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-119418	ENR	Benjamin Thompson	1992-01-19	UHC-12484-48	7059932624	6338 Broadway, Los Angeles, CA, 90045	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
ENR-107848	ENR	Ahmed Gibson	1955-01-10	UHC-88536-62	—	5266 Main St, San Diego, CA, 92155	0.66	Name re-cased Two-digit birth year Email lower-cased Gender normalised+1 more
ENR-114133	ENR	Edward F Scott	1977-01-11	UHC-52393-57	8308687644	6147 Elm St, Dallas, TX, 75229	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-128487	ENR	Laura H Bennett	1963-02-07	UHC-69098-58	7307201192	3622 Desert Sky Blvd, Dallas, TX, 75238	0.66	Middle initial moved out of first name Name re-cased Phone reformatted Gender normalised+1 more
ENR-109535	ENR	Carl G Torres	1978-02-05	UHC-71067-71	4438715601	897 Lake View Rd, Austin, TX, 78768	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
ENR-109631	ENR	Benjamin Z Webb	1961-05-07	UHC-25854-29	2114613491	2520 Market St, Charlotte, NC, 28216	0.66	Middle initial moved out of first name Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-107276	ENR	Danielle Walsh	1984-02-04	UHC-00298-63	9459986966	9278 River Rd, Columbus, OH, 43250	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-105618	ENR	Nancy Williams	1978-09-28	UHC-31281-25	2795038535	6471 Forest Ave, San Diego, CA, 92169	0.66	Phone reformatted State name converted to code Email lower-cased Gender normalised+1 more
ENR-110619	ENR	Emma Taylor	1990-08-15	UHC-91985-88	3859916016	3820 Baseline Rd, Eden Prairie, MN, 55302	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-138581	ENR	Jerry Q Kim	—	UHC-71331-27	9556628276	4886 Baseline Rd, San Antonio, TX, 78270	0.66	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+1 more
ENR-140543	ENR	Cheryl Chavez	1952-01-05	UHC-41463-71	5309571321	988 Camelback Rd, Sacramento, CA, 95889	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-138590	ENR	Diana J Clark	1992-05-04	UHC-38721-43	9195697883	1561 Meadow Ln, Miami, FL, 33182	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-115566	ENR	Zachary Z Simpson	1964-12-08	UHC-83668-28	7648769980	5711 Church St, Miami, FL, 33183	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-142659	ENR	Pamela Alvarado	2003-01-04	UHC-72222-89	6928930604	144 Mountain View Dr Apt 2, Eden Prairie, MN, 55355	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
ENR-121163	ENR	Matthew V Stevens	1964-03-01	UHC-13745-51	8804965786	477 Sunset Blvd, Fresno, CA, 93760	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-108326	ENR	Katherine X West	1967-06-02	UHC-73815-44	4079822514	5279 Central Ave, Tempe, AZ, 85273	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-100354	ENR	Daniel Wang	1972-09-13	UHC-64801-14	9435359067	7349 Elm St, Fresno, CA, 93779	0.66	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-103363	ENR	Austin Y Mitcchell	1972-06-27	UHC-66264-69	3212254436	8995 Ocean Ave Apt 28, Sacramento, CA, 95880	0.66	Date of birth reformatted Phone reformatted Unit split from street State code upper-cased+1 more
ENR-138940	ENR	Arjun D Lane	1947-09-01	UHC-48199-69	3506141099	4271 Lake View Rd, Jacksonville, FL, 32284	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-134191	ENR	Beverly P Morales	1955-05-12	UHC-59503-45	7326658315	1235 Cedar Ln, San Diego, CA, 92176	0.66	Phone reformatted Member ID reformatted State name converted to code Gender normalised+1 more
ENR-137535	ENR	Stephen Guzman	1973-01-13	UHC-30269-10	—	9781 Palm Dr, Chandler, AZ, 85205	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-126104	ENR	Randy J Guzman	1967-11-04	UHC-25385-67	5368285274	5574 Elm St # 116, Houston, TX, 77011	0.66	Name re-cased Phone reformatted Unit split from street Gender normalised+1 more
