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 “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
TPA-60695	TPA	Lawrence Carpenter	1948-04-25	UHC-02642-89	—	132 Valley View Dr Apt 22, Columbus, OH, 43281	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
TPA-58127	TPA	Joyce Hernandez	2005-09-21	—	—	9781 River Rd, Eden Prairie, MN, 55319	0.64	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
CLM-419209	CLM	Judith Robertson	1974-05-11	—	7009462387	9604 Elm St, Nashville, TN, 37268	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-122914	ENR	Ahmed Hudson	1963-04-04	UHC-89402-89	2272459308	6882 Sage Ct, Dallas, TX, 75259	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-110757	ENR	Carolyn V Lane	1982-03-16	UHC-62433-43	6503042761	9521 Highland Ave, Glendale, AZ, 85367	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-62542	TPA	Arthur Rivera	1966-04-15	—	—	8948 Apache Blvd, Houston, TX, 77054	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
PRV-20720	PRV	Brandon Rivera	2006-08-16	UHC-83841-16	—	4526 Jefferson Ave, Gilbert, AZ, 85280	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-141166	ENR	Jon Holmes	1983-10-10	UHC-68789-09	3549491986	1760 Forest Ave, Dallas, TX, 75231	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-133777	ENR	Walter Guerrero	2001-02-15	UHC-26876-34	—	8015 Apache Blvd, Minneapolis, MN, 55469	0.64	Name re-cased Phone missing area code SSN last four extracted City re-cased+2 more
CLM-432288	CLM	Cheryl Johnson	1973-02-07	—	3353150878	101 Palm Dr, Sacramento, CA, 95821	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100259	ENR	Marilyn T Garza	1938-06-19	UHC-96077-99	4496353634	2481 Sage Ct # 371, Nashville, TN, 37232	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Unit split from street+2 more
CLM-424883	CLM	Sarah Mitchell	1992-09-26	UHC-43687-13	—	8532 Oak St, Eden Prairie, MN, 55386	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-109492	ENR	Carlos Ruiz	2005-04-19	UHC-41536-90	4923701850	7823 Highland Ave, Fresno, CA, 93704	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-140856	ENR	Andrew M Herrera	2004-01-23	UHC-78655-68	—	3253 Palm Dr, Minneapolis, MN, 55487	0.64	Name split from “Last, First”Member ID reformatted City re-cased State name converted to code+2 more
ENR-105036	ENR	Stephen X Romero	2005-04-12	UHC-91458-30	7232201272	2814 Sage Ct, Sacramento, CA, 95827	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-431431	CLM	Kathryn Dominguez	1939-12-18	UHC-46274-34	—	6195 Apache Blvd, Sacramento, CA, 95854	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-420178	CLM	Donald B Vazquez	1967-07-25	UHC-46967-70	8135808579	3799 Indian School Rd # 240, Miami, FL, 33155	0.64	Two-digit birth year Phone reformatted Unit split from street City re-cased+2 more
PRV-22394	PRV	Rebecca Z Burns	1988-10-20	—	8017363234	3762 Cedar Ln, Eden Prairie, MN	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-431342	CLM	Kayla Broosk	1994-05-18	—	2779818387	4646 Camelback Rd, Seattle, WA	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-411570	CLM	Wei Crawford	1994-12-28	UHC-41748-21	6694884393	744 Grand Ave, Minneapolis, MN, 55428	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-105109	ENR	Martha Jimenez	1966-11-05	UHC-80991-11	8906382844	6213 Oak St, Fresno, CA, 93726	0.64	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-114083	ENR	Caolyn Taylor	1999-12-28	UHC-94825-21	2187028594	3614 Jefferson Ave, Houston, TX, 77007	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-129354	ENR	Angela Burtoon	1988-07-08	UHC-28844-31	—	6571 River Rd, Orlando, FL, 32886	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-418444	CLM	Priya Reyes	1960-06-21	—	—	8136 Ridge Rd, Houston, TX, 77058	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
PRV-20021	PRV	Jeremy G Frnklin	1974-09-25	UHC-69691-36	—	3588 Jefferson Ave, Houston, TX, 77063	0.64	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
