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 “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-63474	TPA	Lauren Rice	1980-08-12	—	4772388834	7069 Sage Ct, Los Angeles, CA, 90095	0.94	Phone reformatted Plan code upper-cased Placeholder values cleared
ENR-122297	ENR	Bryan Simmons	1997-03-12	UHC-64743-56	7096161888	6451 Valley View Dr, Tampa, FL, 33694	0.94	Date of birth reformatted State code upper-cased Plan code upper-cased
ENR-131361	ENR	Ashley Z Phillips	1950-11-17	UHC-94781-11	8533342954	8536 Forest Ave, Eden Prairie, MN, 55380	0.94	Name re-cased Phone reformatted Plan code upper-cased
CLM-402734	CLM	Kelly Espinoa	1989-01-27	UHC-63701-87	—	—	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-107708	ENR	Heather Allen	1952-07-21	UHC-48091-12	6915317869	9064 Grand Ave, Nashville, TN, 37272	0.94	Phone reformatted Plan code upper-cased Whitespace trimmed
CLM-407451	CLM	Ann Sullivan	1992-08-26	—	9422849100	4276 Desert Sky Blvd, Glendale, AZ, 85391	0.94	Phone reformatted Plan code upper-cased Whitespace trimmed
CLM-426665	CLM	Roger Banks	1974-05-26	—	—	—	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
TPA-61372	TPA	George Walker	1972-09-24	—	—	—	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-117915	ENR	Roy O Medina	1979-11-22	UHC-15517-76	3265062555	2725 Highland Ave, Mesa, AZ, 85266	0.94	Name re-cased Phone reformatted Plan code upper-cased
CLM-413923	CLM	Anthony Sivla	1950-03-01	—	—	7986 Bayshore Dr, Jacksonville, FL, 32287	0.94	Name re-cased Plan code upper-cased Placeholder values cleared
CLM-422433	CLM	Elijah Harper	1947-09-17	—	8226430159	—	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-413618	CLM	Henry Castillo	2006-10-04	UHC-37470-27	4092756281	—	0.94	Phone reformatted Plan code upper-cased Placeholder values cleared
CLM-426377	CLM	Megan Pena	1972-03-24	UHC-99425-15	—	5555 River Rd, Nashville, TN, 37285	0.94	Date of birth reformatted City re-cased Plan code upper-cased
CLM-421718	CLM	Larry Simpson	1973-01-25	UHC-81950-28	4443791894	406 Lincoln Way, Charlotte, NC, 28235	0.94	Phone reformatted Plan code upper-cased Whitespace trimmed
TPA-50047	TPA	Wayne Vazquez	1982-02-20	—	—	149 Lincoln Way, San Diego, CA, 92154	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-128450	ENR	Eugene Cooper	1974-01-17	UHC-06436-25	—	2875 Forest Ave, Plano, TX, 75012	0.94	Name re-cased Plan code upper-cased Whitespace trimmed
CLM-408661	CLM	Stephen H Ross	1967-10-22	—	—	—	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-115468	ENR	Julia D Jensen	1964-03-28	UHC-01842-56	8856956043	8676 Sunset Blvd, Tampa, FL, 33667	0.94	Name re-cased Plan code upper-cased Whitespace trimmed
CLM-422524	CLM	Sofia J Hicks	1952-05-23	—	—	—	0.94	Name re-cased Plan code upper-cased Placeholder values cleared
CLM-412751	CLM	Rachel U Cruz	1995-10-10	UHC-28148-13	—	94 Palm Dr, Eden Prairie, MN, 55379	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-132865	ENR	Billy K Kennedy	1939-05-21	UHC-10175-31	9128916431	820 Lake View Rd, Tampa, FL, 33605	0.94	Date of birth reformatted Phone reformatted Plan code upper-cased
CLM-427116	CLM	Jacob Dixon	1953-05-05	UHC-97536-98	—	—	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-420659	CLM	Melissa Hannsen	1996-03-18	UHC-30457-37	—	5176 Lincoln Way, Las Vegas, NV, 89109	0.94	Name re-cased Plan code upper-cased Placeholder values cleared
CLM-403704	CLM	Samantha Guzman	1996-12-26	UHC-92739-37	9118284633	—	0.94	Phone reformatted Plan code upper-cased Placeholder values cleared
CLM-404928	CLM	Vincent Hart	1976-04-05	—	—	—	0.94	Date of birth reformatted Plan code upper-cased Placeholder values cleared
