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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-113111	ENR	Randy Aguilar	1947-01-25	UHC-67444-11	4056816139	6009 Elm St, Tucson, AZ	0.80	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed
ENR-100177	ENR	Betty Weaver	1963-08-01	UHC-27224-84	—	662 Palm Dr, Glendale, AZ	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
ENR-119370	ENR	Justin D Harris	1976-01-19	UHC-17656-83	6038781759	7587 Maple Ave, Tampa, FL	0.80	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed
ENR-110089	ENR	Virginia A Bryant	1985-11-05	UHC-43467-44	4594609924	9360 Apache Blvd, Atlanta, GA	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
ENR-121573	ENR	Diego A Willis	1990-01-22	UHC-27057-09	—	9873 Hillcrest Rd, Jacksonville, FL	0.80	Member ID reformatted ZIP missing Whitespace trimmed Placeholder values cleared
ENR-137181	ENR	Danielle C Grant	1943-09-06	UHC-38072-86	7436538896	9196 Harbor Blvd, Charlotte, NC	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
ENR-128741	ENR	Andrew Lucas	2003-07-01	UHC-59856-86	3644582804	2216 Palm Dr, Fresno, CA	0.80	Name re-cased Phone reformatted ZIP missing Whitespace trimmed
ENR-141237	ENR	Christine Z Dixon	1964-08-18	UHC-34283-65	8512489796	361 Mountain View Dr, San Antonio, TX	0.80	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed
ENR-108386	ENR	Ann Rid	1989-06-25	UHC-69943-35	3755488751	8701 Hillcrest Rd, Nashville, TN	0.80	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed
ENR-121435	ENR	Carlos C Kennedy	1976-02-05	UHC-61491-38	9014896388	6234 Highland Ave, Phoenix, AZ	0.80	Name re-cased City re-cased ZIP missing Whitespace trimmed
ENR-142052	ENR	Brittany D Shaw	1961-08-04	UHC-43130-16	5076170562	6327 Ridge Rd, Denver, CO	0.80	Phone reformatted Member ID reformatted ZIP missing Email lower-cased
ENR-134667	ENR	Pauul X Willis	1949-10-17	UHC-36011-62	8018506508	5603 Lincoln Way, Nashville, TN	0.80	Name re-cased Phone reformatted ZIP missing Whitespace trimmed
ENR-111385	ENR	Jonathan Henry	1991-01-24	UHC-20836-85	2863956427	2476 Harbor Blvd, Mesa, AZ	0.80	Name re-cased ZIP missing Email lower-cased Placeholder values cleared
ENR-105161	ENR	Joyce O Duncan	1982-09-14	UHC-07860-94	9555856598	3519 Ridge Rd, Dallas, TX	0.80	Date of birth reformatted City re-cased ZIP missing Placeholder values cleared
ENR-105162	ENR	Joyce O Duncan	1982-09-14	UHC-07860-94	9555856598	3519 Ridge Rd, Dallas, TX	0.80	Date of birth reformatted City re-cased ZIP missing Placeholder values cleared
ENR-124694	ENR	Sean Q Reynolds	1989-10-25	UHC-33152-78	5782881671	7232 Broadway, Charlotte, NC	0.80	Name re-cased Phone reformatted Address re-cased ZIP missing
ENR-132158	ENR	Rallph Harper	1985-02-13	UHC-98460-09	9482440110	4273 Maple Ave, Glendale, AZ	0.80	Date of birth reformatted ZIP missing Email lower-cased Whitespace trimmed
ENR-102117	ENR	Jeff X Rojas	1965-12-20	UHC-39663-17	6877818213	3040 Apache Blvd, Seattle, WA	0.80	Name re-cased Date of birth reformatted Phone reformatted ZIP missing
ENR-138678	ENR	Victoria K Silva	1992-09-04	UHC-51469-71	4564277489	6605 Meadow Ln, Houston, TX	0.80	Name re-cased Phone reformatted ZIP missing Whitespace trimmed
ENR-127430	ENR	Doris Lawon	1967-11-15	UHC-81710-14	9162404050	669 Willow Ct, Plano, TX	0.80	Name re-cased Phone reformatted ZIP missing Whitespace trimmed
ENR-129689	ENR	Sara Duncan	1971-07-11	UHC-26231-77	2686028171	2909 Pine Dr, Gilbert, AZ	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
ENR-111981	ENR	Logan T Daniels	1942-01-23	UHC-42295-25	9429674440	1651 Desert Sky Blvd, Houston, TX	0.80	Phone reformatted City re-cased ZIP missing Whitespace trimmed
ENR-118584	ENR	Dorothy Boyd	1945-09-27	UHC-51915-20	9676789974	7813 Lincoln Way, Sacramento, CA	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
ENR-139306	ENR	Ethan Wang	1987-08-11	UHC-68627-99	5187432844	3060 Willow Ct, Denver, CO	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
ENR-106781	ENR	Janice Q Robertson	2007-08-28	UHC-69570-52	5358439513	8290 Broadway, Charlotte, NC	0.80	Phone reformatted Address re-cased ZIP missing Placeholder values cleared
