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

All sources, flag “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-106630	ENR	Judy K Sanders	1961-06-20	UHC-78535-38	6016220859	8196 Ridge Rd, Los Angeles, CA, 90032	0.90	Name re-cased Phone reformatted Member ID reformatted City re-cased+1 more
CLM-404767	CLM	Eric Ross	1989-03-20	UHC-65059-83	3503746694	2705 Broadway, Gilbert, AZ, 85237	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-408328	CLM	Carol U Vazquez	1949-01-12	UHC-72645-15	9268387556	—	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-104557	ENR	Theresa S Reed	1961-12-22	UHC-52935-36	9344218578	4038 Oak St, Phoenix, AZ, 85067	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-104069	ENR	Samantha Vazquez	1972-01-08	UHC-23134-85	9348930838	9424 Highland Ave, Glendale, AZ, 85312	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-417945	CLM	Andrew Simmons	1996-11-15	UHC-41090-96	—	—	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-112911	ENR	Julei P Soto	1988-04-23	UHC-12423-03	3314494120	8093 Jefferson Ave, San Diego, CA, 92188	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
ENR-123124	ENR	Cynthia Flores	1954-12-28	UHC-94639-58	—	8921 Desert Sky Blvd, Glendale, AZ, 85338	0.90	Name re-cased Date of birth reformatted Member ID reformatted Email lower-cased+1 more
CLM-419834	CLM	Albert E Jacobs	1994-07-04	UHC-11708-31	—	1538 Lake View Rd, Seattle, WA, 98175	0.90	Date of birth reformatted Member ID reformatted State code upper-cased Whitespace trimmed+1 more
PRV-25060	PRV	Grace Y Romero	2000-01-21	UHC-22850-73	5705514475	2205 Grand Ave, Glendale, AZ, 85300	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
PRV-25059	PRV	Grace Y Romero	2000-01-21	UHC-22850-73	5705514475	2205 Grand Ave, Glendale, AZ, 85300	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-114504	ENR	David O Knight	1981-12-18	UHC-38455-17	4197998799	3632 Main St, Jacksonville, FL, 32238	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Email lower-cased+1 more
ENR-140081	ENR	Evelyn T Espinoza	1952-10-01	UHC-30331-27	3815250704	1743 Church St, Tempe, AZ, 85297	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
ENR-112119	ENR	Dylan O Reed	1944-03-04	UHC-37557-53	3883279903	1234 Pine Dr, Jacksonville, FL, 32257	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-416806	CLM	Carlos Yang	1943-12-09	UHC-74210-27	3883967231	3892 Lake View Rd, Scottsdale, AZ, 85207	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Plan code upper-cased+1 more
ENR-120587	ENR	Ana W Walker	1993-07-26	UHC-28164-13	2395851520	8185 Camelback Rd, Fresno, CA, 93783	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-415707	CLM	Amy Bell	1952-11-17	UHC-13517-15	8357067795	588 Church St, Plano, TX, 75054	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
PRV-28777	PRV	Julia A Larson	1969-01-23	UHC-27502-34	5829734161	6838 Maple Ave, Houston, TX, 77091	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-142472	ENR	Elizabeth J Day	1975-04-01	UHC-48498-10	7164261883	2306 Baseline Rd, Dallas, TX, 75285	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-421152	CLM	Scott Rogers	1975-04-10	UHC-34357-45	—	1722 Canyon Rd, Fresno, CA, 93769	0.90	Name re-cased Member ID reformatted City re-cased Whitespace trimmed+1 more
ENR-118944	ENR	Sarah Elliott	1951-09-07	UHC-17243-73	—	9509 Highland Ave, Phoenix, AZ, 85079	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-104753	ENR	Anna C Mendoza	1946-12-01	UHC-01935-15	7439156605	3118 Lake View Rd, Gilbert, AZ, 85283	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-403797	CLM	Jeff O Allen	1990-01-02	UHC-29346-52	6203934513	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-428114	CLM	Diana Brooks	1970-11-24	UHC-64888-77	6696603198	—	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-421041	CLM	Amber Fields	1977-10-14	UHC-04870-75	7876613893	—	0.90	Name re-cased Phone reformatted Member ID reformatted Email lower-cased+1 more
