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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-141316	ENR	Pamela Young	—	UHC-52866-41	9883237413	3553 River Rd Apt 38, Columbus, OH, 43280	0.50	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+3 more
ENR-101676	ENR	Scott J Garrdner	1995-05-09	UHC-89463-27	8072364122	7640 Central Ave Apt 36, Las Vegas, NV, 89111	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-101675	ENR	Scott J Garrdner	1995-05-09	UHC-89463-27	8072364122	7640 Central Ave Apt 36, Las Vegas, NV, 89111	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-121860	ENR	Terry Jensen	1940-09-26	UHC-66597-64	—	8449 Mountain View Dr # 892, Mesa, AZ, 85249	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-103296	ENR	Mateo Jackson	1990-04-07	UHC-48696-50	9494711696	3971 Lincoln Way # 814, Las Vegas, NV, 89146	0.50	Name re-cased Phone reformatted SSN last four extracted Unit split from street+3 more
ENR-134392	ENR	Charles M Hoffman	1958-06-21	UHC-08773-02	2152540032	2378 Bayshore Dr Apt 2, Mesa, AZ, 85275	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-123706	ENR	Jessica Gordon	1965-09-14	UHC-38164-21	9532635493	7519 Pine Dr Apt 35, Sacramento, CA	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-117439	ENR	Lucia E Bryant	2000-10-15	UHC-21632-31	4998044964	7434 Market St # 638, Glendale, AZ, 85323	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-132900	ENR	Ahmed Rose	1972-11-01	UHC-11855-20	9007684149	4535 Camelback Rd # 907, Seattle, WA	0.50	Name re-cased Phone reformatted Unit split from street State name converted to code+3 more
ENR-141552	ENR	Billy R Fisher	1980-06-20	UHC-98030-27	6996269135	1611 Hillcrest Rd Apt 31, Seattle, WA, 98155	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-116683	ENR	Tyler Barnes	1942-05-11	UHC-01576-41	5726123637	7124 Market St # 346, Chandler, AZ	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-134815	ENR	Joe B Cox	1954-06-17	UHC-98294-10	7263414021	5787 Sunset Blvd Apt 20, Orlando, FL, 32839	0.50	Phone reformatted Unit split from street State name converted to code Email lower-cased+3 more
ENR-117604	ENR	Hamilton U Doris	1949-03-21	UHC-29716-43	8755174672	8807 Indian School Rd Apt 14, Los Angeles, CA, 90063	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-135962	ENR	Henry V Obrien	—	UHC-71537-80	2409165120	1614 Camelback Rd # 839, Atlanta, GA, 30372	0.50	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+3 more
ENR-119212	ENR	Sandra Soto	2001-10-01	UHC-82070-02	2129714286	9307 Mesa Dr Apt 32, Denver, CO, 80280	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-106540	ENR	Austin Jordan	1951-04-05	UHC-02354-94	—	4762 Church St Apt 30, Eden Prairie, MN, 55340	0.50	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+3 more
ENR-122939	ENR	Nicholas I Montgomery	1976-12-24	UHC-07349-58	2747217289	8660 Baseline Rd # 774, San Antonio, TX, 78250	0.50	Name re-cased Phone reformatted SSN last four extracted Unit split from street+3 more
ENR-137936	ENR	Gloria Chapman	1938-10-11	UHC-10323-58	4782630196	4425 Mesa Dr # 964, Denver, CO, 80291	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-114040	ENR	Brandon Q Armstrong	1959-11-13	UHC-84467-90	—	2641 Apache Blvd # 334, Denver, CO, 80281	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-115513	ENR	Jeffrey Vazquez	2007-06-12	UHC-94739-65	5369495497	2458 Lincoln Way Apt 23, Houston, TX, 77061	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-117757	ENR	Keith Woods	1954-03-22	UHC-83597-46	2623073328	8189 River Rd # 524, Denver, CO, 80224	0.50	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-124775	ENR	Ahmed Kim	2004-08-23	—	7537218219	4911 Forest Ave # 468, Nashville, TN, 37298	0.50	Name re-cased Phone reformatted Unit split from street State name converted to code+3 more