ENR-100003	ENR	Laura Alvarado	1939-03-06	UHC-46111-16	2082046344	4347 Church St, Plano, TX, 75086	0.94	Phone reformatted Plan code upper-cased Whitespace trimmed
CLM-432234	CLM	Judy D Chen	1999-10-13	UHC-63983-74	—	6498 Oak St, Mesa, AZ, 85202	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-432233	CLM	Judy D Chen	1999-10-13	UHC-63983-74	—	6498 Oak St, Mesa, AZ, 85202	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-125789	ENR	Jeremy James	2008-03-04	UHC-50115-88	2912027299	5158 Park Pl, Nashville, TN, 37242	0.94	Name re-cased Phone reformatted Plan code upper-cased
PRV-24553	PRV	Aaron Fisher	1993-10-26	UHC-39898-77	5736658265	—	0.94	Phone reformatted Plan code upper-cased Placeholder values cleared
CLM-405672	CLM	Diego E Johnstno	1956-02-16	UHC-82913-21	—	—	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-413449	CLM	Emily Sanders	1943-06-20	—	—	—	0.94	Name re-cased Plan code upper-cased Placeholder values cleared
ENR-105179	ENR	Bryan Moreno	1978-07-28	UHC-61068-33	3272692283	212 Washington St, San Diego, CA, 92115	0.94	City re-cased Plan code upper-cased Whitespace trimmed
ENR-125770	ENR	Wayne F Harper	1964-10-28	UHC-30787-33	—	—	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
TPA-59486	TPA	Debra Domynguez	1941-03-03	—	—	—	0.94	Name re-cased Plan code upper-cased Placeholder values cleared
ENR-141245	ENR	Noah K Whie	1944-06-22	UHC-99894-75	2627925315	—	0.94	Phone reformatted Plan code upper-cased Placeholder values cleared
ENR-100579	ENR	Camila Y Bryant	1942-07-01	UHC-78163-31	4093755405	517 Harbor Blvd, Columbus, OH, 43259	0.94	Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-133938	ENR	Theresa Q Ortiz	1979-04-04	UHC-80394-40	8204822968	8075 Mesa Dr, Atlanta, GA, 30340	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-140453	ENR	Gloria X Jimenez	1994-08-25	UHC-94884-17	5255249627	1513 Desert Sky Blvd, Atlanta, GA, 30341	0.94	Member ID reformatted Plan code upper-cased Whitespace trimmed
ENR-111586	ENR	Omar G Li	1996-07-21	UHC-18128-45	6575291530	1345 Oak St, San Diego, CA, 92195	0.94	Phone reformatted Email lower-cased Plan code upper-cased
CLM-411071	CLM	Beth S Tucker	1981-04-25	—	—	—	0.94	Date of birth reformatted Plan code upper-cased Placeholder values cleared
CLM-411072	CLM	Beth S Tucker	1981-04-25	—	—	—	0.94	Date of birth reformatted Plan code upper-cased Placeholder values cleared
ENR-102887	ENR	Margaret X Reed	1963-05-01	UHC-06116-42	2727099084	8171 Ocean Ave, Las Vegas, NV, 89167	0.94	Name re-cased Email lower-cased Plan code upper-cased
CLM-414309	CLM	Timothy Hunt	1987-12-17	UHC-84563-77	—	9387 Sunset Blvd, Tucson, AZ, 85769	0.94	Name re-cased Plan code upper-cased Placeholder values cleared
ENR-117877	ENR	Scott N Powell	1958-11-17	UHC-12916-49	5123804882	7010 Park Pl, Plano, TX, 75043	0.94	Phone reformatted Plan code upper-cased Placeholder values cleared
ENR-122997	ENR	Isabella Kim	1959-08-14	UHC-31032-26	5057070516	8709 Sage Ct, Gilbert, AZ, 85288	0.94	Name re-cased Phone reformatted Plan code upper-cased
ENR-104027	ENR	Paul Holmes	2003-04-23	UHC-05136-74	—	8385 Broadway, Columbus, OH, 43250	0.94	Name re-cased Plan code upper-cased Whitespace trimmed
ENR-115110	ENR	Vincent Carlson	1953-01-24	UHC-79092-72	5888318997	5373 Forest Ave, Jacksonville, FL, 32218	0.94	Name re-cased Phone reformatted Plan code upper-cased
TPA-63814	TPA	Julie Martinez	1955-04-23	—	—	19 Maple Ave, Tampa, FL, 33635	0.94	Name re-cased Plan code upper-cased Placeholder values cleared
ENR-116677	ENR	Joshua J Perry	1941-04-17	UHC-19812-26	—	3898 Grand Ave, Plano, TX, 75094	0.94	Date of birth reformatted Plan code upper-cased Whitespace trimmed

3,278 rows, page 64 of 66Previous Next