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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-113154	ENR	Priya Dyxon	1976-03-20	UHC-24326-31	5154865831	2543 Cedar Ln, Tucson, AZ, 85742	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-125269	ENR	Albert Carr	1966-02-09	UHC-81559-93	8098229173	7101 Park Pl, San Antonio, TX, 78223	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-124933	ENR	Megan Gomez	1982-11-10	UHC-39159-92	3049657990	7615 Central Ave, Austin, TX, 78762	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-114821	ENR	Wayne U Torres	1946-12-12	UHC-03891-22	5574831761	7254 Oak St, Austin, TX, 78780	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-103146	ENR	Kellly Miller	1944-05-08	UHC-25101-70	7846563919	8861 Sage Ct, Plano, TX, 75073	0.66	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+1 more
ENR-127518	ENR	Jess Romero	1959-11-02	UHC-07054-03	6048115514	2273 Lincoln Way, Nashville, TN, 37264	0.66	Name split from “Last, First”Date of birth reformatted Email lower-cased Gender normalised+1 more
ENR-117353	ENR	Ana L Boyd	1955-12-23	UHC-37481-63	5415505976	8426 Central Ave, Mesa, AZ, 85295	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-126605	ENR	Valentina U Austin	1987-05-24	UHC-27686-48	2844465589	2807 Indian School Rd, Dallas, TX	0.66	Name split from “Last, First”Date of birth reformatted ZIP missing Email lower-cased+1 more
ENR-104593	ENR	Marcus A Nichols	2004-08-26	UHC-44150-48	7788749468	7644 Ridge Rd, Minneapolis, MN, 55461	0.66	Date of birth reformatted ZIP+4 trimmed Email lower-cased Gender normalised+1 more
ENR-142318	ENR	Judy D Chen	1999-11-03	UHC-63983-74	—	6498 Oak St, Mesa, AZ, 85202	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-113225	ENR	Christina G Howell	1939-09-22	UHC-20356-10	—	6124 Mesa Dr, Tempe, AZ, 85271	0.66	Middle initial moved out of first name Date of birth reformatted City re-cased State name converted to code+1 more
ENR-132735	ENR	Patrick Jordan	1948-08-20	UHC-27638-29	—	5088 Mesa Dr, San Antonio, TX, 78269	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-117255	ENR	Jesse Q Nichuls	1986-03-20	UHC-62688-65	6298413648	8847 Lake View Rd, San Diego, CA, 92132	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-120565	ENR	Jacqqueline Gonzales	1997-03-13	UHC-44443-96	5432296178	5010 Cedar Ln, Mesa, AZ, 85226	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-118316	ENR	Anddrea V Kelly	1940-11-02	UHC-21701-06	4259738695	2445 Forest Ave, Nashville, TN, 37253	0.66	Date of birth reformatted City re-cased ZIP+4 trimmed Email lower-cased+1 more
ENR-141022	ENR	Jerry J Maldonaod	1953-02-05	UHC-13952-08	6558147264	9164 Main St, Tempe, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-127332	ENR	Jan Hill	1962-12-26	UHC-76210-92	3955796746	8614 Ocean Ave Apt 30, Las Vegas, NV, 89198	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-105981	ENR	Timothy M Tran	1958-04-25	UHC-04978-95	4657645355	5906 Apache Blvd, Glendale, AZ, 85384	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
ENR-103846	ENR	Patricia Y Delgado	1969-11-05	UHC-18037-73	4593335689	4110 Hillcrest Rd, Tampa, FL, 33667	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-135533	ENR	Pamela Little	1944-02-19	UHC-32755-61	2077861357	8997 Forest Ave, Tucson, AZ, 85797	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-122728	ENR	Jack Wang	1996-02-16	UHC-56893-66	—	552 Main St, San Diego, CA, 92134	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-116456	ENR	Auustin V Hall	1959-01-19	UHC-85280-51	—	3672 Church St, Mesa, AZ, 85285	0.66	Date of birth reformatted Phone missing area code Gender normalised Whitespace trimmed+1 more
ENR-119353	ENR	Charlotte Smith	2008-06-03	UHC-00797-61	9458913084	9825 Elm St, Eden Prairie, MN, 55354	0.66	Name re-cased Date of birth reformatted State name converted to code Gender normalised+1 more