ENR-119435	ENR	Caarol Peters	1985-03-27	UHC-96890-16	3553566629	9826 Baseline Rd, San Antonio, TX, 78215	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-130153	ENR	Joyce Q Collins	1973-06-07	UHC-23203-66	2269497998	6504 Mesa Dr, Orlando, FL, 32802	0.66	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-133900	ENR	Richard Z Heernandez	1978-04-25	UHC-02619-10	2294946300	4938 Palm Dr, Glendale, AZ, 85332	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-133899	ENR	Richard Z Heernandez	1978-04-25	UHC-02619-10	2294946300	4938 Palm Dr, Glendale, AZ, 85332	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-100350	ENR	Rachel D Jimenez	1940-03-14	UHC-99298-02	5458891774	8153 Oak St, Nashville, TN, 37235	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-138876	ENR	Ruth Carpenter	1944-07-27	UHC-43306-46	9015545220	7473 Meadow Ln, Dallas, TX, 75295	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-119481	ENR	Harold Tuker	1979-09-07	UHC-07451-42	8788124483	5148 Lincoln Way, Minneapolis, MN, 55465	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-102060	ENR	Terry Hansen	1956-10-09	UHC-59896-66	4798898424	9836 Camelback Rd, Gilbert, AZ, 85294	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-140877	ENR	Sarah J Hamilton	1963-02-16	UHC-22904-19	9303641898	4998 Sage Ct, Scottsdale, AZ, 85252	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-130371	ENR	Joyce Ray	1942-09-04	UHC-03509-93	9162914096	4023 Central Ave, Mesa, AZ, 85232	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-129923	ENR	Jonathan Kelly	1985-10-27	UHC-10931-15	—	5606 Washington St, Phoenix, AZ, 85082	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-122946	ENR	Jeremy X Palmer	1947-11-07	UHC-42860-23	6774553925	3539 Hillcrest Rd, Gilbert, AZ, 85232	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-118699	ENR	Helen Mitchell	1956-12-03	UHC-66688-12	2765796551	7898 Mountain View Dr, Orlando, FL, 32892	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-131560	ENR	Joseph Wallace	1976-07-05	UHC-18297-39	—	916 Canyon Rd, Atlanta, GA, 30355	0.66	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-120041	ENR	Brittany Morris	2001-01-10	UHC-21353-51	4673404072	205 Sunset Blvd, Houston, TX, 77032	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-107992	ENR	Bradley G Carroll	1968-11-05	UHC-64547-12	7646502640	2490 Market St, Glendale, AZ, 85383	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-115204	ENR	Jessica U Henry	1983-05-03	UHC-28409-11	4709972109	5648 Hillcrest Rd, Nashville, TN, 37288	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-109896	ENR	John Ray	1943-10-02	UHC-32122-35	8863400298	4554 Meadow Ln, Phoenix, AZ, 85017	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-116332	ENR	Vincent Padilla	1957-12-03	UHC-90199-64	7928674055	1335 Broadway, Glendale, AZ, 85320	0.66	Phone reformatted Member ID reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-104508	ENR	Andrea Scott	1947-02-12	UHC-70977-09	5432865021	2266 Lincoln Way Apt 22, Chandler, AZ, 85274	0.66	Date of birth reformatted Unit split from street Email lower-cased Gender normalised+1 more
ENR-142239	ENR	Denise Morales	1952-09-16	UHC-22051-95	2914943140	6636 Meadow Ln, Charlotte, NC, 28220	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-139739	ENR	Jesse K Flores	2008-11-16	UHC-66809-51	7519891705	—	0.66	Phone reformatted SSN last four extracted Gender normalised Whitespace trimmed+1 more
ENR-140777	ENR	Lawrence E Hansen	1988-02-04	UHC-08508-41	3675128277	2358 Meadow Ln, Miami, FL, 33103	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-131902	ENR	Judith Adams	1964-09-06	UHC-44634-33	4065211873	3744 Harbor Blvd, San Diego, CA, 92180	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-106058	ENR	Jason King	1976-08-06	UHC-08657-37	8065873303	9255 Palm Dr, Fresno, CA, 93751	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-113395	ENR	Cheryl K Murray	—	UHC-17856-63	2627120325	8800 Union St, Nashville, TN, 37293	0.66	Name re-cased Date of birth missing Phone reformatted City re-cased+1 more
ENR-130761	ENR	Evelyn Hill	1942-08-03	UHC-49905-98	5399879574	3867 Desert Sky Blvd, San Antonio, TX, 78265	0.66	Phone reformatted ZIP+4 trimmed Email lower-cased Gender normalised+1 more
ENR-138791	ENR	Christtopher Wilson	1946-12-07	UHC-54608-62	6795956001	5634 Washington St, Tucson, AZ, 85776	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more

7,326 rows, page 101 of 147Previous Next