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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-424230	CLM	Billy Lewis	2001-11-16	UHC-05923-12	—	3868 Harbor Blvd, Miami, FL, 33187	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
PRV-22359	PRV	Sara Sanders	1970-11-07	—	—	2403 Spring St, Denver, CO, 80296	0.66	Phone missing area code State name converted to code Email lower-cased Whitespace trimmed+1 more
CLM-416099	CLM	Danielle King	1982-05-23	UHC-42664-83	—	6050 Park Pl, Fresno, CA, 93707	0.66	Name re-cased State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
CLM-432414	CLM	Judy P Henry	1987-05-03	UHC-61460-03	4822949035	1612 Forest Ave, Tempe, AZ, 85263	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-101736	ENR	Deborah A Stephens	1998-04-13	UHC-02721-84	8697199417	2776 Mesa Dr, Chandler, AZ, 85203	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-101735	ENR	Deborah A Stephens	1998-04-13	UHC-02721-84	8697199417	2776 Mesa Dr, Chandler, AZ, 85203	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-416173	CLM	Ethan Q Moore	1993-04-26	—	8555204235	4536 River Rd, Chandler, AZ, 85291	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-20140	PRV	Joan Bryant	1958-12-01	—	5253887592	6477 Spring St, Mesa, AZ, 85287	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
ENR-129124	ENR	Diana A Spencer	1942-08-19	UHC-15396-79	6903792927	1835 Oak St, Denver, CO, 80219	0.66	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-133232	ENR	Frances A Anderson	1989-02-20	UHC-57483-84	9828437499	6339 Park Pl, Phoenix, AZ, 85024	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-114044	ENR	Sarah Bowman	1983-04-27	UHC-65972-52	3436679817	3180 Apache Blvd, Los Angeles, CA, 90041	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-125687	ENR	Stephanie M Palmer	1975-06-20	UHC-80188-86	7956629019	1046 Indian School Rd, San Antonio, TX, 78238	0.66	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
PRV-20064	PRV	Deborah T Murray	2003-04-24	UHC-81038-07	—	3737 Baseline Rd, Scottsdale, AZ, 85253	0.66	Name re-cased Date of birth reformatted State name converted to code ZIP+4 trimmed+1 more
PRV-20065	PRV	Deborah T Murray	2003-04-24	UHC-81038-07	—	3737 Baseline Rd, Scottsdale, AZ, 85253	0.66	Name re-cased Date of birth reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-130389	ENR	Jackie X Daiz	1955-12-28	UHC-15009-91	4543731494	5150 Central Ave, San Antonio, TX	0.66	Name re-cased Date of birth reformatted State name converted to code ZIP missing+1 more
ENR-129983	ENR	Amed Murray	1969-10-08	UHC-25565-57	2152984239	8022 Lincoln Way, Atlanta, GA, 30353	0.66	Phone reformatted State name converted to code Email lower-cased Gender normalised+1 more
ENR-131081	ENR	Alexander Ross	1996-11-13	UHC-40145-93	3512894729	9651 Lake View Rd, Columbus, OH, 43250	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-132739	ENR	Mark O Johnson	1989-09-14	UHC-68075-73	8887023078	3957 Willow Ct, Scottsdale, AZ, 85265	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-135084	ENR	Donna Delgado	1939-08-03	UHC-28789-87	5519259954	8190 Desert Sky Blvd, Seattle, WA, 98110	0.66	Name split from “Last, First”Member ID reformatted State name converted to code Email lower-cased+1 more
ENR-123920	ENR	Laura Guzman	1971-04-20	UHC-57655-78	8847683138	3197 Ridge Rd, Plano, TX, 75022	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-427267	CLM	Doris Ryan	1981-08-24	UHC-04166-33	3596909950	2666 Sage Ct # 632, Minneapolis, MN, 55480	0.66	Phone reformatted Member ID reformatted Unit split from street State name converted to code+1 more
TPA-57773	TPA	David Andrews	1950-09-02	UHC-01919-18	6954009348	3567 Sunset Blvd, Jacksonville, FL, 32215	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
ENR-114381	ENR	Valentina Yang	1943-08-22	UHC-72593-31	8609219601	2679 Sunset Blvd, Seattle, WA, 98131	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
TPA-55997	TPA	Dnaiel Sanchez	2004-03-03	—	—	345 Main St, Austin, TX, 78799	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-59343	TPA	Juan Dean	1978-07-12	—	9192093811	7400 Church St, Glendale, AZ, 85376	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
