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-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-141659	ENR	Omar O Vasquez	1948-02-20	UHC-98026-90	3389128104	2352 Spring St, Atlanta, GA, 30349	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-142009	ENR	Lisa Knight	—	UHC-55792-79	4128534894	2320 Palm Dr, Dallas, TX, 75215	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-109754	ENR	Christopher X Adams	1956-06-26	UHC-88794-67	—	4764 Spring St, Atlanta, GA, 30333	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-109755	ENR	Christopher X Adams	1956-06-26	UHC-88794-67	—	4764 Spring St, Atlanta, GA, 30333	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-101086	ENR	Shirley Santiago	1957-01-23	UHC-02122-89	6385260045	4627 Apache Blvd, Tempe, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111433	ENR	Jennifer H McCoy	1993-09-28	UHC-33786-54	6588741586	7647 Sunset Blvd, Dallas, TX, 75241	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-110942	ENR	Julia Jensen	1958-06-21	UHC-89834-38	3894618707	6824 Broadway, Phoenix, AZ, 85014	0.50	Name split from “Last, First”Date of birth reformatted Member ID reformatted ZIP+4 trimmed+3 more
ENR-118077	ENR	Vincent H Mills	1977-06-11	UHC-69802-96	4602437886	2548 Market St, Glendale, AZ, 85309	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-132198	ENR	Arthur Wright	1982-02-07	UHC-04266-22	—	8322 Main St, Tampa, FL, 33655	0.50	Name re-cased Two-digit birth year SSN last four extracted City re-cased+3 more
ENR-118572	ENR	Jessicca Wang	2003-01-20	UHC-04085-61	4653325459	5652 Meadow Ln, Sacramento, CA, 95839	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-108721	ENR	Singh S Brenda	1999-05-10	UHC-58435-51	6762420877	7872 Indian School Rd, Glendale, AZ, 85389	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+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-125912	ENR	Jack A Wallace	1997-11-15	UHC-74691-10	8824500777	2153 Elm St, Gilbert, AZ, 85290	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122804	ENR	Isabella Cook	2003-12-09	UHC-20907-19	4063223680	1808 Elm St, Eden Prairie, MN, 55386	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115812	ENR	Lauren Olsno	1990-03-18	UHC-21681-25	6442761521	3523 Indian School Rd, Jacksonville, FL, 32260	0.50	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-142976	ENR	Amanda M Arnold	1995-04-08	UHC-03979-01	5357008100	5631 Sage Ct, Eden Prairie, MN	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107167	ENR	Cheryl M Hill	1949-12-23	UHC-69418-07	7959883143	3321 Mountain View Dr, Chandler, AZ, 85213	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138427	ENR	Joseph I Riley	1974-11-28	UHC-21875-34	5145502294	6915 Hillcrest Rd, Gilbert, AZ, 85223	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115609	ENR	John Y Sanders	1999-07-08	UHC-07416-24	2016376492	7846 Mountain View Dr, Plano, TX, 75075	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128104	ENR	Bruce Jensen	1965-06-05	UHC-93320-87	—	1824 Park Pl, Scottsdale, AZ, 85243	0.50	Name re-cased Date of birth reformatted Phone missing area code 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-104405	ENR	Mei U Guzman	1948-06-07	UHC-54129-77	4847578175	5967 Grand Ave, Mesa, AZ, 85206	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+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-104667	ENR	Bradley H Wallace	1970-04-28	UHC-69793-41	7449822214	2777 Market St, Minneapolis, MN, 55419	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139110	ENR	Scott Martin	2006-07-10	UHC-42759-81	7247411792	3618 Cedar Ln, Dallas, TX, 75214	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+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-118678	ENR	Jesse M Reyes	2006-02-10	UHC-88973-05	2722119943	3997 Canyon Rd, Mesa, AZ, 85215	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-112080	ENR	Nancy N Rios	1945-11-03	UHC-06953-52	3529819484	7547 Highland Ave, Columbus, OH, 43286	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137514	ENR	Ana F Jimenez	1958-09-01	UHC-89148-48	—	3228 Mountain View Dr, Charlotte, NC, 28278	0.50	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-114045	ENR	Justin Y Wright	1949-03-15	UHC-64046-67	9878617076	1629 Main St, Nashville, TN, 37204	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-127429	ENR	Jean R Brown	1941-01-10	UHC-40230-19	8107211853	1798 Hillcrest Rd, San Diego, CA, 92113	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-139877	ENR	Douglas Russell	1997-07-01	UHC-42827-25	3455252431	3018 Harbor Blvd, Sacramento, CA, 95872	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-119114	ENR	Mateo Perez	2003-01-14	UHC-46817-61	9009394352	2630 Maple Ave, Tampa, FL, 33636	0.50	Name re-cased Phone reformatted 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-136838	ENR	William M Hughes	1978-01-02	UHC-08089-69	8224563791	9230 Canyon Rd, Minneapolis, MN, 55426	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-115882	ENR	Randy Graham	1965-11-03	UHC-32783-43	3702437308	4838 Highland Ave, Fresno, CA, 93785	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115883	ENR	Randy Graham	1965-11-03	UHC-32783-43	3702437308	4838 Highland Ave, Fresno, CA, 93785	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123151	ENR	Keith C Sanders	—	UHC-17016-66	—	6170 Willow Ct, Atlanta, GA, 30342	0.50	Date of birth unreadable Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-105819	ENR	Rian Rojas	1967-03-17	UHC-73873-93	9157674523	3825 Apache Blvd, San Diego, CA, 92125	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131867	ENR	Steven U Campbell	1987-11-27	UHC-83825-17	7257192835	4595 Union St, Plano, TX, 75099	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120965	ENR	Diane Lewis	1952-01-14	UHC-42576-07	—	7809 Broadway, Dallas, TX	0.50	Two-digit birth year Address re-cased City re-cased ZIP missing+3 more
ENR-116324	ENR	Andrew Foster	1955-10-12	UHC-85895-32	6394265330	6503 Cedar Ln, Las Vegas, NV, 89173	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-100424	ENR	Douglas W George	1985-12-18	UHC-91044-29	2146480532	9884 River Rd, Tempe, AZ, 85217	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133970	ENR	Isabella R Ferguson	1995-12-16	UHC-91349-72	2587529830	9627 Ocean Ave, Phoenix, AZ	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-105064	ENR	Benjamin Burton	1970-06-13	UHC-06418-87	6728788567	6438 Washington St, Chandler, AZ, 85204	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-118174	ENR	Ross S Keith	1939-07-21	UHC-82496-48	3768974465	4892 Baseline Rd, Phoenix, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135959	ENR	Julie N Garrett	1940-06-04	UHC-79164-92	2333135139	5021 Pine Dr, San Antonio, TX, 78221	0.50	Name re-cased Member ID reformatted SSN last four extracted Street suffix standardised+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

7,326 rows, page 28 of 147Previous Next