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
TPA-59259	TPA	Madison Tucker	1963-10-17	—	—	5673 River Rd, Columbus, OH	0.68	Two-digit birth year ZIP missing Whitespace trimmed Placeholder values cleared
TPA-54662	TPA	Cynthia Ryan	1948-04-19	—	8147336786	1187 Broadway, San Antonio, TX, 78200	0.68	Two-digit birth year State name converted to code Whitespace trimmed Placeholder values cleared
CLM-401934	CLM	Albert Miller	1940-02-09	UHC-57977-59	—	5580 Hillcrest Rd, Orlando, FL, 32870	0.68	Two-digit birth year State name converted to code Whitespace trimmed Placeholder values cleared
CLM-405499	CLM	Alexis G Howell	1974-10-20	UHC-49365-80	7472619934	6614 Union St, Columbus, OH, 43222	0.68	Name re-cased Two-digit birth year State name converted to code Placeholder values cleared
ENR-107820	ENR	Douglas W Walker	1961-03-24	UHC-52481-89	9059963295	4492 Meadow Ln, Sacramento, CA, 95824	0.68	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed
CLM-414383	CLM	Kayla N Kelley	1951-11-09	UHC-25348-74	—	1189 Meadow Ln, Phoenix, AZ, 85049	0.68	Middle initial moved out of first name Name re-cased Two-digit birth year Placeholder values cleared
ENR-121393	ENR	Ronald Q Brown	1964-02-24	UHC-81582-22	—	758 Elm St, Mesa, AZ, 85204	0.68	Name re-cased Two-digit birth year Phone missing area code Whitespace trimmed
TPA-57368	TPA	Sandra Vega	1949-12-23	UHC-13934-86	—	—	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
ENR-125357	ENR	Carolyn W Silva	1939-11-05	UHC-58261-64	6395086257	9345 Park Pl, Orlando, FL	0.68	Name re-cased Two-digit birth year ZIP missing Whitespace trimmed
CLM-426441	CLM	Ryan Santos	1943-02-27	UHC-94423-25	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-28946	PRV	Wei V Rojas	1959-03-01	—	4474536178	9644 Apache Blvd, Glendale, AZ, 85394	0.68	Name split from “Last, First”Two-digit birth year Email lower-cased Placeholder values cleared
CLM-412794	CLM	Juan B Carpenter	2000-06-11	UHC-33252-10	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-108255	ENR	Scott U Castro	1976-12-17	UHC-49142-95	6499006219	7913 Desert Sky Blvd, Eden Prairie, MN	0.68	Two-digit birth year Phone reformatted ZIP missing Whitespace trimmed
TPA-58005	TPA	Robert Franklin	1956-02-12	—	7522231700	—	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
ENR-134328	ENR	Diana V Harvey	1964-12-25	UHC-03967-35	7127268372	7095 Bayshore Dr, Phoenix, AZ, 85041	0.68	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed
ENR-127891	ENR	Samuel V Aguilar	1945-10-21	UHC-17837-77	4072594636	3030 Indian School Rd, Minneapolis, MN, 55418	0.68	Two-digit birth year Phone reformatted City re-cased Gender normalised
ENR-114422	ENR	Sarah Wheeler	2001-09-08	UHC-55316-16	8057197073	5874 Willow Ct, Tucson, AZ, 85707	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-408537	CLM	John Reyes	2004-01-07	UHC-52250-13	—	1791 Elm St, Tempe, AZ, 85253	0.68	Two-digit birth year ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-405361	CLM	Santiago Day	1998-05-03	UHC-69311-39	—	9850 Church St, Las Vegas, NV, 89131	0.68	Two-digit birth year Member ID reformatted SSN last four extracted Placeholder values cleared
CLM-417570	CLM	Lucia Hernandez	2003-08-05	UHC-88709-12	2966076326	1139 Mountain View Dr, Seattle, WA, 98146	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased
ENR-111522	ENR	George Guerrero	1954-03-15	UHC-05538-48	2855619555	5087 Union St, Eden Prairie, MN, 55314	0.68	Two-digit birth year ZIP+4 trimmed Email lower-cased Whitespace trimmed
TPA-59674	TPA	Juan Morrison	1942-06-03	—	8823937301	917 Cedar Ln, Jacksonville, FL, 32263	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
CLM-411165	CLM	Kevin L Soto	1955-12-09	—	—	3195 Meadow Ln, San Antonio, TX, 78261	0.68	Two-digit birth year State name converted to code Whitespace trimmed Placeholder values cleared
ENR-134315	ENR	Joan Spencer	1943-03-13	UHC-91434-17	6816887509	6853 Bayshore Dr, Austin, TX, 78781	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
