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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-130182	ENR	Teresa Chavez	1980-12-08	UHC-91472-66	3717833852	2318 Harbor Blvd, Mesa, AZ, 85214	0.82	Member ID reformatted Email lower-cased Gender normalised
ENR-101546	ENR	Donald E Coleman	1984-08-28	—	8374800488	6723 Spring St, Minneapolis, MN, 55467	0.82	Date of birth reformatted City re-cased Gender normalised
ENR-123253	ENR	Edward H Dominguez	1972-05-07	UHC-99922-82	8333307288	7510 Oak St, Mesa, AZ, 85219	0.82	Email lower-cased Gender normalised Whitespace trimmed
ENR-113948	ENR	Benjamin Maldonado	1996-12-12	UHC-15233-04	—	3930 Apache Blvd, Scottsdale, AZ, 85283	0.82	Date of birth reformatted Gender normalised Whitespace trimmed
ENR-104565	ENR	Michael T Ward	1982-08-11	UHC-96848-42	6477311757	2622 Ridge Rd, Denver, CO, 80264	0.82	Name re-cased Email lower-cased Gender normalised
ENR-102047	ENR	Isabella Hudson	1970-08-08	UHC-59519-73	5097910874	4880 Baseline Rd, Nashville, TN, 37299	0.82	Name re-cased Phone reformatted Gender normalised
ENR-138566	ENR	Margaret Morgan	1939-09-25	UHC-97317-10	3017080542	4818 Church St, Jacksonville, FL, 32274	0.82	City re-cased Gender normalised Whitespace trimmed
ENR-135356	ENR	John C Henry	2007-09-06	UHC-79926-83	2535758250	5444 Union St, Mesa, AZ, 85214	0.82	Name re-cased Phone reformatted Gender normalised
ENR-103940	ENR	Ethan N Kennedy	1976-12-10	UHC-13142-91	3374733410	173 Canyon Rd, Eden Prairie, MN, 55375	0.82	City re-cased Gender normalised Whitespace trimmed
ENR-105701	ENR	Jeremy J Brown	1990-07-05	UHC-45612-99	—	2225 Lake View Rd, Atlanta, GA, 30337	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
ENR-109999	ENR	Terry V Tran	1955-03-21	UHC-42327-16	—	5756 Sage Ct, Dallas, TX, 75281	0.82	Name re-cased Gender normalised Whitespace trimmed
ENR-128687	ENR	Ethan L Jackson	1954-04-10	UHC-62313-89	5583013069	801 Main St, San Antonio, TX, 78269	0.82	Phone reformatted Gender normalised Placeholder values cleared
ENR-133759	ENR	Raymond Q Carlson	2003-12-03	UHC-95664-26	4156626976	9151 Church St, Houston, TX, 77059	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
ENR-120708	ENR	Mateo I Coleman	1963-10-03	—	—	7528 Lincoln Way, Glendale, AZ, 85303	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
ENR-122184	ENR	Aisha Gercia	1994-04-27	UHC-35298-45	—	6404 Union St, Sacramento, CA, 95876	0.82	Name re-cased State code upper-cased Gender normalised
ENR-118934	ENR	Sharon McDonald	1997-05-14	UHC-36499-31	4619742707	9406 Broadway, Tempe, AZ, 85210	0.82	Name re-cased Phone reformatted Gender normalised
ENR-124723	ENR	Larry F Green	1958-08-24	UHC-67519-46	9053069190	7068 Lake View Rd, Orlando, FL, 32830	0.82	City re-cased Gender normalised Whitespace trimmed
ENR-106897	ENR	Catherine Nelson	2000-01-22	UHC-99921-26	2719754662	1811 Washington St, Minneapolis, MN, 55410	0.82	Member ID reformatted Gender normalised Whitespace trimmed
ENR-130660	ENR	Carl Cook	2004-02-25	UHC-49730-21	4118118381	9307 Camelback Rd, Plano, TX, 75022	0.82	Phone reformatted Gender normalised Whitespace trimmed
ENR-130659	ENR	Carl Cook	2004-02-25	UHC-49730-21	4118118381	9307 Camelback Rd, Plano, TX, 75022	0.82	Phone reformatted Gender normalised Whitespace trimmed
ENR-107071	ENR	Helen P Day	1956-04-28	UHC-06442-28	4155907827	6908 Lincoln Way, Plano, TX, 75072	0.82	Name re-cased Gender normalised Whitespace trimmed
ENR-101275	ENR	Megan N Fields	2000-05-15	UHC-44065-22	9186057828	1242 Spring St, Columbus, OH, 43212	0.82	Name re-cased Phone reformatted Gender normalised
ENR-142813	ENR	Sharon Jimenez	1971-11-11	UHC-43667-01	—	4597 Elm St, Seattle, WA, 98113	0.82	Date of birth reformatted Gender normalised Whitespace trimmed
ENR-136117	ENR	Nancy Alexander	1950-08-14	UHC-02077-35	4235211518	—	0.82	Date of birth reformatted Phone reformatted Gender normalised
ENR-103275	ENR	Jennifre Nunez	1983-07-19	UHC-10326-67	4723118039	7406 Elm St, Sacramento, CA, 95851	0.82	Phone reformatted Gender normalised Whitespace trimmed
