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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-102046	ENR	Richard P Stewart	1997-01-27	UHC-90730-92	—	524 Mountain View Dr, Miami, FL	0.52	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
ENR-107984	ENR	Scott L Kim	1949-12-21	UHC-98455-86	7724742407	3083 Ocean Ave, Tempe, AZ	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142606	ENR	Nathan A Palmer	2006-09-05	UHC-74591-49	—	4351 Elm St, Scottsdale, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
ENR-105101	ENR	Arthur L Guzman	1971-05-06	UHC-34464-25	6309628444	3255 Market St, Mesa, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-119566	ENR	Carolyn P Spencer	2001-05-09	UHC-57300-93	3325892619	7047 Mesa Dr, Tucson, AZ	0.52	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-124506	ENR	Ashley A Jensen	1970-09-01	UHC-25086-53	4517694097	4415 Market St, San Diego, CA	0.52	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-102983	ENR	Emily A George	1964-04-20	UHC-80583-22	2286135084	5984 Sunset Blvd, Plano, TX	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-139256	ENR	Nathan I Stephens	1963-05-09	UHC-96209-03	6594355969	4241 Mesa Dr, Minneapolis, MN	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-113943	ENR	Linda Martinez	1953-09-17	UHC-63238-73	3339614964	6116 Pine Dr Apt 30, Seattle, WA	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
ENR-120964	ENR	Pamela B Rivera	1959-06-01	UHC-37756-28	6346029670	6476 Baseline Rd, Austin, TX	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-122117	ENR	Gloria F Roberts	1966-06-16	UHC-36740-98	—	1681 Spring St, Austin, TX	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-125644	ENR	Jessica Hunt	2001-05-01	UHC-40668-92	8627860414	6736 Baseline Rd, Charlotte, NC	0.52	Phone reformatted State name converted to code ZIP missing Gender normalised+2 more
ENR-110247	ENR	Virginia Cambell	1960-05-26	UHC-14615-21	2944303157	6558 Highland Ave, San Antonio, TX	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121593	ENR	Anna F Bakar	1944-10-27	UHC-10154-58	7227887847	3705 Palm Dr, Chandler, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-124974	ENR	Lori Valdez	1977-02-20	UHC-27056-91	2942364855	5922 Palm Dr, San Diego, CA	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107155	ENR	Scott D Howard	1989-08-10	UHC-12674-72	6227219418	2527 Union St, Chandler, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-126232	ENR	Anthony G Hansen	1963-05-16	UHC-17160-06	7177672181	8380 Elm St, Orlando, FL	0.52	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-134688	ENR	Roy A Lawrence	1993-06-09	UHC-96696-03	3749643075	1251 Main St, Dallas, TX	0.52	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+2 more
ENR-105439	ENR	Emily Q Rojas	1973-08-11	UHC-97762-04	—	3791 Baseline Rd, Mesa, AZ	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-128414	ENR	Sophia Ray	1999-10-03	UHC-48513-75	7377922231	707 Valley View Dr # 825, Austin, TX	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-136633	ENR	JamesJunk	1966-02-24	UHC-52508-51	—	9781 Harbor Blvd, Phoenix, AZ	0.52	Name re-cased State name converted to code ZIP missing Whitespace trimmed+2 more
ENR-137611	ENR	Logaan Jimenez	1974-10-24	UHC-70338-30	2525023913	8893 Mesa Dr, San Antonio, TX	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-137007	ENR	Beverly Gonzalez	1995-11-24	UHC-10930-89	4328947915	6102 Camelback Rd, Seattle, WA	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132146	ENR	Mary H Nguyen	1990-03-12	UHC-55840-85	—	7858 River Rd, Los Angeles, CA	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
ENR-132145	ENR	Mary H Nguyen	1990-03-12	UHC-55840-85	—	7858 River Rd, Los Angeles, CA	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
ENR-130994	ENR	Elijah Alexander	2005-04-15	UHC-94455-08	8213486616	2219 Palm Dr, Seattle, WA	0.52	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-102111	ENR	Sophia Fox	1973-06-20	UHC-96989-32	4989404410	5249 Sage Ct, Houston, TX	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138211	ENR	Heather Nelson	1977-12-27	UHC-32033-88	9344533818	3480 Main St # 814, Plano, TX	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-126777	ENR	Nick V Jones	1987-04-25	UHC-74859-20	3296739739	2080 Valley View Dr, Nashville, TN	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-129111	ENR	Kevin Reyes	1938-04-09	UHC-54672-04	5716478007	172 Sage Ct, Seattle, WA	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129112	ENR	Kevin Reyes	1938-04-09	UHC-54672-04	5716478007	172 Sage Ct, Seattle, WA	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103812	ENR	Bruce L Campbell	2000-03-02	UHC-55606-07	3764156082	7816 Desert Sky Blvd, Atlanta, GA	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-123999	ENR	Juan S Estrada	1965-08-13	UHC-86762-06	—	1448 Main St, Jacksonville, FL	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
ENR-129390	ENR	Michelle I Pierce	1994-12-08	UHC-38324-33	3853574846	1752 Washington St, Gilbert, AZ	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted ZIP missing+2 more
ENR-101871	ENR	Melissa D Cruz	1996-09-15	UHC-43441-53	7224673408	8804 Mesa Dr, Gilbert, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-118985	ENR	Kenneth Y Holmes	1945-05-17	UHC-49321-66	9282680443	5668 Church St, Los Angeles, CA	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-120342	ENR	James X Fernandez	1994-08-23	UHC-25043-68	7185591945	8740 Palm Dr, Seattle, WA	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-114824	ENR	Omar V Thomas	1983-02-04	UHC-30987-31	5039744189	3899 Union St # 135, Eden Prairie, MN	0.52	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
ENR-117584	ENR	Michelle T Lee	1954-10-11	UHC-92235-70	2072131280	5375 Hillcrest Rd, San Antonio, TX	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-140067	ENR	Raymond A Meyer	1983-01-04	UHC-99901-92	3335114863	5905 Mountain View Dr, Gilbert, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-135982	ENR	James Johnston	1960-06-27	UHC-80069-17	—	3248 Mesa Dr, Nashville, TN	0.52	Phone missing area code Member ID reformatted City re-cased ZIP missing+2 more
ENR-100186	ENR	Christina Russell	1960-05-17	UHC-19733-52	—	662 Ridge Rd # 957, Gilbert, AZ	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-100991	ENR	Anna S Fisher	1990-09-28	UHC-66514-15	—	6576 Camelback Rd, Los Angeles, CA	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
ENR-142674	ENR	Bobby Butler	1974-09-27	UHC-92800-68	—	9720 Central Ave # 524, Columbus, OH	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-108034	ENR	Judith H Rivara	1954-09-08	UHC-82345-54	7208860022	7771 Lake View Rd, Nashville, TN	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-135307	ENR	Sofia Gonzalez	1989-06-16	UHC-28733-52	—	2628 Washington St, Nashville, TN	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-114595	ENR	Ethan Wood	2008-02-15	UHC-34077-39	5013258690	3802 Indian School Rd, Fresno, CA	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-135514	ENR	Sofia U Andrews	1996-02-17	UHC-65628-97	6905613448	377 Spring St, Charlotte, NC	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-116838	ENR	Lisa Hayes	1985-07-09	UHC-46841-84	4594449792	33 Grand Ave, Gilbert, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-114712	ENR	John S Gomez	1958-03-19	UHC-49320-75	5354630642	5201 Park Pl, Orlando, FL	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more

3,340 rows, page 20 of 67Previous Next