TPA-50018	TPA	Jeremy Franklin	1974-09-25	—	—	3588 Jefferson Ave, Houston, TX, 77063	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
TPA-59568	TPA	Stephen Mills	2006-12-22	—	6588782049	2771 Willow Ct, Nashville, TN, 37245	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-427725	CLM	Albert C Delgado	1939-08-14	—	—	—	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
CLM-421251	CLM	Ashley R Peters	1941-04-21	UHC-83509-19	—	6353 Canyon Rd, Columbus, OH, 43215	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
TPA-50150	TPA	Anna Stevens	1970-11-09	UHC-64371-85	—	582 Union St, Orlando, FL, 32828	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-427870	CLM	Cheryl Peterson	1958-03-10	UHC-22463-54	—	8368 Hillcrest Rd, Denver, CO, 80272	0.68	Name re-cased Two-digit birth year ZIP+4 trimmed Placeholder values cleared
ENR-109007	ENR	Laura Aguilar	1943-08-17	UHC-46548-44	2802655691	3684 Baseline Rd, Denver, CO, 80283	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-138133	ENR	Ana M Martinez	1989-02-02	UHC-67401-78	6872154505	8748 Forest Ave, San Antonio, TX, 78223	0.68	Name re-cased Two-digit birth year ZIP+4 trimmed Whitespace trimmed
CLM-410060	CLM	Yuki F Meyer	1950-06-01	UHC-39552-52	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-111343	ENR	Sephen Munoz	1971-04-11	UHC-44645-89	5838556176	4303 Maple Ave, Scottsdale, AZ, 85280	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
ENR-103437	ENR	Janet Washington	1982-03-12	UHC-66210-51	9817646458	8672 Oak St, Mesa, AZ, 85255	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-122837	ENR	Anna A Barnes	1986-08-23	UHC-89276-13	9457520541	6560 Lincoln Way, Fresno, CA, 93767	0.68	Name re-cased Two-digit birth year Email lower-cased Gender normalised
TPA-63363	TPA	Austtin Li	1943-07-11	—	8143275055	4095 Bayshore Dr, Scottsdale, AZ, 85262	0.68	Two-digit birth year ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-113644	ENR	Dan Z Larson	1946-12-10	UHC-48509-03	3957739205	9538 Canyon Rd, Mesa, AZ, 85275	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed
CLM-430071	CLM	Lawrence Hoffman	1971-02-10	UHC-12016-65	—	—	0.68	Two-digit birth year Member ID reformatted Gender normalised Placeholder values cleared
ENR-124569	ENR	Catherine X Adams	1978-06-02	UHC-68578-22	5115086444	8937 Harbor Blvd, Fresno, CA, 93717	0.68	Name re-cased Two-digit birth year Phone reformatted Gender normalised
ENR-124570	ENR	Catherine X Adams	1978-06-02	UHC-68578-22	5115086444	8937 Harbor Blvd, Fresno, CA, 93717	0.68	Name re-cased Two-digit birth year Phone reformatted Gender normalised
CLM-416538	CLM	Valentina Aguilar	1943-05-19	UHC-88614-93	—	4653 River Rd, Glendale, AZ, 85376	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-104980	ENR	Priya O Mejia	1992-02-11	UHC-43392-21	6808750062	8966 Jefferson Ave, San Antonio, TX, 78225	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-104619	ENR	Carol Q Carlson	1994-06-12	UHC-74968-93	2485851096	—	0.68	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed
ENR-113571	ENR	Jose Ross	2005-07-10	UHC-02279-47	9205245106	477 Willow Ct, Austin, TX, 78727	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
ENR-143092	ENR	Sarah Harvey	1994-03-07	UHC-63568-85	—	9589 Church St, Phoenix, AZ, 85073	0.68	Two-digit birth year State name converted to code Email lower-cased Whitespace trimmed
CLM-423507	CLM	Peter Harper	1957-04-15	UHC-87117-06	2522107241	—	0.68	Two-digit birth year Phone reformatted SSN last four extracted Placeholder values cleared
ENR-138628	ENR	Sharon V Rose	1956-02-12	UHC-95563-56	6264537870	1190 Grand Ave, Los Angeles, CA, 90044	0.68	Name split from “Last, First”Two-digit birth year Plan code upper-cased Placeholder values cleared
CLM-414331	CLM	Linda Weaver	2008-05-21	—	5002717806	3756 Meadow Ln, Plano, TX, 75057	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
ENR-119362	ENR	Sofia Stone	1957-07-25	UHC-26887-79	4694220762	9671 Highland Ave, Tucson, AZ, 85724	0.68	Name re-cased Two-digit birth year Street suffix standardised Address re-cased

6,661 rows, page 96 of 134Previous Next