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-109121	ENR	Emily Cooper	1987-04-08	UHC-31685-70	2086620488	246 Mountain View Dr, Los Angeles, CA, 90087	0.80	Name re-cased Two-digit birth year Phone reformatted City re-cased
ENR-131911	ENR	Jerry A Edwards	—	UHC-51204-16	8338180022	922 Union St, Atlanta, GA, 30387	0.80	Date of birth missing Member ID reformatted City re-cased Whitespace trimmed
ENR-105255	ENR	Elijah J Reyolds	1951-07-24	UHC-25944-12	—	2737 Baseline Rd, Chandler, AZ, 85285	0.80	Name re-cased Two-digit birth year City re-cased Email lower-cased
ENR-101171	ENR	Fatima L Kennedy	1989-05-07	UHC-77591-05	6359361713	8239 Central Ave, San Antonio, TX, 78293	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-110447	ENR	Douglas L Hansen	1951-01-02	UHC-60441-31	4522604916	5535 Palm Dr, Tempe, AZ, 85250	0.80	Name re-cased City re-cased State name converted to code Whitespace trimmed
ENR-115874	ENR	Brandon U Garza	1952-08-04	UHC-56641-57	2583068901	358 Central Ave, Nashville, TN, 37211	0.80	Street suffix standardised Address re-cased City re-cased Whitespace trimmed
ENR-134726	ENR	Jordan Greane	1982-01-27	UHC-14726-64	—	2298 Camelback Rd, Scottsdale, AZ, 85255	0.80	Street suffix standardised Address re-cased City re-cased Plan code upper-cased
ENR-128342	ENR	Brenda Smith	1940-04-14	UHC-93863-72	4149561765	4140 Ocean Ave Apt 6, San Diego, CA, 92153	0.80	Name re-cased Unit split from street City re-cased Whitespace trimmed
ENR-135858	ENR	Sophia Rivera	1983-06-15	UHC-90624-07	6449329611	8091 Broadway, Gilbert, AZ, 85228	0.80	Name re-cased Two-digit birth year Phone reformatted City re-cased
ENR-139384	ENR	Carolyn Q Moreno	1969-02-05	UHC-38849-30	4337509208	9513 Desert Sky Blvd, Orlando, FL, 32820	0.80	Date of birth reformatted Phone reformatted City re-cased State name converted to code
ENR-109245	ENR	Angela M Sanders	1975-04-01	UHC-47771-45	6852814160	2301 Grand Ave, Jacksonville, FL, 32217	0.80	Middle initial moved out of first name Phone reformatted City re-cased Whitespace trimmed
ENR-120039	ENR	Frances F Ford	1972-05-13	UHC-04825-43	—	1131 Sage Ct, Tucson, AZ, 85737	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
ENR-142288	ENR	Russell M Andrews	1962-06-05	UHC-15995-20	8775054270	672 Bayshore Dr, Los Angeles, CA, 90038	0.80	Name re-cased Street suffix standardised Address re-cased City re-cased
ENR-117501	ENR	Chris Guerrero	1973-03-21	UHC-60544-03	7924373363	8632 Church St, Plano, TX, 75034	0.80	Date of birth reformatted City re-cased State name converted to code Whitespace trimmed
ENR-132065	ENR	Matthew L Green	2002-08-26	UHC-59843-73	7617736586	3627 Cedar Ln, Sacramento, CA, 95847	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-122690	ENR	Gregory Dixon	1989-11-13	UHC-47337-39	—	4750 Highland Ave, Glendale, AZ, 85314	0.80	Name split from “Last, First”City re-cased Whitespace trimmed Placeholder values cleared
ENR-116162	ENR	Samuel Hoffman	1965-08-02	UHC-84443-89	—	4480 Sunset Blvd, San Antonio, TX, 78279	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
ENR-103352	ENR	Ashley Jacobs	1989-01-15	UHC-53490-56	4875140250	9812 Pine Dr, Orlando, FL, 32814	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-118068	ENR	Madison Jenkins	1983-01-05	UHC-28890-43	4434743157	1615 Church St, San Diego, CA, 92128	0.80	Phone reformatted City re-cased State code upper-cased Gender normalised
ENR-133230	ENR	Kelly F Herrera	1953-01-10	UHC-57765-55	4074771215	7200 Market St, Scottsdale, AZ, 85274	0.80	Date of birth reformatted Phone reformatted City re-cased State name converted to code
ENR-130164	ENR	Frances Carroll	1989-03-06	UHC-86577-10	3067721538	9203 Ridge Rd, Jacksonville, FL, 32203	0.80	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed
ENR-117237	ENR	Randy E Campbell	1993-02-28	UHC-32395-41	9172610930	3768 Maple Ave, Tampa, FL, 33608	0.80	Name re-cased Street suffix standardised Address re-cased City re-cased
ENR-122849	ENR	Janice Fernandez	1979-03-16	UHC-33628-35	5879127441	5641 Mountain View Dr, Minneapolis, MN, 55400	0.80	Name split from “Last, First”Date of birth reformatted City re-cased Email lower-cased
ENR-113787	ENR	Julie X Cox	1948-06-25	UHC-21280-53	3418386041	4661 Market St, Austin, TX, 78737	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-128822	ENR	Scott Bell	1976-09-05	UHC-21307-72	9677402548	5175 Union St, Columbus, OH, 43267	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-142736	ENR	Lisa Clark	2002-09-26	UHC-57585-76	4693997787	3910 Palm Dr, Columbus, OH, 43285	0.80	Phone reformatted City re-cased State name converted to code Whitespace trimmed