ENR-103301	ENR	Kayla E Soto	1948-08-02	UHC-34616-97	—	5011 Harbor Blvd, Fresno, CA, 93700	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-143013	ENR	Jessica E Sandoval	1991-04-26	UHC-21043-30	—	5220 Highland Ave, Columbus, OH, 43210	0.66	Middle initial moved out of first name Date of birth reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-106756	ENR	Emma O Reed	1991-06-07	UHC-91196-41	6332224385	5209 Desert Sky Blvd, Phoenix, AZ, 85073	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-108491	ENR	Albert Q Kennedy	1945-12-05	UHC-89191-01	2908392311	7119 Camelback Rd, Seattle, WA, 98113	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-125055	ENR	Maria Castillo	1952-04-26	UHC-23081-93	2489942114	9239 Elm St, Eden Prairie, MN	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-125054	ENR	Maria Castillo	1952-04-26	UHC-23081-93	2489942114	9239 Elm St, Eden Prairie, MN	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-117766	ENR	John P Watkins	1957-11-06	UHC-85271-08	5528900150	7718 River Rd, Nashville, TN, 37276	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-121757	ENR	Jack Bowman	1940-04-17	UHC-69037-54	3062909753	8293 Washington St, Gilbert, AZ	0.66	Date of birth reformatted Phone reformatted ZIP missing Email lower-cased+1 more
ENR-132174	ENR	Frank P White	1949-01-19	UHC-22204-04	3194128476	6866 Canyon Rd, Tucson, AZ, 85718	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-134790	ENR	Kelly G Robinson	1981-07-19	UHC-76289-79	9245058985	7506 Cedar Ln, Orlando, FL, 32883	0.66	Date of birth reformatted Phone reformatted SSN last four extracted ZIP+4 trimmed+1 more
ENR-136086	ENR	Margaret Butler	1944-11-25	UHC-48996-47	—	4150 Ridge Rd, Eden Prairie, MN	0.66	Date of birth reformatted Phone missing area code City re-cased ZIP missing+1 more
ENR-100310	ENR	Jessica Armstrong	1962-09-14	UHC-07333-60	—	1123 Bayshore Dr, Plano, TX, 75025	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-131159	ENR	Larry F Reed	1939-03-11	UHC-86408-56	6548008787	4127 Camelback Rd Apt 2, Miami, FL, 33162	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-117417	ENR	Julia Patel	1979-04-13	UHC-36541-24	6235469459	531 Mountain View Dr Apt 14, Minneapolis, MN, 55408	0.66	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-125119	ENR	Donna X Garcia	1977-10-01	UHC-19624-31	2399740415	5133 Sunset Blvd, Charlotte, NC, 28259	0.66	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-136349	ENR	Ronald C Hernandez	1963-12-28	UHC-59399-26	8649458497	1684 Union St, Tempe, AZ, 85252	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-129369	ENR	Theresa X Cooper	2008-05-17	UHC-66094-45	—	9674 Jefferson Ave, San Diego, CA, 92127	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-108303	ENR	Susan X Crzu	1999-02-13	UHC-91616-29	8619654207	9775 Cedar Ln, Atlanta, GA	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-129576	ENR	Brittany X Nguyen	1987-11-25	UHC-27706-91	2195887267	579 Harbor Blvd Apt 36, Tucson, AZ, 85760	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-109209	ENR	Joyce J Vega	1947-06-09	UHC-91649-13	—	4301 Sunset Blvd, Atlanta, GA, 30397	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-124388	ENR	Kelly E Parker	1956-06-27	UHC-71577-37	8308015516	8069 Palm Dr, Dallas, TX, 75235	0.66	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+1 more
ENR-130389	ENR	Jackie X Daiz	1955-12-28	UHC-15009-91	4543731494	5150 Central Ave, San Antonio, TX	0.66	Name re-cased Date of birth reformatted State name converted to code ZIP missing+1 more
ENR-132739	ENR	Mark O Johnson	1989-09-14	UHC-68075-73	8887023078	3957 Willow Ct, Scottsdale, AZ, 85265	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-106076	ENR	Roy K Williams	1973-08-26	UHC-46275-41	6877334272	3301 Willow Ct # 286, Columbus, OH, 43257	0.66	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-130519	ENR	Sarah Z Guzman	1994-09-06	UHC-96855-51	5934413709	1172 Sage Ct, Denver, CO	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-114381	ENR	Valentina Yang	1943-08-22	UHC-72593-31	8609219601	2679 Sunset Blvd, Seattle, WA, 98131	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
ENR-100185	ENR	Stephen B Clark	1938-06-26	UHC-08012-54	4178650313	2805 Market St, Jacksonville, FL, 32227	0.66	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more

13,989 rows, page 95 of 280Previous Next