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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-142378	ENR	Grace West	1963-01-26	UHC-87340-82	5803776038	2648 Union St, Seattle, WA, 98160	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-138343	ENR	Arthur R Lopez	1980-02-23	UHC-09569-22	2397444409	9565 Sunset Blvd, Orlando, FL, 32888	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-131453	ENR	Debra F Hanson	1952-05-14	UHC-88261-03	8846283798	2273 Main St, San Diego, CA, 92196	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-106078	ENR	Susan Z Kennedy	1955-06-28	UHC-76091-41	9065409347	9397 Canyon Rd # 224, Atlanta, GA, 30329	0.66	Phone reformatted Unit split from street City re-cased Email lower-cased+1 more
ENR-120339	ENR	Theresa R Day	2003-04-11	UHC-77631-82	3798469309	2021 Meadow Ln, Glendale, AZ, 85359	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-104995	ENR	Larry Arnold	1978-01-01	UHC-60731-35	—	1043 Ocean Ave, Tucson, AZ, 85745	0.66	Name split from “Last, First”Phone missing area code City re-cased Whitespace trimmed+1 more
ENR-109625	ENR	Kathyrn L Carpenter	1974-11-22	UHC-20471-72	2479061184	7653 Canyon Rd, Las Vegas, NV, 89153	0.66	Two-digit birth year Phone reformatted City re-cased Gender normalised+1 more
ENR-134079	ENR	Maria Y Lee	1982-11-17	UHC-04729-89	—	4493 Pine Dr, Minneapolis, MN, 55407	0.66	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
ENR-108637	ENR	Heather Hawkins	1940-09-04	UHC-59216-69	7528600942	4643 Apache Blvd, Tempe, AZ, 85234	0.66	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
ENR-102796	ENR	Stephen I Burke	1948-02-12	UHC-69911-23	—	1851 Highland Ave Apt 23, Columbus, OH, 43267	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-101444	ENR	Gregory P Salazar	1967-09-26	UHC-24529-54	6639038016	7702 Apache Blvd, Seattle, WA	0.66	City re-cased ZIP missing Email lower-cased Gender normalised+1 more
ENR-129546	ENR	Frances A Long	1960-08-23	UHC-94571-23	5167277627	3267 Park Pl, Tucson, AZ, 85763	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-136957	ENR	Isabella Lewis	1952-09-19	UHC-11005-47	8197379585	6395 Valley View Dr, Glendale, AZ, 85326	0.66	Name re-cased Two-digit birth year City re-cased Gender normalised+1 more
ENR-130989	ENR	Brandon Cunningham	1965-06-20	UHC-63026-22	5048281378	4695 Indian School Rd Apt 17, Sacramento, CA, 95893	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-124746	ENR	Priya R Perry	1950-01-09	UHC-68358-88	8784904665	5057 Pine Dr, Las Vegas, NV, 89147	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-125628	ENR	Gloria Walker	1952-10-05	UHC-25531-36	5228501157	3777 Willow Ct, Denver, CO, 80232	0.66	Name re-cased Two-digit birth year City re-cased Gender normalised+1 more
ENR-115480	ENR	Kim K Davis	—	UHC-16619-94	6874605584	619 Baseline Rd, Columbus, OH, 43206	0.66	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+1 more
ENR-103628	ENR	Susan O Gordon	—	UHC-93650-18	8037048107	7719 Jefferson Ave, Columbus, OH, 43260	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-139183	ENR	Valentina Pery	1958-07-19	UHC-68447-74	6945792409	4222 Maple Ave, Nashville, TN	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-139717	ENR	Jean R Knight	1961-04-01	UHC-93730-39	—	9744 Jefferson Ave, Fresno, CA, 93744	0.66	Phone missing area code City re-cased State name converted to code Whitespace trimmed+1 more
ENR-121162	ENR	Terry Allen	—	UHC-83931-12	7585004577	3323 Apache Blvd, Seattle, WA, 98157	0.66	Date of birth unreadable Phone reformatted SSN last four extracted City re-cased+1 more
ENR-100746	ENR	Gloria S Nuez	2001-06-10	UHC-66429-14	8167391294	6281 Mesa Dr, Tucson, AZ, 85740	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
ENR-106461	ENR	Bradley W Herrera	1939-02-06	UHC-88293-14	—	9384 Ocean Ave, Sacramento, CA, 95868	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
ENR-127130	ENR	Jeffrey Wells	2007-06-08	UHC-79372-14	6944155262	6786 Sage Ct, Denver, CO	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-124369	ENR	Ralph Butler	1988-02-02	UHC-09058-18	—	7848 Cedar Ln, Seattle, WA, 98197	0.66	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
