State code upper-cased Gender normalised Placeholder values cleared
ENR-112546	ENR	Arjun D Evans	1963-10-19	UHC-57483-06	7605497219	—	0.80	Phone reformatted Member ID reformatted Gender normalised Whitespace trimmed
ENR-119016	ENR	Julie Chapman	1993-03-18	UHC-38151-22	7069111311	6037 Meadow Ln, Gilbert, AZ, 85245	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
ENR-102929	ENR	Joaan Grant	1964-05-26	—	5539565098	4009 Broadway, Tucson, AZ, 85759	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
ENR-121173	ENR	Jesse U Porter	1942-02-21	UHC-37542-18	5076570861	—	0.80	Phone reformatted Email lower-cased Gender normalised Placeholder values cleared
ENR-109855	ENR	Diego Y Cruz	1994-09-26	—	5216311999	8005 Washington St, Scottsdale, AZ, 85290	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
ENR-101310	ENR	Kayla V Sims	1999-09-11	—	2037112592	1274 Canyon Rd, Orlando, FL, 32898	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
ENR-127742	ENR	Richard Lawrence	1950-10-16	UHC-94560-14	6272118276	6026 Church St, Gilbert, AZ, 85225	0.80	Phone reformatted City re-cased Gender normalised Whitespace trimmed
ENR-109881	ENR	Arjnu Fisehr	1939-02-28	UHC-94678-19	9027253627	8973 Elm St, Nashville, TN, 37236	0.80	Date of birth reformatted Email lower-cased Gender normalised Whitespace trimmed
ENR-121282	ENR	Patrick M Schmidt	1979-01-23	UHC-38127-44	6073844243	3334 Mesa Dr, Jacksonville, FL, 32248	0.80	Phone reformatted City re-cased Gender normalised Whitespace trimmed
ENR-119002	ENR	Aisha S Ryan	2006-03-11	UHC-58675-91	9812238695	7550 Spring St, Gilbert, AZ, 85220	0.80	Phone reformatted Email lower-cased Gender normalised Whitespace trimmed
ENR-119001	ENR	Aisha S Ryan	2006-03-11	UHC-58675-91	9812238695	7550 Spring St, Gilbert, AZ, 85220	0.80	Phone reformatted Email lower-cased Gender normalised Whitespace trimmed
ENR-135823	ENR	Abigail Stephens	1949-09-04	UHC-27778-62	3274791689	—	0.80	Phone reformatted Email lower-cased Gender normalised Whitespace trimmed
ENR-133038	ENR	Sophia L Huunt	1997-11-18	UHC-36645-75	8958267404	—	0.80	Name re-cased Date of birth reformatted Phone reformatted Gender normalised
ENR-123380	ENR	Ahmed Y Davis	2007-08-17	—	6013043745	1495 Union St, Tucson, AZ, 85700	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
ENR-110308	ENR	Carol W Cruz	2005-10-21	UHC-06042-26	9486972303	4813 Washington St, Houston, TX, 77065	0.80	Date of birth reformatted Phone reformatted City re-cased Gender normalised
ENR-114115	ENR	Lawrence H Bishop	1986-08-04	UHC-76858-34	4372496513	9670 Camelback Rd, Gilbert, AZ, 85275	0.80	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed
ENR-112064	ENR	Kelly Ferguson	1984-08-11	UHC-27852-28	7312536825	1158 Mountain View Dr, Minneapolis, MN, 55424	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
ENR-126945	ENR	Amannda Graham	1996-03-27	UHC-29738-16	8827942406	—	0.80	Name re-cased Email lower-cased Gender normalised Whitespace trimmed
ENR-101332	ENR	Frances Williamson	1987-05-23	UHC-65634-96	5116349753	128 Desert Sky Blvd, Miami, FL, 33180	0.80	Name re-cased Phone reformatted Email lower-cased Gender normalised
ENR-113801	ENR	Janet T Elliott	1976-09-18	UHC-44835-28	3494185569	5041 Mountain View Dr, Gilbert, AZ, 85216	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
ENR-122655	ENR	Hannah Lucas	1986-12-09	UHC-54951-70	7145655361	9358 Mountain View Dr, Plano, TX, 75067	0.80	Phone reformatted Email lower-cased Gender normalised Whitespace trimmed
ENR-120015	ENR	Alexander Rios	1996-11-23	UHC-63367-70	9123235773	6867 Cedar Ln, San Diego, CA, 92146	0.80	Name re-cased Phone reformatted Gender normalised Whitespace trimmed

7,326 rows, page 132 of 147Previous Next