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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-24648	PRV	Geoorge V Weaver	1982-06-25	—	4384378463	1304 Bayshore Dr, Nashville, TN, 37281	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-27843	PRV	Elizabeth G Reed	1950-03-08	UHC-55922-83	9325660609	8057 Palm Dr, Tempe, AZ, 85266	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27842	PRV	Elizabeth G Reed	1950-03-08	UHC-55922-83	9325660609	8057 Palm Dr, Tempe, AZ, 85266	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21428	PRV	Vicnent H Hart	1976-04-05	UHC-99163-01	—	3166 Oak St, Minneapolis, MN, 55413	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-28305	PRV	Bryan Wheeler	1958-07-14	—	7467854283	6051 Broadway, Atlanta, GA, 30338	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
PRV-24296	PRV	Gloria Schmidt	1947-09-08	—	3869222678	7128 Lincoln Way, Plano, TX	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-21230	PRV	Andrea Scott	1942-11-13	UHC-49963-79	5494208731	5272 Maple Ave, Chandler, AZ, 85271	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-29426	PRV	Jason Wells	1979-06-12	UHC-02719-63	8826052732	7236 Valley View Dr, San Antonio, TX, 78296	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-27111	PRV	Ana J Simpson	1953-01-28	UHC-12624-94	9559553953	2287 Valley View Dr, San Antonio, TX, 78220	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-25147	PRV	Roger Edwards	2002-10-01	UHC-27243-62	8782199861	7296 Union St, Tempe, AZ, 85298	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25055	PRV	Yuki Rios	1979-11-21	—	5425797223	2827 Central Ave, Orlando, FL, 32883	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
PRV-21004	PRV	Kellly Shaw	1994-12-10	UHC-70062-36	—	7662 Lake View Rd, Chandler, AZ, 85265	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-21827	PRV	Brittany Robinson	1966-08-08	UHC-17369-36	7726091297	521 Lincoln Way, Austin, TX, 78797	0.76	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
PRV-26408	PRV	Cynthia Q Ortega	1943-02-04	UHC-81402-27	4387570627	8531 Mountain View Dr, Atlanta, GA, 30311	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-29283	PRV	William I Vargas	1981-12-28	UHC-52456-25	5274421061	5990 Apache Blvd, Nashville, TN, 37247	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28348	PRV	Brandon E Peters	2000-03-27	—	4913998978	1442 Harbor Blvd, Eden Prairie, MN, 55392	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-24039	PRV	Bruce Banks	1983-06-21	—	3515860335	5040 Harbor Blvd, Atlanta, GA, 30334	0.76	Phone reformatted City re-cased Email lower-cased Gender normalised+2 more
PRV-26955	PRV	Mei Q Carter	1992-06-24	—	4672594055	635 Highland Ave, Houston, TX, 77055	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-28043	PRV	Lawrence Ellis	1972-12-15	UHC-86802-85	3298366874	2366 Indian School Rd, San Diego, CA, 92152	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20723	PRV	Brittany Wright	1946-05-25	UHC-09549-37	—	9086 Hillcrest Rd, Miami, FL, 33101	0.76	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
PRV-22467	PRV	Camila M Lucas	1959-11-09	—	4029460018	1620 Jefferson Ave, Dallas, TX, 75232	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20571	PRV	Justin Cooper	1943-04-08	—	8333266042	8956 Baseline Rd, Fresno, CA, 93724	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-22585	PRV	Susan Chavez	1982-09-21	—	3233610184	6323 Camelback Rd, Charlotte, NC, 28229	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-22470	PRV	Catherine M Gomez	1998-10-01	—	4822010233	2035 Lake View Rd, Atlanta, GA, 30395	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-23360	PRV	Alice Reed	1960-03-07	UHC-07621-79	2868782398	8551 Park Pl, Tucson, AZ, 85740	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-20137	PRV	Wayne S Carpenter	1993-02-01	—	9764727482	6771 Bayshore Dr, Eden Prairie, MN, 55375	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-25335	PRV	Jack X Dunn	1975-08-10	UHC-22549-45	5743947611	4632 Mesa Dr, Los Angeles, CA, 90029	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-28572	PRV	Sara Williams	1973-12-22	—	6887004716	5037 Washington St, Seattle, WA	0.76	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