ENR-106940	ENR	Michael W Carpenter	1970-03-14	UHC-72769-44	7234587347	5993 Willow Ct, Tucson, AZ, 85755	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-407430	CLM	Cynthia Ward	—	UHC-59138-15	—	3700 Hillcrest Rd, Charlotte, NC, 28226	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-407024	CLM	Yuki Larson	2005-01-18	—	—	4111 Camelback Rd, Atlanta, GA, 30376	0.64	Name re-cased Two-digit birth year City re-cased Gender normalised+2 more
ENR-122369	ENR	Abigail Gomez	1954-05-20	UHC-76184-54	—	9733 Apache Blvd, Tempe, AZ, 85256	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-420431	CLM	Paul Wang	2006-01-27	UHC-64029-57	—	315 Forest Ave, Charlotte, NC, 28273	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-124942	ENR	Carl H Andrews	1941-01-28	UHC-08966-48	3166548207	3243 Baseline Rd, Tucson, AZ, 85747	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-107645	ENR	Eugene Robertson	1959-11-05	UHC-81445-87	8717561933	8093 Lake View Rd # 318, Mesa, AZ, 85272	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-402533	CLM	Andrea S Cook	1969-03-28	—	6877379373	8650 Maple Ave, Scottsdale, AZ, 85298	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423647	CLM	Benjamin Gonzalez	1993-02-25	UHC-36161-18	4857347801	5139 Broadway, Atlanta, GA	0.64	Two-digit birth year Phone reformatted Address re-cased City re-cased+2 more
PRV-28636	PRV	Megan Elliott	1999-03-18	UHC-54964-91	—	2593 Harbor Blvd, Orlando, FL, 32822	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
PRV-22723	PRV	Klely C West	1954-10-06	—	9192004346	7793 Main St, San Diego, CA	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-105780	ENR	Elijah Hall	1996-09-24	UHC-02806-77	4925726487	5172 Willow Ct, Columbus, OH, 43284	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117921	ENR	Julia K Graham	1947-05-12	UHC-16313-77	8007937540	352 Willow Ct, Tucson, AZ, 85748	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+2 more
ENR-107563	ENR	Kathleen Taylor	2004-01-06	UHC-38509-24	—	7201 Union St, Gilbert, AZ, 85273	0.64	Name re-cased Two-digit birth year City re-cased ZIP+4 trimmed+2 more
TPA-57522	TPA	Thomas Foster	1999-05-26	—	3877444007	369 Ocean Ave, Denver, CO, 80260	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-109619	ENR	Therasa Cook	1943-09-26	UHC-31271-01	8586534993	3414 Union St, Columbus, OH	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-118940	ENR	Walter J Cruz	2003-11-07	UHC-56734-59	8238596850	485 Washington St, Gilbert, AZ, 85277	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-432317	CLM	Emma H Fields	1966-05-24	UHC-10590-48	—	7907 Church St, Plano, TX, 75072	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-405414	CLM	Palu Warren	1950-04-14	UHC-35312-33	9062278708	8163 Hillcrest Rd Apt 38, Columbus, OH, 43253	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
CLM-412027	CLM	Margaret Harris	1971-03-16	—	4284901970	471 River Rd, Nashville, TN, 37288	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-401470	CLM	Jerry Pierce	2004-02-27	—	—	3308 Baseline Rd, Phoenix, AZ, 85020	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-104124	ENR	Matthew E Espinoza	2004-08-08	UHC-35173-99	9122454951	2345 Park Pl # 275, Austin, TX, 78788	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-110746	ENR	Nancy K Hill	1954-07-10	UHC-01710-85	—	9505 Forest Ave, San Diego, CA, 92161	0.64	Middle initial moved out of first name Street suffix standardised Address re-cased City re-cased+2 more
PRV-29582	PRV	Doris Meyer	1960-12-20	—	—	7944 Valley View Dr Apt 25, Plano, TX, 75036	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-420515	CLM	Jim Wright	1993-08-27	UHC-88515-11	—	8840 Cedar Ln Apt 33, Columbus, OH, 43225	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more

17,850 rows, page 111 of 357Previous Next