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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-108754	ENR	David Tucker	1987-03-13	UHC-48263-22	9463490067	7849 Baseline Rd, Las Vegas, NV, 89134	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-124880	ENR	Jean Fields	1944-12-22	UHC-82456-16	9867648535	4268 Elm St, Houston, TX, 77027	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-106299	ENR	Arthur Alexander	1956-08-20	UHC-11557-51	6064968151	4818 Market St, Nashville, TN, 37273	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-119798	ENR	Sue Espinoza	1986-03-21	UHC-20003-23	9824868310	6563 Bayshore Dr, Plano, TX, 75075	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-116202	ENR	Alexander O Brown	1991-10-21	UHC-96394-86	6017241093	6136 Jefferson Ave, Chandler, AZ, 85291	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-105199	ENR	Adam T Carpenter	2004-10-17	UHC-12197-98	9389440706	8779 Central Ave, Charlotte, NC, 28234	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-115529	ENR	Gary V Espinoza	—	UHC-84150-57	9606425868	7730 Lincoln Way, Gilbert, AZ, 85265	0.66	Date of birth missing Phone reformatted State code upper-cased Gender normalised+1 more
ENR-118193	ENR	Eugene Gilbert	1990-03-02	UHC-96168-79	—	1104 Harbor Blvd, Miami, FL, 33136	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
ENR-102769	ENR	Diane Gardner	1960-04-20	UHC-64461-38	6106399614	6786 Sunset Blvd, Nashville, TN, 37299	0.66	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-129748	ENR	Patrick Armstrong	1974-06-07	UHC-97021-81	4893923571	9026 Willow Ct, Glendale, AZ, 85376	0.66	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-133516	ENR	Barbara B Webb	2007-07-22	UHC-95611-74	8374021065	2043 Desert Sky Blvd, Los Angeles, CA, 90005	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-102540	ENR	Walter Palmer	1979-12-15	UHC-76890-92	7997496707	3447 Ridge Rd, Tempe, AZ, 85235	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-123924	ENR	Juan Singh	1951-08-22	UHC-53432-92	7507468626	2491 Ocean Ave, Eden Prairie, MN, 55322	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-106770	ENR	Gregory Hunt	1978-09-14	UHC-84710-60	9447374573	6266 Ocean Ave, Seattle, WA, 98128	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-113779	ENR	Christian Y Gibson	1999-04-16	UHC-66139-13	7906028534	564 Bayshore Dr, Phoenix, AZ, 85088	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-135585	ENR	Brandon Shaw	2007-05-20	UHC-41262-36	—	9042 Desert Sky Blvd, Charlotte, NC, 28263	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-110975	ENR	Klly V Alvarado	1957-08-04	UHC-89744-35	—	431 Lake View Rd, San Diego, CA, 92144	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-100001	ENR	Mark B Palmer	2003-04-05	UHC-34757-79	8117668647	6814 Baseline Rd, Dallas, TX, 75240	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-129866	ENR	Amber Nichols	2004-09-27	UHC-96274-49	4053109992	2520 River Rd, Scottsdale, AZ, 85269	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-103618	ENR	Katherine K Turner	1953-12-05	UHC-72280-81	8676985424	7485 Lake View Rd, Seattle, WA, 98138	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-112316	ENR	Pamela Dominguez	1957-08-13	UHC-15089-82	3599504426	6080 Valley View Dr, Plano, TX, 75024	0.66	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-129293	ENR	Jack Dunn	1944-06-26	UHC-52947-29	3393469805	5132 Oak St, Plano, TX, 75084	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-139540	ENR	Logan F McDonnald	1979-12-13	UHC-23240-38	6828935222	900 Sunset Blvd, San Antonio, TX, 78209	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-137862	ENR	Austin J Garcia	1972-07-16	UHC-61676-05	—	8689 Meadow Ln, Sacramento, CA, 95863	0.66	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-106346	ENR	John V Diaz	1973-02-15	UHC-09680-90	2097273612	1634 Willow Ct, Sacramento, CA, 95877	0.66	Name re-cased State name converted to code Email lower-cased Gender normalised+1 more