ENR-134227	ENR	Joseph C Hayes	1968-08-14	UHC-46881-36	5839072877	4112 Hillcrest Rd, San Antonio, TX	0.80	Date of birth reformatted Phone reformatted ZIP missing Placeholder values cleared
ENR-124299	ENR	Lawrence P Russell	1987-08-05	UHC-94134-10	2872850074	1418 River Rd, Dallas, TX	0.80	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed
ENR-131181	ENR	Alan D Schmidt	1992-10-27	UHC-55876-27	3933005475	5248 Canyon Rd, Minneapolis, MN	0.80	Phone reformatted Member ID reformatted ZIP missing Whitespace trimmed
ENR-132727	ENR	Barbara R Tran	1968-10-22	UHC-40168-78	3062620856	7626 Sunset Blvd, Tampa, FL	0.80	Date of birth reformatted Phone reformatted City re-cased ZIP missing
ENR-142205	ENR	Jessica Y Evans	1992-05-05	UHC-18410-68	6829072676	4955 Broadway, Las Vegas, NV	0.80	Phone reformatted ZIP missing Email lower-cased Whitespace trimmed
ENR-139009	ENR	Steven B Walsh	1970-10-13	UHC-26249-94	—	9161 Main St, Orlando, FL	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
ENR-108134	ENR	Nancy D Menddoza	1988-03-18	UHC-66651-92	6149331084	994 Lincoln Way, Tucson, AZ	0.80	Name re-cased Phone reformatted ZIP missing Whitespace trimmed
ENR-125996	ENR	Judy R Cox	1986-12-06	UHC-67971-10	—	6375 Baseline Rd, San Diego, CA	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
ENR-126063	ENR	Kvein K Jordan	1973-02-04	UHC-50265-96	8796659103	4956 Spring St, Scottsdale, AZ	0.80	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed
ENR-107821	ENR	Zachary Harris	1972-03-02	UHC-04428-62	7524419031	6872 Sage Ct, Miami, FL	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
ENR-137050	ENR	Sophia Morgan	1989-01-15	UHC-42056-24	3636774936	504 River Rd, Houston, TX	0.80	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed
ENR-135043	ENR	Melissa Butler	1987-07-14	UHC-21038-92	6922808759	2905 Broadway, Charlotte, NC	0.80	Name re-cased Phone reformatted ZIP missing Email lower-cased
ENR-128886	ENR	Harold Clark	1959-08-23	UHC-35350-52	9417323829	803 Union St, Dallas, TX	0.80	Name re-cased Phone reformatted ZIP missing Whitespace trimmed
ENR-107624	ENR	Kevin E Carr	1989-07-27	UHC-04858-05	4382369200	5062 Central Ave, Dallas, TX	0.80	Name re-cased Phone reformatted ZIP missing Email lower-cased
ENR-102979	ENR	Jessica R Dunn	1951-04-06	UHC-68316-98	3542626045	1328 Palm Dr, Los Angeles, CA	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
ENR-120717	ENR	Judith Henry	1942-04-05	UHC-46219-24	7578827608	2027 Central Ave, Charlotte, NC	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
ENR-113144	ENR	Sofia Allen	1977-04-28	UHC-34121-21	9893427204	2567 Oak St, San Antonio, TX	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
ENR-112724	ENR	Jessica N Grant	2004-10-17	UHC-60955-53	3776847927	1043 Cedar Ln, Gilbert, AZ	0.80	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed
ENR-120195	ENR	Andrea F Black	1997-08-28	UHC-55250-97	2344620958	7581 Mesa Dr, Dallas, TX	0.80	Name re-cased Phone reformatted ZIP missing Email lower-cased
ENR-140007	ENR	Vincent Delgado	1960-02-12	UHC-58815-25	7402126774	5442 Sunset Blvd, Miami, FL	0.80	Name re-cased Phone reformatted ZIP missing Whitespace trimmed
ENR-103681	ENR	Jason N White	1971-04-05	UHC-53509-18	5678432855	4266 Forest Ave, Scottsdale, AZ	0.80	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed
ENR-137720	ENR	Danielle V Chen	1977-06-02	UHC-81652-63	7695196551	1213 Hillcrest Rd, Minneapolis, MN	0.80	Date of birth reformatted Phone reformatted ZIP missing Email lower-cased
ENR-116563	ENR	Jeremy F Park	1943-06-19	UHC-53335-21	—	30 Meadow Ln, Las Vegas, NV	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
ENR-129331	ENR	Karen Moore	1973-09-07	UHC-95759-95	9178468710	5888 Highland Ave, Chandler, AZ	0.80	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed
ENR-139326	ENR	Judy Y Vega	1981-06-21	—	2705958047	9184 Church St, San Antonio, TX	0.80	Name re-cased Phone reformatted ZIP missing Whitespace trimmed

3,340 rows, page 62 of 67Previous Next