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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-50082	TPA	Albert Montgomery	1971-02-03	—	—	7534 Cedar Ln, Glendale, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-61212	TPA	Robert Lee	1999-02-15	—	9123300302	8775 Spring St, Chandler, AZ, 85204	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20031	PRV	Mark Burke	1994-05-26	—	9533274220	4572 Forest Ave, Nashville, TN, 37289	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118639	ENR	Wei K Flores	1946-10-15	UHC-45273-71	8686401554	2163 Union St, Eden Prairie, MN, 55343	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-119281	ENR	William Powell	1973-01-13	UHC-92775-03	4554792134	1719 Ridge Rd, Eden Prairie, MN, 55337	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110184	ENR	Christina Young	1946-01-15	UHC-65599-85	4533544179	1509 Maple Ave Apt 13, Denver, CO, 80225	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-114336	ENR	Betty Y Holmes	1947-02-20	—	3897143457	7379 Grand Ave, Plano, TX, 75077	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115829	ENR	Randy C Sims	1983-10-01	UHC-91736-60	8164946255	7983 Church St, Atlanta, GA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103114	ENR	Kathryn O Lewis	1968-07-26	UHC-49032-95	3955720807	6494 Park Pl, Phoenix, AZ, 85026	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63751	TPA	Joe Vargas	—	—	—	4634 Lake View Rd, Dallas, TX, 75214	0.64	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+2 more
ENR-141220	ENR	Joshua Crawford	1966-05-13	UHC-85570-06	8655014135	7519 Elm St, Denver, CO	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28290	PRV	Edward Jenkins	1963-01-15	—	—	7380 Oak St, Sacramento, CA, 95847	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-429481	CLM	Denise Obrien	1947-05-13	UHC-16406-79	—	9137 Indian School Rd, Nashville, TN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-100368	ENR	Rebecca Gibson	1974-06-28	UHC-61166-15	9454123447	1225 Apache Blvd # 268, Charlotte, NC, 28278	0.64	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-122005	ENR	Barbara Meyer	1991-01-20	UHC-52583-82	2159241174	8848 Mesa Dr, Mesa, AZ, 85261	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-410640	CLM	Eugene Peterson	1942-11-20	UHC-76324-61	8679725228	2480 Ocean Ave, Minneapolis, MN, 55489	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
TPA-61887	TPA	Alexis Henry	1961-09-27	—	—	9695 Harbor Blvd, Tucson, AZ, 85779	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-50795	TPA	Lawrence Young	1953-09-03	—	—	3964 Oak St, Tucson, AZ, 85772	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-134668	ENR	Marshall Olivia	1948-11-17	UHC-22853-47	5315222214	4970 Market St, Tampa, FL	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127321	ENR	John Reed	1967-06-05	UHC-90703-84	2846246591	7091 Washington St, Glendale, AZ, 85348	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-128736	ENR	Wei P Fields	1959-12-24	—	2186784775	5344 Church St, Los Angeles, CA, 90051	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-130520	ENR	Robert O Watkins	2001-07-07	UHC-29270-37	6409870505	8144 Grand Ave Apt 4, Dallas, TX, 75245	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-401149	CLM	Albert Woods	1954-07-09	UHC-81873-91	9056557520	1380 Harbor Blvd, Denver, CO, 80213	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-118422	ENR	Victoria Rojas	1950-03-14	UHC-85933-77	—	6116 Meadow Ln, Las Vegas, NV	0.64	Name re-cased Date of birth reformatted ZIP missing Gender normalised+2 more
TPA-51200	TPA	Kahy Hill	1979-09-20	—	7516947971	983 Spring St, Fresno, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-414504	CLM	Julia Vasquez	1956-12-05	UHC-90179-25	—	7887 Indian School Rd, Minneapolis, MN, 55436	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-400211	CLM	Brandon D Bennett	1976-10-06	—	6375998649	625 Spring St, Tampa, FL, 33620	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-135205	ENR	Marilyn J Sandoval	—	UHC-97540-47	3028624606	7421 Ocean Ave, Minneapolis, MN, 55469	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
CLM-418443	CLM	Carol Cook	1973-12-02	UHC-47697-12	—	9188 Central Ave, Nashville, TN, 37218	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-113143	ENR	Ethan Q Hill	1944-05-11	UHC-60191-91	2225407877	3252 Main St, Austin, TX, 78790	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101962	ENR	Hannah U Chapman	1979-11-04	UHC-28347-29	6002456796	3639 Ocean Ave, Tucson, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112383	ENR	Kathleen Watson	—	UHC-89150-20	5847342751	3553 Mountain View Dr, San Diego, CA, 92195	0.64	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
CLM-427429	CLM	Mariana Rios	1939-03-01	—	4766492981	8891 Pine Dr, Tampa, FL, 33624	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-429254	CLM	Mei Miller	1981-04-16	—	—	8901 Indian School Rd, Austin, TX, 78766	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-414751	CLM	Juan E Lopez	1968-10-05	—	—	8639 Highland Ave Apt 33, Columbus, OH, 43244	0.64	Name re-cased Unit split from street City re-cased ZIP+4 trimmed+2 more
PRV-28919	PRV	Raymond Peters	1972-08-03	—	9416962019	2221 Lake View Rd Apt 31, Austin, TX, 78732	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
CLM-419433	CLM	Singh Jennifer	1962-11-02	UHC-83847-54	—	4343 River Rd, Minneapolis, MN, 55413	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-59849	TPA	Lawrence Soto	1974-08-02	—	5823902790	6232 Willow Ct, Tempe, AZ, 85269	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
ENR-141269	ENR	Christina T Maldonado	1968-01-13	UHC-10398-30	6415500800	7835 Grand Ave, Austin, TX, 78763	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-121193	ENR	Denny O Murphy	1954-07-21	UHC-42387-26	3863170909	3786 Union St # 286, Seattle, WA, 98106	0.64	Name re-cased Phone reformatted Unit split from street Email lower-cased+2 more
CLM-400327	CLM	Rebecca F Little	1942-01-15	UHC-55146-08	—	7903 Desert Sky Blvd, Austin, TX, 78722	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-413147	CLM	Ann McCoy	1972-11-10	UHC-89695-64	—	1589 Mesa Dr, Columbus, OH, 43235	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-407782	CLM	Mark Harper	1987-01-24	—	—	6905 Ocean Ave, Seattle, WA, 98186	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-101565	ENR	Gabriel E Perkins	1990-03-25	UHC-13630-01	4299666485	6444 River Rd, Dallas, TX, 75252	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107868	ENR	Maria T Bryant	1999-07-28	UHC-92112-28	3627878938	989 Indian School Rd, San Diego, CA, 92186	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60942	TPA	Nunez Elizaebth	2008-08-01	—	—	8418 Cedar Ln # 999, Chandler, AZ, 85212	0.64	Name re-cased Date of birth reformatted Unit split from street State name converted to code+2 more
ENR-116618	ENR	Terry Alvarado	2003-01-24	UHC-70635-47	4066387703	5291 Desert Sky Blvd # 596, Houston, TX, 77016	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-422195	CLM	Luis P Freeman	1990-03-27	UHC-20455-14	2946618712	3146 Canyon Rd # 789, Gilbert, AZ, 85274	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-116922	ENR	Robert M Hall	1946-03-22	UHC-74797-86	6119143956	1833 Oak St, Sacramento, CA, 95893	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-109748	ENR	Patricia R Hayes	2000-07-03	UHC-59679-50	—	5615 Grand Ave, Jacksonville, FL, 32275	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more

39,996 rows, page 172 of 800Previous Next