ENR-106182	ENR	Matthew Castillo	1997-01-14	UHC-52678-81	2082028417	875 Church St, Sacramento, CA, 95839	0.82	Phone reformatted Gender normalised Whitespace trimmed
ENR-106814	ENR	Brittany Campbell	1953-04-18	UHC-99813-04	8278517763	5105 Valley View Dr, Fresno, CA, 93759	0.82	Phone reformatted Gender normalised Whitespace trimmed
ENR-141017	ENR	Wyane Hansen	1996-01-23	UHC-12007-74	2044791588	—	0.82	Name re-cased Phone reformatted Gender normalised
ENR-134256	ENR	Aaron Baker	2002-01-13	UHC-67046-98	—	—	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
ENR-122621	ENR	Brian West	1951-12-28	UHC-18876-26	7062179362	4520 Hillcrest Rd, Seattle, WA, 98172	0.82	Member ID reformatted Gender normalised Whitespace trimmed
ENR-101343	ENR	Brandon H Jordan	1988-04-03	UHC-92788-34	2893404815	6362 Hillcrest Rd, Sacramento, CA, 95883	0.82	Date of birth reformatted Gender normalised Whitespace trimmed
ENR-131173	ENR	Albrt L Carter	1953-06-01	UHC-96187-36	8238027899	6771 Spring St, San Antonio, TX, 78270	0.82	Date of birth reformatted Gender normalised Whitespace trimmed
ENR-139167	ENR	Austin Contreras	1941-12-19	UHC-72120-49	2887922714	7460 Canyon Rd, San Diego, CA, 92125	0.82	Phone reformatted Gender normalised Plan code upper-cased
ENR-128137	ENR	Jeffrey H Sims	1957-04-14	UHC-78896-24	7754102803	5971 Mesa Dr, Atlanta, GA, 30352	0.82	Phone reformatted Member ID reformatted Gender normalised
ENR-113151	ENR	Dylan K Foster	1970-07-22	UHC-84539-43	4096537108	7867 Bayshore Dr, Gilbert, AZ, 85244	0.82	Phone reformatted Gender normalised Whitespace trimmed
ENR-123848	ENR	Alexis Ortega	1967-10-25	—	5729478817	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
ENR-123515	ENR	Jacob S Watson	1996-07-21	UHC-25563-48	4202451210	8596 Jefferson Ave, Tucson, AZ, 85752	0.82	Name re-cased Phone reformatted Gender normalised
ENR-104740	ENR	Rebecca Q Williams	1972-11-15	UHC-01047-48	4186966872	5115 Elm St, Dallas, TX, 75257	0.82	Phone reformatted Email lower-cased Gender normalised
ENR-142148	ENR	Henry K Ellis	1950-01-01	UHC-29763-31	4116016082	1632 Central Ave, San Antonio, TX, 78250	0.82	Date of birth reformatted Gender normalised Whitespace trimmed
ENR-133774	ENR	Ruth Lucas	1998-05-26	UHC-14315-74	9258724151	4141 Broadway, Tempe, AZ, 85224	0.82	Phone reformatted Gender normalised Whitespace trimmed
ENR-133425	ENR	Douglas Welch	2003-09-27	UHC-49873-66	7764236423	6548 Washington St, Mesa, AZ, 85220	0.82	Date of birth reformatted Gender normalised Whitespace trimmed
ENR-106931	ENR	Carolyn N Barnes	1956-06-23	UHC-31715-59	3452563870	8801 Broadway, Plano, TX, 75034	0.82	Email lower-cased Gender normalised Whitespace trimmed
ENR-121464	ENR	Tommy Ortega	1948-10-07	UHC-06216-66	8998194723	3281 Ocean Ave, San Antonio, TX, 78234	0.82	Email lower-cased Gender normalised Whitespace trimmed
ENR-131819	ENR	Victoria Z Gibson	1977-11-28	UHC-19497-98	—	7464 Apache Blvd, Houston, TX, 77023	0.82	Date of birth reformatted Gender normalised Whitespace trimmed
ENR-127822	ENR	Isabella Cruz	1986-10-24	UHC-73824-92	2145614888	4145 Palm Dr, Tampa, FL, 33689	0.82	Phone reformatted Gender normalised Whitespace trimmed
ENR-121175	ENR	Sophia K Morrison	1973-09-01	UHC-01730-23	5002870664	8156 Highland Ave, Eden Prairie, MN, 55306	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
ENR-103835	ENR	Priya Ferguson	1958-03-28	UHC-74794-31	7458912367	316 Washington St, Columbus, OH, 43219	0.82	Name re-cased Phone reformatted Gender normalised
ENR-128227	ENR	Mark Allen	1992-04-16	UHC-63094-62	6985814132	2967 Washington St, Gilbert, AZ, 85267	0.82	Phone reformatted Member ID reformatted Gender normalised
ENR-133253	ENR	Jeffrey Cook	1986-04-06	UHC-48436-17	9203834811	7290 Highland Ave, Minneapolis, MN, 55405	0.82	Phone reformatted Member ID reformatted Gender normalised
ENR-101766	ENR	Carol P Powell	1948-10-05	UHC-13802-06	9333934679	6617 Highland Ave, Tucson, AZ, 85764	0.82	Phone reformatted Member ID reformatted Gender normalised

7,326 rows, page 138 of 147Previous Next