ENR-130876	ENR	Thomas I Day	1983-04-11	UHC-64033-30	4266528716	2133 Broadway, Las Vegas, NV, 89109	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-432313	CLM	Sharon Sullivan	2003-10-16	UHC-69191-51	4398548119	6075 Elm St, Nashville, TN, 37275	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-111334	ENR	Tyler McDonald	1947-11-22	UHC-47574-41	7554362224	2865 Broadway, San Antonio, TX, 78223	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-412430	CLM	Willie Hansen	1941-12-16	UHC-41836-57	3386239076	—	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
TPA-57778	TPA	Ashley Montgomery	1948-10-22	UHC-77256-81	9675824786	8839 Broadway, Minneapolis, MN, 55439	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
PRV-21857	PRV	Omar Collins	2001-09-13	UHC-17620-38	2292227324	9690 Hillcrest Rd, Atlanta, GA, 30341	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-417969	CLM	Frances Hanson	1989-05-10	UHC-45521-79	8703576409	6548 Willow Ct, Phoenix, AZ, 85041	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
PRV-26396	PRV	Emma L Vea	1940-08-26	UHC-61278-63	4944118245	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
ENR-103042	ENR	Natalie J Luna	1943-03-22	UHC-99371-62	9408938025	9853 River Rd, Glendale, AZ, 85323	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-432681	CLM	Helen Nguyen	1992-11-19	UHC-32465-91	4198476611	9835 Meadow Ln, Nashville, TN, 37205	0.90	Date of birth reformatted Member ID reformatted City re-cased Whitespace trimmed+1 more
ENR-142523	ENR	Beverly K Carlson	1981-05-25	UHC-50578-50	3372737487	7248 Grand Ave, Austin, TX, 78747	0.90	Name re-cased Phone reformatted Member ID reformatted Email lower-cased+1 more
CLM-400181	CLM	Larry Chapman	1972-12-11	UHC-59123-12	—	1882 Baseline Rd, Jacksonville, FL, 32200	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-409607	CLM	Eugene Coleman	1985-03-07	UHC-85703-84	5084180342	—	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-119263	ENR	Scott K Roberts	1956-11-24	UHC-28958-09	2488889680	1572 Broadway, Phoenix, AZ, 85079	0.90	Phone reformatted Member ID reformatted City re-cased State code upper-cased+1 more
CLM-406226	CLM	Timothy Berry	1976-03-12	UHC-17139-84	7572035779	422 Meadow Ln, Minneapolis, MN, 55414	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-408936	CLM	Michael Patel	1960-12-08	UHC-44001-21	6857130246	—	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-421738	CLM	Randy I Lynch	1996-09-27	UHC-19138-60	—	269 Canyon Rd, Eden Prairie, MN, 55336	0.90	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+1 more
ENR-122123	ENR	Lucia J Reyes	1983-01-25	UHC-96555-65	8756637893	5902 Canyon Rd, Charlotte, NC, 28222	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-141953	ENR	Carolyn C Jacobs	1954-07-07	UHC-51019-83	4862489373	4870 Main St, Chandler, AZ, 85260	0.90	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+1 more
ENR-117519	ENR	Emma Mendaz	1954-05-08	UHC-16028-30	2403833741	5770 Indian School Rd, Eden Prairie, MN, 55348	0.90	Name re-cased Phone reformatted Member ID reformatted Email lower-cased+1 more
ENR-133908	ENR	Aisha Lopez	1971-03-03	UHC-33764-63	—	24 Desert Sky Blvd, Chandler, AZ, 85260	0.90	Date of birth reformatted Member ID reformatted State code upper-cased Whitespace trimmed+1 more
CLM-419496	CLM	Richard Y Bennett	1947-10-11	UHC-79772-04	4762349443	9652 Forest Ave, Austin, TX, 78702	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-400785	CLM	Debra Bishop	1953-03-26	UHC-74782-94	3157943023	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
ENR-136940	ENR	Brandon F Collins	1981-07-08	UHC-98443-74	3305209122	1704 Desert Sky Blvd, Tampa, FL, 33665	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-120266	ENR	Douglsa Matthews	1946-05-26	UHC-83823-18	2336834424	3945 Broadway, Plano, TX, 75066	0.90	Name re-cased Date of birth reformatted Member ID reformatted Address re-cased+1 more

7,723 rows, page 132 of 155Previous Next