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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-100061	ENR	Brenda W Phillips	1942-09-21	UHC-53605-63	3483369303	2925 Bayshore Dr, Plano, TX, 75019	0.64	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+2 more
ENR-108505	ENR	Beverly O Maldonado	1983-10-17	UHC-23486-18	9757829936	8868 Bayshore Dr, Dallas, TX, 75256	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127228	ENR	Emily J Smith	1947-01-09	UHC-61805-54	2464362858	8374 Market St, Eden Prairie, MN, 55374	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-107314	ENR	Shirley V Burke	1998-05-25	UHC-99524-15	7857771577	4375 Washington St, San Diego, CA, 92123	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-137272	ENR	Lauran K Phillips	1966-01-01	UHC-19206-41	—	3689 Bayshore Dr, Los Angeles, CA, 90069	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-133687	ENR	Abigail Morrison	1950-04-01	UHC-09145-97	3974204494	928 Bayshore Dr # 958, Minneapolis, MN, 55448	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
ENR-137054	ENR	Mark Ferguson	2006-06-06	UHC-22617-37	8667991352	8257 Indian School Rd, Tampa, FL, 33606	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-113048	ENR	Cerol Espinoza	1962-03-19	UHC-61680-94	8758316544	5277 Mesa Dr, Mesa, AZ, 85205	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-106891	ENR	Eugene V Owens	2008-05-22	UHC-90372-35	—	3082 Indian School Rd, Dallas, TX, 75238	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-105727	ENR	Santiago U Ferguson	1966-03-12	UHC-76518-54	7278331495	733 Spring St, Los Angeles, CA, 90089	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-106425	ENR	Jesse R Berry	1963-05-21	UHC-34766-81	7964200802	823 Harbor Blvd, Eden Prairie, MN, 55337	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137658	ENR	Charlotte Alexander	1966-07-09	UHC-38582-59	8152173038	6304 Highland Ave, Atlanta, GA, 30363	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-103397	ENR	Roy Payne	1987-01-20	UHC-52043-76	2617780795	5791 Baseline Rd, Columbus, OH, 43228	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-124631	ENR	Randy W Woods	1976-04-09	UHC-63392-57	3947042040	1919 Market St, Phoenix, AZ, 85057	0.64	Two-digit birth year Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-115660	ENR	Catherine Bennett	1953-05-26	UHC-47636-79	6947724333	4172 Meadow Ln, Jacksonville, FL, 32254	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140919	ENR	Shirley Lee	1955-01-13	UHC-46809-42	—	429 Camelback Rd, Chandler, AZ, 85230	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-128482	ENR	Jean Ramirez	2005-03-05	UHC-02634-12	5376725919	6452 Pine Dr, Houston, TX, 77072	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-105486	ENR	Evelyn Owens	1998-10-28	UHC-89236-21	4152009356	5691 Apache Blvd, Tempe, AZ, 85216	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-123414	ENR	Debra V Oliver	2005-11-05	UHC-96451-85	7474998161	676 Washington St, Columbus, OH, 43236	0.64	Name re-cased Two-digit birth year Phone reformatted State name converted to code+2 more
ENR-134269	ENR	Ashley Daniels	1960-02-25	UHC-77365-77	2274140055	9072 Bayshore Dr, Atlanta, GA, 30364	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-121798	ENR	Robert E Ramirez	1995-04-20	UHC-10947-38	8244246056	7520 Meadow Ln, Nashville, TN, 37292	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-142752	ENR	Nicholas Q Fisher	1996-04-28	UHC-15949-50	—	7457 Meadow Ln, Sacramento, CA, 95802	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-142753	ENR	Nicholas Q Fisher	1996-04-28	UHC-15949-50	—	7457 Meadow Ln, Sacramento, CA, 95802	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-115331	ENR	Roy S Willis	1956-08-05	UHC-14627-45	7265705906	4226 Willow Ct, Orlando, FL, 32839	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105231	ENR	Mary D Romero	1943-04-13	UHC-71438-17	5879700560	1277 River Rd, Denver, CO, 80265	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136099	