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-116451	ENR	Kimberly L Santiago	1984-11-27	UHC-16774-11	7462057795	3655 Mountain View Dr, Denver, CO	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-121354	ENR	Kyle Z Rogers	1941-02-15	UHC-43750-48	5772038067	628 Pine Dr, Seattle, WA	0.66	Street suffix standardised Address re-cased ZIP missing Email lower-cased+1 more
ENR-127829	ENR	Steven R Pirce	1939-01-16	UHC-78273-41	8064048558	2043 Grand Ave, Houston, TX	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-112323	ENR	Mei Little	1998-09-16	UHC-10522-71	—	2961 Hillcrest Rd, Fresno, CA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-112342	ENR	Catherine Watson	1938-07-22	UHC-12791-78	3375563347	9743 Ridge Rd, Tampa, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-115174	ENR	Elizabeth Crawford	2002-07-18	UHC-29391-61	6113531127	6310 Hillcrest Rd, Houston, TX	0.66	Date of birth reformatted Phone reformatted State name converted to code ZIP missing+1 more
ENR-126563	ENR	Isabella O Medina	1982-11-22	UHC-04813-60	3446401596	5070 Sage Ct, Atlanta, GA	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-142098	ENR	Paul D Gutierrez	1949-04-03	UHC-27165-57	—	1811 Mountain View Dr, Chandler, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Email lower-cased+1 more
ENR-119556	ENR	Nicole Banks	1949-11-11	UHC-40533-39	3984418821	2501 Apache Blvd, Tampa, FL	0.66	Phone reformatted State name converted to code ZIP missing Email lower-cased+1 more
ENR-127090	ENR	Janet E Lawrence	2006-01-06	UHC-94279-90	6484107286	942 Elm St, Gilbert, AZ	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP missing+1 more
ENR-131786	ENR	Ralph T Santiago	1964-01-11	UHC-93505-50	2875128451	397 Camelback Rd, Columbus, OH	0.66	Middle initial moved out of first name Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-134532	ENR	Austin Wheeler	1970-11-16	UHC-20229-85	8053035525	2847 Main St, Columbus, OH	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-127910	ENR	Lawrence N Johnston	1976-02-23	UHC-37929-30	7027196836	4994 Desert Sky Blvd, Tempe, AZ	0.66	Two-digit birth year Phone reformatted City re-cased ZIP missing+1 more
ENR-140849	ENR	Christian R Powell	2000-03-23	UHC-54654-92	5164287676	3686 Sage Ct, Denver, CO	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-114759	ENR	Patricia O Hut	1947-07-11	UHC-73443-84	8033148626	8763 Jefferson Ave, Orlando, FL	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-107637	ENR	Terry James	1977-02-05	UHC-30688-05	8332920171	851 Grand Ave, Denver, CO	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted ZIP missing+1 more
ENR-129789	ENR	Larry O Watson	1945-10-10	UHC-02736-74	—	6529 Baseline Rd, Orlando, FL	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-132933	ENR	Jean W Gonzales	1941-09-26	UHC-86751-24	3584757496	6416 Canyon Rd, San Antonio, TX	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-119331	ENR	Gerald D Chavez	1987-08-13	UHC-20714-01	3102757144	6837 Palm Dr, Houston, TX	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-118711	ENR	Bradley Gomez	1940-12-06	UHC-66765-56	5428858025	7947 Lincoln Way, Fresno, CA	0.66	Phone reformatted City re-cased ZIP missing Gender normalised+1 more
ENR-110559	ENR	Stephen Herrera	1948-10-11	UHC-09183-29	7542809782	3354 Grand Ave, Nashville, TN	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-128106	ENR	Abigail F Howard	1987-08-19	UHC-10387-25	6637074305	3747 Lincoln Way, Tucson, AZ	0.66	Name re-cased Phone reformatted SSN last four extracted ZIP missing+1 more
