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-112011	ENR	Carlos F Nguyen	1984-03-23	UHC-33573-55	3382783309	4442 Desert Sky Blvd, San Antonio, TX	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP missing
ENR-126754	ENR	Mateo Vega	1939-06-18	UHC-55251-71	8334717898	1666 Desert Sky Blvd, Scottsdale, AZ	0.68	Phone reformatted State name converted to code ZIP missing Placeholder values cleared
ENR-100910	ENR	Mariana P Berry	1988-03-20	UHC-67182-96	—	4044 Maple Ave, Denver, CO	0.68	Name split from “Last, First”City re-cased ZIP missing Whitespace trimmed
ENR-113746	ENR	Jerry J Alexander	1964-01-13	UHC-45980-38	3143674702	4329 Cedar Ln, Phoenix, AZ	0.68	Middle initial moved out of first name Phone reformatted City re-cased ZIP missing
ENR-122252	ENR	Donna Herrera	1972-01-05	UHC-16144-24	5525721250	9065 Grand Ave, Nashville, TN	0.68	ZIP missing Gender normalised Whitespace trimmed Placeholder values cleared
ENR-142434	ENR	Emma Fields	1966-05-24	UHC-10590-48	2403114282	7907 Church St, Plano, TX	0.68	Name split from “Last, First”Phone reformatted ZIP missing Placeholder values cleared
ENR-131375	ENR	Mike C Howell	1957-08-13	UHC-32931-18	8265136717	9001 Washington St, Jacksonville, FL	0.68	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed
ENR-112166	ENR	Linda Torres	1958-03-14	UHC-64815-53	7206380745	2494 Apache Blvd, Columbus, OH	0.68	Phone reformatted ZIP missing Email lower-cased Gender normalised
ENR-119048	ENR	Mateo E Richardson	—	UHC-51642-12	5469099864	1205 Mesa Dr, Tampa, FL	0.68	Name re-cased Date of birth missing Phone reformatted ZIP missing
ENR-137711	ENR	Elizabeth Chapman	—	UHC-53911-66	—	3446 Elm St, Gilbert, AZ	0.68	Name re-cased Date of birth unreadable ZIP missing Placeholder values cleared
ENR-105765	ENR	Hawkins Jordan	2005-02-03	UHC-41842-89	8509682789	5341 Sunset Blvd, Jacksonville, FL	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing
ENR-142128	ENR	Deborah Q Murray	1968-11-04	UHC-16104-34	6824204405	1166 Park Pl, Las Vegas, NV	0.68	Name re-cased Street suffix standardised Address re-cased ZIP missing
ENR-135107	ENR	James I Freeman	1985-01-04	UHC-64293-35	—	6336 Market St, Charlotte, NC	0.68	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing
ENR-107491	ENR	Gloria Murpphy	2004-08-19	UHC-23710-22	6236296008	2342 Willow Ct, Fresno, CA	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP missing
ENR-134422	ENR	Kelly K Mitchell	1991-07-13	UHC-46965-75	2523108532	256 Sunset Blvd, Seattle, WA	0.68	Name split from “Last, First”Phone reformatted ZIP missing Placeholder values cleared
ENR-124522	ENR	Bobby D Crawford	1940-06-13	UHC-14192-83	4459998142	1324 Elm St, Fresno, CA	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP missing
ENR-138734	ENR	Julia D Luna	1971-02-15	UHC-80595-34	4034715948	8584 Main St, Tampa, FL	0.68	Date of birth reformatted Phone reformatted ZIP missing Gender normalised
ENR-117818	ENR	Eric O Sullivan	1963-09-08	UHC-21997-61	4495005274	209 Mountain View Dr, Sacramento, CA	0.68	Date of birth reformatted Phone reformatted ZIP missing Gender normalised
ENR-101622	ENR	Linda O Carr	1950-10-05	UHC-14169-74	—	27 Forest Ave Apt 7, Columbus, OH	0.68	Unit split from street ZIP missing Whitespace trimmed Placeholder values cleared
ENR-127000	ENR	Omar S Myers	1958-06-01	UHC-56404-63	8105323943	134 Church St, Mesa, AZ	0.68	Two-digit birth year Phone reformatted ZIP missing Email lower-cased
ENR-129113	ENR	Kevin V Reyes	1938-04-09	UHC-54672-04	5716478007	172 Sage Ct, Seattle, WA	0.68	Name re-cased State name converted to code ZIP missing Whitespace trimmed
ENR-128549	ENR	Vincent W Padilla	1986-01-12	UHC-44861-15	8579745210	1843 Central Ave, San Diego, CA	0.68	Name re-cased Street suffix standardised Address re-cased ZIP missing
ENR-125145	ENR	Wei D Dunn	1939-03-08	UHC-66942-45	—	1020 Oak St, Glendale, AZ	0.68	Phone missing area code Member ID reformatted ZIP missing Placeholder values cleared
ENR-132368	ENR	Samantha S Adams	1997-01-12	UHC-60115-83	6134712450	6922 Sage Ct, Fresno, CA	0.68	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed
ENR-110503	ENR	Mary Mills	1958-03-18	UHC-40585-28	6689634676	2406 Church St, Houston, TX	0.68	Name split from “Last, First”Phone reformatted ZIP missing Placeholder values cleared
