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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-142701	ENR	Ahmed W Hoffman	1991-01-20	UHC-79652-32	—	6488 Desert Sky Blvd # 368, Eden Prairie, MN, 55345	0.50	Name re-cased Phone missing area code Member ID reformatted Unit split from street+3 more
ENR-136873	ENR	Megan Z Maqruez	1990-06-14	UHC-86538-02	7964673988	4790 Washington St # 163, Mesa, AZ, 85238	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-136874	ENR	Megan Z Maqruez	1990-06-14	UHC-86538-02	7964673988	4790 Washington St # 163, Mesa, AZ, 85238	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-136161	ENR	Katherine L Palmer	1982-02-11	UHC-33792-42	3537404409	4419 Camelback Rd Apt 20, Plano, TX, 75047	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-108669	ENR	Amber Mejia	1973-08-10	UHC-47303-98	3809704189	8584 Jefferson Ave # 876, Fresno, CA, 93729	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-129937	ENR	Isabella Munoz	1982-05-16	UHC-41188-99	9326357406	4246 Main St # 400, Nashville, TN, 37274	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-109354	ENR	Henry Jackson	1975-09-28	UHC-76377-46	8139278494	6258 Forest Ave Apt 7, Columbus, OH, 43254	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-102710	ENR	Brian G Hamilton	1940-08-14	UHC-68025-63	—	7947 River Rd # 235, Scottsdale, AZ, 85227	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-123054	ENR	Santiago Jimenez	1956-04-15	UHC-32526-93	9626234592	6514 Central Ave Apt 28, Chandler, AZ, 85260	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-110605	ENR	Shirley K Ramirez	1978-03-10	UHC-48562-23	4113617855	7240 Valley View Dr # 940, Tempe, AZ, 85274	0.50	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-109703	ENR	Valentina P Johnston	1945-05-04	UHC-69203-68	—	7623 Cedar Ln # 378, Tampa, FL, 33657	0.50	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+3 more
ENR-141874	ENR	Donna Guzman	1957-03-28	UHC-41209-83	6019320912	2470 Meadow Ln Apt 38, Austin, TX, 78738	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-140790	ENR	Nancy C Contreras	2005-09-10	UHC-96093-36	3607879742	7476 Cedar Ln Apt 3, San Antonio, TX, 78295	0.50	Date of birth reformatted SSN last four extracted Unit split from street Street suffix standardised+3 more
ENR-132546	ENR	Hanson Scott	2000-08-24	—	8436489842	1929 Union St # 655, Tempe, AZ, 85212	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-124559	ENR	Marilyn T Reyes	1975-10-22	UHC-73685-77	3649536284	6140 Baseline Rd # 257, Eden Prairie, MN, 55365	0.50	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-125794	ENR	Bruce Bryant	2000-02-16	UHC-90920-70	5849927490	2016 Grand Ave Apt 13, Eden Prairie, MN, 55361	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-141970	ENR	Emily O Taylor	1946-06-08	UHC-53019-81	4834410960	6234 Elm St Apt 35, Charlotte, NC, 28238	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-114552	ENR	Lori Cruz	1954-01-08	UHC-43223-03	4323531512	3912 Main St Apt 17, Austin, TX, 78730	0.50	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-108645	ENR	Emma X Meyer	1997-06-18	UHC-13185-09	—	4208 Palm Dr # 288, Eden Prairie, MN, 55334	0.50	SSN last four extracted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-132528	ENR	Randy Dunn	1998-10-09	UHC-86655-21	4626535238	1915 Ocean Ave # 657, Jacksonville, FL, 32243	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-119544	ENR	Mark V Ruiz	1968-09-18	UHC-35056-44	—	3205 Church St Apt 37, Tampa, FL, 33683	0.50	Name re-cased Phone missing area code Unit split from street Street suffix standardised+3 more
ENR-116970	ENR	Gerald M Pena	1978-10-23	UHC-42304-14	—	9382 Bayshore Dr # 723, Phoenix, AZ, 85038	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-134800	ENR	Cheryl Hernandez	1999-11-11	UHC-59365-23	2177932044	275 Park Pl # 704, Atlanta, GA, 30376	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-131226	ENR	Laurn L Johnston	1983-11-27	UHC-59566-95	6783463128	7541 Mountain View Dr Apt 20, San Antonio, TX, 78201	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-100770	ENR	Virginia K Hill	1962-09-15	UHC-08541-98	—	5020 Ridge Rd # 349, Tampa, FL, 33666	0.50	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+3 more