ENR-122718	ENR	Joyce Santiago	2000-08-25	UHC-78000-99	2348295751	832 Highland Ave # 934, Los Angeles, CA, 90008	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-111958	ENR	Larry V Smith	1953-11-11	UHC-68077-82	6647007187	1043 Park Pl Apt 30, Las Vegas, NV, 89107	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-108201	ENR	Mariana B Luna	1950-08-20	UHC-89166-28	—	8589 Sage Ct Apt 14, Austin, TX, 78723	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-124193	ENR	Ruth Harrison	2005-09-04	UHC-44564-95	3593136335	7712 Lake View Rd # 642, Orlando, FL, 32849	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-106093	ENR	Yuki Burns	1954-07-12	UHC-79691-46	2648057026	1160 Jefferson Ave # 442, Austin, TX, 78703	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-129724	ENR	Robert Q Torres	1954-09-05	UHC-04834-05	5023469011	5873 Lake View Rd # 793, Chandler, AZ, 85254	0.50	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-139195	ENR	Edward E Davis	1969-12-02	UHC-71730-05	2215709716	3287 River Rd # 623, Sacramento, CA	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-105665	ENR	George V Crewford	1976-11-08	UHC-99216-35	7729035825	5515 Park Pl Apt 30, Los Angeles, CA, 90050	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-130309	ENR	Carolyn Butler	1996-09-24	UHC-60274-91	3125361293	116 Meadow Ln Apt 3, Denver, CO, 80250	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-107926	ENR	Priya Harvey	1989-08-15	UHC-41050-47	5982611718	3080 Apache Blvd Apt 31, Dallas, TX	0.50	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-108973	ENR	Joe J Hart	1969-06-25	UHC-94161-65	7048806885	3185 Pine Dr # 174, Jacksonville, FL, 32299	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-103456	ENR	Virginia M Moore	1952-11-16	UHC-66744-78	7366392874	6835 Pine Dr Apt 26, Miami, FL, 33172	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-137913	ENR	Kimberly T Bell	2003-09-01	UHC-86763-22	5979033704	3424 Central Ave # 416, Tempe, AZ, 85277	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-132050	ENR	Kenneth Reynolds	1948-05-04	UHC-87659-01	6783598088	1528 Jefferson Ave Apt 14, Gilbert, AZ, 85211	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-136550	ENR	Mason T Lawrence	1946-08-12	UHC-62902-14	6027210466	8662 Forest Ave Apt 3, Glendale, AZ, 85308	0.50	Member ID reformatted SSN last four extracted Unit split from street Street suffix standardised+3 more
ENR-109722	ENR	Natalie W Wang	2000-08-13	UHC-11557-27	4885065406	5773 Baseline Rd Apt 33, Minneapolis, MN, 55489	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-136786	ENR	Amber Tran	1950-07-23	UHC-66499-50	2176414689	7892 Highland Ave # 733, Nashville, TN, 37202	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-106118	ENR	Mary A Wilson	2008-01-16	UHC-13806-99	—	5888 Canyon Rd Apt 34, Los Angeles, CA	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
ENR-123407	ENR	Fatima S Garza	1972-11-26	UHC-26672-93	7346831773	1370 Lincoln Way Apt 6, Scottsdale, AZ, 85285	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-141052	ENR	Thomas M Luna	1997-10-20	UHC-95083-87	8886275690	4011 Main St # 201, Orlando, FL, 32803	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-105506	ENR	Daniel Matthews	1942-11-06	UHC-84431-15	7993957727	2893 Church St # 942, Tucson, AZ, 85714	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-137593	ENR	Kathy Palmer	1986-09-15	UHC-42607-41	8633279032	2434 Sunset Blvd Apt 11, Phoenix, AZ, 85069	0.50	Phone reformatted Member ID reformatted SSN last four extracted Unit split from street+3 more
ENR-135044	ENR	Jennifer Bishop	1971-11-19	UHC-66354-28	7299319861	8524 Lake View Rd # 125, Charlotte, NC, 28265	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-128695	ENR	Nancy Williamson	1948-03-24	UHC-86218-75	8245117466	8444 Apache Blvd # 354, Fresno, CA, 93781	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-139692	ENR	Wayne Z Wells	1995-08-28	UHC-44029-86	2015292038	1864 Oak St Apt 8, Nashville, TN, 37210	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-117485	ENR	Albert Chavez	1977-02-08	UHC-43543-75	3206029693	6905 Maple Ave Apt 25, Fresno, CA, 93783	0.50	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-139771	ENR	Juan Owens	1990-04-23	UHC-80301-15	9665314257	9414 Hillcrest Rd # 736, Orlando, FL, 32819	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-102909	ENR	Christina Y Bradley	1958-08-26	UHC-61892-18	9852474058	934 Apache Blvd Apt 11, Plano, TX, 75078	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Unit split from street+3 more

3,345 rows, page 18 of 67Previous Next