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-413924	CLM	Jessica Perez	1997-02-15	UHC-75199-96	—	9284 Willow Ct, Dallas, TX, 75277	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-406821	CLM	Melissa Fox	1979-01-22	UHC-13839-35	4848736745	2330 Ridge Rd, Fresno, CA, 93744	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-424764	CLM	Martha I Knight	1949-02-09	UHC-46240-42	—	9616 Valley View Dr, Denver, CO, 80276	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-113637	ENR	Ralph N Jimenez	1998-04-11	UHC-41438-71	5707458691	9714 Church St, Sacramento, CA, 95875	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-404481	CLM	Willie Johnson	1938-10-17	UHC-36023-37	9618583013	1333 Indian School Rd, Seattle, WA, 98169	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27094	PRV	Alice Gonzales	2004-02-05	UHC-98533-24	3229531258	7162 Park Pl, Atlanta, GA, 30384	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114144	ENR	Evelyn F Aguilar	—	UHC-92536-58	2296264278	3760 Sage Ct, Chandler, AZ, 85234	0.64	Date of birth unreadable Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-110531	ENR	Danielle P Reynolds	1999-12-27	UHC-46263-10	7819598479	3684 Willow Ct, Atlanta, GA, 30396	0.64	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+2 more
CLM-413166	CLM	Logan A Phillips	1966-04-21	—	4609196479	3710 Mountain View Dr, Orlando, FL, 32851	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-417825	CLM	Virginia Hart	1980-05-04	UHC-92459-20	5929584864	2284 Central Ave, Glendale, AZ, 85315	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-101234	ENR	Lsa K Campbell	1982-04-21	UHC-60740-82	7533744759	4118 Highland Ave, Nashville, TN, 37289	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-407396	CLM	Arthur A Lucas	1954-04-24	UHC-21109-17	6517413344	9504 River Rd, Atlanta, GA, 30300	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-60257	TPA	Willie Hill	1954-02-17	—	4047319190	6950 Camelback Rd, Gilbert, AZ, 85250	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-120824	ENR	Pat M Payne	2003-11-14	UHC-57067-49	2064393479	4502 Cedar Ln, Minneapolis, MN, 55427	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423410	CLM	Nicole Shaw	1945-12-13	UHC-95009-85	9894268957	8639 Indian School Rd, Gilbert, AZ, 85296	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117567	ENR	Natalie Reid	1961-02-05	UHC-53152-08	9212513032	9381 Hillcrest Rd, Chandler, AZ, 85209	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-121453	ENR	Jerry J Watkins	1957-07-07	UHC-20153-72	9407703748	2207 Washington St, Los Angeles, CA, 90098	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-24694	PRV	Camila Marshall	1956-12-09	UHC-89742-06	3347020523	6341 Baseline Rd, Phoenix, AZ, 85066	0.64	Name re-cased Two-digit birth year Phone reformatted State name converted to code+2 more
ENR-118069	ENR	Ashley Peters	1973-02-21	UHC-18032-45	3443505449	2317 Mountain View Dr, Chandler, AZ, 85267	0.64	Name split from “Last, First”City re-cased State name converted to code Email lower-cased+2 more
CLM-409186	CLM	Jack Delgado	1978-12-01	—	6297836156	928 Harbor Blvd, Tucson, AZ, 85710	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-123438	ENR	Ashley S Bradley	1956-04-18	UHC-66935-98	9799207989	6661 Apache Blvd, Las Vegas, NV, 89153	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-126619	ENR	Andrew McCoy	1999-11-03	UHC-29060-53	7896464296	184 Broadway, Houston, TX, 77031	0.64	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+2 more
CLM-431772	CLM	Betty Garrett	1995-10-13	UHC-03172-62	5923950664	2804 Spring St, Austin, TX, 78788	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25098	PRV	Jack Campbell	1968-03-16	—	3043260715	1440 Grand Ave # 603, Las Vegas, NV, 89133	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
PRV-25992	PRV	Frances Valedz	1957-04-24	—	—	9052 Park Pl, Glendale, AZ, 85345	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-20926	PRV	Philip Gray	1948-10-06	UHC-41519-25	8574170224	9035 Willow Ct, Seattle, WA, 98164	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-428950	CLM	Priya Rioos	1981-02-14	UHC-31247-21	—	1393 Canyon Rd, Chandler, AZ, 85293	0.64	Date of birth reformatted State name converted to code Gender normalised Plan code upper-cased+2 more
CLM-425293	CLM	Rachel F Griffin	2005-03-12	UHC-76041-46	3118618954	5971 Baseline Rd, Houston, TX, 77068	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-131310	ENR	Abigail R Gutierez	1951-05-02	UHC-54068-46	7536261696	5075 Sage Ct, Plano, TX, 75062	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-118085	ENR	Pamela A Tucker	1974-08-08	UHC-05887-27	2189075748	7360 Jefferson Ave, Atlanta, GA, 30385	0.64	Street suffix standardised Address re-cased State name converted to code Plan code upper-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
CLM-427912	CLM	Aaron Reid	1968-04-25	UHC-10885-76	7645795913	1642 Apache Blvd, Miami, FL, 33146	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-401123	CLM	Alexsi Haarper	1954-04-02	UHC-57014-87	9049731226	1582 Sage Ct, Eden Prairie, MN, 55310	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-421098	CLM	Dennis Holmes	1981-01-15	UHC-23663-34	9044237368	8792 Elm St, Miami, FL, 33153	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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
TPA-55904	TPA	Tyler X Dominguez	1982-11-27	—	—	7545 Canyon Rd, Nashville, TN, 37239	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+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
TPA-57095	TPA	Janet K Richardson	1989-10-21	—	—	3273 Maple Ave, Atlanta, GA, 30344	0.64	Street suffix standardised Address re-cased State name converted to code Email lower-cased+2 more
CLM-432396	CLM	Lucia Jimenez	1971-07-28	UHC-43120-86	6463949096	4939 Grand Ave, Phoenix, AZ, 85083	0.64	Phone reformatted City re-cased State name converted to code Gender normalised+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-404636	CLM	Sophia Howell	1997-04-28	UHC-51733-01	—	2377 Apache Blvd, San Diego, CA, 92144	0.64	Member ID reformatted 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
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
PRV-20351	PRV	Janice Z Luna	1976-10-02	—	2433521738	6923 Palm Dr, Tucson, AZ, 85763	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+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
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-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
TPA-62102	TPA	Amy Gonzalez	1985-04-03	—	—	6841 River Rd, San Diego, CA, 92119	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

9,084 rows, page 93 of 182Previous Next