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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-139298	ENR	Jacob M Jordan	1958-09-08	UHC-33868-33	4216759993	5985 Lake View Rd, Miami, FL, 33131	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-140978	ENR	Nicole Rojas	1952-11-08	UHC-59108-22	2383635206	5691 Market St, Jacksonville, FL, 32267	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-112592	ENR	Kelly Q Lucas	1946-08-21	UHC-43173-63	—	8042 Main St, Mesa, AZ, 85261	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-100973	ENR	Edward V George	1982-05-08	UHC-76499-75	7873153198	9125 Apache Blvd # 424, Houston, TX, 77090	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-142313	ENR	Priya U Burke	1975-02-15	UHC-37641-26	9566659500	1398 Ridge Rd, Chandler, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-102638	ENR	Kimberly Vazquez	1971-03-08	UHC-88315-80	2569427753	866 Maple Ave, Nashville, TN, 37263	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-114578	ENR	Gary Fisher	1962-11-10	UHC-83061-20	—	3740 Forest Ave, Dallas, TX, 75244	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-138686	ENR	Gloria Lopez	1942-12-10	UHC-27080-04	6634113864	1893 Central Ave, Tempe, AZ, 85223	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-102121	ENR	Pamela Gonzales	1975-11-08	UHC-32319-29	4529523413	9831 Main St, Mesa, AZ, 85280	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-141037	ENR	Justin Porter	2007-06-14	UHC-18677-39	3287597952	8304 Jefferson Ave, Los Angeles, CA, 90014	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-102192	ENR	Joe U Lynch	1939-05-17	UHC-56172-67	5612283948	3000 Lake View Rd, Fresno, CA, 93719	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-102291	ENR	Omar Z Cruz	1940-12-22	UHC-43088-14	—	6656 Desert Sky Blvd, Fresno, CA, 93740	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-140271	ENR	Mary Griffin	1952-03-24	UHC-26289-73	6288710948	3078 Grand Ave, Minneapolis, MN	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-135239	ENR	Alexander H Stone	2007-09-16	UHC-33700-39	3637346496	6478 Sunset Blvd, San Diego, CA, 92119	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-118102	ENR	Valentina Green	1972-08-04	UHC-03315-16	—	7031 Jefferson Ave, Tucson, AZ, 85777	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-129664	ENR	Timothy Rios	1947-03-18	UHC-68272-84	4115988712	8728 Sage Ct Apt 36, Miami, FL, 33123	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-138855	ENR	Dylan Davis	2006-03-05	UHC-30152-47	4057894702	6903 Forest Ave, Tampa, FL	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-137435	ENR	Nancy Miller	1980-01-18	UHC-71193-39	7974238421	1408 Central Ave, Charlotte, NC, 28268	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-132429	ENR	Daniel Larson	1993-07-09	UHC-49984-06	6389552147	2456 Market St, Charlotte, NC, 28277	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-118700	ENR	Henry Wells	1994-05-08	UHC-34465-23	—	7167 Highland Ave, Scottsdale, AZ, 85216	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-135923	ENR	Russell E Murray	1946-06-02	UHC-60882-05	—	2644 Ridge Rd, Phoenix, AZ, 85034	0.60	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+4 more
ENR-137594	ENR	Mason Arnold	1955-06-19	UHC-61970-31	6517860078	5848 Sage Ct, Fresno, CA, 93716	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-141900	ENR	Juan G Myers	2000-11-12	UHC-57612-75	9623449518	5401 Park Pl, Dallas, TX, 75281	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-117930	ENR	Ryan V Harvey	1976-06-26	UHC-08814-34	7476642665	5411 Harbor Blvd Apt 27, Mesa, AZ, 85272	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-105362	ENR	Marilyn Y Jimenez	2007-08-03	UHC-04201-04	5458440152	7500 Maple Ave, Gilbert, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-119477	ENR	Kathryn P Hall	1978-10-11	