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 “SSN last four extracted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagSSN last four extractedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-131739	ENR	Alexander Harvey	1947-08-04	UHC-12495-58	5024371257	7207 Church St, Plano, TX, 75056	0.64	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
ENR-135333	ENR	Catherine S Johnson	1947-05-23	—	6359917157	9299 Palm Dr, Seattle, WA, 98170	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-141187	ENR	Heather N Reid	1993-03-26	UHC-36200-07	7059972860	5533 Maple Ave, Fresno, CA, 93711	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-123740	ENR	Bryan C Ryan	1949-05-02	UHC-95424-62	5319694436	991 Grand Ave, Gilbert, AZ	0.64	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-127409	ENR	Jeremy Y Barnes	1988-02-13	UHC-66920-30	2072481591	3426 Market St, San Antonio, TX, 78238	0.64	Two-digit birth year Phone reformatted SSN last four extracted City re-cased+2 more
ENR-103723	ENR	Gloria F Flores	1949-06-18	UHC-00099-58	7023135329	—	0.64	Two-digit birth year Phone reformatted SSN last four extracted Email lower-cased+2 more
ENR-102429	ENR	Brenda Trner	1992-07-09	UHC-73778-21	8205075819	9071 Bayshore Dr, Eden Prairie, MN, 55346	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-138350	ENR	Martha Wood	1989-02-23	UHC-19861-21	6307626643	9595 Bayshore Dr, Seattle, WA, 98166	0.64	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+2 more
ENR-105057	ENR	Ahmed D Morris	1994-02-09	UHC-46601-86	6163059632	2498 Oak St, Charlotte, NC, 28281	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-137244	ENR	Daniel Yang	1950-03-26	UHC-28538-36	—	8826 Valley View Dr, Tucson, AZ, 85735	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-116930	ENR	Donna Morgan	1989-05-05	UHC-37714-69	4623490761	8237 Central Ave, Dallas, TX, 75216	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-135162	ENR	Jessica Williamson	1963-09-19	UHC-41493-30	4429338171	832 Canyon Rd, Jacksonville, FL, 32255	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-141403	ENR	Christina X Rios	1973-07-13	UHC-96267-36	7035855466	4772 Main St, San Antonio, TX	0.64	Phone reformatted SSN last four extracted City re-cased ZIP missing+2 more
ENR-117673	ENR	Melissa G Palmer	1959-06-18	UHC-34264-24	7266902587	1888 Cedar Ln, Denver, CO, 80267	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-124508	ENR	Denniis Tran	2002-06-18	UHC-56298-27	5114924669	2865 Highland Ave, Phoenix, AZ, 85088	0.64	Name re-cased Phone reformatted SSN last four extracted City re-cased+2 more
ENR-135894	ENR	Sophia Garrett	1981-08-05	UHC-49634-55	7502807067	85 Elm St, Charlotte, NC, 28212	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-106678	ENR	Patty V Grant	1962-11-13	UHC-86096-74	3177452390	2725 Hillcrest Rd # 393, Mesa, AZ, 85264	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+2 more
ENR-133777	ENR	Walter Guerrero	2001-02-15	UHC-26876-34	—	8015 Apache Blvd, Minneapolis, MN, 55469	0.64	Name re-cased Phone missing area code SSN last four extracted City re-cased+2 more
ENR-135849	ENR	Evelyn Walsh	1945-11-12	UHC-54568-43	2208860022	472 Apache Blvd, San Antonio, TX	0.64	Name re-cased Phone reformatted SSN last four extracted ZIP missing+2 more
ENR-120327	ENR	Shirley Burton	1979-04-27	UHC-79252-08	6028966728	9840 Ocean Ave, San Antonio, TX, 78265	0.64	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-117396	ENR	Marilyn C Thompson	1964-03-13	UHC-26376-20	8227163831	3010 Market St, Tampa, FL, 33609	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-126125	ENR	Luis H Holmes	1967-11-14	UHC-39290-46	4997427844	6193 Mesa Dr, Dallas, TX, 75238	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-131654	ENR	Pamela R Arnold	1958-02-13	UHC-73899-09	8064463919	1866 Oak St, Fresno, CA, 93763	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-121976	ENR	Kathryn I Henderson	1953-11-28	UHC-09847-52	3124846062	4192 Market St, Las Vegas, NV, 89134	0.64	Date of birth reformatted Phone reformatted SSN last four extracted State name converted to code+2 more