ENR	Stephanie S Perez	1965-08-25	UHC-82601-85	4752201274	2743 Elm St, Eden Prairie, MN, 55392	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119614	ENR	Dennis Hamilton	1938-08-11	UHC-89766-39	—	3844 Forest Ave, Los Angeles, CA, 90079	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-110263	ENR	Amy W Park	1981-06-17	UHC-81057-31	3426406071	7336 Camelback Rd Apt 11, Fresno, CA, 93761	0.64	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-114617	ENR	Jacob V Phillips	1996-11-10	UHC-62923-91	5396455044	629 Camelback Rd, Sacramento, CA, 95887	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133314	ENR	Lauren L Schmidt	1958-01-11	UHC-71355-26	4944651390	6676 Central Ave, Austin, TX, 78741	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128497	ENR	Charles W Wagner	2000-07-15	UHC-43225-85	2408326959	5432 River Rd, Seattle, WA, 98185	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-112895	ENR	Russell Price	1974-01-16	UHC-67029-54	9405478884	807 Valley View Dr, Phoenix, AZ, 85013	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-135329	ENR	Ryan Dixon	2007-03-03	UHC-90343-37	8795979163	3550 Lake View Rd Apt 27, San Diego, CA, 92195	0.66	Name re-cased Two-digit birth year Unit split from street Email lower-cased+1 more
ENR-112625	ENR	Keith Schultz	1939-09-09	UHC-01231-40	5294372974	9249 Sage Ct, Denver, CO, 80219	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-104203	ENR	Ruth M Hill	1985-12-12	UHC-49852-18	3805349906	9606 Mesa Dr, Los Angeles, CA, 90083	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-118082	ENR	Christian I Wood	1941-12-22	UHC-19195-42	3704900822	4177 Ocean Ave, Chandler, AZ, 85271	0.66	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+1 more
ENR-103742	ENR	Kathryn J Carlson	1957-11-06	UHC-30030-62	7937503481	7669 Park Pl, Denver, CO, 80286	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-124876	ENR	Anthony F Fernandez	1950-07-04	UHC-52235-73	7575491957	899 River Rd, Jacksonville, FL, 32254	0.66	Two-digit birth year Phone reformatted Member ID reformatted State name converted to code+1 more
ENR-109104	ENR	Austin Walssh	2006-10-21	—	6914855247	8506 Bayshore Dr, Charlotte, NC	0.66	Two-digit birth year ZIP missing Email lower-cased Whitespace trimmed+1 more
ENR-110172	ENR	Danielle Z Miller	1945-09-18	UHC-41004-63	9543831384	5520 Lake View Rd, Los Angeles, CA, 90079	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-130803	ENR	Justin Johnson	2006-12-05	UHC-50045-93	4025172649	1128 Sage Ct, Tampa, FL, 33669	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-109223	ENR	Joycce C Barnes	2007-10-25	UHC-71080-12	3069456635	3562 Broadway Apt 5, Miami, FL, 33150	0.66	Two-digit birth year Phone reformatted Unit split from street City re-cased+1 more
ENR-126768	ENR	Dennis M Cole	1950-01-09	UHC-96366-62	—	4920 Pine Dr, Phoenix, AZ, 85099	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-118269	ENR	Willie Y King	1963-06-12	UHC-42174-16	3193806185	2183 Cedar Ln, Miami, FL	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP missing+1 more
ENR-125003	ENR	Mark I Hofffman	1993-10-18	UHC-03519-46	3723763077	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-126338	ENR	Marcus K Salazar	2000-01-18	UHC-25548-17	6922079750	2563 Broadway, Austin, TX, 78772	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-114397	ENR	Andrew Ward	1978-08-12	UHC-13867-91	5474817090	7501 Willow Ct, Columbus, OH, 43270	0.66	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-133311	ENR	Fatima P Coelman	1971-08-06	UHC-05426-89	4343786187	3001 Palm Dr, Denver, CO, 80218	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-125332	ENR	Charlotte Burns	1970-12-25	UHC-74235-33	—	1008 River Rd, Glendale, AZ, 85368	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-111003	ENR	Heather D Cooper	1970-06-07	UHC-68190-18	7862097832	3206 Spring St, Miami, FL, 33141	0.66	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+1 more

2,874 rows, page 33 of 58Previous Next