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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-137414	ENR	Nicole K Willis	1997-02-08	UHC-86882-04	7408018267	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-26705	PRV	Arthur V Lawson	1980-01-04	—	2375944552	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-409774	CLM	Marcus Scott	1966-10-26	UHC-10294-58	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-28826	PRV	Adam X Vega	1974-12-27	—	5372467498	3130 Cedar Ln, San Diego, CA, 92181	0.80	Name re-cased Two-digit birth year Plan code upper-cased Placeholder values cleared
CLM-431218	CLM	Amanda Rice	1997-05-06	—	9486785631	453 Mountain View Dr, Tempe, AZ, 85257	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-426061	CLM	Wei D Arnold	1976-05-23	UHC-93430-91	5936496455	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-400186	CLM	Albert Mills	1969-04-17	UHC-55242-12	—	8048 Mountain View Dr, Tempe, AZ, 85228	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-423990	CLM	Randy Park	1976-06-27	UHC-28027-27	3824538562	3567 Cedar Ln, Tampa, FL, 33647	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-130851	ENR	Albert H Rios	1958-01-26	UHC-29234-95	—	6504 Jefferson Ave, Eden Prairie, MN, 55364	0.80	Name re-cased Two-digit birth year Member ID reformatted Placeholder values cleared
CLM-412630	CLM	Judith Bradley	1975-07-23	UHC-04466-99	2995934510	—	0.80	Two-digit birth year Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-431514	CLM	Brittany Bennett	1968-01-08	UHC-04004-55	—	6461 Cedar Ln, Nashville, TN, 37212	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-100676	ENR	Frances Bailey	1977-09-15	UHC-79037-98	6698041036	4314 Mountain View Dr, Jacksonville, FL, 32293	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-127111	ENR	Albert R Ramos	1944-03-19	UHC-72345-89	4332356686	1251 Lincoln Way, Jacksonville, FL, 32291	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed
ENR-102168	ENR	Nicholas X Stevens	1966-01-19	UHC-17491-69	4163756819	8181 Sunset Blvd, Glendale, AZ, 85315	0.80	Two-digit birth year Phone reformatted Member ID reformatted Plan code upper-cased
CLM-432498	CLM	Kelly Gonzalez	1990-11-16	—	8675531899	6614 Central Ave, Jacksonville, FL, 32238	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-428428	CLM	Diana O Carroll	1990-11-07	UHC-85368-85	4203480007	6667 Ocean Ave, Phoenix, AZ, 85064	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-412516	CLM	Edward Gerrero	1995-11-06	—	5228952912	—	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
PRV-22658	PRV	Bradley Belll	1989-10-15	—	6273622857	8241 Meadow Ln, Jacksonville, FL, 32268	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-423798	CLM	Nancy Price	1998-01-02	UHC-34209-49	3512524864	5191 Palm Dr, San Antonio, TX, 78200	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
ENR-108213	ENR	Larry K Hall	1976-01-12	UHC-42998-10	6314084076	2039 Maple Ave, Tucson, AZ, 85739	0.80	Name re-cased Two-digit birth year Phone reformatted Plan code upper-cased
TPA-64140	TPA	Dina Harris	1992-03-11	—	—	6494 Mesa Dr, Miami, FL, 33154	0.80	Name re-cased Two-digit birth year City re-cased Placeholder values cleared
ENR-103685	ENR	Gary Santiago	1973-11-24	UHC-81154-41	2312101694	8346 Spring St, Columbus, OH, 43297	0.80	Name re-cased Two-digit birth year Phone reformatted City re-cased
PRV-24759	PRV	Brenda O Wong	1952-02-16	UHC-83913-18	2307310131	2021 Willow Ct, Miami, FL, 33163	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-115537	ENR	Stephanie Flores	1990-11-05	UHC-94918-95	9376058985	1443 Elm St, Los Angeles, CA, 90020	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed
CLM-426706	CLM	Greg Palmer	1975-11-04	UHC-49414-59	—	7816 Apache Blvd, Chandler, AZ, 85209	0.80	Two-digit birth year City re-cased Whitespace trimmed Placeholder values cleared
CLM-401641	CLM	Juddy Schultz	1971-11-05	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-410739	CLM	Anna Scott	1966-07-27	UHC-14025-28	4748987062	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-28002	PRV	Mary Coleman	1995-06-14	UHC-92494-52	5556313855	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-59234	TPA	Linda Hart	1951-12-22	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-27815	PRV	Gary G Collins	1978-09-17	—	3428991081	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-426629	CLM	Jacqueline Wang	1939-09-15	UHC-08240-16	—	2150 Bayshore Dr, Orlando, FL, 32882	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-423620	CLM	Janet Chaapman	1979-08-08	UHC-78660-10	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-122978	ENR	Angela Sullivan	1962-09-08	UHC-92117-15	8249232096	173 Indian School Rd, Minneapolis, MN, 55402	0.80	Two-digit birth year Phone reformatted City re-cased Placeholder values cleared
ENR-124883	ENR	Wei Willis	1967-01-27	UHC-15137-52	3133841363	4703 Indian School Rd, Eden Prairie, MN, 55347	0.80	Name re-cased Two-digit birth year Member ID reformatted City re-cased
TPA-60082	TPA	Ruth Jackson	2003-08-16	—	7248121502	4532 Jefferson Ave, Mesa, AZ, 85236	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-425050	CLM	Charles Ortiz	1938-04-02	—	9519246952	6243 Hillcrest Rd, Glendale, AZ, 85395	0.80	Two-digit birth year City re-cased Whitespace trimmed Placeholder values cleared
ENR-120519	ENR	Benjamin Singh	1948-11-04	—	4392169084	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-138177	ENR	Brian Dixon	1985-07-13	UHC-02163-23	3405053318	8209 Maple Ave, Gilbert, AZ, 85204	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-401462	CLM	Amanda Barnes	1968-07-20	UHC-91250-79	—	—	0.80	Two-digit birth year Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-138512	ENR	Maria Soto	1969-06-14	UHC-62350-38	2099689994	—	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-409983	CLM	Steve McCoy	1976-03-10	UHC-00347-08	—	8878 Market St, Scottsdale, AZ, 85260	0.80	Two-digit birth year Member ID reformatted City re-cased Placeholder values cleared
ENR-122854	ENR	Diana Bell	1949-01-04	UHC-46851-26	3803910753	6694 Canyon Rd, San Diego, CA, 92104	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed
ENR-118455	ENR	Rchard O Welch	1944-11-08	UHC-94329-01	2169590351	765 Jefferson Ave, Phoenix, AZ, 85063	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed
ENR-118456	ENR	Rchard O Welch	1944-11-08	UHC-94329-01	2169590351	765 Jefferson Ave, Phoenix, AZ, 85063	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed
CLM-411110	CLM	Dorothy Wang	1947-05-08	UHC-35536-05	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-29471	PRV	Jacob K Rojas	1988-12-24	—	7539003351	4083 Elm St, Plano, TX, 75028	0.80	Two-digit birth year Phone reformatted City re-cased Placeholder values cleared
CLM-432049	CLM	Jacqueline Mitchell	1952-08-19	UHC-37509-52	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-57818	TPA	Brandon I Bell	1955-12-08	—	9257678922	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-407538	CLM	Virginia Yang	1988-08-28	—	6856039563	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-132898	ENR	Deborah Q Lynch	1993-12-15	UHC-46251-68	3223740505	7561 Union St, Seattle, WA, 98128	0.80	Two-digit birth year City re-cased Whitespace trimmed Placeholder values cleared

6,661 rows, page 109 of 134Previous Next