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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-108466	ENR	—Junk	1988-10-03	UHC-47094-12	3843245656	2590 Sage Ct, Glendale, AZ, 85319	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-111363	ENR	Cheryl Rios	1947-10-04	UHC-04103-47	7477868492	4133 River Rd, Minneapolis, MN, 55477	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-101287	ENR	George Y Rios	1974-11-12	UHC-27407-51	9455101110	6504 Valley View Dr, Austin, TX, 78707	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-135999	ENR	Fatima Z Morgan	1999-05-22	UHC-94906-30	8285576908	5820 Baseline Rd, Las Vegas, NV, 89180	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112917	ENR	Jerry L Nelson	2005-05-26	UHC-34021-91	8483190273	4180 Apache Blvd, Charlotte, NC, 28250	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139685	ENR	Karen M Alexander	1975-02-26	UHC-57783-27	5069389902	6849 Cedar Ln, Nashville, TN, 37254	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-108247	ENR	Cheryl N Scott	1991-02-23	UHC-34552-42	3889988992	8386 Lake View Rd, Tempe, AZ, 85200	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-103251	ENR	CJunk	1977-12-02	UHC-33344-70	2208398187	6511 Harbor Blvd, Tampa, FL, 33608	0.50	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+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-105632	ENR	Helen McCoy	1999-07-23	UHC-48762-31	3759522691	858 Market St, Tampa, FL	0.50	Phone reformatted Member ID reformatted SSN last four extracted State name converted to code+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-111011	ENR	Jeremy Schmidt	1971-11-24	UHC-95137-59	—	4185 Meadow Ln, Los Angeles, CA, 90068	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+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-127541	ENR	Joan U Morgan	1953-12-09	UHC-54119-07	3249343336	3800 Washington St, Eden Prairie, MN, 55328	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103358	ENR	Julie E Olson	1972-11-08	UHC-69723-76	5783076515	2676 Hillcrest Rd, Jacksonville, FL	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-133727	ENR	Zachary U Morris	1985-09-28	UHC-13938-46	—	6613 Pine Dr, Fresno, CA, 93723	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-136457	ENR	Benjamin Mills	1962-04-28	UHC-47258-47	6086557476	4151 Desert Sky Blvd, Orlando, FL	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-138153	ENR	Jerry Rosss	1979-06-17	UHC-06332-38	—	7056 Palm Dr, Charlotte, NC, 28271	0.50	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-122538	ENR	Omar D Johnson	1962-12-05	UHC-46064-43	6902619385	3316 Forest Ave, Phoenix, AZ, 85008	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111986	ENR	Sofia C Evans	1941-08-25	UHC-68436-79	9298454389	4963 Lake View Rd, Houston, TX, 77094	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-126242	ENR	Wayne Davis	1956-05-25	UHC-67278-96	—	4681 Oak St, Eden Prairie, MN, 55309	0.50	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-115991	ENR	Lucia T Reid	2007-05-10	UHC-97211-91	7009542204	2443 Washington St, Chandler, AZ, 85245	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112679	ENR	Virginia T Rice	—	UHC-60262-09	5794576783	6678 Lincoln Way, Fresno, CA, 93726	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-116567	ENR	Jerry Burke	1976-08-18	UHC-38441-26	—	8032 Valley View Dr, Nashville, TN, 37248	0.50	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
ENR-134734	ENR	Bryan Matthews	1988-07-28	UHC-23750-61	—	8907 Harbor Blvd, Plano, TX, 75085	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-127876	ENR	Amber G Moreno	—	UHC-25618-80	3094850791	4874 Camelback Rd, Atlanta, GA, 30317	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-117142	ENR	Diana V Lane	1940-04-01	UHC-50137-28	7683704962	3196 Sunset Blvd, Eden Prairie, MN, 55378	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+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-139174	ENR	Luis Y Stevens	2002-07-18	UHC-41015-83	—	7599 Grand Ave, Sacramento, CA, 95850	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-136804	ENR	Janice Hamilton	1977-02-23	UHC-98453-76	3966720156	6541 Cedar Ln, Las Vegas, NV, 89137	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
ENR-113228	ENR	Amber Hamilton	1974-09-16	UHC-67162-01	8722277065	6618 Maple Ave, San Diego, CA, 92172	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104355	ENR	Shirley M Hanson	2007-03-04	—	9573103311	1453 Camelback Rd, Tucson, AZ, 85781	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119348	ENR	Mason U Pierce	1970-10-14	UHC-14486-45	7584183726	5979 Maple Ave, San Antonio, TX, 78271	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123494	ENR	Beverly Romero	1963-02-22	UHC-08319-07	6784132451	7088 Ocean Ave, Miami, FL, 33182	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134303	ENR	Abigaail Nguyen	1983-08-14	UHC-73153-32	8667394037	293 Harbor Blvd, Phoenix, AZ, 85090	0.50	Name re-cased Date of birth reformatted Phone reformatted 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-101568	ENR	Ethan Maldonado	1970-10-25	UHC-81823-63	5677378172	2378 Sunset Blvd, Phoenix, AZ, 85028	0.50	Name re-cased Phone reformatted SSN last four extracted State name converted to code+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-135217	ENR	Sean X Barnes	1988-07-02	UHC-81350-59	9827299022	8435 Mesa Dr, Las Vegas, NV, 89154	0.50	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-120735	ENR	Ronald Li	2005-05-05	UHC-48215-18	3247442986	7592 Canyon Rd, Chandler, AZ, 85209	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-141428	ENR	Hannah G Luna	1948-02-25	UHC-64545-19	9574752730	7909 Spring St, Dallas, TX, 75212	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121858	ENR	Marcus Johnston	1957-01-12	UHC-13149-50	4234305655	7914 Meadow Ln, Las Vegas, NV, 89167	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142250	ENR	Carol X Hoffman	1961-10-11	UHC-22754-18	6155433254	2719 Elm St, Mesa, AZ, 85249	0.50	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+3 more
ENR-106297	ENR	William Fox	1961-11-11	UHC-95380-97	3753489670	2561 Spring St, Charlotte, NC, 28243	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-136311	ENR	Amy Fernandez	1948-03-16	UHC-54769-51	2897204760	3078 Lake View Rd, Los Angeles, CA, 90029	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106566	ENR	Janet D Rios	1994-08-18	UHC-21359-12	4443876382	2984 Canyon Rd, Orlando, FL, 32801	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-135387	ENR	Martha P Jenkins	1987-01-15	UHC-38108-73	2944769082	8650 Apache Blvd, Sacramento, CA, 95821	0.50	Name re-cased Phone reformatted SSN last four extracted State name converted to code+3 more
ENR-107863	ENR	Roger Gonzalez	1979-03-28	UHC-13173-01	—	4584 Central Ave, Los Angeles, CA, 90057	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more

4,296 rows, page 22 of 86Previous Next