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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-132265	ENR	Frances D Jackson	1961-02-19	UHC-00713-56	2867510402	809 Apache Blvd, Minneapolis, MN, 55415	0.82	Date of birth reformatted Phone reformatted ZIP+4 trimmed
TPA-52355	TPA	Sean Collins	1995-06-27	UHC-91688-56	—	3968 Elm St, Chandler, AZ, 85206	0.82	Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
ENR-115220	ENR	Maria Z Franklin	1938-01-28	UHC-82679-55	6834625035	6020 River Rd, Denver, CO, 80242	0.82	Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-139556	ENR	Yuki Yang	1977-09-21	UHC-26988-86	3709198884	7745 Broadway, San Diego, CA, 92191	0.82	Name re-cased ZIP+4 trimmed Email lower-cased
ENR-113018	ENR	Ruth Owens	1988-01-27	UHC-38282-21	2465225709	8039 Washington St, Houston, TX, 77015	0.82	Phone reformatted ZIP+4 trimmed Email lower-cased
ENR-104434	ENR	Keith A Lawrence	1973-01-22	UHC-56811-34	3404705848	7530 Maple Ave, Denver, CO, 80247	0.82	Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-414280	CLM	Linda Torres	1956-04-10	—	6054037364	6643 Mountain View Dr, Scottsdale, AZ, 85208	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-429322	CLM	Harold Green	1949-02-27	—	—	5450 Spring St, Seattle, WA, 98175	0.82	City re-cased ZIP+4 trimmed Placeholder values cleared
PRV-20325	PRV	Kimberly Mejia	1977-11-19	—	—	4850 Indian School Rd, Mesa, AZ, 85252	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-404940	CLM	Zachary Ortega	1947-11-11	—	—	7811 Washington St, Fresno, CA, 93778	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
TPA-58277	TPA	Dylan Graham	1991-04-20	—	6332116626	5316 Harbor Blvd, Chandler, AZ, 85237	0.82	Phone reformatted ZIP+4 trimmed Placeholder values cleared
PRV-23754	PRV	Amanda Montgoery	1969-03-19	—	7775358349	6520 Harbor Blvd, Plano, TX, 75061	0.82	Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
TPA-53822	TPA	Billy Parker	1973-06-07	—	—	1222 Baseline Rd, Chandler, AZ, 85280	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-22696	PRV	Anna Hall	2001-04-04	—	9816328969	1680 Jefferson Ave, Miami, FL, 33114	0.82	Phone reformatted ZIP+4 trimmed Placeholder values cleared
PRV-27033	PRV	Billy Brown	1977-12-04	UHC-09978-13	—	870 Hillcrest Rd, Fresno, CA, 93709	0.82	Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
ENR-110298	ENR	Emily Ellis	2001-01-27	UHC-19306-54	9315959115	321 Sage Ct, Austin, TX, 78748	0.82	Date of birth reformatted Phone reformatted ZIP+4 trimmed
ENR-103372	ENR	Kayla Hart	1966-12-18	UHC-59228-60	6172362994	61 Washington St, Tempe, AZ, 85220	0.82	Date of birth reformatted Phone reformatted ZIP+4 trimmed
ENR-132454	ENR	Lwarence U Ramirez	1971-02-09	UHC-73167-84	7125755715	863 Bayshore Dr, Los Angeles, CA, 90061	0.82	Phone reformatted Member ID reformatted ZIP+4 trimmed
TPA-58796	TPA	Ralph Jacobs	1982-04-19	—	—	3178 Lincoln Way, Jacksonville, FL, 32271	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
ENR-132897	ENR	Theresa D Taylor	1982-04-11	UHC-55739-27	5392222883	2310 Mesa Dr, Los Angeles, CA, 90081	0.82	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed
TPA-54692	TPA	Anna Oliver	1950-05-12	—	—	4879 Main St, Los Angeles, CA, 90038	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
CLM-409114	CLM	Wei Nelson	1975-03-28	UHC-64178-30	—	5374 Mesa Dr, Tampa, FL, 33629	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
CLM-418321	CLM	Pamela Bryant	1960-03-17	UHC-85849-44	—	609 Lake View Rd, Los Angeles, CA, 90019	0.82	Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
ENR-140524	ENR	Mateo L Grant	1969-10-22	UHC-05095-06	7323803755	2240 Hillcrest Rd, Fresno, CA, 93736	0.82	Date of birth reformatted Phone reformatted ZIP+4 trimmed
