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 missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-61633	TPA	Susan Perez	1978-02-15	—	2405458956	4972 Sunset Blvd, Minneapolis, MN	0.68	City re-cased ZIP missing Gender normalised Placeholder values cleared
ENR-135107	ENR	James I Freeman	1985-01-04	UHC-64293-35	—	6336 Market St, Charlotte, NC	0.68	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing
CLM-406010	CLM	Marilyn Alexander	1940-02-06	UHC-20423-25	7946354986	9678 Indian School Rd, Atlanta, GA	0.68	Phone reformatted ZIP missing Gender normalised Placeholder values cleared
ENR-107491	ENR	Gloria Murpphy	2004-08-19	UHC-23710-22	6236296008	2342 Willow Ct, Fresno, CA	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP missing
TPA-59858	TPA	Amanda Alexander	—	—	—	879 Sunset Blvd, Houston, TX	0.68	Name re-cased Date of birth unreadable ZIP missing Placeholder values cleared
CLM-427959	CLM	Kyle Wislon	1956-10-22	UHC-49295-41	—	834 Oak St, Nashville, TN	0.68	Name split from “Last, First”ZIP missing Whitespace trimmed Placeholder values cleared
ENR-134422	ENR	Kelly K Mitchell	1991-07-13	UHC-46965-75	2523108532	256 Sunset Blvd, Seattle, WA	0.68	Name split from “Last, First”Phone reformatted ZIP missing Placeholder values cleared
ENR-124522	ENR	Bobby D Crawford	1940-06-13	UHC-14192-83	4459998142	1324 Elm St, Fresno, CA	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP missing
PRV-27727	PRV	Hannah Munoz	1942-11-28	UHC-67975-18	—	9778 Ridge Rd, Plano, TX	0.68	Phone missing area code Member ID reformatted ZIP missing Placeholder values cleared
ENR-138734	ENR	Julia D Luna	1971-02-15	UHC-80595-34	4034715948	8584 Main St, Tampa, FL	0.68	Date of birth reformatted Phone reformatted ZIP missing Gender normalised
PRV-22181	PRV	Maria I Estrada	1953-05-25	—	6723712656	5526 Valley View Dr, Jacksonville, FL	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-117818	ENR	Eric O Sullivan	1963-09-08	UHC-21997-61	4495005274	209 Mountain View Dr, Sacramento, CA	0.68	Date of birth reformatted Phone reformatted ZIP missing Gender normalised
ENR-101622	ENR	Linda O Carr	1950-10-05	UHC-14169-74	—	27 Forest Ave Apt 7, Columbus, OH	0.68	Unit split from street ZIP missing Whitespace trimmed Placeholder values cleared
ENR-127000	ENR	Omar S Myers	1958-06-01	UHC-56404-63	8105323943	134 Church St, Mesa, AZ	0.68	Two-digit birth year Phone reformatted ZIP missing Email lower-cased
ENR-129113	ENR	Kevin V Reyes	1938-04-09	UHC-54672-04	5716478007	172 Sage Ct, Seattle, WA	0.68	Name re-cased State name converted to code ZIP missing Whitespace trimmed
CLM-408330	CLM	Becky Wilson	1982-12-21	UHC-50574-71	8263080261	3284 Valley View Dr, San Antonio, TX	0.68	Two-digit birth year ZIP missing Email lower-cased Whitespace trimmed
TPA-57527	TPA	Brian Gutirerez	1995-03-11	—	—	6475 Central Ave, Sacramento, CA	0.68	Name split from “Last, First”ZIP missing Whitespace trimmed Placeholder values cleared
ENR-128549	ENR	Vincent W Padilla	1986-01-12	UHC-44861-15	8579745210	1843 Central Ave, San Diego, CA	0.68	Name re-cased Street suffix standardised Address re-cased ZIP missing
CLM-425467	CLM	Mariana Patel	1956-02-11	UHC-03136-39	6109251583	2743 Apache Blvd, Gilbert, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed
ENR-125145	ENR	Wei D Dunn	1939-03-08	UHC-66942-45	—	1020 Oak St, Glendale, AZ	0.68	Phone missing area code Member ID reformatted ZIP missing Placeholder values cleared
ENR-132368	ENR	Samantha S Adams	1997-01-12	UHC-60115-83	6134712450	6922 Sage Ct, Fresno, CA	0.68	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed
TPA-60630	TPA	Sofia Walkre	1997-10-01	—	—	3784 Oak St, Mesa, AZ	0.68	Date of birth reformatted ZIP missing Gender normalised Placeholder values cleared
CLM-406503	CLM	Lawrence Mitchell	1940-07-19	UHC-30433-13	—	5724 Hillcrest Rd, Columbus, OH	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-110503	ENR	Mary Mills	1958-03-18	UHC-40585-28	6689634676	2406 Church St, Houston, TX	0.68	Name split from “Last, First”Phone reformatted ZIP missing Placeholder values cleared
