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

Provider network, 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
PRV-22762	PRV	Aisha H Price	1939-08-27	UHC-23862-75	4062283541	2027 Ocean Ave, Miami, FL, 33124	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-21753	PRV	Heather Q Taylor	1945-07-23	UHC-41950-84	5308836062	753 Camelback Rd, Mesa, AZ, 85209	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
PRV-25559	PRV	Julie Jenkins	1941-06-04	UHC-74393-86	4509498674	6858 Camelback Rd Apt 23, San Antonio, TX, 78208	0.66	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+1 more
PRV-20591	PRV	Mei F Etrada	1958-06-13	UHC-89965-96	9867750981	8211 Church St, Tempe, AZ, 85267	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-24139	PRV	Chris Green	1954-06-08	—	9306245467	2440 Market St, Los Angeles, CA, 90072	0.66	Name re-cased State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
PRV-26632	PRV	Scott Thomas	1979-06-10	—	7138305068	3750 Bayshore Dr, Chandler, AZ, 85239	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
PRV-21980	PRV	Gloria Stone	1965-04-03	UHC-46016-18	4863376974	2107 Park Pl, Charlotte, NC	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
PRV-20143	PRV	Santiago Peters	1999-11-21	UHC-16126-85	—	8248 Willow Ct, San Antonio, TX, 78210	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-29365	PRV	Virginia Fowler	1958-10-27	UHC-04162-62	5828842421	9688 Union St, Las Vegas, NV, 89126	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-26655	PRV	Randy Green	2005-06-07	—	2489980247	49 Ocean Ave, Tempe, AZ, 85211	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
PRV-29333	PRV	Margaret F Fernandez	1938-09-28	UHC-38371-52	—	1878 Ocean Ave, Atlanta, GA, 30309	0.66	Date of birth reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
PRV-29510	PRV	Sandra M Scott	1974-11-01	—	4115808782	3389 Harbor Blvd, Las Vegas, NV, 89158	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-22651	PRV	Kathryn Tran	1970-07-24	—	6873848250	4838 Mountain View Dr, Tucson, AZ, 85754	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
PRV-21958	PRV	Gabriel Ross	1982-07-27	—	4123747243	5064 Mesa Dr, Sacramento, CA	0.66	Phone reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
PRV-21197	PRV	Scott Long	1943-11-10	—	—	484 Willow Ct, Austin, TX, 78738	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
PRV-20546	PRV	Hiroshi Reynolds	1965-06-21	—	3935296025	2054 Sunset Blvd, Sacramento, CA, 95897	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-27418	PRV	Stepphanie Rios	1979-05-15	—	—	3417 Forest Ave, Nashville, TN, 37207	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
PRV-21534	PRV	Logan Williams	1942-05-11	—	9233515901	9681 Jefferson Ave, Fresno, CA, 93723	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-26459	PRV	Kayla Rice	1997-11-11	—	—	3442 Church St, Gilbert, AZ, 85272	0.66	Name re-cased Phone missing area code City re-cased State name converted to code+1 more
PRV-21775	PRV	Bradley G Carroll	1968-11-05	UHC-64547-12	7646502640	2490 Market St, Glendale, AZ, 85383	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
PRV-26320	PRV	Keith Schultz	1940-01-23	UHC-59799-84	8369687185	3791 Sunset Blvd, Seattle, WA, 98127	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-23361	PRV	Amy Woods	1998-06-08	UHC-57366-89	2328896648	5269 Canyon Rd, Plano, TX, 75013	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-28970	PRV	Edward Boyd	2003-11-09	—	7173338374	8783 Willow Ct, San Diego, CA, 92123	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-21282	PRV	Gabriel Campbell	1941-09-14	—	—	1460 Pine Dr, Plano, TX, 75001	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
PRV-26337	PRV	Megan A Berry	1943-10-26	UHC-79894-32	—	6422 Highland Ave, Sacramento, CA, 95888	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