CLM-410420	CLM	Sara Campbell	1942-12-26	—	2949606419	5159 Desert Sky Blvd, Gilbert, AZ, 85261	0.82	Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-411405	CLM	Pamela Rojas	1976-04-09	UHC-38278-60	—	2815 Elm St, Plano, TX, 75010	0.82	Member ID reformatted ZIP+4 trimmed Placeholder values cleared
CLM-407511	CLM	Jack Sanchez	1998-04-02	—	6027213425	9589 Canyon Rd, San Diego, CA, 92138	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-110014	ENR	Kavin H Webb	1955-11-24	UHC-94348-70	3485577485	9305 Grand Ave, Atlanta, GA, 30375	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-119079	ENR	Wei S Guzman	1969-04-22	UHC-71359-21	7645336737	518 Broadway, Nashville, TN, 37298	0.82	Name re-cased Phone reformatted ZIP+4 trimmed
TPA-63513	TPA	Susan Larson	1966-04-24	—	—	8213 Indian School Rd, Orlando, FL, 32859	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-114421	ENR	Albert Harvey	1986-10-10	UHC-60031-24	5119210332	9873 Lincoln Way, Minneapolis, MN, 55489	0.82	Date of birth reformatted Phone reformatted ZIP+4 trimmed
ENR-141169	ENR	Lauren Grant	1976-09-10	UHC-93736-59	4268842621	4203 Grand Ave, Denver, CO, 80290	0.82	Name re-cased Phone reformatted ZIP+4 trimmed
ENR-129116	ENR	Kelly Q Richardson	1961-03-09	UHC-55203-07	4085635948	348 Mesa Dr, Chandler, AZ, 85214	0.82	Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-135699	ENR	Raymond B Rivera	1973-10-24	—	5637961847	7816 Camelback Rd, Atlanta, GA, 30334	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-103704	ENR	Luis Payne	1986-12-14	UHC-63005-41	7828538699	8681 Park Pl, Fresno, CA, 93788	0.82	City re-cased ZIP+4 trimmed Whitespace trimmed
TPA-61636	TPA	Joyce Perez	1977-06-24	UHC-21788-68	5748435293	9017 Washington St, Dallas, TX, 75245	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-428034	CLM	Lawrence L Johnston	1918-05-16	UHC-28017-01	9333107818	5252 Highland Ave, Tempe, AZ, 85240	0.82	Phone reformatted ZIP+4 trimmed Placeholder values cleared
TPA-56280	TPA	Henry Wells	1994-05-08	—	—	7167 Highland Ave, Scottsdale, AZ, 85216	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
ENR-102749	ENR	Mary Hansen	1961-11-20	UHC-80131-43	9885051853	263 Lincoln Way, Orlando, FL, 32884	0.82	Name re-cased Phone reformatted ZIP+4 trimmed
CLM-419994	CLM	Dbra H Coleman	1972-03-28	UHC-55489-25	—	6947 Ocean Ave, Tempe, AZ, 85277	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-403293	CLM	Timthy Cook	2004-02-16	UHC-20743-60	—	2519 Desert Sky Blvd, Columbus, OH, 43230	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
CLM-403257	CLM	Carolyn Woods	1950-11-09	UHC-37941-83	—	998 Mountain View Dr, San Antonio, TX, 78284	0.82	ZIP+4 trimmed Plan code upper-cased Placeholder values cleared
TPA-54154	TPA	Roy Crawford	1991-07-27	UHC-84794-41	—	6673 Oak St, Seattle, WA, 98175	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-54155	TPA	Roy Crawford	1991-07-27	UHC-84794-41	—	6673 Oak St, Seattle, WA, 98175	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-136657	ENR	Eric Bryant	1987-04-07	UHC-41677-25	4453379516	3004 Lake View Rd, Tucson, AZ, 85756	0.82	Name re-cased Phone reformatted ZIP+4 trimmed
ENR-126506	ENR	Doris Sipson	1953-05-01	UHC-07621-28	7234308765	8477 Lake View Rd, Tucson, AZ, 85768	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-110672	ENR	Brian T Bowwman	1984-09-11	UHC-31217-11	8886229670	7279 Bayshore Dr, Tucson, AZ, 85771	0.82	Phone reformatted ZIP+4 trimmed Whitespace trimmed
TPA-63200	TPA	Randy I Matthews	1981-08-02	UHC-28402-87	—	6547 Willow Ct, Eden Prairie, MN, 55319	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-404025	CLM	Katherine Dean	1958-10-29	—	5045412694	7389 Union St, Fresno, CA, 93715	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-56274	TPA	Janike Hunter	1982-03-04	UHC-06562-97	—	4443 Jefferson Ave, Chandler, AZ, 85246	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared

8,263 rows, page 161 of 166Previous Next