ENR-124173	ENR	Bobby Robinson	1961-01-20	UHC-36417-87	2758216491	7600 Bayshore Dr, Eden Prairie, MN	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-135525	ENR	Catherine Marshall	1991-03-26	UHC-96098-86	5308472517	8858 Grand Ave, Sacramento, CA	0.68	Name re-cased Phone reformatted ZIP missing Gender normalised
TPA-56722	TPA	Alan Cole	1941-01-04	—	—	5628 Forest Ave, Austin, TX	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
TPA-54090	TPA	Brandon Peena	1938-08-08	—	—	3328 Ridge Rd, Plano, TX	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-130958	ENR	Julia Walker	1973-07-13	UHC-38007-53	—	8617 Apache Blvd, Plano, TX	0.68	ZIP missing Gender normalised Whitespace trimmed Placeholder values cleared
ENR-132469	ENR	Theresa A Padilla	1944-12-07	UHC-76628-92	—	5793 Hillcrest Rd Apt 3, Columbus, OH	0.68	Name re-cased Unit split from street ZIP missing Placeholder values cleared
ENR-129138	ENR	Billy Morales	1997-12-01	UHC-83444-60	9632818563	342 Grand Ave, Miami, FL	0.68	Phone reformatted State name converted to code ZIP missing Email lower-cased
ENR-102716	ENR	Gerald Elliott	1978-03-11	UHC-56214-07	9242956892	4723 Palm Dr, Miami, FL	0.68	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed
CLM-429992	CLM	Arthur Nichols	1942-09-26	UHC-48023-89	—	1576 Mountain View Dr, Columbus, OH	0.68	ZIP missing Gender normalised Whitespace trimmed Placeholder values cleared
PRV-29527	PRV	George Y Ramos	1962-03-15	—	—	2114 Willow Ct, Seattle, WA	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-107593	ENR	Ana W Alexander	1998-03-14	UHC-52420-37	7815508348	9045 Spring St, Austin, TX	0.68	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed
ENR-119461	ENR	Wei Cooper	1944-01-22	UHC-24248-68	5506833544	9506 Sunset Blvd, Orlando, FL	0.68	Phone reformatted ZIP missing Gender normalised Whitespace trimmed
CLM-401351	CLM	Carolyn Snyder	1981-08-10	—	—	6684 Meadow Ln, Scottsdale, AZ	0.68	Date of birth reformatted Phone missing area code ZIP missing Placeholder values cleared
CLM-412851	CLM	Ana Fuller	—	UHC-81544-39	—	3985 Desert Sky Blvd, Mesa, AZ	0.68	Date of birth unreadable ZIP missing Whitespace trimmed Placeholder values cleared
PRV-28347	PRV	Cheryl Armstrong	1967-04-06	UHC-23457-56	—	1762 Lake View Rd, San Diego, CA	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-142947	ENR	Priya L Banks	2006-02-18	UHC-24758-39	8672834139	1835 Lake View Rd, Phoenix, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Email lower-cased
TPA-55268	TPA	Abigail Taylor	1942-07-02	—	—	7514 Market St, Dallas, TX	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-115245	ENR	Helen F Chavez	2002-04-19	UHC-70047-85	3097594128	8547 Spring St, Eden Prairie, MN	0.68	Name re-cased Street suffix standardised Address re-cased ZIP missing
CLM-429672	CLM	Donna Jenkins	1958-12-26	UHC-36805-79	9649802879	2650 Maple Ave, Charlotte, NC	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
CLM-418605	CLM	Cynthia Gray	1986-06-08	UHC-12777-98	4514132650	7290 Washington St, Jacksonville, FL	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-130798	ENR	Aaron Parker	1994-12-08	UHC-40606-45	2315982545	4193 Highland Ave, Las Vegas, NV	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP missing
CLM-430688	CLM	Stephen Ford	1974-03-24	UHC-14624-83	4563469555	8206 River Rd, Sacramento, CA	0.68	Date of birth reformatted State name converted to code ZIP missing Placeholder values cleared
CLM-423550	CLM	Lauren Reynolds	—	—	—	7932 Willow Ct, Columbus, OH	0.68	Date of birth unreadable City re-cased ZIP missing Placeholder values cleared
CLM-417926	CLM	Sean Dixon	1999-10-04	UHC-62395-04	—	3247 Mountain View Dr, Nashville, TN	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
CLM-420921	CLM	Denise J Lucas	1997-06-10	UHC-21721-41	—	1042 Sunset Blvd, Tampa, FL	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-109048	ENR	Mark Kelley	1953-05-14	UHC-46449-29	—	3775 Camelback Rd, Mesa, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared

7,146 rows, page 107 of 143Previous Next