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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-123418	ENR	Andrew X Arnold	1963-10-09	UHC-61812-60	3578557360	6581 Jefferson Ave Apt 24, Jacksonville, FL, 32233	0.66	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-119291	ENR	Aysha Lawson	2002-08-08	UHC-24582-90	3683002089	6933 Mesa Dr, Gilbert, AZ, 85281	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-129358	ENR	Joshua Panye	1938-09-03	UHC-40350-50	2893105697	5146 Cedar Ln, Sacramento, CA, 95871	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-109172	ENR	Jerry Fields	2007-01-11	UHC-44330-22	7962096370	8454 Bayshore Dr, Nashville, TN	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-124375	ENR	Arthur Chavez	1973-02-02	UHC-10907-02	3686014273	3230 Pine Dr, Miami, FL, 33179	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-115875	ENR	Larry S Carlson	1968-09-07	UHC-21900-73	8663289047	9728 Camelback Rd, San Diego, CA, 92144	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-102707	ENR	Austin Cook	1959-07-22	UHC-55723-65	6414682455	4599 Sunset Blvd, Denver, CO, 80296	0.66	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+1 more
ENR-123950	ENR	Henry Contreras	1985-03-16	UHC-88378-45	2403622110	7384 Cedar Ln, Houston, TX, 77096	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-110440	ENR	Donald M Aguilar	1950-07-15	UHC-95936-49	7838169080	3963 Mesa Dr # 938, Austin, TX, 78726	0.66	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-124699	ENR	Elizabeth Tucker	1979-09-08	UHC-34519-65	4317708923	7486 Palm Dr, Sacramento, CA, 95869	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-105242	ENR	Judy Hawkins	1942-06-04	UHC-30240-19	8484872847	2248 Mountain View Dr, San Antonio, TX, 78214	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-132167	ENR	Theresa Wagner	1949-12-07	UHC-14843-25	6813128405	3153 Lake View Rd, Tucson, AZ, 85785	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-135220	ENR	Brenda P Austin	1952-09-21	UHC-54657-53	4455042178	4937 Lake View Rd, Gilbert, AZ, 85206	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+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-101210	ENR	Andrew Morgan	1987-12-08	UHC-78457-24	—	9598 Mesa Dr, Fresno, CA, 93762	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-112236	ENR	Jason Wang	1957-03-23	UHC-51944-16	6425930067	8795 Oak St, Tempe, AZ, 85219	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-102412	ENR	Paul Lopez	1966-05-01	UHC-40853-63	3739226087	4018 Ridge Rd, Scottsdale, AZ, 85290	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-133793	ENR	Dorothy Wang	1974-07-20	UHC-82624-24	—	4129 Bayshore Dr, Columbus, OH, 43268	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address 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-133445	ENR	Cheryl A Perez	1990-04-03	UHC-54826-40	—	260 Lake View Rd, San Diego, CA, 92101	0.66	Date of birth reformatted Phone missing area code 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-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-130338	ENR	Jennnifer M Long	1946-10-01	UHC-02743-88	5423726895	8751 Harbor Blvd, Minneapolis, MN, 55415	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-138633	ENR	Jacob Rice	1997-05-27	UHC-69188-90	—	209 Park Pl, Miami, FL, 33125	0.66	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-111648	ENR	Linda L Maldonado	1979-05-16	UHC-30514-83	6732048106	7065 Forest Ave, Tucson, AZ, 85743	0.66	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+1 more
ENR-127674	ENR	David Ray	2006-09-26	UHC-63175-31	5379777346	8279 Mountain View Dr, Phoenix, AZ, 85014	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+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-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-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-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-119720	ENR	Natalie Medina	1945-12-24	UHC-96777-36	9484023277	1410 Broadway, Tampa, FL, 33619	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-101120	ENR	Joshua N Boyd	1942-10-13	UHC-44465-98	6659110609	7685 Mesa Dr, Jacksonville, FL, 32212	0.66	Date of birth reformatted Phone 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-128359	ENR	Pmaela I Rios	1982-09-04	UHC-19553-68	9218350485	1762 Pine Dr Apt 17, Eden Prairie, MN, 55306	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-108737	ENR	Judith K Daniels	1941-03-13	UHC-61314-90	5416562075	862 Sunset Blvd, Phoenix, AZ, 85015	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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-129735	ENR	Arjun J Carter	2008-02-04	UHC-69028-60	8855956045	2008 Market St, Charlotte, NC, 28246	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-115584	ENR	Berbara I Morrison	1993-09-03	UHC-16387-15	5503909587	3404 Apache Blvd, Austin, TX, 78707	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-103908	ENR	Chritsian Powell	1951-10-20	UHC-89584-18	5026916416	5482 Union St, Scottsdale, AZ, 85228	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+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-109319	ENR	Jason Tucker	1985-09-22	UHC-72667-92	3869232984	1292 River Rd, San Antonio, TX, 78273	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+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-130372	ENR	Mateo R Young	1986-09-12	UHC-17384-26	3682323587	4520 Meadow Ln, Gilbert, AZ, 85248	0.66	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+1 more
ENR-132303	ENR	Joe Thomas	1975-10-17	UHC-78254-13	8457618659	9108 Washington St, San Antonio, TX, 78215	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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-115813	ENR	Lauren Olson	1990-03-18	UHC-21681-25	6442761521	3523 Indian School Rd, Jacksonville, FL, 32260	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more

13,989 rows, page 97 of 280Previous Next