ENR-113031	ENR	Elijah Hanson	2003-03-04	UHC-11708-39	2764045252	119 Indian School Rd Apt 8, Jacksonville, FL, 32200	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-119701	ENR	Anthony Ross	1940-11-24	UHC-19608-19	4488891620	9648 Highland Ave # 746, Las Vegas, NV, 89142	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-112254	ENR	Dennis J Medina	1967-07-25	UHC-69245-14	3388039639	7642 Mesa Dr # 472, Jacksonville, FL, 32238	0.50	Middle initial moved out of first name Name re-cased Date of birth reformatted Unit split from street+3 more
ENR-102242	ENR	Michael Clark	2006-12-17	UHC-54207-07	6495472215	4197 Washington St # 167, Nashville, TN, 37262	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-116978	ENR	Andrea Cole	2007-01-25	UHC-40033-82	8165347853	7899 Lake View Rd # 510, San Diego, CA, 92172	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-100085	ENR	Sara R Moore	1951-12-04	UHC-46190-75	3209663925	2308 Park Pl # 539, Phoenix, AZ, 85023	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-113172	ENR	Mark F Washington	1964-09-02	UHC-44921-94	9122515141	4833 Grand Ave # 987, Phoenix, AZ, 85062	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-114041	ENR	Jordan Thomas	1963-10-14	UHC-44081-33	—	5087 Ridge Rd Apt 28, Denver, CO, 80258	0.50	Name split from “Last, First”Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-130962	ENR	Allen Q Breenda	1952-03-07	UHC-73574-97	9175885664	2354 Apache Blvd Apt 22, Atlanta, GA, 30345	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-141807	ENR	Mateo Ortiz	1968-01-20	UHC-47672-96	7104053784	9079 Grand Ave Apt 1, Austin, TX	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-113572	ENR	Jose Y Ross	2005-07-10	UHC-02279-47	9205245106	477 Willow Ct Apt 3, Austin, TX, 78727	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-103215	ENR	Heather Howard	1954-04-18	UHC-56509-49	8185394398	784 Forest Ave # 867, Houston, TX, 77048	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-104024	ENR	Christina U Meyer	1955-03-22	UHC-19804-16	7786279588	2100 Meadow Ln # 291, Los Angeles, CA, 90039	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-105336	ENR	Jonathan Reed	—	UHC-35512-91	9467384338	1324 Camelback Rd Apt 1, Tucson, AZ, 85799	0.50	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+3 more
ENR-142637	ENR	Kayla Bradley	1979-03-19	UHC-37557-81	2479597156	8373 Church St # 326, Las Vegas, NV	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-121053	ENR	Jason W Vasquez	2007-07-06	UHC-22579-46	8824809667	4450 Sage Ct # 631, Los Angeles, CA, 90040	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-115143	ENR	Kala S Carter	1970-04-24	UHC-01830-98	4004654563	3471 Apache Blvd # 448, Miami, FL	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-113206	ENR	Joseph Fowler	1950-08-18	UHC-38879-72	2353037996	7897 Elm St Apt 34, Miami, FL	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-128573	ENR	Kathryn Sanders	1984-05-23	UHC-07424-63	4855737664	452 Bayshore Dr # 126, Las Vegas, NV, 89106	0.50	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-111638	ENR	Sarah Henderson	1972-04-16	UHC-24133-93	5716900431	8426 Cedar Ln # 716, Mesa, AZ	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-132288	ENR	Daniel U Jordan	1970-02-07	UHC-15360-01	5556959470	2166 Mountain View Dr # 335, Plano, TX, 75015	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-110477	ENR	Deborah E Black	1952-07-11	UHC-14123-88	2727844995	6026 Palm Dr # 297, Sacramento, CA, 95886	0.50	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+3 more
ENR-131155	ENR	Yuki T Johnson	1960-07-06	UHC-34539-08	2568028066	8287 Apache Blvd Apt 11, Columbus, OH, 43255	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-107261	ENR	Kathryn Y Lawsoon	1941-09-02	UHC-96469-23	4396118559	6143 Washington St Apt 3, San Antonio, TX, 78274	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-110649	ENR	Kathryn Perry	1971-07-27	UHC-90777-05	7694911117	4230 Pine Dr Apt 4, Atlanta, GA	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more

3,345 rows, page 15 of 67Previous Next