ENR-104324	ENR	Bruce I Schultz	1994-08-09	UHC-54166-74	7342515216	7122 Indian School Rd, San Diego, CA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-136108	ENR	Maria Edwadrs	1980-02-08	UHC-34778-96	9742557684	493 Valley View Dr, Eden Prairie, MN	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-115645	ENR	Mariana Park	2000-05-15	UHC-57556-96	3823530792	491 Sage Ct, Dallas, TX	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-131792	ENR	Diane D Dominguez	1946-08-06	UHC-17276-55	9789858984	9605 Union St, Sacramento, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-132714	ENR	Heather D Oliver	1949-11-15	UHC-22718-53	7664885497	8051 Ridge Rd, Miami, FL	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-130268	ENR	Jeffrey P Delgado	1978-01-06	—	9054808362	1110 Washington St, Denver, CO	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-119242	ENR	Sharon Y Guzman	1994-07-20	UHC-16998-40	5626079599	2875 Harbor Blvd, Gilbert, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-119243	ENR	Sharon Y Guzman	1994-07-20	UHC-16998-40	5626079599	2875 Harbor Blvd, Gilbert, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-140367	ENR	Janice F West	1955-07-13	UHC-37336-21	5949153028	6528 Main St, Scottsdale, AZ	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
ENR-124795	ENR	Christopher Fowler	1994-10-03	UHC-20366-54	5732639932	3235 Camelback Rd, San Diego, CA	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-116272	ENR	Tim W Olson	1938-01-07	UHC-91075-61	—	6827 Mountain View Dr, Phoenix, AZ	0.66	Date of birth reformatted State name converted to code ZIP missing Plan code upper-cased+1 more
ENR-117407	ENR	Susan Wong	1939-04-05	UHC-47628-83	4805225549	730 Desert Sky Blvd, Sacramento, CA	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP missing+1 more
ENR-126516	ENR	Fatima Welch	1995-02-02	UHC-01584-09	6947362931	6957 Washington St, Seattle, WA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-133776	ENR	Katherine Coleman	1978-08-07	UHC-24006-94	6437751510	4579 Mesa Dr, Nashville, TN	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-126080	ENR	Diane Reid	1954-02-03	UHC-19446-14	4824190082	2365 Sage Ct, Houston, TX	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-128317	ENR	Mei J Mills	1981-06-18	UHC-17607-31	2119184585	3240 Mountain View Dr, Phoenix, AZ	0.66	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+1 more
ENR-122195	ENR	Jordan Mendez	1971-06-10	UHC-72598-96	—	7025 Baseline Rd # 503, San Antonio, TX	0.66	Date of birth reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
ENR-101435	ENR	Kathryn O Li	2001-05-09	UHC-12085-61	5052534864	5526 Central Ave, Los Angeles, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-101436	ENR	Kathryn O Li	2001-05-09	UHC-12085-61	5052534864	5526 Central Ave, Los Angeles, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-141283	ENR	Henderson A Emily	1967-08-08	UHC-81453-36	8598035084	3328 Church St, San Diego, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-104912	ENR	Heather T Walsh	1942-10-11	UHC-45163-98	—	6927 Oak St, Eden Prairie, MN	0.66	Name re-cased Date of birth reformatted State name converted to code ZIP missing+1 more
ENR-134314	ENR	Kathleen B Boyd	2005-02-18	UHC-50611-25	6477208376	2553 Spring St, Orlando, FL	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-124567	ENR	Judith P Green	1960-11-26	UHC-40902-13	4328640259	1436 Central Ave, Atlanta, GA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-139722	ENR	Gabriel I Price	1985-07-23	UHC-70241-02	5046017098	3420 Elm St, Las Vegas, NV	0.66	Name re-cased Date of birth reformatted SSN last four extracted ZIP missing+1 more
ENR-124468	ENR	Catherine H Coleman	2004-08-12	UHC-75249-39	5508284224	4690 Camelback Rd, San Antonio, TX	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-123732	ENR	Valentina Martinez	2003-01-05	UHC-82598-56	9819103430	8936 Palm Dr, Miami, FL	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-100311	ENR	Jassica Armstrong	1962-09-14	UHC-07333-60	6735478980	1123 Bayshore Dr, Plano, TX	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-106439	ENR	Heather G Welch	1982-03-20	UHC-90892-78	2334356652	7816 Main St # 550, San Diego, CA	0.66	Unit split from street City re-cased ZIP missing Email lower-cased+1 more

3,340 rows, page 45 of 67Previous Next