ENR-116016	ENR	Frances L Robertson	1961-08-21	UHC-36293-77	—	4835 Church St, Tucson, AZ, 85738	0.66	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
ENR-114443	ENR	Scott Kennedy	1939-02-22	UHC-52155-54	6838169592	7062 Market St, Plano, TX, 75099	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-111288	ENR	Olivia P Banks	1974-05-06	UHC-70286-03	4857313308	6119 Bayshore Dr, Orlando, FL, 32823	0.66	Name re-cased City re-cased State name converted to code ZIP+4 trimmed+1 more
ENR-134515	ENR	Omar N Weaver	2001-02-28	UHC-71491-85	7039799708	4595 Sage Ct, Fresno, CA, 93782	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-110191	ENR	Betsy D Castro	1966-07-10	UHC-35024-26	8217442326	133 Main St, San Diego, CA, 92150	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-105927	ENR	Kathleen Z Sandoval	—	UHC-84252-16	7892352194	5904 Central Ave, Tempe, AZ, 85242	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-130436	ENR	Keith Reid	1955-08-15	UHC-01857-96	7506597342	4715 Jefferson Ave, Las Vegas, NV, 89174	0.66	Phone reformatted City re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-130916	ENR	Martha R Lewis	2005-07-20	UHC-83453-88	7503410732	9277 Bayshore Dr, Columbus, OH, 43224	0.66	Two-digit birth year Phone reformatted City re-cased State name converted to code+1 more
ENR-138479	ENR	Stewart U Dennis	1984-08-12	UHC-30641-82	4978970715	1858 Cedar Ln, Chandler, AZ, 85237	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-109357	ENR	Michelle Burke	1952-09-06	UHC-13526-42	9072997638	4615 Ocean Ave, Las Vegas, NV, 89185	0.66	Phone reformatted SSN last four extracted City re-cased Gender normalised+1 more
ENR-136601	ENR	Marcus Montgomery	1966-02-07	UHC-94734-12	—	1942 Meadow Ln, Chandler, AZ, 85203	0.66	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
ENR-130502	ENR	Paul Q Murphy	1957-04-01	UHC-27643-08	—	516 Apache Blvd, Phoenix, AZ, 85061	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-113570	ENR	Emma Wagner	1944-08-22	UHC-58060-51	5219507268	5589 Broadway, Orlando, FL, 32855	0.66	Two-digit birth year Address re-cased City re-cased State name converted to code+1 more
ENR-136013	ENR	Bryan N Jenkins	1970-10-13	UHC-92838-28	9716047055	8592 Grand Ave, Miami, FL, 33197	0.66	Date of birth reformatted City re-cased State name converted to code Gender normalised+1 more
ENR-103679	ENR	Omar Vazquez	1953-09-15	UHC-33790-46	2076527212	753 Camelback Rd, Tucson, AZ, 85752	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-103285	ENR	Jacob A Wilson	1965-02-09	UHC-87096-71	4539048478	1598 Lincoln Way, Atlanta, GA, 30322	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-126537	ENR	Christine W Jimenez	2000-08-25	UHC-90658-11	—	7936 Mountain View Dr, Eden Prairie, MN, 55324	0.66	Name split from “Last, First”Two-digit birth year City re-cased State code upper-cased+1 more
ENR-121163	ENR	Matthew V Stevens	1964-03-01	UHC-13745-51	8804965786	477 Sunset Blvd, Fresno, CA, 93760	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-139412	ENR	Roger Patterson	1990-04-09	UHC-01835-84	5967489966	4484 Sunset Blvd, Miami, FL, 33151	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-137477	ENR	Sam Medina	1943-08-15	UHC-51145-14	8734718945	1746 Grand Ave, Sacramento, CA, 95807	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-118699	ENR	Helen Mitchell	1956-12-03	UHC-66688-12	2765796551	7898 Mountain View Dr, Orlando, FL, 32892	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-100946	ENR	Marcus P Wood	1995-06-17	UHC-19067-25	—	9416 Indian School Rd, Denver, CO, 80293	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-106755	ENR	Alexis Q Ramirez	1964-04-18	UHC-68210-89	—	7736 Ocean Ave, Gilbert, AZ, 85257	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-142789	ENR	Bruce Fuller	1968-08-22	UHC-60457-96	4464178833	1619 Forest Ave, Tucson, AZ, 85773	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-116928	ENR	Barbara Vazquez	1994-03-23	UHC-62480-15	6804576521	6376 Forest Ave # 172, Charlotte, NC, 28203	0.66	Phone reformatted Unit split from street City re-cased State name converted to code+1 more

8,423 rows, page 70 of 169Previous Next