UHC-42231-04	3409730598	4517 Jefferson Ave, Phoenix, AZ, 85086	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-138076	ENR	Stephen E Fuller	1966-02-27	UHC-14276-03	5912434363	3178 Valley View Dr, San Antonio, TX, 78223	0.60	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-110380	ENR	Harold D Hudson	1980-08-07	UHC-86397-55	4974924107	7039 Jefferson Ave, Dallas, TX, 75254	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-111530	ENR	Albert Burton	2004-07-01	UHC-40536-65	2797710596	8988 Pine Dr # 495, Tucson, AZ, 85745	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-137722	ENR	Jim R Kelley	1947-11-13	UHC-86255-50	9036209614	9773 Ocean Ave Apt 27, Tampa, FL, 33683	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-106264	ENR	Jesse Gardner	1984-12-15	UHC-82310-03	4489826754	7386 Central Ave, Glendale, AZ	0.60	Name re-cased Phone reformatted City re-cased ZIP missing+4 more
ENR-111231	ENR	Charles C Morrison	1954-02-22	UHC-66990-41	7069965379	5746 Harbor Blvd, Glendale, AZ, 85353	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-122246	ENR	Paul U Lawson	2005-04-09	UHC-29000-24	3639530976	2360 Mesa Dr, Eden Prairie, MN, 55372	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-109240	ENR	Virginia C Weber	1973-10-18	UHC-27686-59	4492257728	3723 Ocean Ave, Seattle, WA, 98103	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-114483	ENR	Heather H Lynch	1996-05-02	UHC-37423-63	6293745670	695 Highland Ave, Plano, TX	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-107295	ENR	Mason D Ryan	1990-04-02	—	5065248906	5688 Pine Dr, Chandler, AZ, 85297	0.60	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+4 more
ENR-107281	ENR	Camila L Meyer	1971-08-08	UHC-63608-27	4529304374	3788 Main St, Glendale, AZ, 85310	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-108483	ENR	Marcus J Delgado	1990-12-17	UHC-19436-23	9009239963	2234 Camelback Rd, Glendale, AZ, 85375	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105757	ENR	Austin Lucas	1973-04-28	UHC-18883-68	—	9566 Oak St, Minneapolis, MN, 55454	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-111640	ENR	Sarah Henderson	1972-04-16	UHC-24133-93	5716900431	8426 Cedar Ln, Mesa, AZ, 85238	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109624	ENR	Kathryn L Carpeenter	1974-11-22	UHC-20471-72	2479061184	7653 Canyon Rd, Las Vegas, NV, 89153	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-121321	ENR	Carol N Dunn	—	UHC-98857-51	9644550797	5140 Apache Blvd, Fresno, CA, 93731	0.62	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+3 more
ENR-111022	ENR	Camila Lucas	1959-11-09	UHC-50549-37	—	4364 Maple Ave, Chandler, AZ, 85205	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-127351	ENR	Danielle Murray	—	UHC-55126-74	4683016909	7790 Meadow Ln, Eden Prairie, MN, 55330	0.62	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
ENR-112421	ENR	Emily Stewart	2005-11-05	UHC-09336-70	7276010399	4286 Forest Ave # 201, Atlanta, GA, 30366	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-128915	ENR	Anthony James	—	UHC-64793-65	9794147274	2390 Church St, Glendale, AZ, 85385	0.62	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+3 more
ENR-141885	ENR	Arthur S Kennedy	1983-12-05	UHC-39550-85	6153030100	1114 River Rd # 901, Scottsdale, AZ, 85215	0.62	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-126999	ENR	Jake M Foster	1988-11-23	UHC-38844-77	9465108237	3819 Lake View Rd, Tucson, AZ, 85725	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-118113	ENR	Deennis E Elliott	1975-04-06	UHC-09901-47	4146987519	3313 Maple Ave Apt 40, Gilbert, AZ, 85265	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-107881	ENR	Alexander Aguilar	1999-03-21	—	3798604515	2890 Jefferson Ave, Columbus, OH, 43238	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more

17,310 rows, page 51 of 347Previous Next