ENR-107481	ENR	Hiroshi Woods	1942-09-03	UHC-03483-36	9445652071	5837 Canyon Rd, Mesa, AZ, 85256	0.80	Date of birth reformatted Street suffix standardised Address re-cased City re-cased
ENR-140042	ENR	Spencer Charlotte	1996-08-02	UHC-47627-90	7726885155	92 Forest Ave, Gilbert, AZ, 85282	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-134575	ENR	Ahmed Z Stephens	1978-07-19	UHC-19963-67	3339586757	3566 Oak St, Los Angeles, CA, 90022	0.80	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed
ENR-110717	ENR	Mark H Garrrett	1972-10-28	UHC-65212-09	8685440164	3400 Ocean Ave, Gilbert, AZ, 85268	0.80	Date of birth reformatted Phone reformatted City re-cased Gender normalised
ENR-103365	ENR	Grace Chapman	1971-05-12	UHC-66020-04	3987815069	7249 Desert Sky Blvd, Phoenix, AZ, 85001	0.80	Street suffix standardised Address re-cased City re-cased State code upper-cased
ENR-101573	ENR	Brittany K Hawkins	1993-08-16	UHC-72035-60	9229415322	4053 Pine Dr, Charlotte, NC, 28241	0.80	Middle initial moved out of first name Name re-cased City re-cased Whitespace trimmed
ENR-121114	ENR	Jerry O Riley	1951-11-24	UHC-85363-70	6112421163	9066 Park Pl, Miami, FL, 33170	0.80	Date of birth reformatted City re-cased ZIP+4 trimmed Email lower-cased
ENR-131417	ENR	Julia Q Fields	1997-05-09	UHC-96692-70	9397843698	3238 Hillcrest Rd, San Diego, CA, 92130	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-116547	ENR	Hiroshi Mason	1963-11-06	UHC-41873-61	8542356009	4512 Willow Ct, Columbus, OH, 43243	0.80	Name re-cased Street suffix standardised Address re-cased City re-cased
ENR-110305	ENR	Emily Simpson	2006-08-20	UHC-45607-98	8723790283	7381 Canyon Rd Apt 19, Jacksonville, FL, 32293	0.80	Date of birth reformatted Unit split from street City re-cased Whitespace trimmed
ENR-138573	ENR	William Harris	1967-04-04	UHC-03532-97	5487647127	9249 Jefferson Ave, Nashville, TN, 37261	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
ENR-106233	ENR	Brandon M Garrett	—	UHC-89215-09	7403791532	8946 Pine Dr, Denver, CO, 80231	0.80	Name re-cased Date of birth missing City re-cased Placeholder values cleared
ENR-118141	ENR	—Junk	1975-03-14	UHC-69692-68	8089092634	3989 Canyon Rd, Atlanta, GA, 30345	0.80	Phone reformatted City re-cased Whitespace trimmed No usable name (quarantined)
ENR-139512	ENR	Megan F Hawkins	1951-05-16	—	8192644561	667 River Rd # 894, Sacramento, CA, 95812	0.80	Unit split from street City re-cased Email lower-cased Placeholder values cleared
ENR-139513	ENR	Megan F Hawkins	1951-05-16	—	8192644561	667 River Rd # 894, Sacramento, CA, 95812	0.80	Unit split from street City re-cased Email lower-cased Placeholder values cleared
ENR-132896	ENR	Henry A Ruiz	1973-01-02	UHC-65473-87	8145226501	662 Willow Ct, Las Vegas, NV, 89154	0.80	Phone reformatted City re-cased Gender normalised Whitespace trimmed
ENR-109084	ENR	Vinecnt F Torres	1943-05-28	UHC-83147-93	—	867 Spring St, Minneapolis, MN, 55437	0.80	Name re-cased Date of birth reformatted Phone missing area code City re-cased
ENR-109111	ENR	Kelly Stevens	1961-04-22	UHC-34396-93	—	6816 Valley View Dr, Fresno, CA, 93703	0.80	Street suffix standardised Address re-cased City re-cased Whitespace trimmed
ENR-117744	ENR	Ashley A Arnold	1960-12-17	UHC-00958-18	8609693955	5208 Baseline Rd, Sacramento, CA, 95816	0.80	Name split from “Last, First”City re-cased Whitespace trimmed Placeholder values cleared
ENR-104510	ENR	Kathryn Pierce	1939-02-21	UHC-95401-16	5335257449	9528 Washington St, Tampa, FL, 33628	0.80	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed
ENR-103716	ENR	Dylan I Taylor	1946-10-06	UHC-33407-72	8737763810	8606 Park Pl, Atlanta, GA, 30366	0.80	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed
ENR-120556	ENR	Steven Mendoza	1954-08-20	UHC-36413-04	8496334172	9881 Market St, Mesa, AZ, 85294	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
ENR-109566	ENR	Walter Pierce	2001-04-03	UHC-43500-64	4933439811	9186 Grand Ave, Fresno, CA, 93746	0.80	Name split from “Last, First”Phone reformatted City re-cased Placeholder values cleared
ENR-120126	ENR	Michelle L Allen	1962-07-28	UHC-39822-78	2105658032	913 Mesa Dr, Tempe, AZ, 85263	0.80	Name re-cased Street suffix standardised Address re-cased City re-cased

8,423 rows, page 136 of 169Previous Next