ENR-100382	ENR	Cynthia Reid	1987-11-14	UHC-56937-09	5884430620	7385 Church St, Orlando, FL, 32888	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-121848	ENR	Kimberly F McDonald	1959-12-14	UHC-49543-48	8215069224	8110 Ridge Rd, San Antonio, TX, 78273	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-136793	ENR	Joyce M Ramirez	1983-06-25	UHC-92711-12	8258373093	5983 Park Pl, Orlando, FL, 32899	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-132608	ENR	Joan U Garcia	1956-02-10	UHC-53327-82	2386854636	5420 Market St # 292, Eden Prairie, MN, 55374	0.64	Name re-cased Phone reformatted SSN last four extracted Unit split from street+2 more
ENR-113246	ENR	Sean P Warren	1961-04-01	UHC-92857-60	8257538506	6622 Hillcrest Rd, Nashville, TN, 37286	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-119536	ENR	Peter T Gilbert	1961-12-23	UHC-05029-61	3182530104	4458 Canyon Rd, Tucson, AZ, 85775	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-118106	ENR	Dennis F Spencer	1993-03-21	UHC-64143-17	2505984817	230 Sunset Blvd, Austin, TX, 78739	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-121476	ENR	Mark Larson	1965-08-15	UHC-74265-39	3962969270	2160 Hillcrest Rd, Denver, CO, 80245	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-114932	ENR	William N Dnun	1953-06-10	UHC-72312-69	7783642545	4111 Maple Ave, Mesa, AZ, 85294	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-132866	ENR	James Ortiz	1978-11-07	UHC-29116-44	6805797535	2534 Oak St, Tucson, AZ, 85722	0.64	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
ENR-140955	ENR	Jean Nunez	2008-01-15	UHC-87705-91	—	1238 Central Ave, Nashville, TN, 37294	0.64	Phone missing area code SSN last four extracted City re-cased Email lower-cased+2 more
ENR-120655	ENR	Jacqueline J Berry	1961-10-07	UHC-46209-94	5185942960	351 Forest Ave, Las Vegas, NV	0.64	Name re-cased Phone reformatted SSN last four extracted City re-cased+2 more
ENR-134679	ENR	Mason Z Jacobs	1988-12-28	UHC-48090-22	3407729815	4277 River Rd, Los Angeles, CA, 90057	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-133710	ENR	Doris Kelly	1957-03-07	UHC-00217-48	3952726980	9827 Highland Ave, Seattle, WA, 98162	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-101968	ENR	Russell Day	1981-12-05	UHC-35891-73	7293430068	2065 Palm Dr, Seattle, WA, 98114	0.64	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-119390	ENR	John Hicks	1949-02-26	UHC-08693-71	4809016447	582 Ocean Ave, Austin, TX	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-130643	ENR	Mariana T Snyder	1982-04-19	UHC-99299-91	4652236941	3949 Forest Ave, Houston, TX, 77098	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-128173	ENR	Victoria R Carroll	1948-01-02	UHC-24385-84	—	8671 Central Ave, Gilbert, AZ, 85273	0.64	Name re-cased SSN last four extracted State name converted to code Plan code upper-cased+2 more
ENR-115672	ENR	Randy Webb	1957-12-03	UHC-16139-40	7596643441	2472 Spring St, Houston, TX, 77011	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-137469	ENR	Joshua Castro	1939-02-12	UHC-23978-17	4599778642	2052 River Rd, Tucson, AZ, 85787	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-124767	ENR	Luis Smith	1986-03-25	UHC-25461-26	2957745010	1207 Camelback Rd, Columbus, OH	0.64	Phone reformatted Member ID reformatted SSN last four extracted City re-cased+2 more
ENR-124768	ENR	Luis Smith	1986-03-25	UHC-25461-26	2957745010	1207 Camelback Rd, Columbus, OH	0.64	Phone reformatted Member ID reformatted SSN last four extracted City re-cased+2 more
ENR-108186	ENR	Arthur Thompson	1941-09-20	UHC-87768-94	7646388935	9081 Canyon Rd, Chandler, AZ, 85204	0.64	Name re-cased Member ID reformatted SSN last four extracted Street suffix standardised+2 more
ENR-102615	ENR	Joyce Fernandez	1987-07-11	UHC-59485-50	3118307909	5478 Ocean Ave, Plano, TX, 75018	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-140991	ENR	Matthew M Ford	1990-02-01	UHC-10639-59	5498932696	4359 Oak St, Plano, TX, 75087	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-104235	ENR	Logan Z Estrada	1945-06-01	UHC-51402-46	—	7129 Harbor Blvd, Miami, FL, 33199	0.64	Date of birth reformatted Member ID reformatted SSN last four extracted State name converted to code+2 more

1,767 rows, page 20 of 36Previous Next