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

All sources, 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-141136	ENR	Harold Nichols	1968-04-05	UHC-60495-13	3885170909	4690 Cedar Ln, Mesa, AZ, 85289	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-110616	ENR	Gary Diaz	2002-06-22	UHC-02826-83	6362226164	8326 Mountain View Dr, Dallas, TX, 75218	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-125525	ENR	Christine X Duncan	2004-09-21	UHC-74318-39	4579378079	6340 Market St, Las Vegas, NV, 89146	0.64	Name re-cased Phone reformatted SSN last four extracted Email lower-cased+2 more
TPA-62067	TPA	Mark Montgomery	1969-05-01	—	3624278460	5341 Canyon Rd, Miami, FL, 33105	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+2 more
TPA-54068	TPA	Sophia O Cunningham	1973-05-01	—	9494144183	3898 Sunset Blvd, Seattle, WA, 98150	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-61876	TPA	Philip Johnston	1966-07-26	—	—	9556 River Rd, Tucson, AZ, 85789	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-57478	TPA	Albert Nelson	1942-10-10	—	5446530671	4813 Central Ave, Las Vegas, NV, 89140	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-110902	ENR	Nathan S Olson	1979-05-03	UHC-76259-79	3906745015	4560 Oak St, Mesa, AZ, 85218	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-128567	ENR	Larry N Hanson	1959-07-28	UHC-36825-92	2132822422	5391 Mountain View Dr, Seattle, WA, 98133	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-125778	ENR	Gerald Willis	1957-08-12	UHC-23329-03	8152517130	7465 Church St, Houston, TX	0.64	Name re-cased Phone reformatted SSN last four extracted ZIP missing+2 more
TPA-50822	TPA	Richard Medina	1981-07-21	—	—	635 Washington St, Phoenix, AZ, 85084	0.64	Name re-cased Date of birth reformatted SSN last four extracted State name converted to code+2 more
ENR-141380	ENR	George W Myers	1970-10-13	UHC-78519-89	2065219426	—	0.64	Two-digit birth year Phone reformatted Member ID reformatted SSN last four extracted+2 more
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
CLM-423081	CLM	Kenneth Nguyen	1989-12-14	—	8144767892	—	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Gender normalised+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
CLM-426600	CLM	Pat Owens	1950-08-04	UHC-87048-14	—	3078 Ocean Ave, Nashville, TN, 37201	0.64	Name re-cased 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
CLM-413848	CLM	Evelyn A Coleman	1996-03-11	—	6764871565	—	0.64	Name re-cased Phone reformatted SSN last four extracted Gender normalised+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
CLM-418076	CLM	Salazar Niccole	1999-06-23	UHC-15589-83	—	2170 Harbor Blvd, Sacramento, CA, 95838	0.64	Name re-cased Date of birth reformatted SSN last four extracted ZIP+4 trimmed+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
CLM-428262	CLM	Bryan Perry	1991-09-11	UHC-39713-31	—	3050 Ocean Ave, Austin, TX, 78733	0.64	SSN last four extracted Street suffix standardised Address re-cased City re-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
TPA-63994	TPA	Lucas Madison	2007-12-23	—	—	9850 Baseline Rd, Austin, TX, 78796	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+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
CLM-406230	CLM	Mkie Murphy	1979-09-25	UHC-74131-37	—	4048 Broadway, Chandler, AZ, 85251	0.64	Date of birth reformatted Member ID reformatted SSN last four extracted ZIP+4 trimmed+2 more
TPA-63081	TPA	Mary Taylor	2000-02-17	—	—	7667 Bayshore Dr, Minneapolis, MN, 55400	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+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
CLM-405276	CLM	Alexander Crawfodr	1994-02-06	UHC-69787-09	—	1954 Ocean Ave, Los Angeles, CA, 90087	0.64	Name re-cased Date of birth reformatted SSN last four extracted Gender normalised+2 more
CLM-409657	CLM	Christina Grant	1979-12-28	UHC-88985-87	—	—	0.64	Name re-cased Date of birth reformatted SSN last four extracted Gender normalised+2 more
CLM-401252	CLM	Carlos Scott	1943-08-20	—	3766814639	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+2 more
TPA-54684	TPA	Grace H Ross	1985-12-22	—	2152747706	5740 Sunset Blvd, Eden Prairie, MN, 55308	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+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
TPA-53233	TPA	Marilyn West	1965-09-17	UHC-51771-85	—	5435 Apache Blvd, San Diego, CA, 92156	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address 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
CLM-428171	CLM	Megan Prez	1984-12-22	UHC-14015-28	4484811664	1460 Bayshore Dr, Miami, FL, 33161	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+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
CLM-421433	CLM	Matha Medina	1958-10-18	—	—	2912 River Rd, Denver, CO, 80285	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+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

2,817 rows, page 29 of 57Previous Next