PRV-27392	PRV	Sofia Ortiz	1995-11-04	UHC-16134-88	—	3988 Lincoln Way, Jacksonville, FL, 32242	0.66	Phone missing area code State name converted to code Email lower-cased Whitespace trimmed+1 more
PRV-22875	PRV	Mariana Le	1997-11-10	—	3095152774	733 Lake View Rd, Dallas, TX, 75243	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
PRV-27668	PRV	Jason Ross	1952-10-22	—	7594240525	1716 Maple Ave # 669, Gilbert, AZ, 85278	0.66	Name re-cased Unit split from street State name converted to code Whitespace trimmed+1 more
PRV-23129	PRV	Edward Daniels	1985-10-27	UHC-52432-11	3343172163	8035 Central Ave, Tampa, FL, 33615	0.66	Two-digit birth year Phone reformatted State name converted to code Email lower-cased+1 more
PRV-20828	PRV	Dennis Gutierrez	1984-04-08	UHC-41524-39	9526327283	9635 Mountain View Dr, Seattle, WA, 98132	0.66	Date of birth reformatted Member ID reformatted State name converted to code Gender normalised+1 more
PRV-23222	PRV	Sandra Snyder	1952-02-28	UHC-06644-60	5683109468	3716 Washington St, Las Vegas, NV, 89140	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
PRV-24195	PRV	Stephanie Z Mejia	1984-11-12	—	5648476984	3840 Highland Ave, Glendale, AZ, 85383	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
PRV-24194	PRV	Stephanie Z Mejia	1984-11-12	—	5648476984	3840 Highland Ave, Glendale, AZ, 85383	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
PRV-28070	PRV	Donald Mendez	1996-11-14	—	9084065895	8762 Camelback Rd, Mesa, AZ, 85270	0.66	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-23202	PRV	Luis Clark	1983-08-07	UHC-84938-13	2014297624	8275 Church St, Columbus, OH, 43264	0.66	Name re-cased Phone reformatted Member ID reformatted State name converted to code+1 more
PRV-25232	PRV	Jack E Meyer	1996-06-12	—	8928493974	8203 Mesa Dr, San Diego, CA, 92140	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-23587	PRV	Shirley R Howard	—	—	3086782307	9430 Lincoln Way, Charlotte, NC, 28274	0.66	Date of birth missing Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-23565	PRV	Frances Harvey	1985-03-28	—	7026477439	3719 Mesa Dr, Minneapolis, MN, 55414	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-26841	PRV	Ken James	1941-08-01	UHC-79845-73	—	2485 Baseline Rd, Gilbert, AZ, 85229	0.66	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-23698	PRV	Diana Brown	1961-08-05	UHC-44223-69	6417758041	4932 Oak St, Miami, FL, 33133	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
PRV-24940	PRV	Dot W Wagner	1999-11-07	—	—	1607 Forest Ave, Tucson, AZ, 85733	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
PRV-20625	PRV	Bruce Johnston	1957-08-10	UHC-32734-85	2452831145	3273 Harbor Blvd, Dallas, TX	0.66	Phone reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
PRV-25859	PRV	Joe T Williamson	1968-12-09	—	—	6730 Bayshore Dr, Seattle, WA, 98175	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
PRV-21199	PRV	Julia Hunt	1965-02-23	—	6739803505	9025 Cedar Ln, Seattle, WA, 98161	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-25934	PRV	Wei Walker	1976-05-14	UHC-30724-80	7004052828	9780 River Rd, Dallas, TX, 75270	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-27938	PRV	Henry Alvarado	1960-08-24	UHC-71930-79	—	569 Highland Ave, Austin, TX, 78726	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
PRV-22205	PRV	Jordan Cooper	1966-09-05	UHC-56687-76	7612126816	2256 Apache Blvd, Houston, TX, 77030	0.66	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-28890	PRV	Kayla Estrada	1996-09-26	—	7446222442	9641 Camelback Rd, Tucson, AZ, 85753	0.66	Phone reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
PRV-28669	PRV	Diane Robinson	1989-02-15	UHC-99457-09	5445453060	6755 Park Pl, Atlanta, GA, 30379	0.66	Two-digit birth year Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-20416	PRV	Billy Rodriguez	1982-07-06	—	9146151101	647 Main St, Gilbert, AZ, 85261	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more

926 rows, page 14 of 19Previous Next