PRV-22741	PRV	Teresa Williamson	1981-01-26	UHC-54512-54	4142162987	2913 Lincoln Way, Dallas, TX, 75257	0.76	Two-digit birth year Phone reformatted Member ID reformatted City re-cased+2 more
PRV-25381	PRV	Harold K Mejia	1969-10-17	UHC-63645-91	5163320294	1262 Willow Ct, Nashville, TN, 37270	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-24300	PRV	Sue Carr	2005-06-19	UHC-11023-15	4392075440	5207 Pine Dr, Las Vegas, NV, 89177	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-24106	PRV	Danielle Andrews	1952-11-02	—	3413261209	247 Camelback Rd, Eden Prairie, MN, 55393	0.76	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
PRV-27403	PRV	Grace Dixon	1983-09-19	UHC-62535-51	8104551642	5204 Palm Dr, Miami, FL, 33134	0.76	Two-digit birth year Phone reformatted Member ID reformatted City re-cased+2 more
PRV-29049	PRV	Patricia P King	1967-06-23	—	4872781868	5936 Willow Ct, Dallas, TX, 75246	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-23097	PRV	Olson B Keith	2006-03-05	—	9494048924	500 Highland Ave Apt 22, Sacramento, CA, 95828	0.76	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
PRV-20298	PRV	Carolyn Lewis	1996-08-27	—	—	5024 Spring St, Charlotte, NC, 28254	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-20547	PRV	Betty Peters	1940-12-28	—	9106580553	7521 Camelback Rd, Sacramento, CA, 95881	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-23178	PRV	David Rose	1970-11-27	—	8742522938	703 Palm Dr, Minneapolis, MN, 55433	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-26041	PRV	Donna Greene	1989-01-17	—	8568609815	5500 Hillcrest Rd, San Diego, CA, 92179	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-28337	PRV	Elijah Z Le	1964-09-23	—	5338389722	9800 Elm St, Fresno, CA, 93709	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-22978	PRV	Rebecac G Elliott	1951-07-04	—	—	1001 Lincoln Way, Columbus, OH, 43213	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more
PRV-23529	PRV	Denise Estrada	1979-12-20	—	—	9543 Highland Ave, Columbus, OH, 43252	0.78	Two-digit birth year City re-cased State code upper-cased Whitespace trimmed+1 more
PRV-26713	PRV	Albert Hughes	1942-06-20	UHC-56108-84	2625017162	6509 Apache Blvd, Tucson, AZ, 85710	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-24547	PRV	Carolyn Jordan	1952-10-12	—	9293703365	3878 Market St, Charlotte, NC	0.78	Date of birth reformatted City re-cased ZIP missing Whitespace trimmed+1 more
PRV-21240	PRV	Carl A Hoffman	1941-12-11	UHC-12474-99	—	7522 Indian School Rd, Miami, FL, 33185	0.78	Member ID reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-21172	PRV	Zachary Luna	1949-03-04	—	4993825921	8165 Harbor Blvd, Glendale, AZ, 85350	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-20986	PRV	Camila Olson	1938-06-17	—	7345417864	5990 Camelback Rd, Denver, CO, 80272	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
PRV-26740	PRV	Carlos Daniels	1974-11-06	—	—	4075 Maple Ave, Denver, CO	0.78	Name re-cased Date of birth reformatted City re-cased ZIP missing+1 more
PRV-23395	PRV	Carl C Watson	1947-06-09	UHC-46114-22	—	4297 Palm Dr, Miami, FL, 33100	0.78	Member ID reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-23427	PRV	Donald O Lynch	1999-02-27	—	5313314934	2835 Lake View Rd, Mesa, AZ, 85265	0.78	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed+1 more

1,737 rows, page 24 of 35Previous Next