ENR-124173	ENR	Bobby Robinson	1961-01-20	UHC-36417-87	2758216491	7600 Bayshore Dr, Eden Prairie, MN	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-135525	ENR	Catherine Marshall	1991-03-26	UHC-96098-86	5308472517	8858 Grand Ave, Sacramento, CA	0.68	Name re-cased Phone reformatted ZIP missing Gender normalised
ENR-130958	ENR	Julia Walker	1973-07-13	UHC-38007-53	—	8617 Apache Blvd, Plano, TX	0.68	ZIP missing Gender normalised Whitespace trimmed Placeholder values cleared
ENR-132469	ENR	Theresa A Padilla	1944-12-07	UHC-76628-92	—	5793 Hillcrest Rd Apt 3, Columbus, OH	0.68	Name re-cased Unit split from street ZIP missing Placeholder values cleared
ENR-129138	ENR	Billy Morales	1997-12-01	UHC-83444-60	9632818563	342 Grand Ave, Miami, FL	0.68	Phone reformatted State name converted to code ZIP missing Email lower-cased
ENR-102716	ENR	Gerald Elliott	1978-03-11	UHC-56214-07	9242956892	4723 Palm Dr, Miami, FL	0.68	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed
ENR-107593	ENR	Ana W Alexander	1998-03-14	UHC-52420-37	7815508348	9045 Spring St, Austin, TX	0.68	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed
ENR-119461	ENR	Wei Cooper	1944-01-22	UHC-24248-68	5506833544	9506 Sunset Blvd, Orlando, FL	0.68	Phone reformatted ZIP missing Gender normalised Whitespace trimmed
ENR-142947	ENR	Priya L Banks	2006-02-18	UHC-24758-39	8672834139	1835 Lake View Rd, Phoenix, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Email lower-cased
ENR-115245	ENR	Helen F Chavez	2002-04-19	UHC-70047-85	3097594128	8547 Spring St, Eden Prairie, MN	0.68	Name re-cased Street suffix standardised Address re-cased ZIP missing
ENR-130798	ENR	Aaron Parker	1994-12-08	UHC-40606-45	2315982545	4193 Highland Ave, Las Vegas, NV	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP missing
ENR-109048	ENR	Mark Kelley	1953-05-14	UHC-46449-29	—	3775 Camelback Rd, Mesa, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-105581	ENR	Arjun Stephens	1978-12-06	UHC-35562-38	3999441594	7955 Mesa Dr, Austin, TX	0.68	Phone reformatted SSN last four extracted ZIP missing Email lower-cased
ENR-117862	ENR	Justin H Franklin	1985-09-14	UHC-39521-81	8747210120	1730 Sage Ct, Atlanta, GA	0.68	Name re-cased Date of birth reformatted ZIP missing Gender normalised
ENR-135229	ENR	Aaron Scott	1982-12-27	UHC-25529-53	7855170650	4438 Lincoln Way, Seattle, WA	0.68	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed
ENR-129105	ENR	Luis V Freeman	1999-10-21	UHC-92466-19	—	7776 Indian School Rd, Chandler, AZ	0.68	ZIP missing Email lower-cased Gender normalised Placeholder values cleared
ENR-126796	ENR	Joyce V Morrison	—	UHC-12150-71	8293765765	1476 Forest Ave, Jacksonville, FL	0.68	Date of birth missing City re-cased ZIP missing Whitespace trimmed
ENR-102754	ENR	Richard Barnes	1980-12-12	UHC-54463-75	—	7756 Highland Ave, Houston, TX	0.68	Street suffix standardised Address re-cased ZIP missing Email lower-cased
ENR-135499	ENR	Santiago Garcia	1962-01-10	UHC-07974-07	—	203 Park Pl, Nashville, TN	0.68	State code upper-cased ZIP missing Gender normalised Whitespace trimmed
ENR-118470	ENR	Collins T Natalie	1957-07-26	UHC-61521-40	4856365413	8209 River Rd, Las Vegas, NV	0.68	Name split from “Last, First”Phone reformatted City re-cased ZIP missing
ENR-133476	ENR	Paul Yang	1955-08-02	UHC-89647-40	—	4233 Forest Ave, Houston, TX	0.68	Phone missing area code City re-cased ZIP missing Email lower-cased
ENR-141351	ENR	Keith T Black	1995-06-07	UHC-03770-61	—	6161 Church St, Miami, FL	0.68	Date of birth reformatted State name converted to code ZIP missing Whitespace trimmed
ENR-120665	ENR	Jordan Willis	—	UHC-82878-88	5558248088	6683 Desert Sky Blvd, Fresno, CA	0.68	Date of birth missing Phone reformatted ZIP missing Whitespace trimmed
ENR-117625	ENR	Stephen Dixon	1996-11-03	UHC-22852-98	4517046694	7848 Lake View Rd, Dallas, TX	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP missing
ENR-135249	ENR	Jordan Ferguson	1942-06-09	UHC-68665-03	3254919247	6753 Sage Ct, Seattle, WA	0.68	Name split from “Last, First”Phone reformatted City re-cased ZIP missing

3,340 rows, page 50 of 67Previous Next