ENR-110391	ENR	Dick Q Pierce	2001-02-08	UHC-33815-88	8277124381	2290 Grand Ave Apt 40, San Antonio, TX, 78224	0.66	Phone reformatted Unit split from street City re-cased State name converted to code+1 more
TPA-63291	TPA	Roy Young	1986-11-17	—	—	967 Oak St, Gilbert, AZ, 85202	0.66	Name re-cased Date of birth reformatted State name converted to code Gender normalised+1 more
CLM-413680	CLM	Brian F Wilson	1983-10-03	UHC-08927-59	—	955 Cedar Ln Apt 20, Miami, FL, 33107	0.66	Member ID reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
CLM-432803	CLM	Charles Gordon	1943-09-21	UHC-54101-17	4953268725	2811 Desert Sky Blvd, Sacramento, CA, 95830	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+1 more
ENR-139131	ENR	Kayla P Nunez	1981-07-13	UHC-79079-84	8618185116	2408 Ridge Rd, Orlando, FL, 32896	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-100673	ENR	Evelyn L Nguyen	1967-08-18	UHC-91671-60	3925464089	8788 Main St, Atlanta, GA, 30342	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-110092	ENR	Henry Palmer	2001-07-28	UHC-86219-27	6179262325	6770 Sage Ct, Tucson, AZ, 85721	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-126481	ENR	Randy Medina	1973-05-25	UHC-46897-05	8387381476	2559 Washington St, San Antonio, TX, 78292	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Email lower-cased+1 more
ENR-141848	ENR	Mateo B Simpson	1994-10-16	UHC-34741-79	2039855055	2939 Broadway, Las Vegas, NV, 89108	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Address re-cased+1 more
ENR-102230	ENR	Dylan C Kim	2007-06-24	UHC-93308-26	8946694364	7800 Elm St, Dallas, TX	0.66	Phone reformatted City re-cased State name converted to code ZIP missing+1 more
ENR-100671	ENR	Amber Bnenett	1959-05-15	UHC-43794-53	6002079323	1407 Palm Dr, Fresno, CA, 93717	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-425875	CLM	Kayla X Aguilar	1976-03-22	UHC-82478-71	2923605411	6304 Indian School Rd, Minneapolis, MN, 55409	0.66	Middle initial moved out of first name Phone reformatted State name converted to code Whitespace trimmed+1 more
TPA-61883	TPA	Patrick Walker	1997-07-01	UHC-86582-20	—	9298 Washington St, Atlanta, GA, 30362	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-140700	ENR	Dennis Kelley	2006-05-23	UHC-34794-63	8796066295	1820 Pine Dr, Las Vegas, NV, 89138	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-101908	ENR	Dylan Wang	1941-03-06	UHC-09762-15	2198627734	7317 Sage Ct, Mesa, AZ, 85221	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-131114	ENR	Sandra H Vasquez	1937-09-12	UHC-61566-57	8314744473	5203 Church St, Dallas, TX, 75283	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-122053	ENR	Aan Grant	1959-08-02	UHC-07213-89	5206868390	3529 Main St, Denver, CO, 80283	0.66	Two-digit birth year Phone reformatted Member ID reformatted State name converted to code+1 more
CLM-422687	CLM	Heather P Cook	1973-01-10	—	—	6040 Mountain View Dr, Tampa, FL, 33672	0.66	Name re-cased Two-digit birth year State name converted to code Whitespace trimmed+1 more
ENR-137030	ENR	Gerald L Parker	1970-07-24	UHC-10614-81	8282309412	7751 Mesa Dr, Chandler, AZ, 85228	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-122813	ENR	Kimebrly Q Gardner	1968-11-23	UHC-05701-79	—	1126 Washington St, Columbus, OH, 43247	0.66	Name re-cased Date of birth reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-123379	ENR	Peter S Hanson	1947-03-28	UHC-51808-10	7825064443	5439 Lincoln Way, Minneapolis, MN, 55473	0.66	Name split from “Last, First”Phone reformatted State name converted to code Email lower-cased+1 more
TPA-57396	TPA	Sophia Ryan	1958-07-11	—	5149238202	2546 Ridge Rd, Tucson, AZ, 85754	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-132394	ENR	Fatima Ford	1971-04-08	UHC-30010-11	9453198203	5826 Pine Dr, Mesa, AZ, 85205	0.66	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
TPA-57220	TPA	Kenneth Miller	1954-07-05	—	—	9815 Indian School Rd, Plano, TX, 75043	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
CLM-414394	CLM	Jackkie Spencer	1958-06-24	UHC-18603-59	4972476386	1667 Camelback Rd, Tampa, FL	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more

9,084 rows, page 120 of 182Previous Next