ENR-122582	ENR	Mary Contreras	1953-01-07	UHC-87904-93	5452844399	5106 Ocean Ave, Mesa, AZ, 85236	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-101095	ENR	Stephen Morales	1961-03-24	UHC-68494-83	9183796476	5118 Grand Ave, Los Angeles, CA, 90075	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+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-111132	ENR	Roger O Valdez	1989-10-02	UHC-36017-63	8454673873	6462 Church St, Tampa, FL, 33669	0.66	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-139915	ENR	Christina N Evans	1944-12-04	UHC-35274-45	8647692006	6102 Camelback Rd, Jacksonville, FL, 32212	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
ENR-120968	ENR	Andrew E Mejia	1979-07-09	UHC-23944-80	4664494639	5822 Valley View Dr, Denver, CO, 80267	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-103360	ENR	Abigail I Scott	1957-11-13	UHC-38024-47	—	4747 Grand Ave, Minneapolis, MN, 55474	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-112098	ENR	Denise Z Mrris	1992-06-21	UHC-14417-94	2076765350	5438 Mesa Dr, Sacramento, CA, 95818	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-115938	ENR	Angela Evans	1959-02-20	UHC-64475-63	5636951734	3391 Union St, Gilbert, AZ, 85232	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-116287	ENR	Mariana Wagner	1966-02-27	UHC-61747-82	—	2487 Oak St, Los Angeles, CA, 90001	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-121211	ENR	Douglas D Fox	1960-12-20	UHC-38814-45	4575106923	8330 Forest Ave, Columbus, OH, 43226	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-102715	ENR	Aaron Reyes	1978-03-17	UHC-11041-58	5257134253	8629 Indian School Rd, Denver, CO, 80225	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-137500	ENR	Nicholas Tan	2001-01-25	UHC-35106-35	9447541782	4942 Hillcrest Rd, Austin, TX, 78770	0.66	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-116443	ENR	Richard K Tucker	1991-10-05	UHC-83126-16	6047247029	1183 Maple Ave, Glendale, AZ, 85328	0.66	Name re-cased Phone reformatted SSN last four extracted Gender normalised+1 more
ENR-109870	ENR	Alice L Yang	1997-02-18	UHC-22171-25	2207826753	3250 Forest Ave # 936, Sacramento, CA, 95866	0.66	Name re-cased Phone reformatted Unit split from street Gender normalised+1 more
ENR-141089	ENR	Ryan H Burns	1994-12-15	UHC-07094-27	4076496902	2824 Canyon Rd, Seattle, WA, 98104	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-119289	ENR	Jacob Watkinns	1948-01-23	UHC-84596-80	—	1221 Church St, Fresno, CA, 93719	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-113899	ENR	Tyler Russell	1958-12-09	UHC-38785-33	3676726496	596 Hillcrest Rd, Orlando, FL, 32866	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-104678	ENR	Mary K Rogers	1943-04-11	UHC-81130-66	4768194588	3310 Washington St, Scottsdale, AZ, 85202	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-139119	ENR	Carlos T Ward	1958-08-06	UHC-53162-19	2426339548	1360 Jefferson Ave, Minneapolis, MN, 55403	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-125878	ENR	Charlotte Webb	1999-05-26	UHC-89136-86	5939521360	7084 Central Ave, San Antonio, TX, 78258	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-109819	ENR	Alexander Diaz	1989-10-04	UHC-67481-57	4158570050	5065 Church St, Scottsdale, AZ, 85235	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-129611	ENR	Victoria Holmes	1989-02-28	UHC-76431-91	9028042155	1423 Oak St, Plano, TX, 75004	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+1 more
ENR-124517	ENR	Elizabeth Hanson	1981-10-23	UHC-21503-26	6745142023	1726 Elm St, San Antonio, TX, 78247	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-102376	ENR	James Chavez	2002-02-16	UHC-96950-42	3996611950	2779 Park Pl, Mesa, AZ, 85243	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more

7,326 rows, page 95 of 147Previous Next